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@@ -4,3 +4,6 @@ results/** -text
results/**/*.csv -whitespace
results/**/*.svg -whitespace
results/**/*.log -whitespace
# Preserve captured scientific stdout byte-for-byte, including blank final lines.
results/head-dominance/*-output.txt -whitespace
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@@ -38,3 +38,16 @@ block scales are alternative partitions and their savings must not be summed.
Dependencies are pinned in `requirements.txt`; install only prebuilt wheels on the remote host.
Full resolved versions and run provenance accompany each result. See the SOP for commands.
## CPU block activation measurements
See [measurement definitions](activation/README.md) and [observed activation report](results/block-activation/REPORT.md) for all 24 layers, contiguous output-channel blocks, exact/near-zero rates and output energy concentration. This is an observational SiLU-gated study, not a pruning or reuse quality claim.
## Adjacent-layer head influence concentration
The CPU study measures all 23 adjacent transitions, observation-wise effective
head counts and Q/K/V influence shares, with equal-size weak/strong/random joint
removal controls. See [definitions and reproduction](dominance/README.md),
[fixed protocol](dominance/PROTOCOL.md), and [measured report](results/head-dominance/REPORT.md).
These are descriptive intervention effects, not additive contribution probabilities
or validated final-LM pruning gains.
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# Observed block activation, CPU only
Measures the retained Qwen3.5-2B checkpoint without training or substitutions.
This model uses SiLU-gated MLPs and sigmoid attention gates, not ReLU.
Leaky ReLU also does not generally create exact zero on negative inputs.
The probe records every linear projection in all 24 layers, plus MLP SiLU
and gate-times-up intermediates and full-attention sigmoid gates. It does not
record every internal recurrent state, convolution output or attention probability.
A block means contiguous **output channels** (64 or 128), hence contiguous
rows of a projection matrix; it is not a Transformer layer or arbitrary 2D tile.
MLP gated-product channels correspond to columns consumed by down_proj.
It is incorrect to call an individual weight active/inactive based only on its value.
For every sample, module and block, metrics.csv reports:
- exact zero and negative element fractions;
- near-zero fractions at |x| <= 0.01 RMS and <= 0.1 RMS;
- fraction of channels ever above 0.01 RMS over the 32 tokens;
- minimum fraction of channels carrying 90% squared-output energy.
RMS is computed within each observed sample/module/block; width=0 records the
whole module. Thus thresholds are explicitly relative and are not shared absolute
cutoffs across layers or blocks. Activation rate at a threshold is 1-near-zero rate.
A small value or an energy-concentrated output does not prove that a block can
be skipped, removed or shared without affecting LM quality. Exact zero is measured
in this FP32 streaming implementation of BF16 source weights; other execution dtypes
can have different underflow rates.
Four prior authored Chinese/English texts, 32 tokens each, descriptive measurements
only. No training, fresh-generalization claim, GPU, weight download or cleanup.
The existing streaming implementation was checked against the official implementation
in the earlier CPU study; this experiment changes only observation, not model equations.
Remote commands (authorized server 8.211.154.134):
```
OPENBLAS_NUM_THREADS=1 OMP_NUM_THREADS=1 venv/bin/python -B -m activation.run --source runs/cpu-qwen35-2b --out runs/NEW_ACTIVATION_DIR
OPENBLAS_NUM_THREADS=1 venv/bin/python -B -m unittest tests.test_activation -v
venv/bin/python -B activation/report.py runs/NEW_ACTIVATION_DIR
```
run.py measures; report.py plots saved rows and derives aggregates;
__init__.py marks the package; tests/test_activation.py checks exact sparsity,
ever-active behavior, all-zero inputs and scale invariance. Raw activations are
not saved or needed for these descriptive statistics. Existing caches and weights
are retained untouched. Full sample token IDs and CPU time/RSS appear in summary.json.
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"""Audit recorded scope, metrics and reproducibility files; no model execution."""
import csv,json,hashlib
from pathlib import Path
import sys
p=Path(sys.argv[1]);r=list(csv.DictReader((p/'metrics.csv').open()));s=json.loads((p/'summary.json').read_text())
assert s['completed'] and len(r)==s['rows']==4*20904
assert len({x['sample'] for x in r})==4
assert {int(x['module'].split('.')[1]) for x in r}==set(range(24))
for x in r:
for k in ['zero_rate','negative_rate','near_001_rms','near_01_rms','ever_active_001','energy90_channel_fraction']:assert 0<=float(x[k])<=1,(x,k)
assert float(x['zero_rate'])<=float(x['near_001_rms'])<=float(x['near_01_rms'])
assert int(x['channels'])==int(x['stop'])-int(x['start'])
a=json.loads((p/'aggregates.json').read_text());lines=['# 实测激活率:SiLU 门控模型','', '覆盖24层、4条中英文文本,每条32 token;所有投影输出及 MLP 门控中间量,按64/128输出通道分块。','', '| 输出 | 精确零比例均值 | 0.01 RMS以下均值 | 0.1 RMS以下均值 | 32 token内曾活跃通道比例均值 | 90%能量所需通道比例均值 |','|---|---:|---:|---:|---:|---:|']
for k,v in a.items():
cols=[v[m]['mean']*100 for m in ['zero_rate','near_001_rms','near_01_rms','ever_active_001','energy90_channel_fraction']]
lines.append('| '+k+' | '+' | '.join(f'{z:.4f}%' for z in cols)+' |')
blocks=[x for x in r if x['width']=='128']; dead=sum(float(x['zero_rate'])==1 for x in blocks)
lines+=['',f'128通道块×文本观测共{len(blocks)}条,整个32 token窗口全为精确零的块观测数为{dead}。', '', '表中是整模块逐文本统计再取均值;每个分块的独立统计见 metrics.csv。阈值是各自RMS的比例;阈值下激活率=1−近零比例。能量集中不等于可删除或可替换。', '', '仅测该模型、四条短文本;不推断所有语言/长上下文。SiLU不把负值整体截零,负数不等于静默。未执行删块/跳算的质量验证。权重和既有缓存全部保留。', '',f"CPU测量耗时{s['elapsed_seconds']:.1f}秒,峰值RSS{s['peak_rss_kib']/1024:.1f} MiB。"]
(p/'REPORT.md').write_text('\n'.join(lines)+'\n')
lines_extra=[]
for suffix in ['mlp.gated_product','self_attn.q_proj.output','self_attn.k_proj.output','self_attn.v_proj.output']:
rr=[x for x in blocks if x['module'].endswith(suffix)]
act=sorted(1-float(x['near_01_rms']) for x in rr)
lines_extra.append(f'{suffix}: 128通道块在0.1 RMS阈值上的激活率范围 {100*act[0]:.2f}%–{100*act[-1]:.2f}%。')
with (p/'REPORT.md').open('a') as f:f.write('\n'+'\n'.join(lines_extra)+'\n')
(p/'audit.json').write_text(json.dumps({'passed':True,'rows':len(r),'layers':24,'samples':4,'all_zero_128_blocks':dead},indent=2))
files=[x for x in p.rglob('*') if x.is_file() and x.name!='checksums.json'];(p/'checksums.json').write_text(json.dumps({str(x.relative_to(p)):hashlib.sha256(x.read_bytes()).hexdigest() for x in sorted(files)},indent=2))
print((p/'REPORT.md').read_text())
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"""Render scientific figures from recorded CPU measurements."""
import csv,json
from pathlib import Path
import numpy as np
import matplotlib
matplotlib.use('Agg')
import matplotlib.pyplot as plt
import sys
root=Path(sys.argv[1]); rows=list(csv.DictReader((root/'metrics.csv').open()))
full=[r for r in rows if r['width']=='0']
fig,axs=plt.subplots(1,3,figsize=(15,4.5),layout='constrained')
for suffix,label in [('gate_proj.output','gate preactivation'),('silu_gate','SiLU gate'),('gated_product','gated product')]:
selected=[r for r in full if r['module'].endswith('mlp.'+suffix)]
for ax,key in zip(axs,['zero_rate','near_001_rms','near_01_rms']):
xs=[];ys=[]
for layer in range(24):
z=[float(r[key]) for r in selected if r['module'].startswith(f'layers.{layer}.')];xs.append(layer);ys.append(np.mean(z))
ax.plot(xs,ys,label=label)
for ax,title in zip(axs,['Exact zero fraction','Near zero: |x| <= 0.01 RMS','Near zero: |x| <= 0.1 RMS']):
ax.set(title=title,xlabel='Layer index',ylabel='Fraction');ax.set_ylim(bottom=0);ax.grid(alpha=.2)
axs[-1].legend();fig.suptitle('Observed MLP activation sparsity: four texts, 32 tokens each; no training')
root.joinpath('figures').mkdir(exist_ok=True)
for ext in ('png','pdf','svg'):fig.savefig(root/'figures'/('mlp_activation.'+ext),dpi=180)
plt.close(fig)
blocks=[r for r in rows if r['width']=='128' and r['module'].endswith('mlp.gated_product')]
fig,axs=plt.subplots(1,2,figsize=(12,4.5),layout='constrained')
for ax,key,title in zip(axs,['near_01_rms','energy90_channel_fraction'],['Near-zero fraction at 0.1 block RMS','Fraction of channels carrying 90% energy']):
matrix=[]
for layer in range(24):
rr=[r for r in blocks if r['module'].startswith(f'layers.{layer}.')]; starts=sorted(set(int(r['start']) for r in rr));matrix.append([np.mean([float(r[key]) for r in rr if int(r['start'])==s]) for s in starts])
im=ax.imshow(matrix,aspect='auto',vmin=0,vmax=1);ax.set(title=title,xlabel='Contiguous 128-channel block',ylabel='Layer index');fig.colorbar(im,ax=ax)
fig.suptitle('MLP gated-product blocks: average over four observed texts')
for ext in ('png','pdf','svg'):fig.savefig(root/'figures'/('block_activity.'+ext),dpi=180)
agg={}
for suffix in ['mlp.gate_proj.output','mlp.silu_gate','mlp.gated_product','self_attn.q_proj.output','self_attn.k_proj.output','self_attn.v_proj.output']:
rr=[r for r in full if r['module'].endswith(suffix)]
agg[suffix]={'observations':len(rr),**{key:{'min':min(float(r[key]) for r in rr),'mean':float(np.mean([float(r[key]) for r in rr])),'max':max(float(r[key]) for r in rr)} for key in ['zero_rate','negative_rate','near_001_rms','near_01_rms','ever_active_001','energy90_channel_fraction']}}
(root/'aggregates.json').write_text(json.dumps(agg,indent=2))
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"""CPU-only observed activation sparsity; no checkpoint changes or training."""
import json,csv,time,resource,hashlib
from pathlib import Path
import numpy as np
from tokenizers import Tokenizer
from functional.model import StreamingLM,silu,sigmoid
def metrics(x):
x=np.asarray(x,dtype=np.float64).reshape(-1,x.shape[-1]); a=np.abs(x); energy=np.square(x).sum(0); total=energy.sum()
rms=float(np.sqrt(np.mean(x*x))); cutoff=.01*rms
ordered=np.sort(energy)[::-1]; n90=int(np.searchsorted(np.cumsum(ordered),.9*total)+1) if total else 0
return dict(elements=x.size,channels=x.shape[-1],rms=rms,zero_rate=float(np.mean(x==0)),negative_rate=float(np.mean(x<0)),near_001_rms=float(np.mean(a<=cutoff)),near_01_rms=float(np.mean(a<=.1*rms)),ever_active_001=float(np.mean(np.any(a>cutoff,axis=0))),channels_for_90pct_energy=n90,energy90_channel_fraction=n90/x.shape[-1])
class Probe(StreamingLM):
def record(self,x,name):
for width in (0,64,128):
for start in range(0,x.shape[-1],width or x.shape[-1]):
stop=min(start+(width or x.shape[-1]),x.shape[-1]); z=x[...,start:stop]
self.rows.append(dict(sample=self.sample,module=name,width=width,start=start,stop=stop,**metrics(z)))
def linear(self,x,name,rows=256):
y=super().linear(x,name,rows); self.record(y,name+'.output')
if name.endswith('self_attn.q_proj'):
dim=self.config['head_dim']; mixed=y.reshape(*y.shape[:-1],-1,2*dim)
self.record(sigmoid(mixed[...,dim:]).reshape(*y.shape[:-1],-1),name+'.sigmoid_gate')
return y
def mlp(self,h,layer):
p=f'layers.{layer}.mlp.'; pre=self.linear(h,p+'gate_proj'); g=silu(pre); u=self.linear(h,p+'up_proj')
self.record(g,p+'silu_gate'); self.record(g*u,p+'gated_product')
return self.linear(g*u,p+'down_proj')
def main():
import argparse
p=argparse.ArgumentParser();p.add_argument('--source',type=Path,required=True);p.add_argument('--out',type=Path,required=True);a=p.parse_args();a.out.mkdir(parents=True,exist_ok=False)
started=time.monotonic();cfg=json.loads((a.source/'model_config.json').read_text()); lm=Probe(a.source/'weights',cfg,seconds=3600);lm.rows=[]
samples=json.loads(Path('crossqkv/fresh_samples.json').read_text())['samples'];tok=Tokenizer.from_file(str(a.source/'tokenizer.json'))
for s in samples:
lm.sample=s['id']; ids=tok.encode(s['text']).ids[:32];s['token_ids']=ids
lm.forward(np.array([ids],dtype=np.int64))
first=not (a.out/'metrics.csv').exists()
with (a.out/'metrics.csv').open('a') as f:
w=csv.DictWriter(f,fieldnames=list(lm.rows[0]))
if first:w.writeheader()
w.writerows(lm.rows)
print('completed',s['id'],len(lm.rows),flush=True);lm.rows.clear()
summary={'completed':True,'elapsed_seconds':time.monotonic()-started,'peak_rss_kib':resource.getrusage(resource.RUSAGE_SELF).ru_maxrss,'config_activation':lm.config.get('hidden_act'),'layer_count':len(lm.config['layer_types']),'samples':samples,'rows':sum(1 for _ in (a.out/'metrics.csv').open())-1,'block_widths':[64,128],'threshold_reference':'RMS within each sample/module/block, thresholds 0.01 and 0.1; exact zero measured separately','training':False,'weights_deleted':False,'limits':['4 short texts, 32 tokens each, descriptive only','Block is contiguous output channels, not Transformer block','Small output does not prove removable computation or parameter interchangeability','All samples previously used; no generalization claim','Relative threshold differs between blocks; width=0 is whole module reference']}
(a.out/'summary.json').write_text(json.dumps(summary,indent=2))
if __name__=='__main__':main()
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# Head influence concentration: measurement protocol
Target: quantify the statistical distribution of large and small upstream head
influences on the next layer's Q/K/V; identity of dominant heads may vary at each
sample, query token and recipient head. No training, GPU, deletion or model edits.
Scope: all 23 adjacent layer transitions of the retained Qwen3.5-2B text model,
including 16-head linear attention and 8-head full attention. Measure effective
Q/K/V, and retrieval probability changes where the recipient uses full attention.
The intervening source-layer residual/MLP and recipient input normalization must
be recomputed after interventions. Residual stream is preserved: removing an
attention head is not removing all information reaching the recipient.
For each observation, remove one upstream attention head's projected contribution
at a time. Record nonnegative influence magnitude d_i and its absolute scale.
When sum(d_i)>0, p_i=d_i/sum(d_i) is normalized intervention influence, NOT an
additive causal attribution or a native attention probability over upstream heads.
All-zero influence has undefined concentration and must be flagged, not assigned
uniform or concentrated values. Record small total influences explicitly.
Primary continuous measures:
- Effective head count: N_eff=1/sum(p_i^2), range [1,H].
- Effective head fraction: N_eff/H, supports different H.
- Normalized concentration: C=(sum(p_i^2)-1/H)/(1-1/H), range [0,1].
These are related summaries, not independent evidence. Report distributions over
texts/tokens/recipient heads/layers, not only concentration of globally averaged
influences. Primary query positions 7 onward avoid trivial short-prefix attention.
Secondary intuitive measures: top1/top25%/top50% influence share, bottom25%
share, and number of heads reaching 90% influence. Preserve raw influence tables.
No RMS activity threshold is used to define influence concentration.
Joint interventions are required: per observation's weak-head set and strong-head
set must be removed together and measured, because individual ablations are not
additive and may conceal cancellation or synergy. Rankings may be input-specific;
these experiments cannot imply a universally removable fixed head set. Distinguish
local next-layer QKV/probability effects from unmeasured final LM quality.
CPU measurements, scientific plots, tests and audits execute on the previously
authorized server 8.211.154.134. All weights and existing caches remain retained.
## Fixed execution details (before real-model measurements)
Four texts are reused from crossqkv/fresh_samples.json (two Chinese/two English),
32 tokens each; no independent generalization claim. All tokens are computed,
queries7..31 are primary statistical observations. The observer caches source
residual inputs and exact per-head projected output components; their sum is
checked against the native branch output. First text's full forward is checked
against the canonical streaming forward, and every transition has a null-mask
control. No cached tensor is deleted.
For each query/recipient query-head, individual influence is the L2 change divided
by that same baseline vector's L2 (floor1e-12). Q,K,V are analyzed separately.
A declared balanced score sqrt((relative_Q^2+relative_K^2+relative_V^2)/3) is also
analyzed; it does not treat their different physical scales as directly additive.
Full attention: Q/K are measured after learned norm/partial RoPE, V before output
mixing, and actual softmax retrieval JS is measured. Linear attention: Q/K/V are
after causal convolution+SiLU; Q/K include the delta-rule L2 normalization and Q
scale. It has no ordinary softmax retrieval distribution. Full-attention GQA K/V
are repeated to query-head slots for aligned joint tests; these slots are not
independent KV heads, and statistical observations are not independent samples.
Joint weak-half/strong-half/random-half/all-head removal uses a separate coherent
sequence for each recipient query-head. At each source token, choose the donor
half by that recipient query-head's QKV influence ranking at the same token.
Recompute full recipient sequence; convolution and QK retrieval can therefore
propagate changes between positions. Only the intended recipient head is scored
for each scenario. This is an input-adaptive diagnostic, not a computationally
free head-selection policy. Random uses fixed seed31000+sample_index*100+layer.
Compare joint effects to sums of corresponding single effects but do not assume
additivity. For JS use the same joint sets (selected by QKV, not by JS).
No success criterion assumes that dominance exists. Report effective-head and
absolute-effect distributions even if contributions are diffuse. No final-LM
NLL or deployable pruning quality claim. Scientific output includes all raw
single/joint effects and deletion masks; large baseline caches remain external.
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# Statistical head influence dominance (CPU)
This study answers how concentrated the **distribution of measured upstream-head
influences** is, without assuming that dominant head identities are fixed across
texts, positions or recipient heads. Read [registered protocol](PROTOCOL.md).
- `core.py`: normalized effective Q/K/V extraction for both attention types,
source projected head decomposition, exact nonlinear downstream recomputation,
coherent masks, continuous concentration and JS.
- `run.py`: four fixed prior texts, all23 adjacent connections, single-head and
weak/strong/random-half/all-head interventions, per-transition checkpointing,
canonical-forward/null controls, preserved baseline caches.
- `report.py`: full saved-data distributions, per-transition CSV, continuous
effective head plots, influence rank curves, joint tests and Chinese report.
- `audit.py`: independently recomputes concentration/masks from raw effects,
validates scope/null/head sums, and hashes retained caches, source and results.
- `tests/test_dominance.py`: continuous limiting cases, undefined zero-total,
token-dependent masks, JS identity, both canonical mixed-layer paths, and joint
interventions on a small checkpoint with known arrays.
Influence for Q/K/V is relative L2 change after deleting one whole donor attention
head (at all sequence positions), preserving the prior residual and recomputing
source MLP + recipient normalization. Source **output/value heads** are the units:
16 for linear attention,8 for full attention. These are not arbitrary individual
Q/K/V weight blocks. For a recipient query-head at one token, normalize donor
influences to p. Primary continuous summary is N_eff=1/sum(p²), and N_eff/H.
C=(sum(p²)-1/H)/(1-1/H) is a related0..1 concentration score. These are not
independent confirmations. No RMS near-zero threshold or R fitting is used.
Q/K/V are separate primary scales; balanced QKV score is RMS of their three
relative changes. It is a declared summary, not a norm in a single physical space.
Zero total implies undefined concentration, not a uniform distribution. Single-head relative effects before head-share normalization and true joint
effects are retained as well as shares. The saved metric named max_absolute is
the largest unsigned relative-L2 effect, not an unnormalized hidden-space norm.
The total field sums individual relative effects; it is not the measured joint
effect of removing the whole attention branch.
Full-attention recipients additionally have real token-key probability JS changes;
linear attention does not have an ordinary softmax attention probability matrix.
Full-attention K/V repeat their GQA groups to query-head slots for aligned joint
experiments, not as extra independent KV observations. Every headline statistic
is descriptive: query/token/head observations are dependent, and four short prior
texts do not establish universal dominance or independent generalization.
Joint masks vary per source token and recipient head. Recompute a coherent full
sequence for each recipient head, scoring that intended head afterward. Rank by
single QKV influence, remove weakest half/strongest half/a fixed-seed random half,
or all attention heads. This investigates interactions and cross-token effects;
it is not a validated free selector, fixed removable head subset or LM pruning.
Only run model work and scientific plotting on the authorized CPU server:
```
OPENBLAS_NUM_THREADS=1 OMP_NUM_THREADS=1 venv/bin/python -B -m unittest tests.test_dominance -v
OPENBLAS_NUM_THREADS=1 OMP_NUM_THREADS=1 venv/bin/python -B -m dominance.run --source runs/cpu-qwen35-2b --out runs/NEW_DOMINANCE_DIR --seconds 7200
venv/bin/python -B -m dominance.report runs/NEW_DOMINANCE_DIR
venv/bin/python -B -m dominance.audit runs/NEW_DOMINANCE_DIR runs/cpu-qwen35-2b
```
No training, GPU, new model download or automatic deletion. Raw intervention
arrays and masks are delivered to Git; large baseline caches stay on the server
with path/size/SHA metadata. Existing checkpoints/caches are never removed.
The saved sum of selected individual effects is only a query-wise mask-weighted
reference: individual ablations remove a head at all positions, whereas joint
masks can vary across positions. Their difference cannot isolate pure nonlinear
interaction, since temporal intervention supports also differ. Use the measured
weak/strong/random joint effects directly; do not call this reference an additive
causal decomposition or a Shapley attribution.
Scale sensitivity: after reviewing the first complete summaries, add sqrt(JS)
(Jensen–Shannon distance) alongside primary JS divergence. Divergence is roughly
quadratic for small changes, so shares and effective head counts depend on this
scale. All original primary statistics and raw interventions remain unchanged;
primary-analysis-summary.json preserves the pre-sensitivity aggregate for exact
audit comparison. Retrieval-scale plots and source tables show both definitions.
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"""Recompute saved concentration, masks, scale and scope checks; preserve caches."""
import json,hashlib,csv,sys
from pathlib import Path
import numpy as np
from .core import concentration
def main(root,source):
root=Path(root);source=Path(source);status=json.loads((root/'status.json').read_text());assert status['state']=='completed'
samples=json.loads((root/'samples.json').read_text());assert len(samples)==4 and all(len(s['token_ids'])==32 for s in samples)
expected={(s['id'],i) for s in samples for i in range(23)};actual={(x['sample'],x['source']) for x in status['completed_links']};assert actual==expected and len(status['completed_links'])==92
cfg=json.loads((source/'model_config.json').read_text())['text_config'];obs=dict(np.load(root/'observations.npz'));lookup=sorted(s['id'] for s in samples);counts={};undefined={};full_js_links=0;joint_values={}
for sample,layer in sorted(actual):
f=root/'raw'/f'{sample}-link-{layer:02d}.npz';d=dict(np.load(f));hs=8 if cfg['layer_types'][layer]=='full_attention' else 16;hr=8 if cfg['layer_types'][layer+1]=='full_attention' else 16
if hr==8:
full_js_links+=1;d['single_sqrtJS']=np.sqrt(d['single_JS'])
for label in ('weak_half','strong_half','random_half','all_heads'):
d['joint_'+label+'_sqrtJS']=np.sqrt(d['joint_'+label+'_JS'])
mask=d.get('mask_'+label,np.ones((hr,32,hs),dtype=np.float32))
d['individual_sum_'+label+'_sqrtJS']=np.sum(d['single_sqrtJS'].transpose(2,1,0)*mask,-1).T
d['null_sqrtJS']=np.sqrt(d['null_JS'])
masks={label:d['mask_'+label] for label in ('weak_half','strong_half','random_half')}
for label,m in masks.items():
assert m.shape==(hr,32,hs);assert np.isin(m,[0,1]).all();np.testing.assert_array_equal(m.sum(-1),hs//2)
np.testing.assert_array_equal(masks['weak_half']+masks['strong_half'],1)
ranked=np.argsort(d['single_QKV'].transpose(2,1,0),axis=-1,kind='stable')
np.testing.assert_array_equal(np.take_along_axis(masks['weak_half'],ranked[...,:hs//2],-1),1)
for key in ('Q','K','V','QKV')+(('JS','sqrtJS') if hr==8 else ()):
single=d['single_'+key];assert single.shape==(hs,32,hr) and np.isfinite(single).all() and np.min(single)>=0
effect=single[:,7:,:].transpose(1,2,0);stats=concentration(effect);counts[key]=counts.get(key,0)+effect.shape[0]*hr;undefined[key]=undefined.get(key,0)+int((~stats['valid']).sum())
choose=(obs[key+'_source']==layer)&(obs[key+'_sample_index']==lookup.index(sample))
assert int(choose.sum())==25*hr
for metric,values in stats.items():
if metric=='valid':continue
np.testing.assert_allclose(obs[key+'_'+metric][choose],values.ravel(),rtol=1e-6,atol=1e-7,equal_nan=True)
for label in ('weak_half','strong_half','random_half','all_heads'):
mask=masks.get(label,np.ones((hr,32,hs),dtype=np.float32));expected_sum=np.sum(single.transpose(2,1,0)*mask,-1).T
np.testing.assert_allclose(d['individual_sum_'+label+'_'+key],expected_sum,rtol=1e-6,atol=1e-8)
assert d['joint_'+label+'_'+key].shape==(32,hr) and np.isfinite(d['joint_'+label+'_'+key]).all()
joint_values.setdefault((key,label),[]).extend(d['joint_'+label+'_'+key][7:].ravel())
assert float(np.max(d['null_'+key]))<=2e-5
assert full_js_links==24
summary=json.loads((root/'analysis-summary.json').read_text())
def check_stats(values,record):
v=np.asarray(values,dtype=np.float64);v=v[np.isfinite(v)];assert len(v)==record['count']
if len(v):
for name,x in zip(['p10','median','p90','mean'],[*np.quantile(v,[.1,.5,.9]),v.mean()]):np.testing.assert_allclose(record[name],x,rtol=2e-6,atol=1e-8)
for key in counts:
for metric,record in summary['concentration'][key].items():check_stats(obs[key+'_'+metric],record)
primary=json.loads((root/'primary-analysis-summary.json').read_text())
for section in ('concentration','joint','paired_joint','by_recipient_type'):
for key,value in primary[section].items():assert summary[section][key]==value,(section,key)
full_sources=sorted({x['source'] for x in status['completed_links'] if x['full_attention_recipient']})
assert summary['full_attention_source_indices']==full_sources
for key,groups in summary['by_recipient_type'].items():
src=obs[key+'_source']
for label,metrics in groups.items():
choose=np.isin(src,full_sources) if label=='full_attention' else ~np.isin(src,full_sources)
for metric,record in metrics.items():check_stats(obs[key+'_'+metric][choose],record)
for (key,label),values in joint_values.items():check_stats(values,summary['joint'][key][label])
for key in counts:
weak=np.asarray(joint_values[(key,'weak_half')]);strong=np.asarray(joint_values[(key,'strong_half')]);random=np.asarray(joint_values[(key,'random_half')]);valid=weak>0;record=summary['paired_joint'][key]
assert record['zero_weak_effect_count']==int((~valid).sum())
np.testing.assert_allclose(record['weak_less_than_strong_fraction'],np.mean(weak<strong))
np.testing.assert_allclose(record['weak_less_than_random_fraction'],np.mean(weak<random))
check_stats(strong[valid]/weak[valid],record['strong_over_weak']);check_stats(random[valid]/weak[valid],record['random_over_weak'])
controls=json.loads((root/'head-sum-controls.json').read_text());assert len(controls)==96 and max(x['relative_l2'] for x in controls)<2e-5
assert status['canonical_forward_relative_error']<2e-5
caches=[]
for f in sorted((root/'cache').rglob('*')):
if f.is_file():caches.append({'path':str(f.resolve()),'bytes':f.stat().st_size,'sha256':hashlib.sha256(f.read_bytes()).hexdigest()})
weights=list((source/'weights').rglob('*.safetensors'));assert weights and sum(f.stat().st_size for f in weights)==4548221488
manifest=json.loads((source/'manifest.json').read_text());weight_records=[]
for f in weights:
with f.open('rb') as stream:sha=hashlib.file_digest(stream,'sha256').hexdigest()
expected=next(x['upstream_sha256'] for x in manifest['files'] if x['name']==f.name);assert sha==expected
weight_records.append({'path':str(f.resolve()),'bytes':f.stat().st_size,'sha256':sha,'matches_upstream':True})
external={'host':'8.211.154.134','checkpoint_directory':str((source/'weights').resolve()),'checkpoint_bytes':sum(f.stat().st_size for f in weights),'checkpoint_files':weight_records,'revision':'15852e8c16360a2fea060d615a32b45270f8a8fc','baseline_caches':caches,'automatic_deletion':False,'prior_caches_untouched':True}
(root/'external-caches.json').write_text(json.dumps(external,indent=2)+'\n')
reference=json.loads((source/'reference-check.json').read_text())
assert reference['passed'] and all(x['passed'] for x in reference['tests'])
assert hashlib.sha256(Path('functional/model.py').read_bytes()).hexdigest()==reference['implementation_sha256']
(root/'prior-official-reference-check.json').write_bytes((source/'reference-check.json').read_bytes())
files=list(Path('dominance').glob('*.py'))+[Path('dominance/PROTOCOL.md'),Path('dominance/README.md'),Path('tests/test_dominance.py'),Path('functional/model.py'),Path('crossqkv/fresh_samples.json')]
(root/'source-hashes.json').write_text(json.dumps({str(f):hashlib.sha256(f.read_bytes()).hexdigest() for f in files if not f.name.startswith('._')},indent=2)+'\n')
audit={'passed':True,'transitions':23,'texts':4,'link_observations':92,'primary_observations_per_metric':counts,'undefined_zero_total_per_metric':undefined,'full_attention_js_links':full_js_links,'head_sum_controls':96,'canonical_forward_relative_error':status['canonical_forward_relative_error'],'all_raw_concentration_and_masks_recomputed':True,'pooled_concentration_and_joint_summary_recomputed':True,'original_primary_summaries_unchanged':True,'sqrt_JS_scale_sensitivity_recomputed':True,'retained_baseline_cache_files':len(caches),'checkpoint_sha_matches_upstream':True,'prior_official_reference_check_passed_same_implementation':True,'prior_official_reference_tests':len(reference['tests'])}
(root/'audit.json').write_text(json.dumps(audit,indent=2)+'\n');print(json.dumps(audit,indent=2),flush=True)
included=[f for f in root.rglob('*') if f.is_file() and 'cache' not in f.relative_to(root).parts and f.name!='checksums.json']
(root/'checksums.json').write_text(json.dumps({str(f.relative_to(root)):hashlib.sha256(f.read_bytes()).hexdigest() for f in sorted(included)},indent=2)+'\n')
if __name__=='__main__':main(sys.argv[1],sys.argv[2])
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"""Frozen-model head interventions and continuous influence concentration."""
import numpy as np
from functional.model import StreamingLM,PREFIX,rope,causal_conv,attention
def concentration(d):
"""Last axis donor head; zero total is undefined, represented by NaNs."""
d=np.asarray(d,dtype=np.float64)
if not np.isfinite(d).all() or np.any(d<0):raise ValueError('Finite nonnegative influences required')
h=d.shape[-1];total=d.sum(-1);valid=total>0
p=np.divide(d,total[...,None],out=np.zeros_like(d),where=valid[...,None]);square=np.sum(p*p,-1)
neff=np.divide(1,square,out=np.full_like(total,np.nan),where=valid)
ordered=np.sort(p,axis=-1)[...,::-1]
return {'total':total,'max_absolute':d.max(-1),'valid':valid,'effective_heads':neff,'effective_fraction':neff/h,
'concentration':np.where(valid,(square-1/h)/(1-1/h),np.nan),
'top1':np.where(valid,ordered[...,0],np.nan),'top25':np.where(valid,ordered[...,:max(1,h//4)].sum(-1),np.nan),
'top50':np.where(valid,ordered[...,:max(1,h//2)].sum(-1),np.nan),
'bottom25':np.where(valid,ordered[...,-max(1,h//4):].sum(-1),np.nan),
'heads90':np.where(valid,1+np.sum(np.cumsum(ordered,axis=-1)<.9,axis=-1),np.nan)}
def masks_from_influences(d,weak=True):
"""d [donor,T,recipient]; output masks [recipient,T,donor]."""
ranked=np.argsort(d.transpose(2,1,0),axis=-1,kind='stable');n=d.shape[0]//2
selected=ranked[...,:n] if weak else ranked[...,-n:]
mask=np.zeros_like(ranked,dtype=np.float32);np.put_along_axis(mask,selected,1,axis=-1)
return mask
def js_rows(a,b):
a=np.asarray(a,dtype=np.float64);b=np.asarray(b,dtype=np.float64);m=(a+b)/2
def term(x):return np.where(x>0,x*np.log(np.maximum(x,1e-300)/np.maximum(m,1e-300)),0)
return np.maximum(0,.5*np.sum(term(a)+term(b),axis=-1))
class InfluenceLM(StreamingLM):
capturing=False
def linear(self,x,name,rows=256):
y=super().linear(x,name,rows)
if self.capturing and (name.endswith('self_attn.o_proj') or name.endswith('linear_attn.out_proj')):
layer=int(name.split('.')[1]);nh=self.config['num_attention_heads'] if 'self_attn' in name else self.config['linear_num_value_heads']
xx=x.reshape(*x.shape[:2],nh,-1);dim=xx.shape[-1];t=self.tensors[PREFIX+name+'.weight'];od,idim=t.shape
out=np.empty((*x.shape[:2],nh,od),dtype=np.float32)
for start in range(0,od,256):
self.guard();stop=min(od,start+256);w=t.read(slice(start*idim,stop*idim)).reshape(stop-start,idim)
for head in range(nh):out[:,:,head,start:stop]=xx[:,:,head]@w[:,head*dim:(head+1)*dim].T
del w;t.evict()
err=float(np.linalg.norm(out.sum(2).astype(np.float64)-y)/max(np.linalg.norm(y.astype(np.float64)),1e-30))
if err>2e-5:raise AssertionError(('head sum mismatch',layer,err))
self.head_outputs=out;self.head_sum_errors.append({'layer':layer,'relative_l2':err})
return y
def baseline(self,ids,root):
h=self.embedding(ids);self.head_sum_errors=[]
for layer,kind in enumerate(self.config['layer_types']):
raw=h.copy();n=self.normalization(h,f'layers.{layer}.input_layernorm');self.capturing=True
out,_=self.full_attention(n,layer) if kind=='full_attention' else (self.linear_attention(n,layer),None)
self.capturing=False;heads=self.head_outputs;self.head_outputs=None
mid=raw+out;h=mid+self.mlp(self.normalization(mid,f'layers.{layer}.post_attention_layernorm'),layer)
np.savez(root/f'layer-{layer}.npz',raw=raw,out=out,heads=heads,next_raw=h)
print('baseline layer',layer,flush=True)
return h
def recipient(self,raw,layer):
h=self.normalization(raw,f'layers.{layer}.input_layernorm');c=self.config;b,t=h.shape[:2]
if c['layer_types'][layer]=='full_attention':
p=f'layers.{layer}.self_attn.';nh=c['num_attention_heads'];nk=c['num_key_value_heads'];d=c['head_dim']
q=self.linear(h,p+'q_proj').reshape(b,t,nh,2*d)[...,:d];k=self.linear(h,p+'k_proj').reshape(b,t,nk,d);v=self.linear(h,p+'v_proj').reshape(b,t,nk,d)
q=self.normalization(q,p+'q_norm');k=self.normalization(k,p+'k_norm');r=c['rope_parameters'];q,k=(rope(z,r['rope_theta'],r['partial_rotary_factor']) for z in (q,k))
k=np.repeat(k,nh//nk,axis=2);v=np.repeat(v,nh//nk,axis=2)
_,prob=attention(q,k,v)
return {'Q':q,'K':k,'V':v,'P':prob}
p=f'layers.{layer}.linear_attn.';kh=c['linear_num_key_heads'];vh=c['linear_num_value_heads'];kd=c['linear_key_head_dim'];vd=c['linear_value_head_dim']
x=causal_conv(self.linear(h,p+'in_proj_qkv'),self.small(p+'conv1d.weight')[:,0,:]);q,k,v=np.split(x,[kh*kd,2*kh*kd],axis=-1)
q=q.reshape(b,t,kh,kd);k=k.reshape(b,t,kh,kd);v=v.reshape(b,t,vh,vd)
if vh!=kh:q,k=np.repeat(q,vh//kh,axis=2),np.repeat(k,vh//kh,axis=2)
q=q/np.sqrt(np.sum(q*q,axis=-1,keepdims=True)+1e-6)/np.float32(np.sqrt(kd));k=k/np.sqrt(np.sum(k*k,axis=-1,keepdims=True)+1e-6)
return {'Q':q,'K':k,'V':v}
def intervene(self,cache,layer,masks):
# Each scenario has a full coherent token-dependent deletion mask.
removed=np.einsum('bth,thd->btd',masks,cache['heads'][0],optimize=True)
mid=cache['raw']+cache['out']-removed
nxt=mid+self.mlp(self.normalization(mid,f'layers.{layer}.post_attention_layernorm'),layer)
return self.recipient(nxt,layer+1)
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"""Saved-data scientific analysis; no model invocation or fitting."""
import csv,json
from pathlib import Path
import numpy as np
import matplotlib
matplotlib.use('Agg')
import matplotlib.pyplot as plt
from .core import concentration
def stats(x):
x=np.asarray(x,dtype=np.float64);valid=x[np.isfinite(x)]
if not valid.size:return {'count':0,'p10':None,'median':None,'p90':None,'mean':None}
q=np.quantile(valid,[.1,.5,.9]);return {'count':int(valid.size),'p10':float(q[0]),'median':float(q[1]),'p90':float(q[2]),'mean':float(valid.mean())}
def csvwrite(p,rows):
with p.open('w') as f:
w=csv.DictWriter(f,fieldnames=list(rows[0]));w.writeheader();w.writerows(rows)
def main(root):
root=Path(root);figdir=root/'figures';figdir.mkdir(exist_ok=True);status=json.loads((root/'status.json').read_text());assert status['state']=='completed'
rows=[];joint_rows=[];pool={};curves={};joint_pool={};obs={};winner=[];joint_by_layer={}
for entry in status['completed_links']:
sample=entry['sample'];source=entry['source'];data=dict(np.load(root/'raw'/f'{sample}-link-{source:02d}.npz'))
if 'single_JS' in data:
data['single_sqrtJS']=np.sqrt(data['single_JS'])
for label in ('weak_half','strong_half','random_half','all_heads'):
data['joint_'+label+'_sqrtJS']=np.sqrt(data['joint_'+label+'_JS'])
masks=data.get('mask_'+label,np.ones_like(data['mask_weak_half']))
data['individual_sum_'+label+'_sqrtJS']=np.sum(data['single_sqrtJS'].transpose(2,1,0)*masks,-1).T
for key in ('Q','K','V','QKV','JS','sqrtJS'):
if 'single_'+key not in data:continue
d=data['single_'+key][:,7:,:].transpose(1,2,0);c=concentration(d);valid=c['valid'];h=d.shape[-1]
metric={k:v.reshape(-1) for k,v in c.items() if k!='valid'}
row={'sample':sample,'source':source,'recipient':source+1,'metric':key,'source_heads':h,'recipient_attention_type':'full_attention' if entry['full_attention_recipient'] else 'linear_attention','observations':d.shape[0]*d.shape[1],'undefined_zero_total':int((~valid).sum())}
for k,v in metric.items():
pool.setdefault(key,{}).setdefault(k,[]).extend(v)
for s,z in stats(v).items():row[k+'_'+s]=z
rows.append(row)
# Raw per-observation statistics for independently reproducing figures.
for k,v in metric.items():obs.setdefault(key+'_'+k,[]).append(v.astype(np.float32))
n=d.shape[0]*d.shape[1]
for k,v in [('source',np.full(n,source)),('sample_index',np.full(n,sorted({e['sample'] for e in status['completed_links']}).index(sample))),('token',np.repeat(np.arange(7,32),d.shape[1])),('recipient_head',np.tile(np.arange(d.shape[1]),25))]:obs.setdefault(key+'_'+k,[]).append(v.astype(np.int16))
p=np.divide(d,d.sum(-1,keepdims=True),out=np.zeros_like(d),where=d.sum(-1,keepdims=True)>0);cum=np.concatenate([np.zeros((*d.shape[:2],1)),np.cumsum(np.sort(p,-1)[...,::-1],-1)],-1)
grid=np.linspace(0,1,101);cc=np.array([np.interp(grid,np.linspace(0,1,h+1),v) for v in cum[valid]])
curves.setdefault(key,[]).extend(cc)
win=np.argmax(d,-1);counts=np.bincount(win[valid],minlength=h)
winner.append({'sample':sample,'source':source,'metric':key,'most_frequent_winner_fraction':float(counts.max()/max(counts.sum(),1)),'distinct_winning_heads':int((counts>0).sum()),'head_counts':json.dumps(counts.tolist())})
for label in ('weak_half','strong_half','random_half','all_heads'):
values=data['joint_'+label+'_'+key][7:];summed=data['individual_sum_'+label+'_'+key][7:]
jr={'sample':sample,'source':source,'recipient':source+1,'metric':key,'removed':label}
for k,x in [('joint_effect',values),('sum_individual',summed)]:
for s,z in stats(x).items():jr[k+'_'+s]=z
joint_rows.append(jr);joint_pool.setdefault(key,{}).setdefault(label,[]).extend(values.ravel());joint_by_layer.setdefault((key,label,source),[]).extend(values.ravel())
csvwrite(root/'concentration-by-link.csv',rows);csvwrite(root/'joint-by-link.csv',joint_rows);csvwrite(root/'winner-identities.csv',winner)
np.savez_compressed(root/'observations.npz',**{k:np.concatenate(v) for k,v in obs.items()})
pooled={k:{m:stats(v) for m,v in metrics.items()} for k,metrics in pool.items()};joint_stats={k:{m:stats(v) for m,v in metrics.items()} for k,metrics in joint_pool.items()}
paired={}
for key,labels in joint_pool.items():
weak=np.asarray(labels['weak_half']);strong=np.asarray(labels['strong_half']);random=np.asarray(labels['random_half']);valid=weak>0
paired[key]={'weak_less_than_strong_fraction':float(np.mean(weak<strong)),'weak_less_than_random_fraction':float(np.mean(weak<random)),'zero_weak_effect_count':int((~valid).sum()),'strong_over_weak':stats(strong[valid]/weak[valid]),'random_over_weak':stats(random[valid]/weak[valid])}
full_sources=sorted({x['source'] for x in status['completed_links'] if x['full_attention_recipient']})
by_type={}
for key in pool:
src=np.concatenate(obs[key+'_source']);by_type[key]={}
for label,choose in [('full_attention',np.isin(src,full_sources)),('linear_attention',~np.isin(src,full_sources))]:
if not choose.any():continue
by_type[key][label]={m:stats(np.concatenate(obs[key+'_'+m])[choose]) for m in pool[key]}
summary={'scale_sensitivity':'sqrt(JS) added after reviewing completed primary summaries; primary JS and all raw interventions unchanged; squared divergences cannot be equated to probability mass or linear-scale effects','by_recipient_type':by_type,'full_attention_source_indices':full_sources,'paired_joint':paired,'pooling':'query7..31, per text/token/recipient-query-head; descriptive dependent observations, not independent samples','concentration':pooled,'joint':joint_stats,'counts':{'links':len(status['completed_links']),'texts':len(json.loads((root/'samples.json').read_text())),'layer_transitions':23},'sample_index_key':sorted({e['sample'] for e in status['completed_links']}),'winner_identity_file':'winner-identities.csv'}
(root/'analysis-summary.json').write_text(json.dumps(summary,indent=2,allow_nan=False)+'\n')
def save(fig,name):
for ext in ('png','pdf','svg'):fig.savefig(figdir/(name+'.'+ext),dpi=180)
plt.close(fig)
fig,axs=plt.subplots(1,2,figsize=(14,4.8),layout='constrained')
colors={'Q':'C0','K':'C1','V':'C2','QKV':'C3'}
for key in colors:
for ax,metric in zip(axs,['effective_fraction','top1']):
med=[];lo=[];hi=[]
source= np.concatenate(obs[key+'_source']);vals=np.concatenate(obs[key+'_'+metric])
for layer in range(23):
z=stats(vals[source==layer]);lo.append(z['p10']);med.append(z['median']);hi.append(z['p90'])
ax.plot(range(1,24),med,label=key,color=colors[key]);ax.fill_between(range(1,24),lo,hi,color=colors[key],alpha=.10)
axs[0].set(title='Continuous effective-head fraction (median, p10–p90)',ylabel='N_eff / number of donor heads')
axs[1].set(title='Largest donor-head influence share',ylabel='Top-1 normalized ablation effect')
for ax in axs:
for j,source in enumerate(full_sources):ax.axvspan(source+.6,source+1.4,color='gray',alpha=.08,label='Full-attention receiver' if j==0 else None)
ax.set(xlabel='Recipient layer index',ylim=(0,1.02));ax.legend();ax.grid(alpha=.2)
fig.suptitle('All 23 adjacent transitions; four texts, query positions 7–31; no training')
save(fig,'continuous_dominance')
fig,axs=plt.subplots(1,2,figsize=(13,4.8),layout='constrained');curve_rows=[]
for key in colors:
a=np.asarray(curves[key]);lo,med,hi=np.quantile(a,[.1,.5,.9],axis=0);x=np.linspace(0,1,101)
axs[0].plot(x,med,label=key,color=colors[key]);axs[0].fill_between(x,lo,hi,color=colors[key],alpha=.1)
for j,xx in enumerate(x):curve_rows.append({'metric':key,'fraction_ranked_heads':xx,'p10':lo[j],'median':med[j],'p90':hi[j]})
v=np.sort(np.asarray(pool[key]['effective_fraction']));axs[1].plot(v,np.arange(1,len(v)+1)/len(v),label=key,color=colors[key])
axs[0].plot([0,1],[0,1],':',color='gray',label='Uniform');axs[0].set(title='Influence concentration curve',xlabel='Fraction of donor heads, largest first',ylabel='Cumulative normalized single-head effects')
axs[1].set(title='Continuous effective-head fraction: empirical CDF',xlabel='N_eff / donor heads',ylabel='Fraction of observed cases')
for ax in axs:ax.set(xlim=(0,1),ylim=(0,1.02));ax.legend();ax.grid(alpha=.2)
fig.suptitle('Observation-wise ranking; dominant identities can differ; shaded p10–p90')
csvwrite(root/'concentration-curve.csv',curve_rows);save(fig,'ranked_influence_distribution')
fig,axs=plt.subplots(1,2,figsize=(14,4.8),layout='constrained')
for label,color in zip(['weak_half','strong_half','random_half','all_heads'],['C0','C3','C1','gray']):
for ax,key in zip(axs,['QKV','JS']):
selected=[r for r in joint_rows if r['metric']==key and r['removed']==label]
xs=sorted(set(r['recipient'] for r in selected));ys=[np.median(joint_by_layer[(key,label,x-1)]) for x in xs]
ax.plot(xs,np.maximum(ys,1e-12),'o-',label=label,color=color,markersize=4)
axs[0].set(title='Joint removal: balanced QKV relative effect',ylabel='Median token/head relative L2 score')
axs[1].set(title='Full-attention recipients: retrieval change',ylabel='Median token/head JS divergence (nats)')
for ax in axs:ax.set(xlabel='Recipient layer index',yscale='log');ax.legend();ax.grid(alpha=.2)
fig.suptitle('Equal-count weak/strong/random removal; token-wise masks; log display floor 1e-12')
save(fig,'joint_removal_effects')
fig,axs=plt.subplots(1,2,figsize=(13,4.8),layout='constrained')
for key,label,color in [('JS','JS divergence (squared scale)','C4'),('sqrtJS','sqrt(JS) distance','C5')]:
a=np.asarray(curves[key]);lo,med,hi=np.quantile(a,[.1,.5,.9],axis=0);x=np.linspace(0,1,101)
axs[0].plot(x,med,label=label,color=color);axs[0].fill_between(x,lo,hi,color=color,alpha=.12)
for j,xx in enumerate(x):curve_rows.append({'metric':key,'fraction_ranked_heads':xx,'p10':lo[j],'median':med[j],'p90':hi[j]})
v=np.sort(np.asarray(pool[key]['effective_fraction']));axs[1].plot(v,np.arange(1,len(v)+1)/len(v),label=label,color=color)
axs[0].plot([0,1],[0,1],':',color='gray',label='Uniform');axs[0].set(title='Retrieval influence rank curve',xlabel='Fraction of donor heads, largest first',ylabel='Cumulative normalized intervention effects')
axs[1].set(title='Sensitivity to divergence versus distance scale',xlabel='Effective donor-head fraction',ylabel='Fraction of observations')
for ax in axs:ax.set(xlim=(0,1),ylim=(0,1.02));ax.legend();ax.grid(alpha=.2)
fig.suptitle('Full-attention recipients; sqrt(JS) is post-summary scale sensitivity, not a new model run')
csvwrite(root/'concentration-curve.csv',curve_rows);save(fig,'retrieval_scale_sensitivity')
lines=['# 上游注意力头对下一层 Q/K/V 的影响集中度','', '实测全部23个相邻层连接、4条既有中英文文本各32 token。主统计取query7–31,按文本/token/接收query头分别计算,再汇总。不是独立样本的显著性检验。','', '影响是移除上游一个头后,下一层Q/K/V向量的相对L2变化;重新计算中间MLP/残差/归一化。各头影响归一化仅构成消融影响分布,不是天然可相加的贡献概率。','', '| 对象 | 有效头比例中位数 [P10,P90] | 最大头份额中位数 | 前25%头份额中位数 | 最小25%头份额中位数 | 90%影响所需头数中位数 |','|---|---:|---:|---:|---:|---:|']
for k in ('Q','K','V','QKV','JS','sqrtJS'):
if k not in pooled:continue
z=pooled[k];a=z['effective_fraction'];lines.append(f"| {k} | {a['median']:.3f} [{a['p10']:.3f},{a['p90']:.3f}] | {z['top1']['median']:.1%} | {z['top25']['median']:.1%} | {z['bottom25']['median']:.1%} | {z['heads90']['median']:.1f} |")
lines+=['','sqrtJS为JS距离尺度敏感性分析:在初次完整汇总后增加,原始消融和原JS主结果不变。JS散度近似平方尺度,归一化后会放大强弱差距;JS影响份额不是注意力概率质量份额。','', '按接收层类型分层(避免总体分布混合不同机制):','', '| 接收层类型 | Q有效头比例中位数 | K | V | QKV |','|---|---:|---:|---:|---:|']
for label in ('linear_attention','full_attention'):
lines.append('| '+label+' | '+' | '.join(format(by_type[k][label]['effective_fraction']['median'],'.3f') for k in ('Q','K','V','QKV'))+' |')
lines+=['','QKV是三个相对变化平方的均值再开根号,避免混加不同Q/K/V尺度;JS仅普通注意力接收层有。普通注意力GQA的K/V复制到query头索引用于配对,不是额外独立KV头。','', '| 联合移除 | QKV相对影响中位数 [P10,P90] | 检索JS中位数 [P10,P90] |','|---|---:|---:|']
for label in ('weak_half','strong_half','random_half','all_heads'):
a=joint_stats['QKV'][label];b=joint_stats['JS'][label];lines.append(f"| {label} | {a['median']:.5f} [{a['p10']:.5f},{a['p90']:.5f}] | {b['median']:.6f} [{b['p10']:.6f},{b['p90']:.6f}] |")
lines+=['', '配对观测:QKV弱半数的实际联合影响小于强半数的比例为'+format(paired['QKV']['weak_less_than_strong_fraction'],'.1%')+';强/弱影响比中位数为'+format(paired['QKV']['strong_over_weak']['median'],'.3f')+'。这是逐观测比值的中位数,不是两个总体中位数之比。弱效应为零的观测另计,不做除法。', '', '联合实验的弱/强/随机半数头,在各token、各接收头上分别选择,形成完整序列再重算。排名依据单头QKV影响,同样用于JS;它是输入自适应诊断,不是免费可用的剪枝策略。线性注意力的卷积和普通注意力的QK可能传播跨token影响。所有上游头移除仍保留残差背景,不能把它称为删除全部上游信息。', '', '连续指标:N_eff=1/Σp²;有效头比例=N_eff/H;C=(Σp²−1/H)/(1−1/H)。全零总影响时集中度未定义,原始数组保留NaN并在统计时排除、另计数量。单头相对L2影响在做头间占比归一化之前的总和及最大值均保留,避免把微小效应中的集中误认作重要。字段max_absolute指最大无符号相对效应,并非隐藏坐标中的未归一化L2;total是单头效应之和,真正全头联合效果另测。', '', '联合实验中保存的单头影响之和仅为按query掩码加权的参考。单头消融移除整段序列的一个头,联合掩码则可跨位置变化;二者的差不能单独解释成纯非线性交互,因为时间支持也不同。应直接比较实际弱/强/随机联合效果。', '', '## 文件与限制','', '`raw/*.npz`保留每次单头影响、联合影响、相应单头影响之和、删除掩码及空操作对照;`observations.npz`保留逐观测连续指标及索引;CSV和JSON为全部图表源表。原模型权重和大基线缓存继续保留在服务器。','', '只测短文本上的局部下一层作用;不代表全LM质量、可直接删头、所有输入普遍集中,或相似头可互相替代。所有头贡献可能是广泛分布的;报告不以发现稀疏为成功条件。','',f"CPU测量耗时{status['elapsed_seconds']:.1f}秒,峰值RSS{status['peak_rss_kib']/1024:.1f} MiB;无训练、GPU或清理。"]
(root/'REPORT.md').write_text('\n'.join(lines)+'\n')
print((root/'REPORT.md').read_text())
if __name__=='__main__':
import sys
main(sys.argv[1])
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"""All adjacent layers, input-dependent influence distributions; CPU only."""
import argparse,json,time,resource,hashlib,traceback
from pathlib import Path
import numpy as np
from tokenizers import Tokenizer
from functional.model import StreamingLM
from .core import InfluenceLM,concentration,masks_from_influences,js_rows
def dump(path,data):path.write_text(json.dumps(data,indent=2,allow_nan=False)+'\n')
def distances(base,changed):
out={}
for key in ('Q','K','V'):
a=base[key].astype(np.float64);b=changed[key].astype(np.float64)
out[key]=np.linalg.norm(b-a,axis=-1)/np.maximum(np.linalg.norm(a,axis=-1),1e-12)
out['QKV']=np.sqrt(sum(out[k]**2 for k in ('Q','K','V'))/3)
if 'P' in base:out['JS']=js_rows(base['P'],changed['P']).transpose(0,2,1)
return out
def link(lm,cache,layer,path,seed):
started=time.monotonic();base=lm.recipient(cache['next_raw'],layer+1);hs=cache['heads'].shape[2];t=cache['raw'].shape[1];hr=base['Q'].shape[2]
# Whole donor head across the full sequence is the single-ablation intervention.
singles={k:[] for k in ('Q','K','V','QKV')+ (('JS',) if 'P' in base else ())}
for start in range(0,hs,4):
index=list(range(start,min(start+4,hs)));masks=np.zeros((len(index),t,hs),dtype=np.float32)
for n,h in enumerate(index):masks[n,:,h]=1
scores=distances(base,lm.intervene(cache,layer,masks))
for k,v in scores.items():singles[k].extend(v)
singles={k:np.asarray(v,dtype=np.float32) for k,v in singles.items()}
# Identical cardinality weak/strong/random removals, ranking by balanced QKV influence.
# One coherent full-sequence mask per recipient head; only that head's output scored.
rank=singles['QKV'];rng=np.random.default_rng(seed)
weak=masks_from_influences(rank,True);strong=masks_from_influences(rank,False)
random=np.zeros_like(weak)
for r in range(hr):
for q in range(t):random[r,q,rng.choice(hs,hs//2,replace=False)]=1
joint={};sum_individual={}
for label,masks in [('weak_half',weak),('strong_half',strong),('random_half',random),('all_heads',np.ones_like(weak))]:
values={k:[] for k in singles}
for start in range(0,hr,4):
stop=min(start+4,hr);scores=distances(base,lm.intervene(cache,layer,masks[start:stop]))
for k,v in scores.items():
for n,r in enumerate(range(start,stop)):values[k].append(v[n,:,r])
for k,v in values.items():
joint[label+'_'+k]=np.asarray(v,dtype=np.float32).T
sum_individual[label+'_'+k]=np.sum(singles[k].transpose(2,1,0)*masks,axis=-1).T
null=distances(base,lm.intervene(cache,layer,np.zeros((1,t,hs),dtype=np.float32)))
if max(float(np.max(v)) for v in null.values())>2e-5:raise AssertionError('Null intervention changed recipient')
payload={'single_'+k:v for k,v in singles.items()};payload.update({'joint_'+k:v for k,v in joint.items()});payload.update({'individual_sum_'+k:v for k,v in sum_individual.items()})
payload.update({'mask_weak_half':weak,'mask_strong_half':strong,'mask_random_half':random})
payload.update({'null_'+k:v for k,v in null.items()})
np.savez_compressed(path,**payload)
return {'source':layer,'recipient':layer+1,'source_heads':hs,'recipient_query_heads':hr,'full_attention_recipient':'P' in base,'elapsed_seconds':time.monotonic()-started,'null_max':max(float(np.max(v)) for v in null.values())}
def main():
p=argparse.ArgumentParser();p.add_argument('--source',type=Path,required=True);p.add_argument('--out',type=Path,required=True);p.add_argument('--seconds',type=int,default=7200);a=p.parse_args()
a.out.mkdir(parents=True,exist_ok=False);(a.out/'cache').mkdir();(a.out/'raw').mkdir();started=time.monotonic()
protocol={'scope':'all 23 adjacent layer transitions; source attention head contribution to next effective Q/K/V','samples':'4 previously authored zh/en texts, first32 tokens, descriptive','primary_queries':list(range(7,32)), 'influence':'L2 change / baseline token recipient-head L2; QKV score sqrt(mean of three squared relative changes))','linear_QK':'after causal convolution/SiLU and delta-rule L2 normalization; Q additionally divided by sqrt(key dim)','full_QK':'QK norm and partial RoPE applied; K/V repeated to query heads for indexing (not independent KV observations)','single_ablation':'remove complete source head projected output at all tokens; recompute source postattention normalization, MLP, residual and next input normalization','joint_ablation':'weak/strong/random half and all attention heads; one coherent token-varying removal mask for each recipient query head; ranking uses QKV single effects; no fitting','continuous':'effective heads=1/sum(p^2); fraction=effective/H; concentration=(sum(p^2)-1/H)/(1-1/H)','zero_total':'undefined concentration (NaN arrays), count explicitly','cost_budget_seconds':a.seconds,'no_training':True,'keep_all_weights_and_caches':True,'limitations':['not final LM quality or pruning proof','individual effects not additive; normalized scores not true contribution probabilities','token-varying masks are input-specific diagnostic and not a deployable fixed head subset','linear attention does not have an ordinary softmax probability matrix','Q/K/V scales handled separately; combined QKV is a declared balanced relative-effect score']}
dump(a.out/'protocol.json',protocol);status={'state':'running','completed_links':[]};dump(a.out/'status.json',status)
try:
lm=InfluenceLM(a.source/'weights',json.loads((a.source/'model_config.json').read_text()),seconds=a.seconds)
samples=json.loads(Path('crossqkv/fresh_samples.json').read_text())['samples'];tok=Tokenizer.from_file(str(a.source/'tokenizer.json'));controls=[]
for si,s in enumerate(samples):
lm.guard();s['token_ids']=tok.encode(s['text']).ids[:32];ids=np.array([s['token_ids']],dtype=np.int64);cache=a.out/'cache'/s['id'];cache.mkdir()
final=lm.baseline(ids,cache);np.save(cache/'final.npy',final)
for x in lm.head_sum_errors:controls.append({'sample':s['id'],**x})
if si==0:
reference,_=StreamingLM.forward(lm,ids);normalized=lm.normalization(final,'norm');err=float(np.linalg.norm(normalized-reference)/max(np.linalg.norm(reference),1e-30));assert err<2e-5;status['canonical_forward_relative_error']=err
dump(a.out/'head-sum-controls.json',controls);dump(a.out/'samples.json',samples)
for layer in range(23):
target=a.out/'raw'/f'{s["id"]}-link-{layer:02d}.npz'
with np.load(cache/f'layer-{layer}.npz') as data:loaded={k:data[k] for k in data.files}
info=link(lm,loaded,layer,target,31000+si*100+layer)
del loaded
status['completed_links'].append({'sample':s['id'],**info});status['elapsed_seconds']=time.monotonic()-started;dump(a.out/'status.json',status)
print('completed',s['id'],layer,'seconds',round(info['elapsed_seconds'],2),flush=True)
status.update(state='completed',elapsed_seconds=time.monotonic()-started,peak_rss_kib=resource.getrusage(resource.RUSAGE_SELF).ru_maxrss);dump(a.out/'status.json',status)
except BaseException as e:
status.update(state='failed',error=repr(e),elapsed_seconds=time.monotonic()-started);dump(a.out/'status.json',status);raise
if __name__=='__main__':main()
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# 实测激活率:SiLU 门控模型
覆盖24层、4条中英文文本,每条32 token;所有投影输出及 MLP 门控中间量,按64/128输出通道分块。
| 输出 | 精确零比例均值 | 0.01 RMS以下均值 | 0.1 RMS以下均值 | 32 token内曾活跃通道比例均值 | 90%能量所需通道比例均值 |
|---|---:|---:|---:|---:|---:|
| mlp.gate_proj.output | 0.0000% | 0.7811% | 7.8005% | 100.0000% | 63.3063% |
| mlp.silu_gate | 0.0000% | 0.5031% | 5.1789% | 100.0000% | 70.1228% |
| mlp.gated_product | 0.0000% | 3.1636% | 21.0460% | 100.0000% | 54.8421% |
| self_attn.q_proj.output | 0.0000% | 1.2760% | 12.4831% | 100.0000% | 44.0277% |
| self_attn.k_proj.output | 0.0000% | 1.2245% | 12.0834% | 100.0000% | 53.4587% |
| self_attn.v_proj.output | 0.0000% | 1.3741% | 13.4814% | 100.0000% | 59.9447% |
128通道块×文本观测共27600条,整个32 token窗口全为精确零的块观测数为0。
表中是整模块逐文本统计再取均值;每个分块的独立统计见 metrics.csv。阈值是各自RMS的比例;阈值下激活率=1−近零比例。能量集中不等于可删除或可替换。
仅测该模型、四条短文本;不推断所有语言/长上下文。SiLU不把负值整体截零,负数不等于静默。未执行删块/跳算的质量验证。权重和既有缓存全部保留。
CPU测量耗时268.6秒,峰值RSS151.6 MiB。
mlp.gated_product: 128通道块在0.1 RMS阈值上的激活率范围 10.47%–89.04%。
self_attn.q_proj.output: 128通道块在0.1 RMS阈值上的激活率范围 75.49%–100.00%。
self_attn.k_proj.output: 128通道块在0.1 RMS阈值上的激活率范围 81.20%–93.95%。
self_attn.v_proj.output: 128通道块在0.1 RMS阈值上的激活率范围 76.66%–91.89%。
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{
"mlp.gate_proj.output": {
"observations": 96,
"zero_rate": {
"min": 0.0,
"mean": 0.0,
"max": 0.0
},
"negative_rate": {
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},
"near_01_rms": {
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},
"ever_active_001": {
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},
"energy90_channel_fraction": {
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"max": 0.78955078125
}
},
"mlp.silu_gate": {
"observations": 96,
"zero_rate": {
"min": 0.0,
"mean": 0.0,
"max": 0.0
},
"negative_rate": {
"min": 0.6825663248697916,
"mean": 0.8063652250501846,
"max": 0.9117279052734375
},
"near_001_rms": {
"min": 0.0018768310546875,
"mean": 0.0050310028923882385,
"max": 0.0082244873046875
},
"near_01_rms": {
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},
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},
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"min": 0.020960489908854168,
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"max": 0.07338460286458333
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"near_01_rms": {
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"ever_active_001": {
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},
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}
},
"self_attn.q_proj.output": {
"observations": 24,
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"min": 0.0,
"mean": 0.0,
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},
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},
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"min": 0.106048583984375,
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"max": 0.148590087890625
},
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},
"energy90_channel_fraction": {
"min": 0.413330078125,
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},
"self_attn.k_proj.output": {
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"near_01_rms": {
"min": 0.095458984375,
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},
"ever_active_001": {
"min": 1.0,
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},
"energy90_channel_fraction": {
"min": 0.41015625,
"mean": 0.5345865885416666,
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}
},
"self_attn.v_proj.output": {
"observations": 24,
"zero_rate": {
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},
"negative_rate": {
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},
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}
}
}
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{
"passed": true,
"rows": 83616,
"layers": 24,
"samples": 4,
"all_zero_128_blocks": 0
}
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{
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+7
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test_known_activity (tests.test_activation.ActivationTests.test_known_activity) ... ok
test_zero_and_scale (tests.test_activation.ActivationTests.test_zero_and_scale) ... ok
----------------------------------------------------------------------
Ran 2 tests in 0.002s
OK
@@ -0,0 +1,24 @@
completed fresh-zh-1 20904
completed fresh-zh-2 41808
completed fresh-en-1 62712
Traceback (most recent call last):
File "/opt/exp-model-parameter-similarity/activation_probe.py", line 44, in <module>
if __name__=='__main__':main()
~~~~^^
File "/opt/exp-model-parameter-similarity/activation_probe.py", line 39, in main
lm.forward(np.array([ids],dtype=np.int64)); print('completed',s['id'],len(lm.rows),flush=True)
~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/opt/exp-model-parameter-similarity/functional/model.py", line 220, in forward
h = h + self.mlp(n,donor)
~~~~~~~~^^^^^^^^^
File "/opt/exp-model-parameter-similarity/activation_probe.py", line 30, in mlp
return self.linear(g*u,p+'down_proj')
~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^
File "/opt/exp-model-parameter-similarity/activation_probe.py", line 22, in linear
y=super().linear(x,name,rows); self.record(y,name+'.output')
File "/opt/exp-model-parameter-similarity/functional/model.py", line 130, in linear
self.guard()
~~~~~~~~~~^^
File "/opt/exp-model-parameter-similarity/functional/model.py", line 111, in guard
raise MemoryError(f'Sustained host swap pressure plus constrained memory: available={available} KiB, process_swap={own_swap_kib} KiB')
MemoryError: Sustained host swap pressure plus constrained memory: available=989040 KiB, process_swap=132360 KiB
+33
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@@ -0,0 +1,33 @@
test_known_activity (test_activation.ActivationTests.test_known_activity) ... ok
test_zero_and_scale (test_activation.ActivationTests.test_zero_and_scale) ... ok
test_assignment_against_exhaustive_and_inverse (test_crossqkv.CrossQKVTests.test_assignment_against_exhaustive_and_inverse) ... ok
test_cached_mode_rejects_future_state_reuse (test_crossqkv.CrossQKVTests.test_cached_mode_rejects_future_state_reuse) ... ok
test_controls_cover_multiple_projection_layers (test_crossqkv.CrossQKVTests.test_controls_cover_multiple_projection_layers) ... ok
test_head_matrix_metrics_and_gram_are_diagnostic (test_crossqkv.CrossQKVTests.test_head_matrix_metrics_and_gram_are_diagnostic) ... ok
test_probability_identity_and_nontrivial_queries (test_crossqkv.CrossQKVTests.test_probability_identity_and_nontrivial_queries) ... ok
test_profile_matches_canonical_and_head_sum (test_crossqkv.CrossQKVTests.test_profile_matches_canonical_and_head_sum) ... ok
test_recipient_value_gate_output_and_gqa_group_stay_fixed (test_crossqkv.CrossQKVTests.test_recipient_value_gate_output_and_gqa_group_stay_fixed) ... ok
test_topk_tail_rank_can_change_with_tiny_probability_difference (test_crossqkv.CrossQKVTests.test_topk_tail_rank_can_change_with_tiny_probability_difference) ... ok
test_causal_convolution_and_norm_boundary (test_functional.FunctionalTests.test_causal_convolution_and_norm_boundary) ... ok
test_causality_and_identical_function_metrics (test_functional.FunctionalTests.test_causality_and_identical_function_metrics) ... ok
test_neuron_function_metrics_and_targeted_replacement (test_functional.FunctionalTests.test_neuron_function_metrics_and_targeted_replacement) ... ok
test_nonrotary_gain_identity_and_rotary_negative_control (test_functional.FunctionalTests.test_nonrotary_gain_identity_and_rotary_negative_control) ... ok
test_streamed_projection_embedding_and_output_head (test_functional.FunctionalTests.test_streamed_projection_embedding_and_output_head) ... ok
test_uniform_rmsnorm_function_bound_is_tight (test_functional.FunctionalTests.test_uniform_rmsnorm_function_bound_is_tight) ... ok
test_3d_reader_and_exact_block (test_pilot.PilotTests.test_3d_reader_and_exact_block) ... ok
test_bfloat16 (test_pilot.PilotTests.test_bfloat16) ... ok
test_directional_replacement_error_and_scaling (test_pilot.PilotTests.test_directional_replacement_error_and_scaling) ... ok
test_end_to_end_synthetic_groups_and_savings (test_pilot.PilotTests.test_end_to_end_synthetic_groups_and_savings) ... Inventory: 4 tensors, 33792 bytes
tensor: sampling 4 objects
block: sampling 22 objects
block: verified 100/109
{"model": "synthetic", "revision": "test", "tensor_count": 4, "parameter_count": 8448, "model_weight_bytes": 33792, "ndim_counts": {"2": 2, "3": 2}, "elapsed_seconds": 0.3087193910032511, "analysis_budget_seconds": 60, "peak_rss_kib": 57700, "python": "3.14.4", "numpy": "2.5.4", "seed": 20261109, "limitations": ["No inference or functional equivalence measured", "No exhaustive pair search", "Block search uses per-role/shape/scale reservoirs of 256", "Different block scales overlap; savings must not be added", "Block savings count only verified disjoint sampled blocks, no extrapolation", "Spectral probes use aligned bounded subvolumes, not whole tensors", "Shared encoding is theoretical, not a runnable compressed checkpoint", "No cross-role grouping, neuron permutation alignment, or training"], "completed": true}
ok
test_no_transitive_chaining (test_pilot.PilotTests.test_no_transitive_chaining) ... ok
test_ranged_download_preserves_prefix (test_pilot.PilotTests.test_ranged_download_preserves_prefix) ... Weight download 36/36 bytes (100.0%)
ok
----------------------------------------------------------------------
Ran 22 tests in 33.253s
OK
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+4
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completed fresh-zh-1 20904
completed fresh-zh-2 20904
completed fresh-en-1 20904
completed fresh-en-2 20904
@@ -0,0 +1,8 @@
{
"activation/report.py": "e67bfa4af69e43cdceb803b77fe6a6dcc151163e72b3ff2bb7e6b69e7c6fa1fc",
"activation/audit.py": "7dc8af7c31de379a50bdcbd3c41243eb190e6a50e8ec00a30182e82a34e73627",
"activation/run.py": "cba62a2d8b6344625f233309b166b091028154890d93e48278eb338cbcd19b18",
"activation/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
"tests/test_activation.py": "dee1756b63cd03c2051cdc92d678d2e27aff639fbfd3d3cb3169140760da4c68",
"functional/model.py": "48a2a97d0445dc6e08ac7f27a935637a7553417d0982eb94122d6cb02bbb499c"
}
+180
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@@ -0,0 +1,180 @@
{
"completed": true,
"elapsed_seconds": 268.55615069903433,
"peak_rss_kib": 155288,
"config_activation": "silu",
"layer_count": 24,
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+48
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# 上游注意力头对下一层 Q/K/V 的影响集中度
实测全部23个相邻层连接、4条既有中英文文本各32 token。主统计取query7–31,按文本/token/接收query头分别计算,再汇总。不是独立样本的显著性检验。
影响是移除上游一个头后,下一层Q/K/V向量的相对L2变化;重新计算中间MLP/残差/归一化。各头影响归一化仅构成消融影响分布,不是天然可相加的贡献概率。
| 对象 | 有效头比例中位数 [P10,P90] | 最大头份额中位数 | 前25%头份额中位数 | 最小25%头份额中位数 | 90%影响所需头数中位数 |
|---|---:|---:|---:|---:|---:|
| Q | 0.736 [0.506,0.861] | 18.6% | 46.0% | 10.0% | 12.0 |
| K | 0.749 [0.517,0.879] | 18.4% | 45.2% | 10.3% | 12.0 |
| V | 0.723 [0.479,0.862] | 19.0% | 46.6% | 9.5% | 12.0 |
| QKV | 0.760 [0.531,0.878] | 18.1% | 44.6% | 10.6% | 12.0 |
| JS | 0.244 [0.117,0.434] | 42.3% | 82.3% | 1.1% | 6.0 |
| sqrtJS | 0.558 [0.362,0.730] | 21.7% | 56.5% | 6.8% | 11.0 |
sqrtJS为JS距离尺度敏感性分析:在初次完整汇总后增加,原始消融和原JS主结果不变。JS散度近似平方尺度,归一化后会放大强弱差距;JS影响份额不是注意力概率质量份额。
按接收层类型分层(避免总体分布混合不同机制):
| 接收层类型 | Q有效头比例中位数 | K | V | QKV |
|---|---:|---:|---:|---:|
| linear_attention | 0.747 | 0.773 | 0.736 | 0.778 |
| full_attention | 0.677 | 0.562 | 0.629 | 0.645 |
QKV是三个相对变化平方的均值再开根号,避免混加不同Q/K/V尺度;JS仅普通注意力接收层有。普通注意力GQA的K/V复制到query头索引用于配对,不是额外独立KV头。
| 联合移除 | QKV相对影响中位数 [P10,P90] | 检索JS中位数 [P10,P90] |
|---|---:|---:|
| weak_half | 0.09035 [0.03148,0.23354] | 0.001413 [0.000220,0.006160] |
| strong_half | 0.20918 [0.09105,0.48031] | 0.025745 [0.004460,0.088616] |
| random_half | 0.16420 [0.06186,0.39711] | 0.013815 [0.002647,0.055241] |
| all_heads | 0.22908 [0.09930,0.51739] | 0.028837 [0.004936,0.100283] |
配对观测:QKV弱半数的实际联合影响小于强半数的比例为95.6%;强/弱影响比中位数为2.358。这是逐观测比值的中位数,不是两个总体中位数之比。弱效应为零的观测另计,不做除法。
联合实验的弱/强/随机半数头,在各token、各接收头上分别选择,形成完整序列再重算。排名依据单头QKV影响,同样用于JS;它是输入自适应诊断,不是免费可用的剪枝策略。线性注意力的卷积和普通注意力的QK可能传播跨token影响。所有上游头移除仍保留残差背景,不能把它称为删除全部上游信息。
连续指标:N_eff=1/Σp²;有效头比例=N_eff/H;C=(Σp²−1/H)/(1−1/H)。全零总影响时集中度未定义,原始数组保留NaN并在统计时排除、另计数量。单头相对L2影响在做头间占比归一化之前的总和及最大值均保留,避免把微小效应中的集中误认作重要。字段max_absolute指最大无符号相对效应,并非隐藏坐标中的未归一化L2;total是单头效应之和,真正全头联合效果另测。
联合实验中保存的单头影响之和仅为按query掩码加权的参考。单头消融移除整段序列的一个头,联合掩码则可跨位置变化;二者的差不能单独解释成纯非线性交互,因为时间支持也不同。应直接比较实际弱/强/随机联合效果。
## 文件与限制
`raw/*.npz`保留每次单头影响、联合影响、相应单头影响之和、删除掩码及空操作对照;`observations.npz`保留逐观测连续指标及索引;CSV和JSON为全部图表源表。原模型权重和大基线缓存继续保留在服务器。
只测短文本上的局部下一层作用;不代表全LM质量、可直接删头、所有输入普遍集中,或相似头可互相替代。所有头贡献可能是广泛分布的;报告不以发现稀疏为成功条件。
CPU测量耗时2636.4秒,峰值RSS155.9 MiB;无训练、GPU或清理。
File diff suppressed because it is too large Load Diff
+33
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{
"passed": true,
"transitions": 23,
"texts": 4,
"link_observations": 92,
"primary_observations_per_metric": {
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"QKV": 32000,
"JS": 4800,
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},
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},
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"retained_baseline_cache_files": 100,
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}
+33
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@@ -0,0 +1,33 @@
{
"passed": true,
"transitions": 23,
"texts": 4,
"link_observations": 92,
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},
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"retained_baseline_cache_files": 100,
"checkpoint_sha_matches_upstream": true,
"prior_official_reference_check_passed_same_implementation": true,
"prior_official_reference_tests": 22
}
+127
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@@ -0,0 +1,127 @@
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"concentration-curve.csv": "223fc728a9910fc3925f842884116f633c3acebd5962955dea5af19867055411",
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fresh-zh-1,0,1,V,16,linear_attention,400,0,400,1.6618994304095396,2.9560275971889496,5.096769020985813,3.31489211992608,400,0.3370532244443894,0.6078020632266998,1.5504497528076182,0.8222364107891917,400,6.099072061247005,8.689955404862616,11.58607296085583,8.763978263626717,400,0.38119200382793783,0.5431222128039135,0.7241295600534894,0.5477486414766698,400,0.02539790421690647,0.05608042192008958,0.10822372335890323,0.0638103928360236,400,0.15229133635500944,0.21638926612016002,0.3456439351903112,0.23578560584471517,400,0.4592871304770665,0.570193316882557,0.6756661147143489,0.5654061656009641,400,0.7219544738761362,0.7942583639675627,0.8595696834410961,0.7928212505162944,400,0.03671375015579139,0.059905751077522995,0.09501612366996874,0.06277223569909132,400,10.0,11.0,12.0,11.13
fresh-zh-1,0,1,QKV,16,linear_attention,400,0,400,2.7806776499375703,3.527419180376455,4.623040654230863,3.668958644666127,400,0.5347891211509704,0.8136073350906372,1.184285056591034,0.87097770370543,400,6.906984447085922,8.794509923009494,11.176738874947565,8.869054628913807,400,0.4316865279428701,0.5496568701880934,0.6985461796842228,0.5543159143071129,400,0.028769639339771003,0.0546213130146069,0.08776643205837922,0.05775824421784922,400,0.17313449577164663,0.22849681587593088,0.3151995233777782,0.23505532717527466,400,0.46291476731001363,0.5612733360554396,0.6495100049172878,0.5605365728529281,400,0.7170284639238036,0.7730115849200583,0.8320824929388254,0.7733223586089778,400,0.052385459651589916,0.0737097126227649,0.10188241735582697,0.07529209009772804,400,11.0,12.0,13.0,11.665
fresh-zh-1,1,2,Q,16,linear_attention,400,0,400,0.4919523543445393,1.0134473060024902,1.5085470150224864,1.0159313781763557,400,0.08705939799547197,0.20679974555969238,0.3549354106187821,0.21840132048353553,400,6.822454189755527,8.598481239074776,10.420966667100178,8.57634675716254,400,0.42640338685972046,0.5374050774421735,0.6513104166937611,0.5360216723226587,400,0.035691098771976376,0.057386994878079314,0.08967984419247192,0.06145501329124079,400,0.15615141462298376,0.20105545653354573,0.2841168347380189,0.2105380875415265,400,0.5005902897160754,0.5803455644643412,0.6681169401685443,0.5836381254101121,400,0.7884049686902198,0.8591029271381095,0.9094417893263294,0.8537247440234702,400,0.016813038207767955,0.02828461758637977,0.054540186859154495,0.03203233886011298,400,8.0,9.5,11.0,9.54
fresh-zh-1,1,2,K,16,linear_attention,400,0,400,0.722312238404993,1.0673685721121728,1.531943997507915,1.1099483797014544,400,0.1288822755217552,0.20526132732629776,0.3613698065280914,0.22918809283524752,400,7.353096790119529,8.995945617074707,10.826557130257171,8.963614236835804,400,0.45956854938247055,0.5622466010671692,0.6766598206410732,0.5602258898022378,400,0.031856498246925526,0.05190528735344792,0.07839732500959792,0.05586248974389761,400,0.14415505901838727,0.1932984617430117,0.2706608384379229,0.20468892937169264,400,0.4758596355824017,0.5590998802490588,0.6360807056536669,0.5589157781956183,400,0.7783240032912256,0.8414891499411692,0.8890432002987525,0.8374244941741944,400,0.020459486101284795,0.03380453708127341,0.05542032282025878,0.03633820375699517,400,9.0,10.0,11.0,9.945
fresh-zh-1,1,2,V,16,linear_attention,400,0,400,0.4973134163476061,0.9102987396763638,1.5755363196483816,0.9873435483932735,400,0.09400087669491769,0.1873743161559105,0.3633595824241639,0.20929185537621378,400,6.653126987830839,8.548036858920664,10.615267065905229,8.569869320966436,400,0.4158204367394274,0.5342523036825415,0.6634541916190768,0.5356168325604023,400,0.033817656985912055,0.05811832745038133,0.0936589877279045,0.0622713524657142,400,0.14770778796318934,0.2030391393265193,0.2849489847783121,0.21128165231162654,400,0.4944430848854054,0.5783954342548722,0.6691385367269639,0.5834193552833876,400,0.7867761246770342,0.858135594402403,0.917780688985253,0.8545756163995584,400,0.015093247546088609,0.029487547687592472,0.0536097178897243,0.03234443951371928,400,8.0,10.0,11.0,9.5575
fresh-zh-1,1,2,QKV,16,linear_attention,400,0,400,0.7504384314408526,1.094116581894923,1.537298795732204,1.1047749286276667,400,0.12243893519043923,0.20843254029750824,0.3249961733818054,0.2172625369206071,400,7.5885696781981755,9.044786656418898,10.899689595781593,9.150839929594042,400,0.47428560488738597,0.5652991660261811,0.6812305997363496,0.5719274955996276,400,0.03119546835705092,0.051265039620679076,0.0738956636306833,0.052284029184004356,400,0.14234151706724504,0.18683652948205282,0.25902377477733723,0.19491383301359225,400,0.4762433814041551,0.5585166073779885,0.6240611452390602,0.5537778694657804,400,0.7829855065671689,0.8451482215064245,0.890195529357141,0.8392779151459865,400,0.0196607747001165,0.033737600841906426,0.056869627611915725,0.03607052435295721,400,9.0,10.0,11.0,9.88
fresh-zh-1,2,3,Q,16,full_attention,200,0,200,0.8348475917766336,1.1361491297720931,1.6960345567553303,1.2002219437780877,200,0.22832624167203902,0.2860960364341736,0.39249175786972046,0.30112025029957296,200,6.130382096140542,8.164131992339712,9.763619471799924,8.049060555424102,200,0.38314888100878386,0.510258249521232,0.6102262169874952,0.5030662847140064,200,0.04258243760755125,0.06398615784783833,0.10733041697722742,0.06998809959298968,200,0.18845946241609016,0.2530277699392792,0.3380382312714261,0.25834641383503315,200,0.5274206551766942,0.5801220810185626,0.6429009074492729,0.5817870850207154,200,0.7886696609804783,0.8367034920742586,0.8804709973439675,0.8329291960697924,200,0.014185908410063007,0.037601374322041664,0.0648660315307585,0.03854475190086285,200,9.0,10.0,11.0,10.18
fresh-zh-1,2,3,K,16,full_attention,200,0,200,0.9481974663154689,1.123923289414961,1.459433244937099,1.1702006854029605,200,0.23184000551700593,0.27220672369003296,0.33163814544677733,0.2769536828994751,200,7.221345906722338,8.219899876053379,9.556294933535497,8.338902767051964,200,0.4513341191701461,0.5137437422533362,0.5972684333459686,0.5211814229407478,200,0.044952877192840295,0.06310278749599307,0.08104551970609353,0.06266317998144431,200,0.1913092149796528,0.24399852331036923,0.2838395833820304,0.2402448643049889,200,0.5243109110766915,0.5837120082633487,0.6300260713973377,0.5794902081869165,200,0.8005518168893325,0.8431713945495234,0.8751113885489876,0.8372445372576465,200,0.014816394280292371,0.03623670050698838,0.06232520797438394,0.03764931008410226,200,9.0,10.0,11.0,10.16
fresh-zh-1,2,3,V,16,full_attention,200,0,200,1.0673203796497546,1.2973932593886275,2.2399458701722317,1.463776254808763,200,0.2684808224439621,0.3130621016025543,0.4607035547494887,0.34213996678590775,200,6.888963030484107,8.57069360970703,9.807240859802178,8.492872798802923,200,0.4305601894052567,0.5356683506066894,0.6129525537376361,0.5308045499251827,200,0.04209715538255347,0.057788472076842456,0.08817622823015829,0.06118871430043193,200,0.1942415822527857,0.2372664246848083,0.29519498694717244,0.239932479346568,200,0.5030105766020796,0.5655827050424824,0.6195335311242982,0.5668923081616112,200,0.7711891554112194,0.8158122185073091,0.8619132870200089,0.8139867859409078,200,0.017300658186363126,0.04459526510423922,0.07570313009017611,0.044977364346506066,200,9.0,11.0,12.0,10.7
fresh-zh-1,2,3,QKV,16,full_attention,200,0,200,1.0199183085933328,1.1750049997936003,1.9069260513409971,1.3038114167831372,200,0.250296925008297,0.2935818135738373,0.3817494958639145,0.3097901244461536,200,7.196501267820574,8.441507481465084,9.751193704228024,8.44616190715833,200,0.4497813292387859,0.5275942175915678,0.6094496065142515,0.5278851191973957,200,0.04272226697397949,0.059693070665254866,0.08155381570809245,0.06124391513532672,200,0.19220363243778327,0.2452880404617358,0.28456213418232335,0.24238526627742943,200,0.5093232051398124,0.5697030938067207,0.6206605729117751,0.5686563434922721,200,0.7771778324174323,0.8286977027123357,0.8689578331982056,0.823016277118345,200,0.015305978073171437,0.04065693749556967,0.07249220059719527,0.041722741269430416,200,9.0,10.0,12.0,10.465
fresh-zh-1,2,3,JS,16,full_attention,200,0,200,0.028982629118581828,0.05374104665088453,0.09855992669154144,0.06108389672119415,200,0.010798964649438858,0.024645465426146984,0.08034284934401512,0.03651118309469894,200,1.3175070315523083,3.5480553550417184,6.017363110228346,3.5979467985382336,200,0.08234418947201927,0.2217534596901074,0.3760851943892716,0.2248716749086396,200,0.11061324421376217,0.23398621779410705,0.7429507366244389,0.3257845391446977,200,0.2976556613016461,0.488028777970165,0.8696035028760013,0.5342668192607622,200,0.7064194054950236,0.8101997774989895,0.9495847511402526,0.8153004192781174,200,0.8984980468457894,0.9461568854525526,0.9837933181787005,0.9424611423371019,200,0.0029290946529022268,0.009887020058842282,0.021721080315529443,0.01144397224682556,200,2.0,7.0,9.0,6.06
fresh-zh-1,2,3,sqrtJS,16,full_attention,200,0,200,0.5068664275109768,0.66347974864766,0.8529259402770549,0.66853969598189,200,0.10391714274883271,0.1569887399673462,0.2834477216005325,0.17618735685944556,200,4.400645222422045,8.823949964387808,10.779013738541964,8.351667359484624,200,0.2750403264013778,0.551496872774238,0.6736883586588728,0.521979209967789,200,0.03229113834557456,0.054216715127082156,0.17572335128539068,0.07490029534993962,200,0.16524507391431523,0.23259758939678682,0.4443199621821767,0.2653715311832368,200,0.4897872200818199,0.5532730641446492,0.6650363202455166,0.5660363140298347,200,0.7454979994578955,0.7984299359235015,0.8522671606190597,0.798027595599657,200,0.04255478964937405,0.06211678658355077,0.08472368152523543,0.06290225602690902,200,10.0,11.0,12.0,11.12
fresh-zh-1,3,4,Q,8,linear_attention,400,0,400,0.5557760668918491,1.2035991735756397,2.7694889150559905,1.4282717361161485,400,0.10986580029129982,0.2686391770839691,0.9802173316478735,0.385493537671864,400,4.412356865827618,6.5894809376431915,7.294178216213576,6.32901449297088,400,0.5515446082284523,0.8236851172053989,0.911772277026697,0.79112681162136,400,0.013823588797631101,0.03057948390482717,0.1161559317055479,0.0449319615620877,400,0.18930166147926616,0.22759472452826562,0.34535849534858265,0.24612360728472168,400,0.3527067301920025,0.41756426257979695,0.6078362720471945,0.4403330942695859,400,0.6242944902209702,0.6846834001728204,0.8296547046533881,0.6964017941901508,400,0.06480443681296434,0.12528725648034666,0.16017576563531435,0.12294561186246948,400,6.0,7.0,7.0,6.7625
fresh-zh-1,3,4,K,8,linear_attention,400,0,400,0.7813550390303134,1.1287835463881493,1.8791275978088382,1.2311416709050536,400,0.15441228151321412,0.24663127213716507,0.4807141304016116,0.28828068025410175,400,5.448574678275059,6.86858547196183,7.310594972481833,6.665570492465333,400,0.6810718347843824,0.8585731839952288,0.9138243715602291,0.8331963115581666,400,0.013471742693807258,0.023531870758839682,0.06689628062242073,0.031402245988877704,400,0.18021515251331333,0.21512443309487483,0.30717373045199886,0.228448474221392,400,0.3411882855416954,0.3940215473457226,0.5156435506982462,0.40776819835259387,400,0.6217219186699433,0.6644997460849055,0.7379743245939709,0.6717035536935189,400,0.10195968576323201,0.13333882078099873,0.16010469049043216,0.13233058544649764,400,7.0,7.0,7.0,6.91
fresh-zh-1,3,4,V,8,linear_attention,400,0,400,0.5568574259057641,1.0929276589304209,2.0630700096487997,1.2380642587295734,400,0.14729319214820863,0.28404104709625244,0.5434242546558382,0.3163391994684935,400,5.2364312861383855,6.215160742536021,7.113703308025048,6.185090559479871,400,0.6545539107672982,0.7768950928170026,0.889212913503131,0.7731363199349839,400,0.01779896561159364,0.04102513374562051,0.0753941873259701,0.044591109741713604,400,0.1944153281993725,0.2544354717187791,0.32521124064773155,0.25746440345878896,400,0.3654906100732668,0.44510639664815854,0.5313035316984108,0.44715327693270523,400,0.640403292413115,0.7079794523062812,0.7647579544221347,0.7042017618810942,400,0.08895730301525785,0.11470029494701212,0.15088125348503126,0.1172794500855358,400,6.0,7.0,7.0,6.71
fresh-zh-1,3,4,QKV,8,linear_attention,400,0,400,0.7889723796397448,1.2168751917779446,2.1376202166080476,1.377372672157362,400,0.16027085036039354,0.2687840461730957,0.6374220669269562,0.33303765455260875,400,5.075341633710963,6.769595806675813,7.318013294230532,6.520162938019946,400,0.6344177042138703,0.8461994758344766,0.9147516617788165,0.8150203672524933,400,0.013313268019184808,0.025964922332192067,0.08232184636311993,0.03653755501045374,400,0.1833295249601778,0.21763868323456853,0.3135927690484865,0.23266585924959315,400,0.3458837955976494,0.40303658619382643,0.5536054790156133,0.4236755754067282,400,0.6237465215280442,0.6714963247889597,0.7726398501451421,0.682340544061076,400,0.09399344826956293,0.13265386372995686,0.15653309350283023,0.1296820372707155,400,6.0,7.0,7.0,6.8725
fresh-zh-1,4,5,Q,16,linear_attention,400,0,400,0.5529486530460418,0.9712166800163686,1.3937916854396464,0.9745137749804417,400,0.07718285247683525,0.14298399537801743,0.23485634773969655,0.15007275919429958,400,10.023081933356542,11.68439982919071,12.915023140391108,11.561880889285884,400,0.6264426208347839,0.7302749893244194,0.8071889462744443,0.7226175555803678,400,0.015924487523854707,0.02462315118424866,0.039754359812644816,0.026655923385890602,400,0.1172125475583986,0.14663260613273274,0.1957001125498848,0.15324311732727033,400,0.406328127318147,0.458691855800027,0.5226096313893106,0.46189044288992703,400,0.6924297200750027,0.7354484648183404,0.7767195801918525,0.7350643372448331,400,0.0622921930831271,0.08026613657123874,0.10419169417357137,0.08273736500595881,400,11.0,12.0,13.0,11.9975
fresh-zh-1,4,5,K,16,linear_attention,400,0,400,0.6115223877946846,0.9048468508990481,1.251787215191871,0.9118778689983447,400,0.07747846469283104,0.12130804732441902,0.19595039635896683,0.1303617076156661,400,10.722570381318834,12.154069436726337,13.307439716828021,12.08792854145712,400,0.6701606488324271,0.759629339795396,0.8317149823017513,0.75549553384107,400,0.013489002802163415,0.021095465388176034,0.03281197361118651,0.022248525525734895,400,0.11181152173275515,0.1383523966997363,0.1774973956714344,0.1421228748304328,400,0.3948537551087122,0.43966621854363186,0.4990546308358602,0.44283328212455025,400,0.6808406730708435,0.7177667740443578,0.7606010570205007,0.718339432237346,400,0.0683096342316758,0.09010447455753517,0.11279447355750542,0.09110416263943287,400,12.0,12.0,13.0,12.21
fresh-zh-1,4,5,V,16,linear_attention,400,0,400,0.3245677670900477,0.6919851255370304,1.4499126452021303,0.8258946844962338,400,0.056015729904174805,0.10960651189088821,0.25974831581115726,0.1390983904665336,400,9.246466697988279,11.004331334674944,12.412264134831256,10.892907343093466,400,0.5779041686242674,0.687770708417184,0.7757665084269535,0.6808067089433416,400,0.019269886144077084,0.03026490460454602,0.04869271354354161,0.032746298475843,400,0.12717513712770148,0.1628155668133517,0.22181564050232946,0.1691504601454467,400,0.4273240896833351,0.4863091248083924,0.5495400600032926,0.4882786276402555,400,0.7040900313379921,0.7533820660614597,0.8027558507512916,0.7529665700740196,400,0.05255446176086491,0.072717414816377,0.10089424215657365,0.07502067581868756,400,11.0,12.0,13.0,11.735
fresh-zh-1,4,5,QKV,16,linear_attention,400,0,400,0.6183724389178679,0.8954020673409104,1.3749657900072636,0.9632487819958624,400,0.08114546462893486,0.12070538848638535,0.2128489837050438,0.13513314268551768,400,11.03759630846846,12.259679951088492,13.31912474229267,12.190373056824082,400,0.6898497692792788,0.7662299969430307,0.8324452963932919,0.7618983160515052,400,0.013418676912665448,0.020339411235023842,0.02997274082121978,0.02137383146441303,400,0.11204599139111363,0.13452876494461008,0.16820503191644323,0.13883665744741525,400,0.391955034062306,0.43702979809839326,0.4871559622657572,0.43889545356409654,400,0.6727321025063145,0.717597463372549,0.7565385272636862,0.7156504498371593,400,0.07054508626063702,0.09013293232831338,0.11487727108819931,0.09210415006115148,400,12.0,12.0,13.0,12.245
fresh-zh-1,5,6,Q,16,linear_attention,400,0,400,0.7430913228541612,1.147736200131476,1.6089440200477838,1.166246029753238,400,0.09927731826901437,0.15613681077957153,0.238798226416111,0.16578936299309135,400,10.863359295960894,12.575643999140802,13.782068203250859,12.405180183911067,400,0.6789599559975559,0.7859777499463001,0.8613792627031787,0.7753237614944417,400,0.010728587354009564,0.018153376635150546,0.03152312244372333,0.020251057164659317,400,0.11037490247005323,0.13572589674515548,0.1794568234279382,0.14208104333730007,400,0.38520976275004104,0.4310202002127746,0.4972803179506637,0.4373981357308564,400,0.6613351021305812,0.7015637143598845,0.7530538230535062,0.7034325937859875,400,0.08583743174901834,0.1097377667327455,0.1366140850223725,0.11104477865767017,400,12.0,13.0,13.0,12.7825
fresh-zh-1,5,6,K,16,linear_attention,400,0,400,0.8241071481257677,1.122505891136825,1.5527067782357338,1.1691769000247587,400,0.09676236137747765,0.1425568014383316,0.21285407543182375,0.1503893599845469,400,11.75685254912592,13.447297040783358,14.463803209071521,13.271603931688915,400,0.73480328432037,0.8404560650489599,0.9039877005669701,0.8294752457305572,400,0.007080661035434766,0.012655346477137478,0.02406057719815614,0.014290592859103137,400,0.10101409270525082,0.12341164568454366,0.16539557717265407,0.12856649489850935,400,0.35510439307558944,0.39929412378299156,0.4575560002153773,0.40396296680481564,400,0.6271906707564133,0.6686115701156119,0.716526233909435,0.6705015811752727,400,0.1013596870676708,0.13100641981410865,0.15789417174238096,0.13025604262662221,400,13.0,13.0,14.0,13.185
fresh-zh-1,5,6,V,16,linear_attention,400,0,400,0.6337890403345228,0.9958858909085393,1.638427373580635,1.1012471098068637,400,0.09457711055874825,0.15001538395881653,0.2569383829832077,0.16589635238051414,400,9.968687883963238,12.16123583144756,13.63070961812831,11.963441490701625,400,0.6230429927477024,0.7600772394654725,0.8519193511330194,0.7477150931688515,400,0.011588002134642065,0.021043841449477144,0.04033508188148871,0.023928837109109678,400,0.1149699135082047,0.1444550466441079,0.2017398771423816,0.15336156900852616,400,0.38979639155693535,0.44726902793020384,0.5203732030368934,0.45182293508115234,400,0.6632123907349297,0.7105725281533102,0.773868696376879,0.7145026094714317,400,0.07429125170008277,0.105520159984926,0.1361598437108261,0.10503434568888251,400,12.0,13.0,13.0,12.5575
fresh-zh-1,5,6,QKV,16,linear_attention,400,0,400,0.914624169562012,1.1974874115549028,1.5274685110896826,1.2126480673323385,400,0.10662956014275551,0.14808592945337296,0.20532605648040772,0.15299008158966898,400,12.170506927001252,13.481737822544865,14.33758741526606,13.349694981320868,400,0.7606566829375783,0.8426086139090541,0.8960992134541288,0.8343559363325542,400,0.007729857418288237,0.012452716928912928,0.020977026812987052,0.01360336749422371,400,0.10306485918952771,0.12136694474347459,0.15441393193338307,0.12612433272925463,400,0.36371203636915284,0.39822686076617186,0.44813317509168193,0.402734832383121,400,0.6339899147427374,0.6678814265368334,0.709855463681161,0.6699628866826453,400,0.10638763102622426,0.1315459353030145,0.15282281011257037,0.13035173953935147,400,13.0,13.0,14.0,13.185
fresh-zh-1,6,7,Q,16,full_attention,200,0,200,0.6967215406475589,0.8647677625995129,1.1318519309628754,0.8975616289848404,200,0.17643480896949768,0.21954673528671265,0.2563210129737854,0.21804183520376683,200,6.618313132011688,8.77779598215449,10.418830134116405,8.637575406800561,200,0.4136445707507305,0.5486122488846557,0.6511768833822753,0.5398484629250351,200,0.03571207334000921,0.05485249845415002,0.09450269802868984,0.060977296438866214,200,0.19208097882619532,0.23602997737094536,0.32965308733567916,0.2506137886475929,200,0.49666814431412143,0.5572856142656408,0.6170435045908121,0.5553046780869008,200,0.7480730385048123,0.7980640258486347,0.8526203239706098,0.7981134888980815,200,0.039491579187455876,0.06310500190242457,0.08514610754877759,0.06341188559252524,200,10.0,11.0,12.0,11.125
fresh-zh-1,6,7,K,16,full_attention,200,0,200,0.7858375686686487,0.924020110629499,1.1293065979145462,0.954063942823559,200,0.17995065450668335,0.21916107088327408,0.2575859248638153,0.2186301603913307,200,7.88689255300789,9.09079278609248,10.156849093731527,9.027217101795987,200,0.4929307845629931,0.56817454913078,0.6348030683582204,0.5642010688622492,200,0.038354240686290286,0.05066854281792081,0.06857903905460921,0.052576098667474855,200,0.19012447386201045,0.2325570240108474,0.2743220075911339,0.23186636101326005,200,0.5061027063145299,0.5477502919164697,0.5906733363766902,0.548262812827514,200,0.7415877916068663,0.7925856942838999,0.8355623230446305,0.7916615319762194,200,0.04248253715574244,0.06732571147416139,0.0919246176836225,0.06689000815217126,200,10.0,11.5,12.0,11.3
fresh-zh-1,6,7,V,16,full_attention,200,0,200,0.9605062095448376,1.1428413768298924,1.3685777499340468,1.1591908320144284,200,0.18395001739263536,0.23824387788772583,0.2855415284633636,0.23651585191488267,200,7.849490984354433,9.720638326227162,11.491538283414172,9.75516520332515,200,0.49059318652215206,0.6075398953891976,0.7182211427133858,0.6096978252078219,200,0.0261552944254837,0.04306600870793091,0.06922333334667033,0.04511758049993119,200,0.15221090312945088,0.196303315084899,0.2714761761644639,0.2081661712960845,200,0.46401879303112714,0.524439052499995,0.6033623833479212,0.5289478617304235,200,0.722501849673635,0.7781866770312609,0.829828023059304,0.7765126503548125,200,0.04951178031102099,0.07199580649954183,0.09990532346205719,0.07328482140146445,200,10.900000000000002,12.0,12.099999999999994,11.62
fresh-zh-1,6,7,QKV,16,full_attention,200,0,200,0.8571053378749639,1.0059685087762773,1.183649718435481,1.0213233802010655,200,0.1884602651000023,0.22348716855049133,0.2585281401872635,0.22458526909351348,200,7.7944570256649115,9.303971982080625,10.748833530405351,9.3710458372141,200,0.48715356410405697,0.5814982488800391,0.6718020956503344,0.5856903648258812,200,0.03256903217548453,0.047979708973495835,0.07018273007133141,0.048917588117041826,200,0.1801807823689268,0.22031704948065356,0.2803393183923416,0.22345551685200246,200,0.48813704243826284,0.5326324197050982,0.5923833864598406,0.5361561869350651,200,0.7333737956269141,0.7852361151915166,0.8346699733112655,0.7834009035789988,200,0.046062572291322504,0.07073412362494022,0.09617805857215993,0.07015698184671398,200,10.0,12.0,12.0,11.47
fresh-zh-1,6,7,JS,16,full_attention,200,0,200,0.0218641472303716,0.04420311772855712,0.07254370295777335,0.046871714137829486,200,0.007316942419856787,0.015788674354553223,0.05015565417706966,0.022694225640734658,200,1.6588479180249318,4.120520295512728,6.2380292228952285,4.145432773729307,200,0.10367799487655824,0.2575325184695455,0.3898768264309518,0.2590895483580817,200,0.10432844124517657,0.19221927366868563,0.5763515831250512,0.2563242193465016,200,0.2611877284354106,0.3885966051481249,0.77089108764741,0.45008556331872107,200,0.7068351247273077,0.8194089704456659,0.9291147357965708,0.8191980249013184,200,0.9010202346431437,0.953330766846342,0.981680517137843,0.9466400398116648,200,0.003264056999811985,0.009318286972849775,0.022254085990137965,0.011427831522990244,200,3.0,6.0,8.0,6.045
fresh-zh-1,6,7,sqrtJS,16,full_attention,200,0,200,0.43271681810729207,0.6038041174178943,0.7724204423837363,0.6074852672725684,200,0.08553836718201638,0.12564750388264656,0.22395427972078322,0.14068200470879674,200,5.5313715726687915,9.05250186330765,11.02686062187503,8.642337837729093,200,0.34571072329179947,0.5657813664567282,0.6891787888671894,0.5401461148580683,200,0.030066917695381033,0.05116493326388823,0.12617347149173305,0.06521773414851664,200,0.15726624767737105,0.20925916539896955,0.3767178850854693,0.23498832827314786,200,0.4891220651431828,0.5739843609213888,0.6664845470243277,0.5781163231024855,200,0.7490316363110263,0.809991048466753,0.8609176690120646,0.8073749254513416,200,0.04298112131965184,0.06218602194312592,0.08717511464006347,0.06344463270935115,200,10.0,11.0,12.0,10.985
fresh-zh-1,7,8,Q,8,linear_attention,400,0,400,0.9590097105130553,1.536447413265705,2.8689802177250385,1.7718030927423387,400,0.2201713100075722,0.350384846329689,0.7897801935672762,0.4108072089031339,400,5.887995191027056,6.556289210172601,7.03738792472958,6.483028773113856,400,0.735999398878382,0.8195361512715751,0.8796734905911975,0.810378596639232,400,0.01954077549538053,0.0314575077657065,0.05124239507573904,0.03432354139635862,400,0.19217184731809483,0.22380172267317855,0.285121693929006,0.2321920082524678,400,0.36168901676011517,0.4055534217669472,0.46935854299472085,0.4116085790974441,400,0.6456903072351644,0.6991136955869005,0.7464143915027599,0.6965638856307459,400,0.09023509116070617,0.11262579913286752,0.13680010371064633,0.11273767662286559,400,6.0,7.0,7.0,6.75
fresh-zh-1,7,8,K,8,linear_attention,400,0,400,0.2979481376707554,1.323602693155408,2.134860857576132,1.3736332048056648,400,0.056699202582240114,0.2807885557413101,0.4808495283126831,0.29184197531547396,400,6.17633895332198,6.747250638628673,7.182301767760164,6.716318555637633,400,0.7720423691652475,0.8434063298285841,0.8977877209700205,0.8395398194547041,400,0.01626416207323056,0.026524062350611253,0.0421808272578277,0.027959279250897032,400,0.18107303321688972,0.20608203155997337,0.2459019637759514,0.21177290855723657,400,0.3479226112740468,0.3884903159298687,0.445413989857238,0.3921656222076625,400,0.6327225785671413,0.6830521555684579,0.7329194726699658,0.6841702161399162,400,0.09330418100990448,0.11866693654289341,0.14254238060485677,0.11922903165646248,400,6.0,7.0,7.0,6.8625
fresh-zh-1,7,8,V,8,linear_attention,400,0,400,0.5749102413654328,1.3443213794380426,2.2224256038665784,1.3652205040352419,400,0.13838060349225997,0.33455508947372437,0.667331808805466,0.37192271476611494,400,4.618268312269324,6.148824305883943,7.047258111244446,6.002404129055444,400,0.5772835390336655,0.7686030382354929,0.8809072639055557,0.7503005161319305,400,0.019313330009964408,0.04300889178036811,0.10460852140022825,0.05208423583689962,400,0.19349817708912645,0.2477619106951734,0.37722684758310093,0.2655965360587777,400,0.36569162040163705,0.43765681207277635,0.5450941761665091,0.44696303511275415,400,0.6460117608640545,0.7203376222935364,0.8038236040088341,0.7252946084484383,400,0.06500499349972674,0.0977581707612199,0.13500608891329802,0.09991695178335462,400,6.0,6.0,7.0,6.4675
fresh-zh-1,7,8,QKV,8,linear_attention,400,0,400,0.9274983126670122,1.5033815149217844,2.265283572673798,1.6018475520424544,400,0.20073575228452684,0.34915004670619965,0.5573251724243166,0.36830392001196743,400,5.881230558451355,6.533175768060082,7.0334002379498095,6.50228709856116,400,0.7351538198064194,0.8166469710075103,0.8791750297437262,0.812785887320145,400,0.019632933616512954,0.03207422231802123,0.051465729615420445,0.03381865634780095,400,0.19191701177455783,0.22466129502394616,0.27854774459632486,0.23210277523306297,400,0.36241479805036053,0.4072979515115139,0.4647608255404677,0.4102082544905171,400,0.6531008908578214,0.6955317920204706,0.7449502556564871,0.6982900089685914,400,0.09255299111874246,0.11526921139042773,0.13980834372907236,0.11550857560302565,400,6.0,7.0,7.0,6.805
fresh-zh-1,8,9,Q,16,linear_attention,400,0,400,0.6906953494995832,0.9759602006524801,1.3041144616901874,0.9891591147868894,400,0.08369906172156334,0.13099230080842972,0.21312458366155626,0.14000689126551152,400,10.640070932820711,12.624016402558667,13.899533292265506,12.399101890486236,400,0.6650044333012944,0.7890010251599167,0.8687208307665941,0.7749438681553897,400,0.010074521166483894,0.01782839516406866,0.03358329824229189,0.02042438161207624,400,0.10595865367818512,0.13220320037299446,0.18576767336076583,0.1407708642559,400,0.3777364081514151,0.4301187530099717,0.5008169400509738,0.43413663616514425,400,0.6544821006745523,0.7046938314194792,0.7681356332649253,0.7078883740361931,400,0.0767036490911563,0.10572786694471734,0.13498928833778048,0.10654524733371065,400,12.0,13.0,13.0,12.6075
fresh-zh-1,8,9,K,16,linear_attention,400,0,400,0.6804344878531993,0.9005166748538613,1.2611991601064803,0.9440281149331713,400,0.08516289219260216,0.11770259588956833,0.1628935605287552,0.12126477730460465,400,11.553123987583536,12.927051575026713,14.10695059168498,12.864031807811653,400,0.722070249223971,0.8079407234391696,0.8816844119803112,0.8040019879882283,400,0.008946183752776801,0.015847639061143302,0.025660532662294917,0.016748542470120687,400,0.10528301606715158,0.1274286612137167,0.15860624460553727,0.1300115002223839,400,0.3701796005108164,0.41601338834864776,0.47160429878421145,0.41986111729636294,400,0.6463018979578277,0.6953485484459442,0.7417257945524633,0.6950382296934545,400,0.08809085513305247,0.1139740629371002,0.14279577639344965,0.1153185605422464,400,12.0,13.0,14.0,12.88
fresh-zh-1,8,9,V,16,linear_attention,400,0,400,0.4647453504148871,0.8514449596405029,1.3727117770351471,0.8895953201281372,400,0.06001258864998817,0.11238456517457962,0.19505773931741718,0.12199042475782335,400,11.024187380011924,12.555282564476812,13.99311472157551,12.541131170865151,400,0.6890117112507452,0.7847051602798008,0.8745696700984694,0.783820698179072,400,0.009561299214860333,0.01829093275857004,0.030090276553372184,0.019236171223172657,400,0.10527026377123808,0.13150052741416599,0.17795679687692958,0.1384485005812238,400,0.3726471560437381,0.4287579672288325,0.480353291316335,0.42760517432545087,400,0.6503380799099947,0.7024063546843993,0.7511587142359358,0.7022635946203094,400,0.08064818058038067,0.10735369303982276,0.13772310148465183,0.10868890636633426,400,12.0,13.0,13.0,12.66
fresh-zh-1,8,9,QKV,16,linear_attention,400,0,400,0.7347855348140001,0.9900411260314286,1.2494902014732363,0.9919958586548455,400,0.08569022938609124,0.11771636456251144,0.16533384323120118,0.12244859239086509,400,11.713702290469794,13.366565529301592,14.388408040683208,13.194810407005507,400,0.7321063931543621,0.8354103455813495,0.8992755025427005,0.8246756504378442,400,0.007467084877844461,0.013134438286334798,0.02439484120737057,0.014676947362255674,400,0.09843854179026623,0.11848844116881953,0.16178088108267588,0.12455204762435379,400,0.35718058665988645,0.40166317927502393,0.45818110260033357,0.40485099512404354,400,0.6373949780874816,0.6793543264952187,0.7295639099577741,0.6813777219056544,400,0.09487160548480769,0.11917564610599386,0.1468835260329232,0.12028897695944402,400,12.0,13.0,14.0,12.98
fresh-zh-1,9,10,Q,16,linear_attention,400,0,400,0.6123335564509035,1.0435317065566778,1.5125911281444133,1.0584334547061007,400,0.09132177904248238,0.1700449287891388,0.31987524628639225,0.1913822599966079,400,8.330971692520261,11.649403297496246,13.425412334713464,11.337067313609955,400,0.5206857307825163,0.7280877060935154,0.8390882709195915,0.7085667071006222,400,0.012784650291930719,0.02489745779476693,0.06136966958039111,0.031073991890478138,400,0.11821138091871673,0.16235856867909693,0.26472613347971885,0.1769987150104201,400,0.39304157101247156,0.46032250596151914,0.5456046701110793,0.46556338315380896,400,0.6634417693869368,0.7173283982910208,0.7769846698882061,0.7202570102649994,400,0.07568759913736456,0.10535935837863662,0.13380928270248182,0.1053257624245752,400,12.0,13.0,13.0,12.58
fresh-zh-1,9,10,K,16,linear_attention,400,0,400,0.6221934565342963,0.88918552454561,1.1792654864490035,0.9043257557519246,400,0.08381196409463883,0.13706430047750473,0.21694077700376513,0.1454845827911049,400,9.827882173616375,12.3820462481081,13.798569310550421,12.081156863033502,400,0.6142426358510235,0.7738778905067563,0.8624105819094013,0.7550723039395939,400,0.010636036140978848,0.019479568472037107,0.041868076486150714,0.023512858214741295,400,0.11095983883008902,0.15044731324705274,0.22994426094434903,0.1614972259683926,400,0.38147288457538203,0.433554646378014,0.5006927841623557,0.43708378375953133,400,0.6559676147350192,0.6970414070602557,0.7370198129374841,0.6972230948101901,400,0.09488088237493372,0.11299173709311297,0.13875211719644506,0.11502455500710494,400,12.0,13.0,13.0,12.875
fresh-zh-1,9,10,V,16,linear_attention,400,0,400,0.47369214249774816,0.7299782517366111,1.2106899134814741,0.7964116735389689,400,0.06351463720202447,0.11250527203083038,0.24161839336156846,0.13542296192608774,400,9.180543887958322,12.360010938789257,13.952589667740078,11.894512916256883,400,0.5737839929973951,0.7725006836743286,0.8720368542337549,0.7434070572660552,400,0.00978274803270085,0.019633149177695403,0.049521104768380175,0.026415459372986203,400,0.11021547564934674,0.1470128731388507,0.25165570236062357,0.16637191909497456,400,0.3716573275869789,0.4390875760368995,0.5159379185395504,0.4428726164650124,400,0.6495829617174365,0.7000604343000693,0.7579582032394955,0.7015903073592102,400,0.0808565812463129,0.11397830192274325,0.1406547874755669,0.11254211937468542,400,12.0,13.0,13.0,12.77
fresh-zh-1,9,10,QKV,16,linear_attention,400,0,400,0.654531497694552,0.9747728491201997,1.2900495495647193,0.9764982675691135,400,0.08734235987067222,0.1456669345498085,0.23176026046276094,0.15643592607229947,400,10.189556966907771,12.572922538627273,14.08108662565195,12.252288871768865,400,0.6368473104317357,0.7858076586642045,0.8800679141032469,0.7657680544855541,400,0.009085069797216454,0.01817173646254427,0.038015776728644736,0.022114843667238367,400,0.10879222365899918,0.14939314066001885,0.22505287597261073,0.15931209065634153,400,0.3715193365667435,0.4242499322184902,0.48985082809961855,0.43016650297444875,400,0.6431422860044751,0.6925475179731045,0.7327877414436106,0.6904168124438282,400,0.09855978110734318,0.1170700936145091,0.14368655431423133,0.1198108417892592,400,12.0,13.0,14.0,12.9925
fresh-zh-1,10,11,Q,16,full_attention,200,0,200,0.6438421585597098,0.872416652739048,1.0983223179355264,0.872299394311849,200,0.09125480353832245,0.11970581114292145,0.14658514261245728,0.11973702851682902,200,11.609295715854033,12.717099346353653,13.576108291747113,12.622034448184133,200,0.7255809822408771,0.7948187091471033,0.8485067682341946,0.7888771530115083,200,0.011902770702651415,0.017209941516929887,0.02521372964154654,0.01817272391192884,200,0.11934270921725082,0.1386696549751888,0.1576088519494992,0.13837439252480127,200,0.39571255979610603,0.4290339099297917,0.4744535060326238,0.4344109952622634,200,0.6554351464616354,0.6947435535418892,0.7408203238498978,0.6974609658906215,200,0.08965506465009455,0.11771802752401339,0.1443072155958412,0.11752583125971311,200,12.0,13.0,14.0,12.925
fresh-zh-1,10,11,K,16,full_attention,200,0,200,0.7055036302655936,0.8617449305020273,0.9929532202892004,0.8748279941594228,200,0.12480776831507683,0.18543966859579086,0.2604644924402236,0.19279752627015115,200,7.4114578468262104,9.771738678821816,12.293996588675094,9.741479862135373,200,0.46321611542663815,0.6107336674263635,0.7683747867921934,0.6088424913834608,200,0.020097285230125456,0.04249346901007654,0.07725467161321313,0.047791621176838675,200,0.1477751327880865,0.222982705354772,0.29433197182296517,0.2196017917041651,200,0.44604160298719675,0.5294650952945521,0.6140385059195879,0.5265543030929237,200,0.7029335352420754,0.764345885041203,0.80418678509106,0.7548839829935571,200,0.07141042908830074,0.08865212568336756,0.12031691664018135,0.09273965767175764,200,11.0,12.0,13.0,12.26
fresh-zh-1,10,11,V,16,full_attention,200,0,200,0.7727446023374797,0.9757196996361017,1.1745961803942917,0.986132373129949,200,0.09506728425621988,0.11816420406103134,0.17792212665081017,0.12691691622138024,200,11.990124619066028,13.203104874705964,14.147263392230133,13.079529608672026,200,0.7493827886916268,0.8251940546691228,0.8842039620143833,0.8174706005420016,200,0.008730832230477678,0.014122440936986825,0.022296483904800397,0.015229241195584086,200,0.10522607325408717,0.12278047010710506,0.15574624628769235,0.12800411431446537,200,0.3752450581506017,0.4060970764309562,0.4595370936555391,0.41101067402953734,200,0.6461414430484381,0.6848193998375264,0.7251867851894941,0.6867201370041193,200,0.10300035509751843,0.12251839269388934,0.14402710472990213,0.12249546665575832,200,13.0,13.0,14.0,13.04
fresh-zh-1,10,11,QKV,16,full_attention,200,0,200,0.7646997133269906,0.9415694242343307,1.1005946589633822,0.9381568700482603,200,0.10172526240348816,0.14520113170146942,0.17797999531030656,0.14074353359639644,200,10.556494727505484,12.132287690814861,13.526319939468888,12.102763513736924,200,0.6597809204690928,0.7582679806759288,0.8453949962168055,0.7564227196085578,200,0.012191935409086778,0.021252998106209633,0.034377010706376,0.022337764697260877,200,0.11199920705088734,0.14764846719062247,0.19376761916533158,0.1512855342947202,200,0.3976379062115118,0.4519844618754032,0.5082503153261523,0.4519074543448034,200,0.6643751919368126,0.7095712428180596,0.7495152168943192,0.7102956417116113,200,0.08967173405138439,0.11288960000503676,0.13725722023218334,0.1131325445636444,200,12.0,13.0,13.0,12.845
fresh-zh-1,10,11,JS,16,full_attention,200,0,200,0.016045292872877325,0.028061560849891976,0.0557658998943225,0.03360439002613021,200,0.004152655368670821,0.008428643923252821,0.022947734035551545,0.013680369750363752,200,2.6450400622520918,5.813073237536349,8.279876067241618,5.747200074222649,200,0.16531500389075574,0.3633170773460218,0.5174922542026011,0.35920000463891555,200,0.06216054871369186,0.11682778177670528,0.33709448395412145,0.16609993910311552,200,0.20591628311538554,0.3152610044344926,0.5464516179835875,0.352571257796797,200,0.6040428255496345,0.7240077921739443,0.8732768242837106,0.7241230388127226,200,0.8327742613094211,0.8957278587660789,0.9573599228471149,0.8942875428845476,200,0.011515956437173307,0.030337179298580402,0.0555964302539676,0.032318215880978524,200,5.900000000000002,9.0,11.0,8.335
fresh-zh-1,10,11,sqrtJS,16,full_attention,200,0,200,0.40895284092985096,0.5534483557567,0.7309623930603266,0.5665644111053553,200,0.0644407406449318,0.09180759266018867,0.15148354917764661,0.10463369278237224,200,7.860647455468036,11.217304580067477,12.886992169252563,10.796342939084912,200,0.49129046596675224,0.7010815362542173,0.8054370105782852,0.674771433692807,200,0.016104150759088904,0.02842451321013062,0.06903769231945556,0.03846723173886477,200,0.1267601433826018,0.16769519761061916,0.27860473981048695,0.18530787381293057,200,0.4231478142339164,0.4907384095410912,0.5951599695983893,0.49822297329287757,200,0.6852193650415406,0.7369754038291347,0.8022838070372944,0.7395950195094779,200,0.07282213999186168,0.1024971813288944,0.13109117593541883,0.10247885237114591,200,11.0,13.0,13.0,12.45
fresh-zh-1,11,12,Q,8,linear_attention,400,0,400,0.7112594723701477,1.0567578841000795,1.6549084380269052,1.1336770423408598,400,0.18845413625240326,0.30616503953933716,0.47522892951965334,0.3175508876144886,400,5.477104963346159,6.167510382221616,6.804095606981063,6.136919410117219,400,0.6846381204182699,0.770938797777702,0.8505119508726329,0.7671149262646524,400,0.025108933183938236,0.042445689895851846,0.06580367072889871,0.04475103603953981,400,0.22787424220345726,0.2817419783270949,0.3324606188054017,0.2817903592883699,400,0.39344020228911825,0.438959531659748,0.4919223903308211,0.44102890821117285,400,0.6433718848722331,0.685298774397114,0.7227518653916153,0.6853736661239761,400,0.10090703268802823,0.1250137334582667,0.15025944842985134,0.12518718360010553,400,7.0,7.0,7.0,6.9075
fresh-zh-1,11,12,K,8,linear_attention,400,0,400,0.4825267916545272,0.7918677963316441,1.3957195408642293,0.8667944692494348,400,0.115846898406744,0.20595640689134598,0.35331148505210896,0.2251581295207143,400,5.8434520497440365,6.457064459438968,6.942915252569421,6.42405429819099,400,0.7304315062180046,0.807133057429871,0.8678644065711776,0.8030067872738738,400,0.02175053586340759,0.034136159417198164,0.05272197723250966,0.035819034174482886,400,0.21790518103264905,0.2592537366780431,0.3068653932707722,0.26112305044886935,400,0.3829190329466067,0.41960124232959434,0.46804767912562667,0.4226426128686665,400,0.6373128610452358,0.6706433711325317,0.7101707379814962,0.6725711973067371,400,0.1047777385601039,0.13292024787245432,0.15963932834829628,0.1325006599701059,400,7.0,7.0,7.0,6.9225
fresh-zh-1,11,12,V,8,linear_attention,400,0,400,0.38287746962159874,0.6756213149055839,1.3400470308959487,0.7780662520381156,400,0.096944247931242,0.17358769476413727,0.38170437216758735,0.21239002059213818,400,5.347247468994016,6.3113622069751845,7.030087510636093,6.269994428450459,400,0.668405933624252,0.7889202758718981,0.8787609388295117,0.7837493035563073,400,0.019709437489822405,0.03822219781231748,0.07087129632330745,0.04145742046065472,400,0.20707489119098008,0.2651902463629251,0.33642074080443696,0.2681936516611965,400,0.37404562197723296,0.4303926733600409,0.49829614935892047,0.4317686004872223,400,0.6381526274537254,0.6841376109522127,0.7322858508963195,0.6842622430361339,400,0.09566515178460988,0.12749238832849555,0.15951941259016467,0.126557255479741,400,6.0,7.0,7.0,6.87
fresh-zh-1,11,12,QKV,8,linear_attention,400,0,400,0.627941570058465,0.924285352230072,1.3742050785571336,0.9785891493735835,400,0.16097690761089326,0.2543494999408722,0.3713564544916153,0.263376995883882,400,5.842390607133181,6.363882746730194,6.875659918892965,6.35374740963113,400,0.7302988258916476,0.7954853433412743,0.8594574898616206,0.7942184262038913,400,0.02336066898345175,0.03672774202553174,0.052757711452266154,0.037742441588207824,400,0.22775292520472104,0.2693795954833915,0.31176184783773936,0.2694071747400757,400,0.38766180353829344,0.4247318060379533,0.4674584450265044,0.42593835708836436,400,0.6365551962595403,0.6739642650105429,0.7068103225019726,0.6728856396058228,400,0.10982024019556197,0.13175498010059722,0.15648308683555595,0.13196426261836605,400,7.0,7.0,7.0,6.96
fresh-zh-1,12,13,Q,16,linear_attention,400,0,400,0.4287725748727098,0.6291518090292811,0.9183653243817392,0.6602286203455878,400,0.05749732218682766,0.09600819647312164,0.22757867276668553,0.12448112932499499,400,7.43813104642693,12.054362349920932,13.725438264243468,11.388680405982191,400,0.46488319040168313,0.7533976468700583,0.8578398915152168,0.7117925253738869,400,0.011047915290649094,0.021821357200642225,0.07674093058932209,0.032833729328761045,400,0.10895990306851573,0.15395135420424036,0.3031144707562746,0.1778963871899312,400,0.3805769265171659,0.44918117219250897,0.5767905651099959,0.4604233742475648,400,0.6593403165378923,0.7087942087917141,0.7841835646721264,0.715777538836388,400,0.07192378850252647,0.10222048066287616,0.1311494953473219,0.10159369808777655,400,12.0,13.0,13.0,12.4725
fresh-zh-1,12,13,K,16,linear_attention,400,0,400,0.3796079422580078,0.5419529881328344,0.7618788884021342,0.5660406191175571,400,0.04488024935126305,0.07666042819619179,0.131016717851162,0.08314666661433875,400,10.67482621767658,12.599542119525275,14.11989090209039,12.47575948850145,400,0.6671766386047863,0.7874713824703297,0.8824931813806494,0.7797349680313406,400,0.008876885840609866,0.017992535572854598,0.033257087895001446,0.020074796585010615,400,0.1032308308909768,0.13959976769114857,0.1941482275072908,0.14532372406218272,400,0.36320403311127286,0.4224121800926574,0.4895725791001946,0.4271854374902489,400,0.635751315318764,0.6901742968222736,0.7499592678652381,0.6925325786849674,400,0.08499378386993076,0.11317662359439792,0.14312498871384305,0.11334308099216585,400,12.0,13.0,13.0,12.7525
fresh-zh-1,12,13,V,16,linear_attention,400,0,400,0.33805561484768987,0.4774762666784227,0.692503923829645,0.49688007039774673,400,0.04425990618765354,0.07029108703136444,0.12124188691377644,0.07836978056933731,400,9.334433954331507,12.151683782608224,13.6965244645547,11.846482187869459,400,0.5834021221457192,0.759480236413014,0.8560327790346688,0.7404051367418412,400,0.01121197126399782,0.021112663974228417,0.04760557241782967,0.02550273656352748,400,0.1105578998537858,0.14504039721186468,0.22157384391459353,0.1571277179684568,400,0.3847757296627163,0.442563819587272,0.5456142644678524,0.4534863578946043,400,0.6596884432581905,0.7109339960225283,0.7803934258555302,0.715809932558836,400,0.06898549039660547,0.10243430414267252,0.13183404494659434,0.10127319153323804,400,11.0,13.0,13.0,12.4775
fresh-zh-1,12,13,QKV,16,linear_attention,400,0,400,0.46751984632574023,0.6001860462129116,0.7737955089658499,0.6082593854493461,400,0.05605280064046383,0.08463487401604652,0.15578170120716095,0.09744173836894333,400,9.221808462961413,12.772497303026139,14.162725819777252,12.22264222336821,400,0.5763630289350883,0.7982810814391337,0.8851703637360783,0.7639151389605131,400,0.008648406874963287,0.016846141052106793,0.04900140001194352,0.023573000986484353,400,0.1052101933146675,0.13963082995641257,0.2436601676754487,0.15733335208005989,400,0.3595682365847099,0.4199043666711588,0.5212731742804751,0.43222920257873065,400,0.638153783082408,0.6835727865007748,0.7643806054587863,0.6940305720897877,400,0.08098211617503247,0.11552865506524729,0.14210451810033878,0.11326887084730934,400,12.0,13.0,13.0,12.75
fresh-zh-1,13,14,Q,16,linear_attention,400,0,400,0.3581819446058944,0.6057678542565554,0.9266265729442241,0.6194080411925097,400,0.05562887825071812,0.10121583938598633,0.16555388420820238,0.10790316329570487,400,8.984764348820594,10.993171368600777,12.804795384360892,10.918961714127299,400,0.5615477718012871,0.6870732105375486,0.8002997115225557,0.6824351071329562,400,0.016635458727710436,0.03036327305184136,0.05205285202134545,0.03328436388755628,400,0.1250005151554404,0.16504284241999867,0.2317043184887997,0.1735018718689452,400,0.4214582738396168,0.48794216702592397,0.5581305760766958,0.48918969051415956,400,0.6920941428310349,0.7540016609510316,0.8118286564254139,0.75251594489739,400,0.05127560458582482,0.08648351968154439,0.12220059621684103,0.0871981589591026,400,11.0,12.0,13.0,11.9875
fresh-zh-1,13,14,K,16,linear_attention,400,0,400,0.3721212899079547,0.6305268344003707,0.9718979531899096,0.6449294262027252,400,0.05363687835633755,0.09777480736374855,0.1829571843147278,0.1116250408673659,400,8.98737507106024,11.212097542070406,13.059731885315017,11.083351780568323,400,0.561710941941265,0.7007560963794004,0.8162332428321886,0.6927094862855202,400,0.015009336843665294,0.02846866968756794,0.05201834647142469,0.031837631525605606,400,0.12308597876710539,0.16251156497169478,0.23243101965169033,0.1712443740005486,400,0.4164322115449284,0.48113854088534125,0.5536128445704002,0.48438083221055267,400,0.6837956313094269,0.7472076678467134,0.8051837376370223,0.7453305523637757,400,0.06012654147533741,0.09088036749332673,0.12781760922792534,0.09280544570777137,400,11.0,12.0,13.0,12.175
fresh-zh-1,13,14,V,16,linear_attention,400,0,400,0.29954221642110496,0.4848028526175767,0.9077605601400137,0.5606348308987799,400,0.043849870562553406,0.08329145982861519,0.1724206700921059,0.1018496751692146,400,8.601624836963923,10.945460021931986,13.039453404274523,10.85560632719913,400,0.5376015523102452,0.6840912513707491,0.8149658377671577,0.6784753954499456,400,0.015136398331273958,0.030786349912227617,0.05734093585275203,0.03566599715019743,400,0.11954870810478686,0.16362467289990384,0.24502782207819693,0.1769241861836662,400,0.4124458202716032,0.4875960285747094,0.5675203640802442,0.49039862284247,400,0.6847232716758535,0.7569398418201212,0.8156498747113647,0.7524608350138405,400,0.0550192637263923,0.08342689632152683,0.12084799344469732,0.08657916371396172,400,11.0,12.0,13.0,11.9225
fresh-zh-1,13,14,QKV,16,linear_attention,400,0,400,0.4210604142397642,0.6132193456869572,0.9099864074960354,0.6461962532845792,400,0.06235298551619053,0.09698081389069557,0.1679705634713173,0.10688274818472564,400,9.559044451771125,11.462648813151414,13.229307283707383,11.372536790697668,400,0.5974402782356953,0.7164155508219634,0.8268317052317115,0.7107835494186042,400,0.013962413468451337,0.026389219655446716,0.044920498319119116,0.02927729497894551,400,0.12302451292251601,0.15709634512624568,0.2172133642117814,0.16492861000588327,400,0.4117132816521857,0.4697141174747012,0.5382139792223727,0.4737089325042268,400,0.6784471857426405,0.7417767439401142,0.7971131902854659,0.7392774549840461,400,0.06311006935352877,0.09444935201900284,0.13123542279990064,0.09541277970078714,400,11.0,12.0,13.0,12.27
fresh-zh-1,14,15,Q,16,full_attention,200,0,200,0.6577422137372195,0.9171648286283016,1.1852634995244442,0.9181472365325317,200,0.11345553621649743,0.15000705420970917,0.1810215711593628,0.15020154509693384,200,9.974972828525296,10.98748633023548,12.015739261979009,11.008383435577516,200,0.623435801782831,0.6867178956397175,0.7509837038736881,0.6880239647235947,200,0.022105795807046344,0.03041346995763028,0.040267832978357676,0.030734119759068097,200,0.13690393024083136,0.16355526124714392,0.19754851941285856,0.16622357418701442,200,0.45715092057926165,0.49559856760163823,0.5399387709213074,0.49583705303041015,200,0.7112572552939894,0.7405481171619599,0.7795045856523062,0.7424820054653612,200,0.0671746009092024,0.09349980356859358,0.10992506218390213,0.09149286381927257,200,11.0,12.0,13.0,12.19
fresh-zh-1,14,15,K,16,full_attention,200,0,200,0.4558223349275068,0.661193341948092,0.928560869814828,0.6845277983671986,200,0.09089065045118332,0.14050742238759995,0.2652635604143142,0.16330237239599227,200,6.517073625860159,8.448169533418689,10.216135117656798,8.420845466774376,200,0.40731710161625995,0.528010595838668,0.6385084448535499,0.5263028416733985,200,0.037743533953733324,0.059597051779429054,0.09700626283126307,0.06391106362676019,200,0.16545158667610715,0.21786337825417829,0.3109351348229441,0.23088798633735585,200,0.5273401415002065,0.5891054982550972,0.670537313858403,0.5982072906277595,200,0.7789887782313337,0.8273318255285389,0.867367099825448,0.826735536039555,200,0.03556134799369811,0.05069459324987072,0.06732191690401192,0.05158814468967845,200,10.0,11.0,11.099999999999994,10.54
fresh-zh-1,14,15,V,16,full_attention,200,0,200,0.39862508603837343,0.553866085014306,0.8149181741755454,0.5910873380908742,200,0.07487345486879349,0.1185121051967144,0.26099399924278255,0.1435592506825924,200,6.23539240573393,8.575625033151486,10.542810464490822,8.593766850785837,200,0.38971202535837063,0.5359765645719679,0.6589256540306764,0.5371104281741148,200,0.03452489179458992,0.05771847128863582,0.10441198167052927,0.06257753538089733,200,0.17394930222282973,0.22248368839866833,0.3403276449735198,0.23622923989761208,200,0.5139030605907748,0.5745139919281239,0.6391214979272684,0.5741994356844878,200,0.7497449375485372,0.7985724668806748,0.8343295262531546,0.7939948756911482,200,0.047876148136253904,0.06173908973538601,0.09238906906297285,0.06512158069667205,200,11.0,11.0,12.0,11.26
fresh-zh-1,14,15,QKV,16,full_attention,200,0,200,0.6458288012538105,0.7748749549500644,0.9652682330459356,0.7980924565205351,200,0.11018678247928619,0.13081123679876328,0.18139647394418718,0.14203495394438506,200,8.73400421523041,10.246712388513933,11.44923822507546,10.193826057069092,200,0.5458752634519006,0.6404195242821208,0.7155773890672162,0.6371141285668183,200,0.02649819570006886,0.03743176517140752,0.05546138875430876,0.03928103644010278,200,0.1449581241047069,0.17280844858768796,0.22752581143256917,0.179581028414308,200,0.47710706891360144,0.5362226771385954,0.5856630329020351,0.531838099732763,200,0.7295533715428937,0.7722563931895174,0.8144699553256052,0.7730578378245819,200,0.05475231118994709,0.07820279139223463,0.09810128173046476,0.0765137326843442,200,11.0,12.0,12.0,11.695
fresh-zh-1,14,15,JS,16,full_attention,200,0,200,0.019945300565086654,0.03742143244858198,0.06954158965454553,0.04249801874332888,200,0.006600805884227156,0.013597384095191956,0.0299729011952877,0.01775519482791424,200,2.723727922639179,4.419071740960671,6.453804065895095,4.506546875024986,200,0.1702329951649487,0.27619198381004195,0.4033627541184434,0.2816591796890616,200,0.09861066336700716,0.17471540683448422,0.3249596363003885,0.19923313577665447,200,0.25891546649056973,0.36224561549091905,0.5691559297756097,0.3955265302614648,200,0.6979655399278633,0.8148032333471716,0.9034887493058987,0.802466854880239,200,0.9009231053331983,0.948978783177368,0.9757591574499868,0.9435997776413383,200,0.005237995813748987,0.012665228570550776,0.02465008873120709,0.014240310710541213,200,4.0,6.0,8.0,6.415
fresh-zh-1,14,15,sqrtJS,16,full_attention,200,0,200,0.43292285297065974,0.5795048493891954,0.8028445993550122,0.598374522572849,200,0.08124532625079155,0.11660745367407799,0.17312516421079635,0.1251748430915177,200,7.27187131575747,9.280908514420442,11.168043529324263,9.19956206262213,200,0.45449195723484187,0.5800567821512777,0.6980027205827665,0.5749726289138831,200,0.028844266270079803,0.04826461737077646,0.08001845356029015,0.052541086242545665,200,0.1521058685250012,0.20071546433315057,0.2787634172105522,0.20895935456315512,200,0.48676783085182757,0.5606942171838359,0.6427062218665469,0.5640766258320425,200,0.7445924303680195,0.799933686349982,0.850776678718176,0.7998207023229159,200,0.04972880916576016,0.07123257799778379,0.09336855652866997,0.07216344075869018,200,10.0,11.0,12.0,11.335
fresh-zh-1,15,16,Q,8,linear_attention,400,0,400,0.19986069407314064,0.46389445289969444,0.8956709902733565,0.5090842917381088,400,0.04299015626311302,0.10527447238564491,0.2599944949150086,0.12798810095293447,400,5.834645955809603,6.856790631430793,7.407216043831221,6.73552036533139,400,0.7293307444762004,0.8570988289288491,0.9259020054789027,0.8419400456664238,400,0.011432559850753476,0.023818087522427103,0.053017618729649545,0.028307218148329493,400,0.18324670830013334,0.22686992103152165,0.31176969445782493,0.2387361114995067,400,0.3449582984207271,0.3928509719419186,0.4596047972057098,0.39629894065743654,400,0.6058274989044762,0.6498933257271503,0.6973570857052434,0.6514275959246021,400,0.12112850999103765,0.14790487657338322,0.17462526367807285,0.14802789306899325,400,7.0,7.0,7.0,6.995
fresh-zh-1,15,16,K,8,linear_attention,400,0,400,0.2865625012665987,0.46163270249962807,0.7159958682954312,0.48214415930677207,400,0.05249631702899933,0.09312321618199348,0.1700477421283722,0.10407672118395567,400,6.513632666676123,7.123124686724383,7.498416961966744,7.058480003951019,400,0.8142040833345153,0.8903905858405479,0.937302120245843,0.8823100004938774,400,0.009555980058244042,0.01758609900382032,0.03259904318889367,0.019555700837432296,400,0.17557890438178544,0.2085092995367986,0.2516834065681224,0.21139714156376396,400,0.33537148359147667,0.37606616382062896,0.42800448153384124,0.3787479168038449,400,0.6022690095489,0.6364912429900353,0.6810532471069338,0.6387765209735242,400,0.12892438858843056,0.15751327181530345,0.1825052865260191,0.156796619122968,400,7.0,7.0,7.0,7.0025
fresh-zh-1,15,16,V,8,linear_attention,400,0,400,0.3101591121405363,0.414548727683723,0.6638900108635426,0.4536746086040512,400,0.062248042225837706,0.08890051767230034,0.1481402471661568,0.09876976327970624,400,6.375527351263597,6.946734358280413,7.392494910423758,6.901467936472129,400,0.7969409189079496,0.8683417947850516,0.9240618638029697,0.8626834920590162,400,0.011739804231719175,0.021660037320278387,0.0363999217804117,0.023460530141269996,400,0.1773245538495785,0.21211547276437873,0.25762269090809325,0.21560968323067572,400,0.34178296020310805,0.3867883582709063,0.4354503137200121,0.38860321891175004,400,0.6159145676009288,0.6565733808317405,0.6972125027654101,0.6558877640936979,400,0.10916973944482057,0.1414943598450648,0.1716854432779864,0.14130149071505607,400,7.0,7.0,7.0,6.96
fresh-zh-1,15,16,QKV,8,linear_attention,400,0,400,0.3314094701781869,0.4764906894415617,0.7405438203364613,0.5044400906306692,400,0.0644989974796772,0.0975835919380188,0.19508592635393146,0.11217128470540047,400,6.461353840637956,7.098616509554886,7.474204052423043,7.030282980550095,400,0.8076692300797444,0.8873270636943608,0.9342755065528804,0.8787853725687619,400,0.010049726857083547,0.01814002479521407,0.03401873707408182,0.02020727729036347,400,0.17998469835815162,0.21026860057469182,0.2675367136732707,0.21648070657757884,400,0.3397267825731491,0.3770363418833491,0.4256815960359429,0.3793530208424864,400,0.6027215378027868,0.6376038756387015,0.6753351810058252,0.6385888219285999,400,0.13112802890263664,0.15820078198535004,0.1813363088607309,0.15757380853151823,400,7.0,7.0,7.0,7.0075
fresh-zh-1,16,17,Q,16,linear_attention,400,0,400,0.08711719287675807,0.2994851019466296,0.573016984621063,0.32165666329921805,400,0.01310598086565733,0.04576076939702034,0.09498987272381783,0.05223502334440127,400,9.583010174830612,11.840225729216735,13.324799122374221,11.582809323374299,400,0.5989381359269133,0.740014108076046,0.8327999451483888,0.7239255827108937,400,0.013384581465064207,0.02342176432204445,0.04464143732069111,0.02759057673775662,400,0.11746223739112596,0.15123771411546127,0.21382206660995698,0.1620249147955738,400,0.4028018966273583,0.45963470146711133,0.5354911437966935,0.464178923219749,400,0.676133827954727,0.7253601585712695,0.7811042705078216,0.726551221455319,400,0.07287342136913855,0.09538573412747754,0.12436979498279221,0.09748222541172494,400,12.0,12.0,13.0,12.3775
fresh-zh-1,16,17,K,16,linear_attention,400,0,400,0.3286965986713767,0.4223298658616841,0.5934893887024373,0.4472175025119213,400,0.04229480139911175,0.059895411133766174,0.09417680427432061,0.06480434986762702,400,10.693028184724891,12.383167510963343,13.468265855749474,12.219783722162196,400,0.6683142615453057,0.7739479694352089,0.8417666159843421,0.7637364826351373,400,0.01253184928229949,0.019471808687132178,0.033086804079425956,0.0214448347101134,400,0.11219071860921055,0.13757776612288575,0.18140014587027972,0.14428989032577394,400,0.395864530231225,0.4362149194990499,0.49761317840940616,0.4428913856845753,400,0.6670044234864881,0.7081641271470507,0.7580535919767092,0.7106260600031876,400,0.08218487972765465,0.10538948020512309,0.12561972850394257,0.1048475434681044,400,12.0,13.0,13.0,12.6175
fresh-zh-1,16,17,V,16,linear_attention,400,0,400,0.29818206932395697,0.4106921355705708,0.5565018072258681,0.4215392938845616,400,0.04070471748709679,0.060807785019278526,0.1028570704162121,0.06672028207220138,400,9.495061325427482,11.908249339816994,13.223724295115607,11.602071430960843,400,0.5934413328392176,0.7442655837385621,0.8264827684447255,0.7251294644350527,400,0.013996491102012917,0.02290709493773848,0.04567249861168296,0.027394742466076868,400,0.11745855227098129,0.14527100560214212,0.2092226785607464,0.15740708318409813,400,0.40185889257705854,0.4532001243796322,0.5424797312566577,0.4635072268078833,400,0.6805855945888534,0.7287748652829271,0.7975287519249424,0.7326277210266369,400,0.062150436505154893,0.09350211957618837,0.11988088587616197,0.09243153804781819,400,11.0,12.0,13.0,12.15
fresh-zh-1,16,17,QKV,16,linear_attention,400,0,400,0.3224775362992659,0.4170524077489972,0.5280065821483731,0.4254810506635113,400,0.040970437973737714,0.05731347016990185,0.08391455858945848,0.06086966967675835,400,10.81968177679432,12.499710611648208,13.58935020530476,12.351658313483842,400,0.676230111049645,0.781231913228013,0.8493343878315475,0.7719786445927401,400,0.01182617386760729,0.018668643309448833,0.03191910415011717,0.020449086487372106,400,0.11375288267718857,0.1369316621200216,0.17717501161571683,0.14239705159185362,400,0.392013385518266,0.4328109726063489,0.49936021500857736,0.4394045587806595,400,0.6618637501543095,0.7042037534592438,0.7559459674777604,0.7069288615362622,400,0.08320365562586786,0.10744502171180498,0.12997793867890256,0.10696707120563684,400,12.0,13.0,13.0,12.6625
fresh-zh-1,17,18,Q,16,linear_attention,400,0,400,0.11444642521673815,0.3289668773068115,0.5647181982640177,0.33337109683678134,400,0.026945790834724904,0.08264965564012527,0.15005922019481663,0.08756069282535464,400,6.0035884150547645,8.928508890559545,10.900737928029212,8.710076795183792,400,0.3752242759409228,0.5580318056599716,0.6812961205018258,0.544379799698987,400,0.031186073629575987,0.052800931177753765,0.11100488581622223,0.06240130384823678,400,0.19199674732986152,0.2490011326242375,0.35883630646701725,0.26310991506586956,400,0.4648490098961464,0.5222855178204693,0.6303564401796478,0.5348779070117441,400,0.7040174974946337,0.7523774476737031,0.8174405510976654,0.7571019525652098,400,0.06628559825730737,0.0912277696545262,0.11763073004175559,0.09082397585155792,400,11.0,12.0,13.0,12.1125
fresh-zh-1,17,18,K,16,linear_attention,400,0,400,0.17144957436248662,0.30153246014378965,0.42404144285246737,0.3016565287492995,400,0.04597516842186451,0.07409296557307243,0.11804260313510895,0.0783864412875846,400,6.973458341860775,8.69440343611236,10.544563287056361,8.746841117647467,400,0.43584114636629845,0.5434002147570225,0.6590352054410226,0.5466775698529667,400,0.03449132513227807,0.05601762435137562,0.08629459024746584,0.058470424258631054,400,0.20356528501763435,0.26047895141792266,0.32190310711945586,0.2613304243990743,400,0.46886155012263386,0.5267360414592067,0.583467152958784,0.5270573806988736,400,0.7088489808026993,0.7506739046228881,0.7933182284989547,0.7516857318751735,400,0.07120798454805734,0.0951264081130174,0.11640304984400103,0.09463269199708506,400,11.0,12.0,13.0,12.28
fresh-zh-1,17,18,V,16,linear_attention,400,0,400,0.2788433980429545,0.35655369400046766,0.4507291147019714,0.3619566791538091,400,0.09207431375980377,0.12409733980894089,0.15486080795526505,0.12325305098667741,400,4.566530384065741,6.346931722783292,8.782143948968194,6.484276544655219,400,0.2854081490041088,0.3966832326739558,0.5488839968105121,0.4052672840409512,400,0.054791907387735136,0.10139368017053182,0.1669172264480259,0.10758896086343032,400,0.25107537815491116,0.3429291069978044,0.436681824149149,0.34396526911239717,400,0.5269692736723254,0.6064357640901277,0.6624302106970968,0.6007640487598719,400,0.7461469042457075,0.7982054779231895,0.8417465189807074,0.7964446593033108,400,0.05434727123603426,0.07718751395880855,0.1006514460061799,0.07714848203318231,400,10.0,12.0,13.0,11.5475
fresh-zh-1,17,18,QKV,16,linear_attention,400,0,400,0.26694579506292937,0.34472838416695595,0.4579548066481948,0.3541167849037447,400,0.07474510371685028,0.1006401963531971,0.13284760862588885,0.10233625747263432,400,6.255063007101469,7.863978606112392,9.494918795352538,7.87329112497948,400,0.3909414379438418,0.4914986628820245,0.5934324247095336,0.4920806953112175,400,0.045674142425202666,0.06897302143369652,0.10386185808151428,0.07241407563426625,400,0.23578694193978422,0.28736456120209564,0.34897081549834713,0.29107630782158267,400,0.4947031268324942,0.5495153297628259,0.6052951389501732,0.550273656553461,400,0.7241112361876384,0.7646267173108904,0.8049597108393459,0.7649382838899986,400,0.06931587054786616,0.08962916571450098,0.10955993811315815,0.08957083073094946,400,11.0,12.0,13.0,12.1325
fresh-zh-1,18,19,Q,16,full_attention,200,0,200,0.40186612848192454,0.4660476525314152,0.5630262769758702,0.47487199571914973,200,0.0650772623717785,0.07989485561847687,0.10173414945602416,0.08234241669997573,200,10.12810645809385,11.601534563597166,12.725747312893004,11.523018809154651,200,0.6330066536308656,0.7250959102248229,0.7953592070558128,0.7201886755721657,200,0.017152903726017504,0.025275235926569224,0.038651569538112475,0.02658703160192312,200,0.14592901287507962,0.17147407737309045,0.20097218725826207,0.17335960590672828,200,0.42176770824454984,0.46316859440634306,0.5390721155220035,0.47015618742144694,200,0.6737976394302598,0.7086594320210411,0.7619974861112238,0.711631283654674,200,0.08894774717197554,0.11645042191684796,0.14417352219169513,0.1170132078824728,200,12.0,13.0,14.0,12.95
fresh-zh-1,18,19,K,16,full_attention,200,0,200,0.2383557878434658,0.2800897735869512,0.40347801889292895,0.2980342358537018,200,0.04454663395881653,0.05757962539792061,0.11347527503967285,0.0688006903231144,200,6.659188448098644,9.619182260087715,11.000871731631374,9.0697628004,200,0.41619927800616524,0.6011988912554822,0.6875544832269609,0.566860175025,200,0.030295354552186994,0.044225163876059265,0.09360747781267274,0.05872871124822177,200,0.16919428711946752,0.20354627502050726,0.3202322395846846,0.23121901800390596,200,0.500888998929547,0.5510143276679249,0.6311179375958716,0.5598069054867643,200,0.7390084871905289,0.7650663769812541,0.808768243324379,0.7697533244238843,200,0.07626054912607459,0.08974869381532198,0.10836103910293753,0.09102594870166897,200,11.900000000000002,12.0,13.0,12.14
fresh-zh-1,18,19,V,16,full_attention,200,0,200,0.2105618339497596,0.26664538076147437,0.6062462885864074,0.32882167091127484,200,0.04057726487517357,0.05638102628290653,0.10011147707700728,0.06374377176165581,200,9.063332882979116,11.018012659841542,12.614013817346505,10.955583720142782,200,0.5664583051861948,0.6886257912400964,0.7883758635841566,0.6847239825089239,200,0.01789635619778122,0.03014528509096625,0.05102403166496306,0.032138560554408696,200,0.15899317303284274,0.1984824956334712,0.2525142685702805,0.20128350024205993,200,0.4243098691093764,0.46811114039326907,0.5247275695931488,0.468130859348047,200,0.6536294591357411,0.6966165360412374,0.7344836899959832,0.6957549332645888,200,0.10778337214586695,0.12635339778205795,0.15696974957914428,0.12776715023867793,200,13.0,13.0,14.0,13.2
fresh-zh-1,18,19,QKV,16,full_attention,200,0,200,0.3160225347615778,0.37049319688230753,0.5122994367033243,0.3931979568884708,200,0.05125492662191391,0.06661264598369598,0.09244697988033293,0.06970386667177081,200,10.207788622643587,11.45153724767245,12.62791443689083,11.39239019619744,200,0.6379867889152242,0.7157210779795281,0.7892446523056769,0.71202438726234,200,0.017802356626204725,0.02647952857663271,0.037828739337075895,0.027571846487599604,200,0.14179378283656605,0.1789277489871398,0.20475874522368429,0.17752368670248805,200,0.42932173162525245,0.468638335677255,0.5210576323533085,0.4737948927943687,200,0.6715027907704788,0.7155576126236289,0.7461306792649463,0.7130189220379008,200,0.09833837692914749,0.11557345949284488,0.13936113192895164,0.11688660634552829,200,12.0,13.0,13.099999999999994,12.98
fresh-zh-1,18,19,JS,16,full_attention,200,0,200,0.007393096410646649,0.012181064067817715,0.018965315184050268,0.012800878722067068,200,0.003304202063009143,0.007077381014823914,0.012031846866011619,0.007414750217576511,200,1.8131037119282571,2.5861945507183703,3.8056885226410704,2.773240141124483,200,0.11331898199551607,0.16163715941989815,0.2378555326650669,0.1733275088202802,200,0.21362110907349677,0.3457801242352132,0.5216823690293247,0.35375158226090586,200,0.39054159599782057,0.5554795386289151,0.7298192826476227,0.5607862203853119,200,0.8382733198357065,0.9014582827651687,0.9417105610582329,0.8940616955368718,200,0.9446463243627984,0.9674112908715309,0.9823178519511492,0.964551388545188,200,0.004339754926425057,0.007983271427843467,0.013694931597522919,0.008508104633810631,200,3.0,4.0,6.0,4.64
fresh-zh-1,18,19,sqrtJS,16,full_attention,200,0,200,0.24335797766689213,0.29331015225034207,0.3536794791696593,0.29521937190263997,200,0.05748218968510628,0.08412716910243034,0.10968977808952332,0.08364754555746913,200,5.711247110272558,7.024246621721719,8.823026151557187,7.196968633935012,200,0.3569529443920349,0.43901541385760745,0.5514391344723242,0.44981053962093825,200,0.054229127537616,0.08518829188617832,0.12009932598436433,0.08591510904237093,200,0.2150525931638637,0.2828655296956779,0.3538350878800364,0.28249004018624446,200,0.5713467217876544,0.6286265816374231,0.6790948191973873,0.6282328187848598,200,0.788729863215255,0.8190756238169092,0.8500392600289038,0.8184562214453764,200,0.0516866276508774,0.06341780080102401,0.07863042920113657,0.06433900282961363,200,10.0,11.0,12.0,11.0
fresh-zh-1,19,20,Q,8,linear_attention,400,0,400,0.15525705595500766,0.3394973468966782,0.6571132013574245,0.3765427278200514,400,0.04618050307035446,0.09498502314090729,0.2521578311920167,0.12125425999984145,400,3.9186470605530057,5.544321493315213,6.539376941055835,5.442544432059326,400,0.4898308825691257,0.6930401866644016,0.8174221176319794,0.6803180540074157,400,0.031908305681334834,0.06327399320957156,0.14878890452186816,0.07481138653408684,400,0.23105027707205306,0.296195527567483,0.4293521309738975,0.3097218065751807,400,0.41221028593805686,0.47955417790287896,0.6106232802894005,0.49487810267112964,400,0.690652918222389,0.7580765843999429,0.8385641110030124,0.7615882490962289,400,0.04741852897855421,0.0849469426155012,0.11846163443323997,0.08455097397071672,400,5.0,6.0,7.0,6.16
fresh-zh-1,19,20,K,8,linear_attention,400,0,400,0.2675408917479217,0.3827636414207518,0.6346319142729044,0.4226680134201888,400,0.0657367616891861,0.1260973885655403,0.24239765256643298,0.13847129544243217,400,4.167757318121759,5.298839034982416,6.479710135864358,5.307034668169767,400,0.5209696647652199,0.662354879372802,0.8099637669830447,0.6633793335212209,400,0.03351759089842679,0.0728235627895297,0.1313568212441941,0.07894804102788361,400,0.2200209713108122,0.31088624049972713,0.41728173071230773,0.3157428005653104,400,0.4095813956147669,0.5005013303139483,0.5839266861723282,0.4984212081315583,400,0.7062365762020371,0.777583468507881,0.8367804181475219,0.7739838892164036,400,0.052986015112582226,0.07733663049086614,0.11218255577304988,0.08043071935381756,400,6.0,6.0,7.0,6.105
fresh-zh-1,19,20,V,8,linear_attention,400,0,400,0.2774194669444114,0.36462423647753894,0.5320786954835058,0.38472252163453957,400,0.0807145245373249,0.10361829400062561,0.14211224466562272,0.10949894278310239,400,4.7007518590285855,5.4682866211277705,6.285478487002955,5.484944301562345,400,0.5875939823785732,0.6835358276409713,0.7856848108753693,0.6856180376952932,400,0.038967917005168114,0.06614016003006074,0.10026506092248094,0.06847465666403775,400,0.23000650050593804,0.27872310557779834,0.3504997719943814,0.28806588638896147,400,0.433386446056023,0.49836376683005823,0.5636916956406838,0.4961686099239049,400,0.7065554738300994,0.7747459772120875,0.8241917384706339,0.771155672700703,400,0.053060863002019315,0.08009137903232538,0.11597468426977454,0.08279114099653687,400,6.0,6.0,7.0,6.1675
fresh-zh-1,19,20,QKV,8,linear_attention,400,0,400,0.29529009452089666,0.40087789110839367,0.5732318122871221,0.41862270907731725,400,0.08025466576218605,0.11346953362226486,0.20841896235942844,0.13092674260027706,400,4.446845475571162,5.488597445848338,6.3884772953095,5.437088566588267,400,0.5558556844463952,0.6860746807310423,0.7985596619136875,0.6796360708235334,400,0.03603647820786743,0.06536688384837219,0.1141468734730059,0.0719203431196204,400,0.23886409419423785,0.2982476099626413,0.3924174480819068,0.30625292162201306,400,0.425356881747965,0.49118959834060877,0.570381516538761,0.4951553398055028,400,0.7006763525417299,0.7691835719259329,0.8289667192633471,0.767764499128189,400,0.057491969063298315,0.08305301189599479,0.11418334940728253,0.08372321816680739,400,6.0,6.0,7.0,6.1425
fresh-zh-1,20,21,Q,16,linear_attention,400,0,400,0.09100260541308672,0.1578803969314322,0.47679477347992394,0.21357492956944044,400,0.013946398627012968,0.0253577483817935,0.09228626117110254,0.038190908087417486,400,9.669408779086732,11.415225398347491,12.73911800259806,11.269053017692489,400,0.6043380486929207,0.7134515873967182,0.7961948751623787,0.7043158136057805,400,0.017064928782645285,0.026775793622037178,0.043646979492003656,0.029352397961489664,400,0.13165795663444885,0.16089411479034343,0.21621911319216935,0.1687203318248561,400,0.4244900924599479,0.4785433290639434,0.5435475391333369,0.48244030229373797,400,0.6891106183362785,0.7271872743655241,0.7826357888469359,0.7329405217535465,400,0.07527590514952104,0.10159258586743489,0.12333446763120781,0.10071467690465907,400,12.0,13.0,13.0,12.4725
fresh-zh-1,20,21,K,16,linear_attention,400,0,400,0.16491668410599233,0.30600598198361695,0.41316689671948553,0.31079191313765475,400,0.02744064182043076,0.051021795719861984,0.07823709771037102,0.05460934706497937,400,9.020126109399264,11.148648245596211,12.396907423978336,10.890723514007611,400,0.563757881837454,0.6967905153497632,0.774806713998646,0.6806702196254757,400,0.019376325175393984,0.0290101052022511,0.05158780053782289,0.03347859885421094,400,0.13250327659397218,0.16390620321480015,0.24047471914384613,0.1774524418725001,400,0.4426878812478206,0.49426622642259455,0.5536032459377827,0.4962049015508903,400,0.7019534765744023,0.7371161884786097,0.7748532936346252,0.737450143719988,400,0.08177054256171805,0.100617967890347,0.11922358240559534,0.10029121070242926,400,12.0,13.0,13.0,12.4925
fresh-zh-1,20,21,V,16,linear_attention,400,0,400,0.22574676314834505,0.30166250735055655,0.448491025576368,0.32166607168008343,400,0.03758852705359459,0.055542927235364914,0.10080730840563774,0.06360128117259592,400,7.279698708674357,10.685878426636492,12.512606164122632,10.26985391428973,400,0.4549811692921473,0.6678674016647808,0.7820378852576645,0.6418658696431081,400,0.018580699273323027,0.033153549076843286,0.07986051152476253,0.04224451734680011,400,0.1387595197298212,0.18047811741841496,0.2993860884823669,0.19764674845668595,400,0.43731306360086736,0.5060429621407943,0.6030909455895996,0.5146613164609688,400,0.7004034266372262,0.7476760187316618,0.802937517172612,0.7495566218730425,400,0.06760458271448931,0.09325404642082735,0.11711260865480333,0.09247357440744867,400,11.0,12.0,13.0,12.205
fresh-zh-1,20,21,QKV,16,linear_attention,400,0,400,0.21518497793003916,0.28149201755877584,0.41662318254821007,0.3026864863996161,400,0.037530127167701724,0.05159826576709747,0.08380187228322031,0.056122346417978405,400,8.578341197215607,10.74834736709455,12.49694583917458,10.63620047415439,400,0.5361463248259755,0.6717717104434093,0.7810591149484113,0.6647625296346493,400,0.01868752153110747,0.03257339644350163,0.05767749774725549,0.03574639009449255,400,0.1381482033714521,0.17714372896328257,0.2574492118931321,0.18849974620724885,400,0.4419836057510083,0.5033089776957218,0.559189490797357,0.5017523334597588,400,0.7010759845319436,0.737958688161038,0.7742489859483731,0.7385488075890002,400,0.08046029679321556,0.09913061480170313,0.11849481028389905,0.0992009448967302,400,12.0,12.0,13.0,12.465
fresh-zh-1,21,22,Q,16,linear_attention,400,0,400,0.0638073873706162,0.15770221455022693,0.3229407866485417,0.17402296393411235,400,0.00827278159558773,0.020439019426703453,0.05504508726298809,0.030880103794625028,400,10.956545395669451,13.009093934470757,14.146357049170428,12.553184850616509,400,0.6847840872293407,0.8130683709044223,0.8841473155731517,0.7845740531635318,400,0.008735550152923651,0.015327467139166084,0.03068794874960493,0.022075422490765037,400,0.1103447908992042,0.1377652289869727,0.19578295029911008,0.15332308972371,400,0.37227052823390233,0.4192664246088049,0.48966976594113054,0.42861407325127365,400,0.6317030284209187,0.6776187750204767,0.7301179426123745,0.6820589771341953,400,0.10099390697790879,0.1268696856947495,0.15536662207298013,0.12783967131998378,400,13.0,13.0,14.0,13.1375
fresh-zh-1,21,22,K,16,linear_attention,400,0,400,0.09741592470090837,0.21235808753408492,0.33288378436118365,0.21420880685123847,400,0.014754499867558482,0.028414766304194927,0.04797113463282587,0.030325422501191496,400,11.277069871004235,13.054859308406666,14.179173104085924,12.874476857178797,400,0.7048168669377647,0.8159287067754166,0.8861983190053703,0.8046548035736748,400,0.0085610426039156,0.015039831361483035,0.02792068290852134,0.016884931462583762,400,0.10611469307035479,0.14159071334269058,0.19275314545378658,0.14519345661898928,400,0.3707465013911077,0.41039248686792795,0.46615928867570466,0.415185903909173,400,0.6374763132555936,0.6724219935445845,0.7138607505386906,0.6745149800677268,400,0.10904332055266763,0.13059542805893948,0.1530590140265871,0.13054673841616418,400,13.0,13.0,14.0,13.235
fresh-zh-1,21,22,V,16,linear_attention,400,0,400,0.13401092891581357,0.1944151925854385,0.31463873228058226,0.2110497849449166,400,0.017851484939455986,0.030416744761168957,0.05377412773668766,0.03353422887157649,400,9.019782820844243,12.831819279487862,13.98700610826198,12.223251618279864,400,0.5637364263027652,0.8019887049679914,0.8741878817663737,0.7639532261424915,400,0.009594590783200348,0.016460024775304644,0.051591986613178355,0.024231169072713613,400,0.11298294130091135,0.14360079074992677,0.2599274339240808,0.1634574645587918,400,0.3753465582658847,0.4227827968976451,0.5114027864098041,0.4340739866154702,400,0.6420315240429671,0.6826627550401714,0.7386390454552453,0.6853793198154758,400,0.10166157257753133,0.12752871192834653,0.14951535898715418,0.12694117917653777,400,13.0,13.0,14.0,13.1525
fresh-zh-1,21,22,QKV,16,linear_attention,400,0,400,0.1325829988112673,0.209606354823336,0.2849590593017638,0.2128292384831002,400,0.018658262863755225,0.029178920201957226,0.04782337360084058,0.03356043431442231,400,10.755941306123653,12.985362229166007,14.109065675052369,12.639862789920217,400,0.6722463316327283,0.8115851393228755,0.881816604690773,0.7899914243700136,400,0.008934854082441372,0.015477107845314886,0.032503459699744705,0.019509789353500794,400,0.10981471305764977,0.14379035327591175,0.21108071221739746,0.1537745280956764,400,0.3727250764172539,0.4157947406682161,0.4789287918367615,0.4210803922181682,400,0.6348954132432477,0.6751433278233427,0.7157782995894862,0.675016521542984,400,0.11033907564139822,0.1321006207445523,0.15223692759961058,0.1316575972431657,400,13.0,13.0,14.0,13.2275
fresh-zh-1,22,23,Q,16,full_attention,200,0,200,0.3026728035882115,0.37655932281631976,0.46557707500178364,0.3813775059761247,200,0.04963986799120903,0.0744844377040863,0.12148832082748412,0.07976769370958209,200,8.158460086767704,9.68046214852427,11.099525128742243,9.653566909599014,200,0.5099037554229815,0.6050288842827669,0.6937203205463902,0.6033479318499384,200,0.029433813967526593,0.043520912202843494,0.06408177446837236,0.0460129208423802,200,0.15447485364824012,0.19627197084865178,0.2737614323565545,0.20513040499060614,200,0.48598316241886763,0.5392094267902581,0.5846335035116358,0.5344260250513373,200,0.7474379347931019,0.7802175695463072,0.8053826026015454,0.7768267640960187,200,0.06112540760596603,0.07497044494860407,0.09211129176370675,0.07563308191429308,200,11.0,12.0,12.0,11.69
fresh-zh-1,22,23,K,16,full_attention,200,0,200,0.28945007940055806,0.36516114440746605,0.48591423322213806,0.3753078854223713,200,0.07137070298194886,0.12555516883730888,0.15731682032346725,0.12020358331501484,200,5.059222337631255,6.533838025570682,8.445334108931446,6.731609824608861,200,0.3162013961019534,0.4083648765981676,0.5278333818082154,0.4207256140380538,200,0.05964055496211359,0.09658723733189026,0.14416951786206372,0.09757853452436181,200,0.22990450380723995,0.3263121331322245,0.4043384709146647,0.3189793342842524,200,0.5805636112578474,0.6106102178790714,0.6557902952821408,0.6143969532199712,200,0.7985027454923859,0.8203908734288934,0.846657177240993,0.8196459190867469,200,0.04985520469823094,0.057907431236357276,0.06828933856993738,0.05885155268220192,200,10.0,11.0,11.0,10.88
fresh-zh-1,22,23,V,16,full_attention,200,0,200,0.19312360133044423,0.246892538969405,0.36598558727419,0.27202045162790456,200,0.043266743421554565,0.07038240879774094,0.17390640228986737,0.09952279672026634,200,3.471213997602875,6.172750443539957,8.14999768688345,5.965572739446648,200,0.2169508748501797,0.38579690272124734,0.5093748554302157,0.3728482962154155,200,0.06421659706818393,0.10621906278958904,0.24062371185341158,0.13112148671853785,200,0.22895501300023957,0.31676578841721836,0.5133794999974186,0.3454599512715491,200,0.5866180593269568,0.6757693701986704,0.7581830887337887,0.6756303261227171,200,0.8183041818037008,0.8634762851639095,0.902966208773753,0.8598603619579761,200,0.030296623242236743,0.04222130957906105,0.058479993506724774,0.0441813352465796,200,8.0,10.0,11.0,9.7
fresh-zh-1,22,23,QKV,16,full_attention,200,0,200,0.29037469587055964,0.36007841280661523,0.42876356788910924,0.3618773313559359,200,0.06149344183504582,0.10106398910284042,0.14472270011901855,0.10212308172136546,200,5.839062505612701,7.612101863939762,9.64438690124938,7.665156123130973,200,0.3649414066007938,0.47575636649623515,0.6027741813280862,0.4790722576956858,200,0.043933354259961456,0.07346269657826368,0.11601131881578822,0.0775862528069393,200,0.18957159455392047,0.2814065255030375,0.36074185492119154,0.2785400452429898,200,0.5423959525219761,0.5951639662416559,0.6429841849355784,0.5942475007152278,200,0.775967739021575,0.8089392917502702,0.8332560576910509,0.8069472692661399,200,0.05220282240400577,0.06465804028412984,0.07959129731591676,0.0650774446869007,200,10.0,11.0,12.0,11.125
fresh-zh-1,22,23,JS,16,full_attention,200,0,200,0.0006433107142544969,0.005029468058637576,0.009329614385455896,0.004928803411408012,200,0.0003166275477269665,0.0024420906556770205,0.005078282160684466,0.002524947199417511,200,2.1931030652823855,2.9386259925524554,4.010336386724875,3.0725923688604064,200,0.1370689415801491,0.18366412453452846,0.2506460241703047,0.1920370230537754,200,0.19932094657634944,0.2963147732831179,0.41971051938784687,0.3026397028759481,200,0.36362632817018486,0.49651409730384194,0.6510295296725981,0.5048326123672355,200,0.842685359961803,0.9076509547744371,0.9508851429048261,0.9008439566152725,200,0.9593154414306101,0.978183274274075,0.9915364427157294,0.976535529056014,200,0.0014586561152327788,0.004169070780395262,0.008220400394240034,0.00460339436229952,200,3.0,4.0,6.0,4.405
fresh-zh-1,22,23,sqrtJS,16,full_attention,200,0,200,0.0633149473782396,0.19330154557246715,0.24875540377106517,0.17162828117536263,200,0.01779393944889307,0.049417492002248764,0.07126184999942779,0.04604077075608075,200,5.629146379436792,6.977966572711463,8.279055098310208,6.967945352487096,200,0.3518216487147995,0.4361229107944664,0.517440943644388,0.4354965845304435,200,0.0621725285869526,0.08619551993155491,0.12282329129553866,0.09071510895108638,200,0.21480057422104684,0.266990922186803,0.33301653823564925,0.2719936755675187,200,0.594021704609691,0.6606513508815572,0.7369617105159236,0.6616751262489386,200,0.8178922005537227,0.8545975415872406,0.8995344632204977,0.8573324619253084,200,0.028710226356380875,0.045251362467490786,0.06104690403816136,0.04556362815948265,200,8.900000000000002,10.0,11.0,9.84
fresh-zh-2,0,1,Q,16,linear_attention,400,0,400,2.6784210954792798,3.559671798720956,4.315633611753583,3.5250763838225976,400,0.5066291093826294,0.8996946215629578,1.2882700085639953,0.9066566143929958,400,6.117784163448662,8.531549190505725,11.52523814966956,8.692783656485016,400,0.3823615102155414,0.5332218244066078,0.7203273843543475,0.5432989785303135,400,0.025883854945909796,0.0583594992989115,0.10768844080187066,0.06356425468728899,400,0.17041793926498347,0.2506593742694412,0.34858194131701103,0.2561005173416817,400,0.46212054078992065,0.5455619304454083,0.6414843885270962,0.5487701210297806,400,0.7046807235140854,0.760751569011072,0.8199049347590902,0.7616548586967525,400,0.05685607280081057,0.08315166280784761,0.11767255509827633,0.08551447930801687,400,11.0,12.0,13.0,11.96
fresh-zh-2,0,1,K,16,linear_attention,400,0,400,2.8104895094409588,3.5754500501789153,4.57786109931767,3.656229769074125,400,0.4610318154096603,0.7450397610664368,1.0994075536727907,0.7688645838201046,400,7.512460427712821,10.198398707866057,12.337593432884395,10.00822649513756,400,0.4695287767320513,0.6373999192416285,0.7710995895552747,0.6255141559460975,400,0.01978995926200752,0.03792491821934292,0.07531982691953788,0.04657028923944429,400,0.1448736630137827,0.20618113365045948,0.2840991748227493,0.21291491356964432,400,0.42616791722557923,0.4921625882011538,0.6339759058455573,0.5127754019403266,400,0.6881941121690442,0.7331072229269654,0.8122441042502336,0.7408280859553779,400,0.06357450075704596,0.09070539653501303,0.11907192520056681,0.09055638590408517,400,11.0,12.0,13.0,12.15
fresh-zh-2,0,1,V,16,linear_attention,400,0,400,1.7271244302392006,2.8793379687704146,4.66863455651328,3.112373010565352,400,0.31386266350746156,0.5519219636917114,1.226453268527985,0.6850567919015884,400,6.887264222471189,9.590149649070376,12.234378218987263,9.601490529650256,400,0.4304540139044493,0.5993843530668985,0.764648638686704,0.600093158103141,400,0.020519398207496854,0.04455889994104878,0.0882087670427868,0.050254306626077334,400,0.1416716918413607,0.20099311928413746,0.30513203078579665,0.21453476691412351,400,0.44239288433326873,0.5266291836488135,0.6289745496130613,0.5315226712406913,400,0.7033953095035427,0.7633178057225993,0.835334681225075,0.7669896969176005,400,0.046942508574499074,0.07595654007959489,0.10908925938061115,0.07703285796184914,400,10.0,12.0,13.0,11.6975
fresh-zh-2,0,1,QKV,16,linear_attention,400,0,400,2.936536581069231,3.5546105480752885,4.395965920574963,3.630937969654915,400,0.513794070482254,0.780226081609726,1.06846444606781,0.7955444942414761,400,7.72129670134044,9.72016954485241,11.976709803903054,9.76546950612606,400,0.4825810438337775,0.6075105965532757,0.7485443627439409,0.6103418441328787,400,0.022395094374461987,0.043070791464694225,0.07147951253261786,0.045519170640060676,400,0.15839920384162673,0.2159698285858564,0.27867393170202004,0.21805562582437601,400,0.4451752590841819,0.5099094012078482,0.6068989986163271,0.5196597331043674,400,0.6958783874455235,0.7395649248171764,0.7960470134474323,0.7432649491018253,400,0.06336794935501554,0.09091149295795725,0.12208358613776556,0.09267042081655948,400,11.0,12.0,13.0,12.245
fresh-zh-2,1,2,Q,16,linear_attention,400,0,400,0.5336477428965737,1.1550053376704454,1.755918895499781,1.1622334863040304,400,0.09361197426915169,0.22978638857603073,0.3899625211954117,0.2411746523808688,400,6.781960634979552,9.160391142070782,11.534785610826267,9.154723377705,400,0.423872539686222,0.5725244463794239,0.7209241006766417,0.5721702111065625,400,0.025807365855277584,0.04977719435355327,0.09061331842854252,0.05465675511578203,400,0.1453941230061744,0.1981280887166446,0.27889947302954526,0.20762903478758676,400,0.4621582441523873,0.5568666011738603,0.6516005248551898,0.558283458568097,400,0.7423182282300017,0.815959338378648,0.9074810834063154,0.8194407747783609,400,0.01602720402645506,0.050190706459719625,0.07958469801936839,0.049384819145551796,400,8.0,11.0,12.0,10.4075
fresh-zh-2,1,2,K,16,linear_attention,400,0,400,0.8472512579988688,1.294328612391837,1.9201772655826064,1.3734041296314898,400,0.1511938065290451,0.25237904489040375,0.41002078950405124,0.2789111100509763,400,7.145554187312737,9.611009828722462,11.556125661195967,9.455693044915314,400,0.44659713670704604,0.6006881142951539,0.7222578538247479,0.5909808153072071,400,0.02563647179252993,0.044317181389924715,0.08261034956951013,0.051438474782410495,400,0.1421917181857805,0.191851669561938,0.27188768816794995,0.20404310070716733,400,0.4691866466938301,0.5389448290915154,0.6301662781434917,0.5439430922482749,400,0.7379483633745343,0.7999119669902908,0.8820116831740423,0.8068884121442349,400,0.0230436059321496,0.05616199994453132,0.08934587416077841,0.055449739808680315,400,9.0,11.0,12.0,10.7
fresh-zh-2,1,2,V,16,linear_attention,400,0,400,0.5713463072082959,1.074984957871493,1.8424682033248245,1.1459443381384882,400,0.106293685734272,0.21141317486763,0.4074859321117401,0.2377524233609438,400,6.479088462567195,9.273684096203777,11.585670975609442,9.110026463189234,400,0.4049430289104497,0.579605256012736,0.7241044359755902,0.5693766539493271,400,0.025401335531024617,0.04835414519604584,0.09796633830251174,0.05689435407531313,400,0.14184550662475784,0.19020731694753412,0.2985819614374231,0.2081330357637579,400,0.4633980745345449,0.5526392620785863,0.6597568239227333,0.5602812356492427,400,0.7418463091229367,0.8236638617793975,0.912284932627027,0.826010512006913,400,0.015381387134538252,0.046092015472826715,0.08479855267493548,0.04851076992061586,400,8.0,10.0,12.0,10.2375
fresh-zh-2,1,2,QKV,16,linear_attention,400,0,400,0.802663676487282,1.2894035587087274,1.8413150649517775,1.3098403922715807,400,0.1429921105504036,0.2337099239230156,0.3749369978904725,0.25055740708485247,400,7.626137923007488,9.600311791921143,11.952683088928085,9.705343091456633,400,0.476633620187968,0.6000194869950715,0.7470426930580053,0.6065839432160396,400,0.022574117660033616,0.04444084859165792,0.07320318598202107,0.04680265130552581,400,0.13587146788780108,0.18759420410807082,0.2631369756070376,0.19310309000227505,400,0.45005938469798207,0.5335019337487386,0.619274726205423,0.5353947680730584,400,0.7267400722189363,0.8004786169485665,0.8826859107315967,0.80516347697214,400,0.02166898020422878,0.05610149385743507,0.0909794361858572,0.055732782974919334,400,9.0,11.0,12.0,10.6975
fresh-zh-2,2,3,Q,16,full_attention,200,0,200,0.8993129206413869,1.2311510134313721,1.6292167951818555,1.2540482087324198,200,0.2186799481511116,0.2791487127542496,0.3730020523071289,0.2890693274885416,200,6.687009320239848,8.75514697050005,10.684212423050207,8.69340081627616,200,0.4179380825149905,0.5471966856562531,0.6677632764406379,0.54333755101726,200,0.033169116600978064,0.055166760553339904,0.09284683362656626,0.06026045310170086,200,0.16976076946230767,0.2324586251796143,0.30716784535479696,0.23772766452125738,200,0.49194071151317953,0.554654697233007,0.6344001867663099,0.5589209980961543,200,0.7529814952689862,0.8171522256914825,0.8711913296012616,0.8150045580034063,200,0.01444950653251639,0.04395989360405843,0.07367107880632467,0.044640012674247345,200,9.0,11.0,12.0,10.52
fresh-zh-2,2,3,K,16,full_attention,200,0,200,1.0167563085386064,1.289182523963973,1.5362084539839995,1.2801181593898219,200,0.21695202440023423,0.26905012130737305,0.3217982947826385,0.26668707966804506,200,7.563577773060466,9.27945438139734,10.974267067736548,9.17131253752412,200,0.4727236108162791,0.5799658988373337,0.6858916917335343,0.5732070335952575,200,0.030532988614936016,0.04828457990698644,0.07437327256193554,0.05230085879146733,200,0.1575994258889159,0.21977768003671322,0.2609350017693238,0.21351249858076077,200,0.4765393289006954,0.5474514630882964,0.6229359099881486,0.54906189132233,200,0.7526505803404225,0.8173710656563103,0.8757001322521665,0.818317140280337,200,0.013357270324334543,0.042232139039857286,0.06564683017398996,0.04157666276975659,200,9.0,10.0,12.0,10.4
fresh-zh-2,2,3,V,16,full_attention,200,0,200,1.0811328606912867,1.4131184845464304,2.193098283978179,1.4891596455674152,200,0.24811245501041415,0.3043006360530853,0.4012023299932479,0.32522410213947295,200,7.371213190418436,9.117027987828546,10.661722116131328,9.003742174628126,200,0.46070082440115223,0.5698142492392841,0.666357632258208,0.5627338859142579,200,0.033379738211350735,0.05033171447340033,0.0780404188160741,0.05405035002244855,200,0.1771559038243438,0.219349370060362,0.27829204315840095,0.2235415539160946,200,0.5046271814643796,0.5473044951269688,0.6033912044456409,0.5514195652243391,200,0.7468725748336894,0.8078926787368341,0.8496249050365182,0.8023260215154692,200,0.016500361764635697,0.04968735000466541,0.07686336993421657,0.050650306058917,200,10.0,11.0,12.0,10.9
fresh-zh-2,2,3,QKV,16,full_attention,200,0,200,1.0465959789813497,1.326384887623135,1.8111236160621047,1.3640863217425068,200,0.23445787727832795,0.28515270352363586,0.3634243905544281,0.2942305117100477,200,7.3752083316840364,9.263852056851638,10.973150670801747,9.116421928105702,200,0.4609505207302523,0.5789907535532274,0.6858219169251092,0.5697763705066063,200,0.030540504034247008,0.04847636544377003,0.07796202004584099,0.05271926403711071,200,0.16824336792511158,0.220655243402105,0.2776208168794974,0.2207363346845586,200,0.48328261869321454,0.5376425134375862,0.6122147155048353,0.5465372692511494,200,0.7475225662214877,0.8073752435269923,0.8596723189911747,0.8073101963329276,200,0.01504699354534652,0.04803234550828406,0.0742059194321406,0.04670363722708493,200,10.0,11.0,12.0,10.705
fresh-zh-2,2,3,JS,16,full_attention,200,0,200,0.033448167066580936,0.05564773845230775,0.09787187126348726,0.06004451266739807,200,0.013152833096683025,0.027376949787139893,0.06018529832363128,0.03327927593141794,200,1.4727544829126265,3.3988920187533527,5.725476907183045,3.5449320107920017,200,0.09204715518203915,0.21243075117208454,0.3578423066989403,0.2215582506745001,200,0.11963532755144395,0.24716110088194726,0.6576526947945271,0.3167158478088197,200,0.31645763911178215,0.4970100259065895,0.8216160846783133,0.5330661500627615,200,0.6906147329649192,0.8098432117780925,0.9257492856690333,0.8062379211162343,200,0.8846961358686755,0.9365625382050167,0.9766278558195673,0.9333179735345538,200,0.003490389515842565,0.011699572151314348,0.023815301075335624,0.012853122026607502,200,3.0,7.0,9.0,6.6
fresh-zh-2,2,3,sqrtJS,16,full_attention,200,0,200,0.5147837075870484,0.6829850850626826,0.8971190208103508,0.6926104764753837,200,0.11468573287129402,0.16545837372541428,0.24532595425844192,0.17407447088509798,200,5.304095096025002,9.12824132284305,10.916963993062089,8.593923252709432,200,0.33150594350156265,0.5705150826776906,0.6823102495663805,0.5371202032943395,200,0.031040645558570792,0.05018688622426508,0.134436893872321,0.06729200681748726,200,0.1707759904195831,0.233337792425879,0.3886315688481297,0.25794270892352494,200,0.4727869244530316,0.5464853478854644,0.6427440411339127,0.5502366009148489,200,0.7302245911601384,0.7823344771146692,0.8386868279110486,0.7832864792369361,200,0.04568047562806946,0.0678677686395084,0.08999645419244942,0.06769614052735536,200,10.0,11.0,12.0,11.305
fresh-zh-2,3,4,Q,8,linear_attention,400,0,400,0.6812251007184387,1.347758723422885,2.8742594607174397,1.5544886476011015,400,0.14631469398736954,0.32208526134490967,1.03531209230423,0.4470309623144567,400,4.183795314399322,6.163438859857621,6.9655024985692675,5.941844610543826,400,0.5229744142999152,0.7704298574822026,0.8706878123211584,0.7427305763179782,400,0.0212167631324211,0.042568143690182185,0.13030612791783958,0.05706392803814369,400,0.19910666770396923,0.2476915829014677,0.362128983134063,0.2667700435484291,400,0.3783567651201555,0.44734498124279914,0.6428902775944623,0.4692515810034629,400,0.6580119006456923,0.7200698254221183,0.8319289083940477,0.7266867168399176,400,0.06156206019751065,0.10927652851642485,0.14428019309986914,0.10781034049159327,400,6.0,7.0,7.0,6.57
fresh-zh-2,3,4,K,8,linear_attention,400,0,400,0.9337062157690525,1.3523602075874805,2.1561363413929944,1.4563357652071864,400,0.2000514656305313,0.3472091853618622,0.6602227389812471,0.3932704356685281,400,4.9200332157282824,6.321727312008696,6.999426341415524,6.1222504946924685,400,0.6150041519660353,0.790215914001087,0.8749282926769405,0.7652813118365586,400,0.02042297549666403,0.037925324284111855,0.08942959221074512,0.04828150176645309,400,0.20008027920921417,0.24797535728015935,0.35064883334782226,0.2636540782231443,400,0.3718783672438628,0.432800571066544,0.5533483189438939,0.4498190724506456,400,0.6508311553664654,0.7070849375802888,0.7724978524235098,0.7087244339703611,400,0.08577013610773004,0.11524661707701989,0.14426106552295564,0.11528385610996399,400,6.0,7.0,7.0,6.74
fresh-zh-2,3,4,V,8,linear_attention,400,0,400,0.7077728314325213,1.2413044888526201,2.2631957776844502,1.381606738830451,400,0.16702189147472382,0.3244937062263489,0.6462681472301484,0.37337769774720075,400,4.7608679071955144,5.999111519972111,6.851865709534093,5.914010623821941,400,0.5951084883994393,0.7498889399965138,0.8564832136917616,0.7392513279777426,400,0.023937890009442325,0.04764740884695917,0.09719531029984338,0.05476326114677928,400,0.20566608030694966,0.25653797994259797,0.3520709877404495,0.267399722841454,400,0.3848867739509728,0.4569484863148974,0.56399790334758,0.4659834068370273,400,0.6632029797539796,0.727876926916892,0.7970127944977382,0.7298291915922949,400,0.07123923823826649,0.09915328469466353,0.13242126257114709,0.10052323652296803,400,6.0,6.0,7.0,6.4675
fresh-zh-2,3,4,QKV,8,linear_attention,400,0,400,0.9467487499117851,1.4166230261325836,2.35920599475503,1.543510935259983,400,0.2062367469072342,0.3535090535879135,0.7230001866817475,0.41168989937752487,400,4.745075705508948,6.2622365822066515,6.958706838335711,6.078277407573788,400,0.5931344631886185,0.7827795727758314,0.8698383547919639,0.7597846759467235,400,0.0213770100707637,0.03964269212305083,0.09799736235695997,0.04943238097338261,400,0.19942511745931615,0.24496979921816864,0.341878624569254,0.25852253254751895,400,0.3742702647196632,0.437904650222272,0.5785693670545975,0.45644312845934715,400,0.6583957585201634,0.7094064337440728,0.7843585312849737,0.7171820403920584,400,0.08264559999431385,0.11060451779074318,0.1392998240635045,0.11111655747988841,400,6.0,7.0,7.0,6.7075
fresh-zh-2,4,5,Q,16,linear_attention,400,0,400,0.6286894285003655,1.023394260671921,1.3528277426841668,1.0210299312572897,400,0.08047708421945572,0.1517123281955719,0.23211983442306522,0.1568526402208954,400,10.078752559390589,12.107719200494873,13.4157321480197,11.883582832278451,400,0.6299220349619118,0.7567324500309296,0.8384832592512312,0.7427239270174032,400,0.012841978012980766,0.021431439793240532,0.03916654498451242,0.02429751935594066,400,0.11543657623083156,0.14550026004524275,0.2002310471233691,0.15227665477897195,400,0.3934583656169914,0.444474335844636,0.516342190934689,0.45133342214798944,400,0.6709230779048313,0.7161289018834969,0.7721637466956828,0.7193877395961513,400,0.0625106112720948,0.09396193909089552,0.13038077800687706,0.09521750506500487,400,11.0,12.0,13.0,12.3325
fresh-zh-2,4,5,K,16,linear_attention,400,0,400,0.6756591955432668,0.9881969420239329,1.3682786277262493,0.9902907327602225,400,0.08710963502526284,0.13617576658725739,0.22272974252700806,0.14834913161583244,400,10.505437210261272,12.31591344109961,13.77168252753122,12.181153891178965,400,0.6565898256413295,0.7697445900687256,0.8607301579707013,0.7613221181986853,400,0.010786953590961434,0.019942179443998377,0.034868058551460475,0.02213756472952461,400,0.11307066428167543,0.1396475419145041,0.192297017683191,0.14751539672280986,400,0.3856588134895072,0.43584386388507257,0.5037758442279161,0.44045477664972,400,0.6574902371969683,0.7114485202817505,0.7619465602107708,0.7098446059154567,400,0.06871823786379341,0.10285639334102706,0.13676094259995752,0.10263977095556345,400,12.0,13.0,13.0,12.535
fresh-zh-2,4,5,V,16,linear_attention,400,0,400,0.33955027741612864,0.6936745375860482,1.3572318752645522,0.7828088770618706,400,0.04852813109755516,0.10321569442749023,0.23216074407100684,0.12352707331534475,400,9.895457863841646,11.645734236735755,13.094130106849045,11.532941988653661,400,0.6184661164901029,0.7278583897959847,0.8183831316780653,0.7208088742908538,400,0.01479477835230403,0.024926249377244282,0.04112715313767028,0.027368277465374843,400,0.11412034662942537,0.15081015220885047,0.20294101355765598,0.15689000298649813,400,0.40354943548239824,0.4620349303967301,0.5230834939119356,0.4649843192000263,400,0.6842118232162278,0.7311550601734638,0.7842384897525098,0.7329094030845161,400,0.059015179055331525,0.0860165543852225,0.12279736249502948,0.08854098099669828,400,11.0,12.0,13.0,12.1425
fresh-zh-2,4,5,QKV,16,linear_attention,400,0,400,0.6803235459141433,0.9590906246448867,1.3362675739452243,0.9925166586854175,400,0.08297985419631004,0.13207364827394485,0.20362010896205907,0.13969412707723677,400,11.116112891934842,12.615717813416758,13.882878270204255,12.508566284410977,400,0.6947570557459276,0.7884823633385474,0.867679891887766,0.781785392775686,400,0.010166588456327817,0.017883951942293745,0.029290247985612437,0.019320086309333642,400,0.10860822300326076,0.134895417963523,0.17631712250943626,0.1397920380775314,400,0.3798330500245528,0.4225091923346047,0.48424898226319996,0.42810241109424096,400,0.65513195992357,0.6983106312296545,0.7483417680315073,0.6999279898335812,400,0.07414547408630082,0.10321727805164574,0.1389003629099275,0.10554997819592708,400,12.0,13.0,13.0,12.5775
fresh-zh-2,5,6,Q,16,linear_attention,400,0,400,0.850007483549416,1.2207114743068814,1.6831544047221543,1.2485097377817147,400,0.11453252360224724,0.16855048388242722,0.2544349640607834,0.17848098322749137,400,10.872768914972001,12.457234886402812,13.636162416028718,12.342269318868563,400,0.6795480571857501,0.7785771804001758,0.8522601510017949,0.7713918324292852,400,0.01155672969773123,0.01895964406034801,0.03143775779058722,0.020533243078545666,400,0.11274584940351044,0.13842067691862875,0.1822133877041225,0.14285794531054014,400,0.3926102521609784,0.4365892174531998,0.49888747030841885,0.44202879903888587,400,0.6626627091061184,0.7072325138466298,0.7504335854905022,0.7062846815958508,400,0.0841811428762516,0.1103423577695062,0.13414125319742762,0.11048018698250914,400,12.0,13.0,13.0,12.7725
fresh-zh-2,5,6,K,16,linear_attention,400,0,400,0.8992205899208784,1.2125543355941772,1.685433608107269,1.2559091555676423,400,0.10434456542134286,0.1562695950269699,0.250750732421875,0.1667019068636,400,11.699067397567521,13.274039164365778,14.172441952305217,13.078471225575745,400,0.7311917123479701,0.8296274477728611,0.8857776220190761,0.8174044515984841,400,0.008596768755171992,0.013690688909409839,0.024508766341189973,0.015421824734514056,400,0.10457791566060448,0.12681720619814252,0.16361390382919533,0.13141070948655018,400,0.36737523538138445,0.4080473915838079,0.4698767603393026,0.41403344744608866,400,0.6398465900608583,0.6741324020329855,0.7241800988974824,0.6773810139252291,400,0.10004589344021192,0.12898193555515566,0.15100716246065313,0.1270813694255518,400,12.900000000000006,13.0,14.0,13.1325
fresh-zh-2,5,6,V,16,linear_attention,400,0,400,0.6542597630061209,1.077013324946165,1.7728758189827205,1.1508489729938447,400,0.09124561175704003,0.1528458371758461,0.2834826081991196,0.1728745711222291,400,10.395379565008483,12.15055368523931,13.61100414640209,12.088915622102425,400,0.6497112228130302,0.7594096053274568,0.8506877591501306,0.7555572263814015,400,0.011701296434203699,0.02112091481908649,0.03594324393468738,0.022964505938502328,400,0.113934423543713,0.14358232820954148,0.19249449654720718,0.14994396763834159,400,0.38844467061771454,0.4443463220973173,0.5124238947536248,0.44704203676657445,400,0.6611759888894667,0.7084386049916309,0.7608543647408813,0.7101876785265088,400,0.07741190305724786,0.10679659189136748,0.13734503220693448,0.10662731972143934,400,12.0,13.0,13.0,12.6275
fresh-zh-2,5,6,QKV,16,linear_attention,400,0,400,0.9629941495135427,1.2636645091697574,1.6333377357572318,1.2833677584212273,400,0.11412648484110832,0.1560099869966507,0.2304790332913399,0.16487920071929693,400,11.995346718416863,13.335323521264634,14.1945670553286,13.202256890120688,400,0.749709169901054,0.8334577200790396,0.8871604409580375,0.825141055632543,400,0.008479455338460208,0.013321398183935436,0.022256740302641128,0.014492246329915956,400,0.10545687966634136,0.12368967730773128,0.15644732659478286,0.12798491264495473,400,0.3688232426808109,0.40520846065543653,0.45807652748344146,0.41019189419911184,400,0.6396676037041121,0.6730875467277726,0.7106469009746262,0.6751986841323167,400,0.10350578991329562,0.12812625766121605,0.15125214859158023,0.12782037100290775,400,13.0,13.0,14.0,13.1375
fresh-zh-2,6,7,Q,16,full_attention,200,0,200,0.687014796352014,0.9055734653957188,1.2147770636714994,0.932920820217114,200,0.16238171160221102,0.19910967350006104,0.2476297616958618,0.2027275863289833,200,7.008896455272861,8.992261441986745,11.137891337707893,8.97713126591093,200,0.4380560284545538,0.5620163401241716,0.6961182086067433,0.5610707041194332,200,0.029102636838313784,0.05195500660458982,0.0855209851440279,0.056306682563575045,200,0.16191361667546386,0.21855865222851922,0.29444711878290125,0.2244740129273826,200,0.48331582232369974,0.5603641535063217,0.648928652276827,0.5639449492990658,200,0.7451328104195889,0.8033425773136801,0.8596025650444639,0.802019949625251,200,0.03756738902111045,0.05906582746625982,0.08772425071656301,0.06087593837498951,200,10.0,11.0,12.0,10.98
fresh-zh-2,6,7,K,16,full_attention,200,0,200,0.7348533940268681,0.9835070561384782,1.1769101968966422,0.9729980131541379,200,0.14996416419744493,0.1923513114452362,0.2304789423942566,0.19173243373632431,200,7.887335732306829,9.620315343486261,11.223242560317127,9.552603305697515,200,0.4929584832691768,0.6012697089678913,0.7014526600198204,0.5970377066060947,200,0.028378696523159885,0.04420981366549716,0.06865807014485487,0.04735011317381043,200,0.16371093420458147,0.19230274555962595,0.2520936745368967,0.20029772434589,200,0.4656664448419066,0.5388826987821724,0.6348736730542034,0.5474517733604969,200,0.7417436587453164,0.7907441237863757,0.8427634295916976,0.793464417069535,200,0.04117053136310003,0.060855559900653736,0.08807468500585407,0.06453110082590861,200,10.0,11.0,12.0,11.16
fresh-zh-2,6,7,V,16,full_attention,200,0,200,0.9429454141529278,1.2080861646682024,1.4355560445226727,1.1927375790756196,200,0.17252458184957503,0.21075499802827835,0.2731092512607574,0.2185354572534561,200,7.8281428435786475,9.947087921110228,11.859746917108396,10.02382429166331,200,0.48925892772366547,0.6216929950693892,0.7412341823192747,0.6264890182289569,200,0.02327372004345265,0.04056756724316039,0.06959407544049823,0.042228891303031556,200,0.14104365117909387,0.17937449700728103,0.23899880264527093,0.18723263655185207,200,0.4517469947525151,0.5302476337416329,0.6134079113137781,0.5286569063336067,200,0.7270124096591025,0.7830081701716999,0.8331478690273625,0.7828620819653583,200,0.0457122390610176,0.06947608514683806,0.09520029416258481,0.0702036914792069,200,10.0,12.0,12.0,11.48
fresh-zh-2,6,7,QKV,16,full_attention,200,0,200,0.8218812965322286,1.0770739214494824,1.2469542897306383,1.0517673873191233,200,0.1626240238547325,0.2037961408495903,0.24288544803857803,0.20300193943083286,200,7.655344856465389,9.707328259401525,11.612704653324975,9.730204981630752,200,0.4784590535290868,0.6067080162125953,0.725794040832811,0.608137811351922,200,0.025186759288658715,0.04321621995332453,0.07267003375080719,0.04537094552500097,200,0.14522274418396963,0.19556793573579595,0.2502941221608022,0.1967809943997404,200,0.4590558288460326,0.5390097153036804,0.6216716665349686,0.5399644871645356,200,0.7293553921357455,0.786360543772143,0.8406465958743105,0.7882964969244451,200,0.04172663492609001,0.06605676506088651,0.09306152261354463,0.06697438966416348,200,10.0,11.0,12.0,11.3
fresh-zh-2,6,7,JS,16,full_attention,200,0,200,0.015560420188137416,0.03576696577965777,0.06376001235039438,0.03857223819759504,200,0.004956961330026388,0.012278192676603794,0.027893566712737083,0.014450385831296444,200,2.3441436284271195,4.85312814600349,7.294545866668523,4.932494843897084,200,0.14650897677669497,0.30332050912521813,0.4559091166667827,0.30828092774356775,200,0.07956148857028608,0.1531252197288483,0.38839506587827133,0.19481818163872655,200,0.20943451843543534,0.33797916279509155,0.6335231511834918,0.3776489454393901,200,0.6533904097570001,0.7909383258385765,0.904002350934321,0.7811691843380018,200,0.8894584007339179,0.9456311054989818,0.9804330583997438,0.9389277564448875,200,0.003463397057282541,0.009868600105001825,0.02267380658795696,0.011757646771249202,200,4.0,7.0,9.0,6.665
fresh-zh-2,6,7,sqrtJS,16,full_attention,200,0,200,0.3461533321416937,0.5831202674889937,0.7570074148476124,0.5766709119178995,200,0.07040502727031708,0.11080574616789818,0.16701333373785018,0.11430789001286029,200,6.8480609902259015,9.477582448189732,11.462535995996191,9.2879402417683,200,0.42800381188911885,0.5923489030118583,0.716408499749762,0.5804962651105188,200,0.0263901150613913,0.04587963140386321,0.08909532664702488,0.05404535160656519,200,0.13910662840989046,0.18719585664591068,0.30449170860394,0.20526591532690439,200,0.4654513551144829,0.550799964667037,0.6596268322314756,0.5568742351932628,200,0.7499024924051205,0.8036992126753697,0.8627447404576886,0.8025792324184949,200,0.03819984821398796,0.061363312641139395,0.08371504206415634,0.06124599579158597,200,10.0,11.0,12.0,10.98
fresh-zh-2,7,8,Q,8,linear_attention,400,0,400,0.963251867890358,1.558474475517869,2.902129247784615,1.768479774366133,400,0.21639974415302277,0.34893959760665894,0.682628345489502,0.39776828300207856,400,5.900423334843829,6.562370328329661,7.080570394786534,6.506091108670474,400,0.7375529168554786,0.8202962910412076,0.8850712993483167,0.8132613885838093,400,0.018550353918216182,0.03129597278717164,0.0508335610929049,0.03386220270966255,400,0.19099125089792265,0.2196247004974251,0.2713292937130322,0.22684340191967664,400,0.3622199646459188,0.40477335744870974,0.4642547751042748,0.4096773772989637,400,0.6460621746132328,0.7016725450935115,0.7571179779152897,0.701532640152621,400,0.0898226019973526,0.11605280310423503,0.14095359940070457,0.11532923666423305,400,6.0,7.0,7.0,6.7625
fresh-zh-2,7,8,K,8,linear_attention,400,0,400,0.3344550456851721,1.423342164605856,2.4089005753397945,1.4791520859807497,400,0.06650525331497194,0.3037361800670624,0.5272434651851655,0.31955348477698864,400,6.140099928493848,6.648216936994127,7.195414514235623,6.654039093674819,400,0.767512491061731,0.8310271171242659,0.8994268142794529,0.8317548867093524,400,0.015974179899856118,0.029047188716045138,0.04327291558665942,0.02977082736489778,400,0.18255935248950678,0.21223812513102963,0.25374748763545574,0.21581782644832345,400,0.34909672992970164,0.39511687923265365,0.4417615451872795,0.3966416971136322,400,0.6408602874835513,0.6959855803306833,0.7469270760870556,0.6940795298593521,400,0.0940784079775587,0.11884592939527396,0.147895087150434,0.12030877218272039,400,6.0,7.0,7.0,6.8325
fresh-zh-2,7,8,V,8,linear_attention,400,0,400,0.6318522274494172,1.3380410242825747,2.1230420328676702,1.345673517389223,400,0.15563115626573562,0.32925964891910553,0.6325971961021424,0.35993642058223485,400,4.903432227290967,6.160560485729121,6.91263691622773,6.00146375175668,400,0.6129290284113709,0.7700700607161401,0.8640796145284663,0.750182968969585,400,0.02247155698121308,0.04265493453018222,0.0902159408857469,0.051546919732455176,400,0.2022139748083212,0.244284156422943,0.34055198039223844,0.26259898075292787,400,0.3814515974538133,0.43535256343513834,0.5395020133405021,0.44914336529379584,400,0.6641321417914857,0.7318753402200763,0.8047708129765924,0.7335524132015949,400,0.06933501272639045,0.09939702144086002,0.135852868034634,0.10095495073171268,400,6.0,6.0,7.0,6.465
fresh-zh-2,7,8,QKV,8,linear_attention,400,0,400,0.9557942457497121,1.5293590724468231,2.41666070073843,1.626029323064722,400,0.20811364352703096,0.33834849298000336,0.5384937226772308,0.3625067052990198,400,5.907443050322293,6.559081406945095,7.102326096958445,6.523263399984855,400,0.7384303812902866,0.8198851758681369,0.8877907621198057,0.8154079249981069,400,0.01805593884275101,0.031383289997399935,0.05060340784815262,0.03337498319641826,400,0.1884747477101536,0.21846092429215216,0.27018820587481346,0.22556789452628564,400,0.36405292852977306,0.4033010275168095,0.4585141255907992,0.40808034620775574,400,0.6482858229221864,0.704909689497271,0.7565942537443274,0.7036711339352562,400,0.09312962317383842,0.11528445176589353,0.14417956065956603,0.11736644574938487,400,6.0,7.0,7.0,6.77
fresh-zh-2,8,9,Q,16,linear_attention,400,0,400,0.6823213030584157,1.0089960535988212,1.4070010952651502,1.031631159793469,400,0.08882656767964364,0.137319877743721,0.21284338980913167,0.14597560971044005,400,10.748178703766573,12.511213241360938,13.641956624219524,12.340986035990461,400,0.6717611689854108,0.7819508275850586,0.8526222890137203,0.7713116272494038,400,0.01152348591295907,0.018590211064092893,0.03257495390578433,0.020549881591731177,400,0.10759858741312078,0.13622070618983229,0.18389406344123801,0.14179697323663387,400,0.3821298673679192,0.43214380762449245,0.48966568631700197,0.4351944699740531,400,0.6651459708125766,0.7110202289609098,0.7525544246429529,0.7101317043045845,400,0.07796729177633167,0.1022986429519939,0.1284634274749423,0.10307941565792937,400,12.0,13.0,13.0,12.56
fresh-zh-2,8,9,K,16,linear_attention,400,0,400,0.6854124701581895,0.9712583301588893,1.3763784609735012,1.0048457650234923,400,0.08375069126486778,0.12543070316314697,0.18150667846202853,0.13143930226564407,400,11.593289276001764,12.877356521022499,13.876507198131888,12.774017038994762,400,0.7245805797501103,0.8048347825639062,0.867281699883243,0.7983760649371726,400,0.010201860353355522,0.01616628120203887,0.025340630279753015,0.017265634813648602,400,0.1061466974181515,0.1277630621977717,0.1608421893066332,0.13139535149490755,400,0.37893102713145815,0.4174831238683251,0.4661283096109969,0.42162050177387655,400,0.6576761503961365,0.6971205383448346,0.7397410067470522,0.6974380469006896,400,0.08452968579316675,0.10877649617766658,0.13643348469889496,0.10955996231511843,400,12.0,13.0,13.0,12.73
fresh-zh-2,8,9,V,16,linear_attention,400,0,400,0.48543434822931886,0.8241976434364915,1.390811233967543,0.8942763623344945,400,0.0663076288998127,0.11690865457057953,0.2089322805404663,0.1287225678190589,400,10.79117437602816,12.417040104932138,13.56294164054711,12.239513330698054,400,0.67444839850176,0.7760650065582586,0.8476838525341944,0.7649695831686284,400,0.011979009652157922,0.01923679148830871,0.03217954245640139,0.021378330360068025,400,0.11057222294310148,0.13727640665752766,0.17959854698790725,0.14342703436737728,400,0.39087907857799525,0.4327445721995613,0.49177174137234836,0.43870757532896176,400,0.6693246786995476,0.7107624183831687,0.7574260801290429,0.7133601426091758,400,0.07671675774592389,0.09978468672973495,0.1278380518592144,0.10083642270736157,400,12.0,12.0,13.0,12.48
fresh-zh-2,8,9,QKV,16,linear_attention,400,0,400,0.7290561510249972,1.0042466334998608,1.3689184928312899,1.0303375706344378,400,0.08791246861219407,0.12238382175564766,0.1793705210089684,0.12919468224048614,400,11.891351255688503,13.15485743654848,14.114522585908896,13.08378388435116,400,0.7432094534805315,0.82217858978428,0.882157661619306,0.8177364927719475,400,0.00890564443716252,0.014418717867100896,0.023034381130956304,0.015257512185827396,400,0.1017899963904398,0.12088552065530515,0.1543943061055882,0.12573250635990207,400,0.3689747623263646,0.4059591609612434,0.45284355329091996,0.4082877155416354,400,0.645278838906934,0.686243759390091,0.7287286192290482,0.6864826503266932,400,0.08656954896627078,0.11623962525946577,0.14225465494600753,0.11512100345003713,400,12.0,13.0,13.0,12.8325
fresh-zh-2,9,10,Q,16,linear_attention,400,0,400,0.5940493597649038,0.9190406142733991,1.4654270390048625,0.991110304776812,400,0.07924356609582901,0.139134019613266,0.2585415571928024,0.16127049322240056,400,9.753563666662687,11.986198648377673,13.38104664082704,11.70454171084571,400,0.609597729166418,0.7491374155236046,0.83631541505169,0.7315338569278569,400,0.013048081307364522,0.02232457238713536,0.042695197127111145,0.026889678524774082,400,0.11618364535892516,0.1485430757572613,0.2130188196134589,0.15993091659907313,400,0.39648567697139103,0.45344891947225324,0.5284251642445584,0.45926066604330096,400,0.6743541627891385,0.721489767013564,0.7724609728037911,0.7236436618935378,400,0.07222800779220662,0.09724282856028803,0.12691919531479426,0.09786621235768816,400,12.0,12.0,13.0,12.375
fresh-zh-2,9,10,K,16,linear_attention,400,0,400,0.6508710502646864,0.8990921657532454,1.2014237709343434,0.9115452453627949,400,0.09279014691710472,0.12802980840206146,0.19691963344812394,0.1370885619148612,400,10.74453195327038,12.34017603015284,13.602691813339584,12.189079767266808,400,0.6715332470793988,0.7712610018845525,0.850168238333724,0.7618174854541755,400,0.011749191769017274,0.019771864115134357,0.032608636491846615,0.021777674339640524,400,0.11394347840216071,0.14518094824920502,0.20033669338962018,0.15084674261926462,400,0.3895745353366957,0.43567503479854836,0.4905992150419507,0.43957418600189624,400,0.6648104265002206,0.7060110986010514,0.7495502527362722,0.7060526669637863,400,0.08216459319774563,0.10578297165027356,0.12957213651090327,0.1060847691369965,400,12.0,13.0,13.0,12.6325
fresh-zh-2,9,10,V,16,linear_attention,400,0,400,0.4587136392015964,0.6876073661260307,1.1429073590785266,0.7556872137007303,400,0.0620508462190628,0.0999692864716053,0.18130848407745362,0.1131087754573673,400,10.541399798671643,12.303897584476786,13.767460085430711,12.138124354747667,400,0.6588374874169777,0.7689935990297991,0.8604662553394195,0.7586327721717292,400,0.010810720346346954,0.020026732140634166,0.03452335830916909,0.022868920537781206,400,0.11040454622069198,0.13996767442632246,0.19726316057855317,0.1503242189004077,400,0.38354830855961913,0.4377839536513496,0.5014292798009696,0.44172213673418825,400,0.6611077640452623,0.713401778786793,0.7597113155373733,0.711754891063228,400,0.07511016115775464,0.10294252807591586,0.12925376727421692,0.10352169101921159,400,12.0,13.0,13.0,12.5575
fresh-zh-2,9,10,QKV,16,linear_attention,400,0,400,0.6504405225161464,0.9181888550519943,1.2623574163764715,0.9357619134231936,400,0.08352749869227409,0.12333659827709198,0.19588928669691086,0.13284218261018396,400,11.081968736924063,12.707509175288696,13.87518271982123,12.559380002267336,400,0.6926230460577539,0.7942193234555435,0.8671989199888269,0.7849612501417085,400,0.01020919803222796,0.017273204857219733,0.029585796039963478,0.01912899162313016,400,0.10936519121613489,0.1344591727060116,0.181513514488691,0.14130480498850434,400,0.38238546355804903,0.4246176193728921,0.4811406762594599,0.4285852988874659,400,0.6541239591633542,0.6986099392224142,0.7409833917545308,0.6983710013500135,400,0.08656914839996535,0.11016001537868028,0.13871677250801,0.11116320279053067,400,12.0,13.0,13.0,12.745
fresh-zh-2,10,11,Q,16,full_attention,200,0,200,0.6182043068110943,0.8430793648585677,1.0857965022325515,0.8497080951323732,200,0.0900506965816021,0.11527549847960472,0.16624964475631712,0.12279644653201104,200,10.296525789731087,12.356836881317625,13.865081951346102,12.289314249642585,200,0.6435328618581929,0.7723023050823515,0.8665676219591314,0.7680821406026616,200,0.010265282438653328,0.019655317920679517,0.03692827119913988,0.02112511709810059,200,0.11166262597596695,0.14000373394677745,0.19496539860242063,0.14664508779155078,200,0.3856706382286854,0.43715747422651474,0.5028382225343072,0.44287381136587356,200,0.6551924879627492,0.7048965002033045,0.7593125302658268,0.7058761713593004,200,0.08730725467807957,0.11136438817902772,0.13760904003980043,0.11237746116746267,200,12.0,13.0,13.0,12.735
fresh-zh-2,10,11,K,16,full_attention,200,0,200,0.6179400110151619,0.8210435467772186,0.9326142269186675,0.8059216461423785,200,0.09643219113349914,0.19087949395179749,0.2463380768895149,0.1806161604821682,200,6.395476940723292,9.99831375902677,12.420090155643402,9.656327367275795,200,0.39971730879520573,0.6248946099391731,0.7762556347277126,0.6035204604547372,200,0.019224453262921343,0.04002139336382005,0.10013431684833303,0.050616146198025104,200,0.13967444699967446,0.21820106843747633,0.3313994440422073,0.2241602844078995,200,0.44244810435715004,0.5233843591379896,0.6195085798000509,0.5269320214965911,200,0.6859930345749605,0.7623535927525094,0.8175421883435254,0.7608493605031171,200,0.06119630602474754,0.08536667613959595,0.12771267831618296,0.08911247711584032,200,11.0,12.0,13.0,12.04
fresh-zh-2,10,11,V,16,full_attention,200,0,200,0.7490824665408582,0.9892853982746601,1.1872108437120914,0.9612219040002674,200,0.10072839632630348,0.12911496311426163,0.17608837038278569,0.13738574862480163,200,10.27789454315233,12.625539630481471,14.250811780267297,12.486220387327233,200,0.6423684089470206,0.789096226905092,0.890675736266706,0.780388774207952,200,0.0081828828793736,0.017819217818049907,0.03711771363240198,0.02003978766532885,200,0.10012299985045268,0.1413370047790768,0.17886571726664244,0.14389130370881914,200,0.3606295069968762,0.4203432078353291,0.511565509618861,0.4296444567132853,200,0.6479928108530383,0.7007020430941059,0.7523096721400566,0.6992044379475725,200,0.08438380254303705,0.10930967986622325,0.14483154075114857,0.11441816272357419,200,12.0,13.0,14.0,12.86
fresh-zh-2,10,11,QKV,16,full_attention,200,0,200,0.6919123398605734,0.9175626114010811,1.079559326544404,0.8972398960427381,200,0.0953451782464981,0.14140773564577103,0.17902919054031372,0.14258599277585746,200,9.51595316669769,11.85988651912448,13.944805415968524,11.769389525385082,200,0.5947470729186056,0.74124290744528,0.8715503384980328,0.7355868453365676,200,0.009825522948296406,0.023272394708995434,0.04542622555126366,0.02562800807654317,200,0.11031296338462056,0.15235756008040896,0.226956520186547,0.16121381079474326,200,0.3895726605760364,0.45783505177297035,0.5417679219453154,0.4573380716566514,200,0.6557039264870891,0.7174907094368088,0.7712403004479108,0.7180762613104094,200,0.08018298408239406,0.10563455649338205,0.14052965922963975,0.10714902018395173,200,12.0,13.0,13.0,12.645
fresh-zh-2,10,11,JS,16,full_attention,200,0,200,0.011142155992820335,0.024161406952771358,0.05232254761458533,0.032801581233288746,200,0.003320680861361325,0.007225634763017297,0.02942522913217544,0.01661940539430361,200,2.0824668656602046,5.565923289458514,8.888684606686917,5.610989218469195,200,0.13015417910376278,0.3478702055911571,0.5555427879179323,0.35068682615432467,200,0.05333640346721704,0.12498647316508793,0.4455497111445807,0.1908647128637297,200,0.20188493853436654,0.32884190496612775,0.6768494902535758,0.38083407850613216,200,0.5701547550098055,0.7081905078252608,0.8814072250084485,0.720534753865286,200,0.8270653845106197,0.892816767226302,0.9605770554679033,0.8942457305006778,200,0.008964640819787316,0.028237855713225096,0.051504934569925824,0.029574690313179733,200,5.0,9.0,10.0,8.125
fresh-zh-2,10,11,sqrtJS,16,full_attention,200,0,200,0.3440644766204059,0.5116504959296435,0.702592519018799,0.5206322756764712,200,0.057624995708465576,0.08500373363494873,0.17153594493865965,0.10536864038556815,200,7.678969183860344,11.249454889883909,12.929734635907007,10.561917864766247,200,0.4799355739912715,0.7030909306177443,0.8081084147441879,0.6601198665478905,200,0.015830636730338177,0.028152752798739116,0.07237079286306858,0.04651089632551939,200,0.12516382305205778,0.1733862229785058,0.29591365308423623,0.19928878972405076,200,0.4119472567522575,0.479859237667988,0.609922620484741,0.49941370888429515,200,0.6884653752354623,0.7337170812536673,0.806508031618447,0.743431284538109,200,0.06520874060840567,0.09888416782934102,0.12499918941467338,0.09649088118711639,200,11.0,12.0,13.0,12.26
fresh-zh-2,11,12,Q,8,linear_attention,400,0,400,0.7174284402281046,1.0416490640491247,1.6478107027709485,1.1249526698328554,400,0.17227262109518052,0.27689214050769806,0.43004508018493653,0.2909380738995969,400,5.645621815275392,6.449926361869339,7.081045764542591,6.3950593222030445,400,0.705702726909424,0.8062407952336674,0.8851307205678238,0.7993824152753806,400,0.018539604804619934,0.03433205988684744,0.05957535883532161,0.037465116468104596,400,0.20954179962414277,0.25607916430871275,0.3162627244999324,0.26137338519311787,400,0.3681165974330923,0.4202829622993868,0.48368482937354046,0.42253120718389603,400,0.6296631177812888,0.6771907016777992,0.7221899386211221,0.6768252797300872,400,0.10119994197081049,0.12883133220282608,0.15892517191080624,0.12913024163230447,400,7.0,7.0,7.0,6.91
fresh-zh-2,11,12,K,8,linear_attention,400,0,400,0.49749523624777797,0.8568938840180635,1.4117163300514224,0.9094282926851883,400,0.11540010571479797,0.20011023432016373,0.3489511519670487,0.21609645273536443,400,6.043822515396557,6.659691705846258,7.162028930421003,6.621273616962107,400,0.7554778144245696,0.8324614632307823,0.8952536163026253,0.8276592021202633,400,0.016714559001961008,0.028750999085766917,0.04623794471768899,0.030501910135668765,400,0.19622450418611484,0.2362882154531355,0.28633817947605517,0.23966859516802466,400,0.36052695988212297,0.402609372860689,0.4568736220640487,0.4066498018362549,400,0.631065015164643,0.6722803808079466,0.7075053507232126,0.6709150642442728,400,0.09945442003098852,0.12928909497119184,0.1583392140054965,0.12956230568957544,400,6.0,7.0,7.0,6.8925
fresh-zh-2,11,12,V,8,linear_attention,400,0,400,0.4062795072793961,0.7250700024887919,1.2533206272870305,0.7944815246178769,400,0.08800399526953698,0.1751338243484497,0.34314029514789585,0.2023499442823231,400,5.560829936103033,6.534286012569197,7.312159895626337,6.474463807889226,400,0.6951037420128792,0.8167857515711496,0.9140199869532921,0.8093079759861532,400,0.013438285259616456,0.03204447142635929,0.06266360213087237,0.03558724800804042,400,0.19200364281979748,0.24485629673412312,0.32306643322221906,0.250047916450663,400,0.3534570192916535,0.41497908154087076,0.48734722106830203,0.41812027094957654,400,0.619070358765415,0.6768373505910974,0.7363101659596577,0.6773377562745833,400,0.09251150706101313,0.1282973289698882,0.16825673005136343,0.1289814285863814,400,6.0,7.0,7.0,6.825
fresh-zh-2,11,12,QKV,8,linear_attention,400,0,400,0.6409212961792946,0.9385962951928377,1.391756034642458,0.9910722961556166,400,0.14541933834552764,0.2368302196264267,0.3563231647014618,0.24466401603072882,400,6.004525983549825,6.6566621214750725,7.192973786348265,6.6209618926149565,400,0.7505657479437281,0.8320827651843841,0.8991217232935331,0.8276202365768696,400,0.016028066812898065,0.028829088196442303,0.04747548231989689,0.03058199008525468,400,0.20350660364092346,0.2448744209666256,0.2918471482228204,0.2470682383466615,400,0.36413013360327506,0.4029667037814628,0.45444828835227585,0.40555786196274096,400,0.6220582413985967,0.6659411751820361,0.7064438399770928,0.6652486300829922,400,0.10525267936265847,0.1334787753736142,0.16317027406969137,0.133907188587801,400,7.0,7.0,7.0,6.935
fresh-zh-2,12,13,Q,16,linear_attention,400,0,400,0.4648180345073342,0.7350729533936828,1.1088959102518858,0.7650471870714682,400,0.06437505260109902,0.11736167967319489,0.25465229451656346,0.1422804689593613,400,7.980607377033428,11.69533179776774,13.321869667541915,11.138351863842743,400,0.4987879610645892,0.7309582373604837,0.8326168542213697,0.6961469914901715,400,0.013402279730941831,0.024537814695054873,0.06699203686475938,0.03406569641233204,400,0.11447574139603847,0.15820473462153312,0.27973523586790683,0.17874642243132513,400,0.392272832364534,0.45739460679120136,0.5735496447742738,0.47132516990443224,400,0.6741650432014945,0.7229972387716781,0.7920757180625667,0.7272785659305004,400,0.06116814672095206,0.09315098707856558,0.11986461303196094,0.09183475945491533,400,11.0,12.0,13.0,12.2075
fresh-zh-2,12,13,K,16,linear_attention,400,0,400,0.43644047863781454,0.6150440508499742,0.885837840847671,0.640159845474991,400,0.05348301939666271,0.08606762066483498,0.1327272593975067,0.0909001738904044,400,10.609696154103341,12.677616228772958,13.779588089416505,12.451936450178504,400,0.6631060096314588,0.7923510142983099,0.8612242555885316,0.7782460281361565,400,0.01074251880213756,0.01747113164489639,0.033870302586026545,0.019924547551512118,400,0.10672404038918985,0.13686365831458364,0.18391520984723583,0.14209401828396476,400,0.37475586358785146,0.4261177217387738,0.4922604500991559,0.4284380684141332,400,0.6509313499019318,0.692884525846071,0.7518473928618353,0.6974306846052744,400,0.0717460074820675,0.10794732069578737,0.12984648555232933,0.104066446898042,400,12.0,13.0,13.0,12.565
fresh-zh-2,12,13,V,16,linear_attention,400,0,400,0.36192337833344934,0.5174503484740853,0.7629639335907996,0.5474714133900125,400,0.04824961759150028,0.07939847931265831,0.13315983563661576,0.08685986062511802,400,9.416840673020513,11.963123635883033,13.475963072157349,11.701761853101697,400,0.588552542063782,0.7476952272426896,0.8422476920098343,0.7313601158188561,400,0.012486612733137557,0.022496222617642822,0.04660576524349302,0.0265630736741483,400,0.11357027502476336,0.14645015983607937,0.21395648293594152,0.15786361487844705,400,0.3901281183551474,0.4464846042842139,0.5343827986199315,0.45641917160208023,400,0.667675179684965,0.7184796332470252,0.7843973217928247,0.7228146271539679,400,0.06160708989755437,0.09363440932785222,0.1244287677160627,0.0930533610389719,400,11.0,12.0,13.0,12.2225
fresh-zh-2,12,13,QKV,16,linear_attention,400,0,400,0.5083688435144722,0.6778793437406421,0.8920387076213957,0.6910350280703278,400,0.06358577683568001,0.09565698355436325,0.17257534116506582,0.10821326026692986,400,9.546250098573243,12.668280726527051,13.866791143715597,12.116743592150112,400,0.5966406311608277,0.7917675454079407,0.8666744464822248,0.757296474509382,400,0.010255757542072967,0.017533130541037473,0.0450700642902495,0.023622794630316815,400,0.10727398089184224,0.13726020547040674,0.23141649962308064,0.1546448287677016,400,0.3705335079787574,0.42385824880839074,0.5177988070129703,0.43508470169750696,400,0.6465405269444289,0.694501294792569,0.7639983296374885,0.7000638327140604,400,0.06860611407223591,0.10774452428590514,0.13226573060963456,0.10396430090013592,400,12.0,13.0,13.0,12.555
fresh-zh-2,13,14,Q,16,linear_attention,400,0,400,0.4082620666828007,0.6566769070923328,1.018225465901196,0.6778513106654281,400,0.060181866958737375,0.11023851484060287,0.19894797205925002,0.12176891996059566,400,8.465786961617345,11.010122526973724,12.841313146668348,10.829122823069454,400,0.5291116851010841,0.6881326579358578,0.8025820716667718,0.6768201764418409,400,0.016398566466760522,0.03021388275218973,0.059333211474918546,0.034832449791367355,400,0.12627338408154037,0.16737049937173804,0.24848779552751718,0.17725217971336002,400,0.42015753979296167,0.48840600325812433,0.5763641912598081,0.49370033299612603,400,0.6906021369610973,0.7502718674030113,0.8098964045049183,0.7499606583242077,400,0.0612625858578231,0.08823254408201074,0.1209825393944216,0.089736052274174,400,11.0,12.0,13.0,12.0525
fresh-zh-2,13,14,K,16,linear_attention,400,0,400,0.40258807097561655,0.6888491520658135,1.04599779099226,0.7074872706833412,400,0.06099251806735993,0.11867357045412064,0.21612842828035359,0.13288111188448964,400,8.550091775949394,10.603605615750073,13.054449071229888,10.692637264481775,400,0.5343807359968371,0.6627253509843796,0.815903066951868,0.6682898290301109,400,0.015042387981758307,0.03392805593006953,0.05808833287790811,0.036103055147632034,400,0.12579778146789344,0.1826946560538557,0.25023844797455763,0.18546139728183023,400,0.4158988941830746,0.49949255961975103,0.5748123811750302,0.4985183844562073,400,0.6796276595523479,0.7463054550056908,0.806235716460511,0.746261222118471,400,0.06230411210279405,0.09264426374823544,0.13081666588860644,0.09397789079780448,400,11.0,12.0,13.0,12.195
fresh-zh-2,13,14,V,16,linear_attention,400,0,400,0.3138166696764529,0.5111526020336896,0.9712537154555322,0.5927337607345544,400,0.04693476036190987,0.09419038519263268,0.21543557941913608,0.11742577834054828,400,7.690330185508457,10.698868383418674,13.027735809722708,10.523291425166436,400,0.48064563659427856,0.6686792739636671,0.8142334881076693,0.6577057140729022,400,0.015209940458594914,0.0330323622138592,0.07203578349589589,0.039829669314783656,400,0.1250311956787199,0.18004793163259486,0.288645541884859,0.19300949855023955,400,0.41326130327374505,0.4972096256826726,0.5896553816791079,0.49829991715721805,400,0.6811902030439273,0.7530399083664919,0.8137324247319694,0.7481367493999028,400,0.06007598713202279,0.08774736808701211,0.12451700490227277,0.09020101363237004,400,11.0,12.0,13.0,12.0925
fresh-zh-2,13,14,QKV,16,linear_attention,400,0,400,0.4332016982138157,0.672470421064645,0.9907066495157779,0.6982732560791192,400,0.06542271301150324,0.11074889078736305,0.20875086784362792,0.12477353234775364,400,8.730181880390525,11.161445519311744,13.194518068324355,11.058342691881542,400,0.5456363675244078,0.697590344956984,0.8246573792702722,0.6911464182425964,400,0.0141749930928718,0.02890040528809597,0.055514833536948416,0.03248472471492419,400,0.12174845187124765,0.16877728175672818,0.23896452146384592,0.17640131659257577,400,0.41250834581093465,0.4807066693548065,0.5599759311850458,0.4845135485442798,400,0.6769636787814528,0.7403742557581983,0.7973600027543113,0.738784916000768,400,0.06489034692144789,0.09614467525649267,0.13260979497935801,0.09773683295902462,400,11.0,12.0,13.0,12.3525
fresh-zh-2,14,15,Q,16,full_attention,200,0,200,0.7097749772481621,0.947596563026309,1.1964474111795425,0.9440132132906001,200,0.1114270530641079,0.1416826918721199,0.17911817282438278,0.14351837493479253,200,10.161813035420382,11.605214187888468,12.747865354967766,11.531399366258693,200,0.6351133147137739,0.7253258867430292,0.7967415846854854,0.7207124603911683,200,0.017007482555948486,0.025246054184940317,0.038301624523822866,0.026543792843746708,200,0.12881754102864462,0.15163818040351373,0.18279252284558042,0.1540963114084707,200,0.4297963230223656,0.4685074815533062,0.5310776117248441,0.4747106030949773,200,0.6928057218186365,0.7284095430613645,0.7824124093499073,0.734117788134923,200,0.06545981601255141,0.09307498876917272,0.12078652786122779,0.09387293696692543,200,11.0,12.0,13.0,12.28
fresh-zh-2,14,15,K,16,full_attention,200,0,200,0.46462449607206513,0.6070328595815226,0.9176525236340239,0.6582317644450814,200,0.08328344970941544,0.12113402411341667,0.3236641436815262,0.17590652227401735,200,5.281462830282894,8.308699378019789,10.48050251405668,8.067440658021955,200,0.3300914268926809,0.5192937111262368,0.6550314071285425,0.5042150411263722,200,0.035120035114892624,0.061715949077460135,0.13529919761295675,0.07381718642926435,200,0.16553471768371036,0.2276893460589769,0.36716577844031073,0.24986084540992035,200,0.515340575317463,0.6027966234087128,0.6947292687498511,0.6061065107187212,200,0.7731339627412669,0.8269406759418431,0.8733333931630004,0.8250958771375296,200,0.033964985073823624,0.04852964649217477,0.07672307216966229,0.05181347697354823,200,9.0,11.0,12.0,10.54
fresh-zh-2,14,15,V,16,full_attention,200,0,200,0.43608817551285034,0.5877294522942975,0.7734893830027431,0.5942687213839963,200,0.08769998326897621,0.1380266696214676,0.26393826007843013,0.16245035119354725,200,5.665778145193463,8.085009761817142,10.301194964516224,7.995298297429854,200,0.35411113407459144,0.5053131101135714,0.643824685282264,0.4997061435893659,200,0.03690271985272979,0.06526534695629435,0.12160415428480058,0.07414630896374609,200,0.1771804094764731,0.26162794853663407,0.3634528346867949,0.2644792932033537,200,0.5191888591619367,0.590894168680582,0.6677577884978555,0.5926082526576955,200,0.7605760194967105,0.8007709284103918,0.8472835710348634,0.8034318327313571,200,0.03868931178641103,0.06046588427295689,0.08614074502141783,0.062023290527878014,200,10.0,11.0,12.0,11.12
fresh-zh-2,14,15,QKV,16,full_attention,200,0,200,0.6588485824642702,0.7985384785570204,0.9420318270102144,0.8033623660623561,200,0.11081496700644493,0.15258733183145523,0.21193956583738327,0.15762553729116915,200,7.865406633211771,9.933724253112251,12.03145499226041,9.954708294043309,200,0.4915879145757357,0.6208577658195157,0.7519659370162757,0.6221692683777068,200,0.021989867739256368,0.04071173031049086,0.06894840633322505,0.04300444815259835,200,0.14215656997081155,0.18820013325602533,0.26432110425775074,0.1973612923287556,200,0.467392659436809,0.5320164441979365,0.5976185966363394,0.5322297243982639,200,0.7199498207634355,0.7742148498107582,0.8182871099556205,0.7707348312245728,200,0.05028904003853427,0.0762599505403896,0.10466600239162002,0.07766264171257939,200,11.0,12.0,13.0,11.72
fresh-zh-2,14,15,JS,16,full_attention,200,0,200,0.01512076747858373,0.03115562235143443,0.06729762715403921,0.03770122548443737,200,0.004175087762996554,0.010222150478512049,0.03169021606445312,0.01672638167743571,200,2.5900783850252123,4.94621318500099,7.172146776592252,4.879790595054058,200,0.16187989906407577,0.30913832406256186,0.4482591735370158,0.30498691219087865,200,0.08205806728514975,0.14899000249238348,0.3451619100824118,0.1963934973272972,200,0.23590396148789686,0.35123879999721785,0.5772594587058741,0.3826099775251893,200,0.6510318304649428,0.7716097737657366,0.9082652232970603,0.7783450016384065,200,0.8792237458343642,0.9305443298912011,0.9751178867676571,0.929992078179312,200,0.004606125769961684,0.01396851584265563,0.030066682752376825,0.01600288792364242,200,4.0,7.0,9.0,6.895
fresh-zh-2,14,15,sqrtJS,16,full_attention,200,0,200,0.40327895022928717,0.5365054130088538,0.7292719057761132,0.5568849647592288,200,0.06461491361260414,0.10110463947057724,0.17801222801208494,0.11628661843016744,200,6.907880354399288,9.898420046463862,11.712565489288654,9.519281348602632,200,0.4317425221499555,0.6186512529039914,0.7320353430805409,0.5949550842876645,200,0.024403667524334528,0.041095185414681816,0.08774647100017062,0.0545292239919708,200,0.14136737762319898,0.1893759313449372,0.28623818724530736,0.20715795888301936,200,0.4635272175302825,0.532743655826585,0.6539505442689656,0.5486530923641578,200,0.7286047244913315,0.7788100167488672,0.8538148259340307,0.7870064222228049,200,0.04632639967097977,0.07189789721739584,0.10056367831479326,0.07256751745330087,200,10.0,12.0,13.0,11.375
fresh-zh-2,15,16,Q,8,linear_attention,400,0,400,0.24864988159388304,0.5586209930479527,1.0401263266801835,0.6069363517162856,400,0.05456886254251004,0.12792111933231354,0.2952774703502655,0.15306296054273844,400,5.770045212263006,6.717669513394278,7.29714490719177,6.638969277331126,400,0.7212556515328757,0.8397086891742848,0.9121431133989713,0.8298711596663908,400,0.013759924378304356,0.027269886414615967,0.05521026064645765,0.030706885065304793,400,0.18956146714875144,0.23293141593020006,0.31087134276634326,0.2412391608391436,400,0.3550328751768729,0.4028104585302471,0.46734903905943137,0.40598104465865803,400,0.6161506342212062,0.6610330547008453,0.7168799284119467,0.6652155509463867,400,0.10571194051484507,0.14007724562423712,0.17248942104426962,0.13932954589801697,400,7.0,7.0,7.0,6.945
fresh-zh-2,15,16,K,8,linear_attention,400,0,400,0.3425259537994862,0.5605677645653486,0.9642518062144518,0.6109333288157359,400,0.06600420996546745,0.12057865411043167,0.23575374633073806,0.1364766418421641,400,6.284037060122268,7.037543929720813,7.441061326159853,6.94106453134625,400,0.7855046325152835,0.8796929912151016,0.9301326657699817,0.8676330664182812,400,0.010730778788841027,0.01953717890525121,0.03900956966782832,0.022623884629199082,400,0.17747353254130885,0.2099090813793001,0.2661498332253229,0.21698598720005893,400,0.33874312447757576,0.3787292206687007,0.4425003066188576,0.3850160825486165,400,0.6064605630188723,0.6473724201468627,0.7010343348116326,0.650374956677681,400,0.11369260031897471,0.1492940943319821,0.17510217681120963,0.14684269256281496,400,7.0,7.0,7.0,6.985
fresh-zh-2,15,16,V,8,linear_attention,400,0,400,0.33883479349315165,0.49067915976047516,0.7781152866780758,0.537251534841489,400,0.0661492258310318,0.1042998768389225,0.16803258061408996,0.11695922539569438,400,6.407051522559302,7.017860494346861,7.362485155716969,6.925213526031905,400,0.8008814403199127,0.8772325617933576,0.9203106444646211,0.8656516907539882,400,0.012369951644084026,0.019992653703159502,0.035517775869395765,0.022994177009203982,400,0.17931915163200834,0.20665791209772116,0.2571470550933987,0.21400623366144877,400,0.34023314145529765,0.37792878914551137,0.4358666533560006,0.3839579797072345,400,0.6184365700382437,0.6490237659799967,0.698243795827725,0.654650834291582,400,0.11162342273857608,0.14300708343479834,0.16776378952868728,0.14137951810338809,400,7.0,7.0,7.0,6.945
fresh-zh-2,15,16,QKV,8,linear_attention,400,0,400,0.38741979040205476,0.5657934974879026,0.910742022097111,0.6129876199923455,400,0.07668954432010651,0.12373138591647148,0.2402814731001854,0.13864466551691293,400,6.368793846914508,7.025786703013708,7.387370721666261,6.9435758599412205,400,0.7960992308643134,0.8782233378767135,0.9234213402082826,0.8679469824926526,400,0.011847039451803317,0.01980893527045586,0.03658934924168583,0.022339064833749908,400,0.182912063833162,0.21526690923081016,0.2632164789024179,0.2201973147615579,400,0.3437481148078461,0.37940296373262683,0.434492051867025,0.3843095921040423,400,0.6116607807300233,0.6449124359115901,0.6920372637657842,0.6487444832858305,400,0.11730154955556021,0.14904086442650377,0.1741916647309261,0.14751417544030165,400,7.0,7.0,7.0,6.9875
fresh-zh-2,16,17,Q,16,linear_attention,400,0,400,0.09445429259212688,0.3330305354902521,0.6300873909145593,0.35232617048794057,400,0.013591364864259959,0.04826712794601917,0.09376184791326524,0.05331744477152824,400,10.161172040523313,12.080246441309388,13.366395755751512,11.846574030085183,400,0.6350732525327071,0.7550154025818367,0.8353997347344695,0.7404108768803239,400,0.013135449852026252,0.021631753441770426,0.038308155351018225,0.02470932494893005,400,0.11512093368636908,0.14511243305142957,0.19228778304674032,0.15156475087273022,400,0.3959751959537893,0.44891053428666305,0.5184686620837203,0.455973149025203,400,0.6783074816880845,0.7259297800612412,0.7787749747757304,0.7271356315444375,400,0.07351917756231743,0.09849444816016227,0.12295651832947312,0.09871549142563925,400,12.0,12.0,13.0,12.4075
fresh-zh-2,16,17,K,16,linear_attention,400,0,400,0.3555954312905669,0.4691151543520391,0.6366063117049635,0.48882711899990683,400,0.045802701637148856,0.06492159515619278,0.09854218289256098,0.06984606887679547,400,10.784806195149393,12.291668252787948,13.526664860218462,12.202059169589552,400,0.6740503871968371,0.7682292657992468,0.8454165537636539,0.762628698099347,400,0.012189925442819327,0.020112992031461552,0.03223792389198978,0.021571073580244637,400,0.11196684740687264,0.13800857600295957,0.18228591974122593,0.14327362168769173,400,0.39404247803126224,0.4414605419003263,0.49904920023268706,0.44402687988877376,400,0.671489071663334,0.7166874732675121,0.76115670179838,0.7166256876029167,400,0.08100476492872255,0.1029005910102415,0.12740614907155628,0.10303927259724248,400,12.0,13.0,13.0,12.5425
fresh-zh-2,16,17,V,16,linear_attention,400,0,400,0.30306056414265187,0.43522794684395194,0.6135100118350238,0.4507261173709412,400,0.0417540330439806,0.06939461827278137,0.10665249302983285,0.07370163979008794,400,8.827249157789842,11.65355058249649,13.07479970261715,11.268648592961451,400,0.5517030723618651,0.7283469114060306,0.8171749814135719,0.7042905370600907,400,0.01491521048992218,0.024864808512287267,0.05417150642889014,0.030883704140377846,400,0.11985205786177057,0.15033578757521107,0.22751606588936885,0.16358233988972515,400,0.4063767005069789,0.4665859689745926,0.5659985660339018,0.47852696574711495,400,0.6865106069309234,0.7427978399983297,0.8101035524571346,0.7450460448412782,400,0.058907354068096426,0.09283249991209644,0.11678752802122565,0.0904307666997741,400,11.0,12.0,13.0,12.1075
fresh-zh-2,16,17,QKV,16,linear_attention,400,0,400,0.3363911425229162,0.4552599131129682,0.5883902822155506,0.46049709479673767,400,0.04440656490623951,0.06268422305583954,0.0890053138136864,0.06520735373720526,400,10.640427424213355,12.405638203641868,13.49641390222488,12.231781648517819,400,0.6650267140133347,0.7753523877276167,0.843525868889055,0.7644863530323637,400,0.012366721083767839,0.01931574322495353,0.03358005081346356,0.02144345314865029,400,0.11355263461077202,0.1357367886467502,0.1761219271462543,0.1421765764855809,400,0.3914154684341705,0.43695698272678124,0.5046466809379332,0.4433029364732691,400,0.6703475422451087,0.7152187196005687,0.7654984361556008,0.7173421133521961,400,0.0798484359289908,0.10357157794877164,0.12668348949891034,0.10374395964444898,400,12.0,13.0,13.0,12.555
fresh-zh-2,17,18,Q,16,linear_attention,400,0,400,0.1226691393298097,0.36147017194889486,0.5818089807871729,0.3540648076915386,400,0.024929285049438477,0.08050834760069847,0.13572832942008975,0.08136557938531042,400,6.93896881298955,9.537098674929744,11.661970203117695,9.402233284212386,400,0.4336855508118469,0.596068667183109,0.728873137694856,0.5876395802632741,400,0.024798724534623597,0.045177272200546376,0.08705875631654728,0.051768609571302644,400,0.1705293584592322,0.22210662033084488,0.31747853930100234,0.23201714022243503,400,0.45089993313094884,0.5184210730765397,0.6200332761872304,0.5269981441938874,400,0.6974683834354041,0.7461505028593447,0.8144960123799418,0.7511065096398988,400,0.060643572256052714,0.08957196532466774,0.12198213765927611,0.09095809517026986,400,11.0,12.0,13.0,12.1
fresh-zh-2,17,18,K,16,linear_attention,400,0,400,0.19490073614288125,0.3274110041093081,0.4664688227698207,0.3297938077621802,400,0.04472722373902798,0.07343719154596329,0.10741687789559365,0.07637801371514798,400,7.555860961928367,9.318749955493983,11.107362382531626,9.346887474973633,400,0.47224131012052295,0.5824218722183739,0.6942101489082266,0.584180467185852,400,0.029365849699411545,0.04779808704484728,0.07450409766001101,0.04998138141232276,400,0.18414481635182506,0.23334921275842735,0.2806722098457578,0.23451272626257072,400,0.46357790736603127,0.5168493836462402,0.5968661023740877,0.5242895199027334,400,0.7029334359671282,0.7424617956157007,0.8019086896726701,0.7467872524102458,400,0.06657680915799008,0.09377956788172392,0.12029771212046857,0.09337794569345953,400,11.0,12.0,13.0,12.235
fresh-zh-2,17,18,V,16,linear_attention,400,0,400,0.2934502001851797,0.39912510151043534,0.5174729821388611,0.4047692112044024,400,0.09749863445758819,0.12414421513676643,0.15401251018047332,0.12416316639166325,400,5.038564560821192,6.84185470418899,8.95978173056595,7.007019991857028,400,0.3149102850513245,0.4276159190118119,0.5599863581603719,0.43793874949106426,400,0.052383852892791564,0.08923647929204578,0.14503411984649814,0.09236964792966995,400,0.2409126134233609,0.30608287171527376,0.40377312461326387,0.31315867245676465,400,0.5254419071946036,0.5991636954591414,0.6798072659377953,0.6003078898882682,400,0.7443839611331483,0.7915122901305436,0.8450080838566334,0.7936948160322159,400,0.0487087549708656,0.07587324789221103,0.09884728461044955,0.07519609760455154,400,10.0,12.0,12.0,11.52
fresh-zh-2,17,18,QKV,16,linear_attention,400,0,400,0.29398879918735477,0.3750228965654969,0.48529430138878527,0.3857895018589625,400,0.07874351963400841,0.09750906378030777,0.12123734056949616,0.09934341276064515,400,6.951435027987448,8.432224500016428,10.146284632487387,8.514828667233033,400,0.4344646892492155,0.5270140312510267,0.6341427895304617,0.5321767917020646,400,0.03846234967817875,0.05983218995178738,0.08677887056518972,0.061287499371776875,400,0.2139946033890815,0.2603432486226124,0.31297290727257504,0.26096849136490174,400,0.48203587586463564,0.5411831537102381,0.6186965811506501,0.5462950208160391,400,0.7173549642805743,0.7548581887216801,0.8130010259623329,0.7600862523848175,400,0.0622795898222382,0.08835012463963018,0.1149141783751941,0.0882475123247091,400,11.0,12.0,13.0,12.05
fresh-zh-2,18,19,Q,16,full_attention,200,0,200,0.40503120101056994,0.5028677717782557,0.612515045888722,0.505402263617143,200,0.05769512243568897,0.08007610216736794,0.10372484102845192,0.08085989257320762,200,10.48549202320829,12.08531815382366,13.132081825304432,11.958726511611918,200,0.6553432514505181,0.7553323846139788,0.820755114081527,0.7474204069757449,200,0.014559355192104564,0.021594730705182065,0.0350611950326472,0.023274466726017694,200,0.1318316271507269,0.15768979903170172,0.19497668503474405,0.15998315774759458,200,0.4143940693475607,0.45017401534471846,0.507595150134935,0.4552125765543622,200,0.6658417785989769,0.706894163471876,0.7455587623980972,0.7047817209291677,200,0.10244972282154999,0.1205462444205549,0.14435799317186915,0.12263518954948081,200,13.0,13.0,14.0,13.075
fresh-zh-2,18,19,K,16,full_attention,200,0,200,0.24221688634715974,0.31452087173238397,0.4046083310618996,0.3193610634095967,200,0.045973315462470056,0.06273973360657692,0.09917145818471906,0.06787015929818153,200,8.036370622749583,10.014142860527388,11.495391997186315,9.766300901367732,200,0.502273163921849,0.6258839287829617,0.7184619998241447,0.6103938063354832,200,0.02612420621532505,0.03985277323767919,0.0660781553099645,0.048112532343058255,200,0.16333885802039474,0.1983673422972086,0.2591638887113507,0.21397288050852384,200,0.47597161670898996,0.5317482705366685,0.5930921133800963,0.5370099012204113,200,0.7198316678216097,0.7578224563138349,0.7912789184585522,0.7589081603063189,200,0.08314563099626963,0.10030959633138392,0.12085481682745897,0.09949625474526165,200,12.0,13.0,13.0,12.5
fresh-zh-2,18,19,V,16,full_attention,200,0,200,0.219464371772483,0.2803905897308141,0.4177178148180246,0.3227898630872369,200,0.043733523413538936,0.053726617246866226,0.06885573938488958,0.05766161188483238,200,10.102204406133366,11.490776082827278,13.111335719139854,11.522210342292077,200,0.6313877753833353,0.7181735051767049,0.8194584824462409,0.7201381463932548,200,0.014687947408494988,0.02616198204898496,0.038921239336181926,0.026724411572927237,200,0.15024668851850015,0.1849362979756537,0.21859909014579687,0.18295310416096044,200,0.4032218916229758,0.45713703207054,0.5141414231586733,0.45774826331708107,200,0.6458577812228684,0.684933156698807,0.7367127613882485,0.6901858682662803,200,0.1066450601564698,0.13335088715478763,0.15786431375570556,0.13350750822035157,200,13.0,13.0,14.0,13.32
fresh-zh-2,18,19,QKV,16,full_attention,200,0,200,0.3294968142639846,0.3965512770228088,0.4856201363261789,0.4079517453722656,200,0.04950256980955601,0.061345502734184265,0.07889391258358952,0.06428984832018614,200,10.639726795051333,12.040430001644602,13.003814968129394,11.896175732781762,200,0.6649829246907083,0.7525268751027876,0.8127384355080871,0.7435109832988601,200,0.015360558173858537,0.021923786352624507,0.03358655348373444,0.02352446999362818,200,0.13557158666803165,0.15121115195854967,0.19280496233177397,0.1576780838303767,200,0.4227330702463845,0.4588547213598372,0.5105609907031137,0.46196181567596517,200,0.666401987984752,0.7140073510868454,0.7397872355751911,0.7096373145971054,200,0.09936859000570922,0.1181786828259131,0.14117991197913995,0.12074725231935556,200,12.0,13.0,14.0,13.01
fresh-zh-2,18,19,JS,16,full_attention,200,0,200,0.0032219047937360303,0.008727351967536379,0.014426813827594741,0.008820296328706831,200,0.000962602801155299,0.003277353127487004,0.0074657529126852746,0.0038093298792955467,200,2.507341334910479,4.477504812221616,6.281203520584329,4.464567491200771,200,0.15670883343190495,0.279844050763851,0.39257522003652057,0.2790354682000482,200,0.10315228033370576,0.17156138441682822,0.35876087690123126,0.20615982106380534,200,0.2601172774806182,0.3719046340678134,0.6014802552390575,0.4050797685287161,200,0.6989415753564249,0.8121332768210971,0.8872430146730127,0.800883430708973,200,0.9016709446595074,0.9414718953816446,0.9677019058950461,0.936942245580977,200,0.0074748144061829395,0.01428673427781333,0.02403330531498279,0.01530508423302874,200,5.0,7.0,8.0,6.69
fresh-zh-2,18,19,sqrtJS,16,full_attention,200,0,200,0.1801991507643834,0.27761521888896823,0.3554695088416338,0.27363203835324384,200,0.031025007553398612,0.05724814906716347,0.08640452027320862,0.05799578634090721,200,7.334868986779317,9.412911961385927,11.077758879926002,9.36214126871173,200,0.4584293116737073,0.5883069975866204,0.6923599299953751,0.5851338292944831,200,0.029622701960780155,0.046653341153934144,0.0787574263658076,0.050307644538884484,200,0.15641748139966435,0.1969667030021279,0.28189193173812366,0.20965446579842933,200,0.4930179417021164,0.5578293720615657,0.6167904546741356,0.5545430430302752,200,0.7463542328960098,0.7865632191004863,0.8257781520688219,0.7867799748411661,200,0.06078319793718209,0.07615962590512901,0.09195109644556287,0.07667649122156311,200,11.0,12.0,12.0,11.6
fresh-zh-2,19,20,Q,8,linear_attention,400,0,400,0.21508374549448492,0.5137318698689342,0.8095862653106451,0.5110034689609892,400,0.05792464315891266,0.13033463805913925,0.27519477903842926,0.14895880213938653,400,4.3819586456215625,6.017533519381162,6.8519280520768895,5.797861515507205,400,0.5477448307026953,0.7521916899226453,0.8564910065096112,0.7247326894384006,400,0.023936374496984693,0.047064097325120686,0.11795251774476971,0.06080436203703736,400,0.20859178786860513,0.27265141899623846,0.39654388543955693,0.2894650706168785,400,0.3791282476318722,0.45449854615605156,0.5681392614664926,0.4675485302617241,400,0.655418862758822,0.7193698040441492,0.8104280062026928,0.7283010855111249,400,0.06287880287561806,0.10257799040047749,0.13276625473307394,0.10049228189793982,400,6.0,7.0,7.0,6.475
fresh-zh-2,19,20,K,8,linear_attention,400,0,400,0.3427822642959654,0.5048338016495109,0.7881359469145537,0.5454670517286285,400,0.0829150527715683,0.14131422340869904,0.23521096855401996,0.15315406411886215,400,4.911879786919975,5.901373501250659,6.823242737487929,5.8532807064405805,400,0.6139849733649969,0.7376716876563324,0.8529053421859911,0.7316600883050726,400,0.024637585478146127,0.05080252054429725,0.08981635383197598,0.056645582446445644,400,0.20378490756400489,0.27358861276508073,0.36690619572963945,0.2799069249472273,400,0.3829667237758037,0.46298412617076984,0.5406730375392912,0.4646270621183692,400,0.6674417390852442,0.7312380982647706,0.7885197384753848,0.730605152188823,400,0.07488810289498735,0.09869312354057228,0.12902218406422897,0.10048224958950708,400,6.0,6.0,7.0,6.4425
fresh-zh-2,19,20,V,8,linear_attention,400,0,400,0.32972691711038354,0.48440330661833286,0.6789735980331898,0.49958652374509255,400,0.09193616211414338,0.12836939841508865,0.17157514542341232,0.13098743319511413,400,5.000756979560625,6.051076668892893,6.789549280380749,5.957479040345568,400,0.6250946224450781,0.7563845836116116,0.8486936600475936,0.744684880043196,400,0.025468781366201745,0.046011273704211014,0.08567988267912352,0.051665490547663,400,0.21128526954801474,0.26144100848979157,0.3395312924942187,0.2691798739672016,400,0.39506932309986503,0.45706279089909957,0.5394562271356179,0.46124843155852474,400,0.6641761654777416,0.7295426248186352,0.7866718082456551,0.7268695616593093,400,0.07619679033640862,0.10085283293724095,0.13390191581457864,0.10338244059518958,400,6.0,7.0,7.0,6.51
fresh-zh-2,19,20,QKV,8,linear_attention,400,0,400,0.38525272272527217,0.5362839074805379,0.7381349332630635,0.5451388669759035,400,0.0965897113084793,0.14157231897115707,0.213453708589077,0.15015659496188163,400,4.922100649057225,6.078426748611697,6.7823487381929155,5.964063396523909,400,0.6152625811321532,0.7598033435764622,0.8477935922741144,0.7455079245654886,400,0.025647498001710387,0.04516144218484122,0.08933190147795704,0.05227826199450467,400,0.21631362388828146,0.26545717202408103,0.3576051413367827,0.27600571663142187,400,0.3838206674834326,0.45324502750876,0.5359666313199962,0.45756213040415333,400,0.661495287235009,0.7211589259372411,0.7836710108285425,0.7217076288292066,400,0.07647427260789201,0.10371297876202508,0.13281400260502527,0.1039282969644982,400,6.0,7.0,7.0,6.54
fresh-zh-2,20,21,Q,16,linear_attention,400,0,400,0.10304542187368497,0.18540286284405738,0.5109435369260609,0.2405839985096827,400,0.015901263803243637,0.026190352626144886,0.08744883015751839,0.037909609344787897,400,10.040861265204287,11.913571146703452,13.123788089770242,11.710052273507058,400,0.6275538290752679,0.7445981966689658,0.8202367556106401,0.7318782670941911,400,0.01461068294478387,0.02286708073796547,0.03956611239332996,0.025503104133089014,400,0.12111623131238412,0.14767706658981455,0.19178790608156493,0.15300698989277303,400,0.41199169714094985,0.46308137735745003,0.5349818250884552,0.4685322732736497,400,0.6863506290532629,0.7255715115350507,0.7785222291004409,0.7293508652428403,400,0.0776104582270633,0.10078321164690446,0.12054050159329259,0.09975993820457407,400,12.0,13.0,13.0,12.4725
fresh-zh-2,20,21,K,16,linear_attention,400,0,400,0.21153694412205368,0.3370554861612618,0.4722403896506876,0.347156229307584,400,0.03031688090413809,0.05145837925374508,0.07830771803855897,0.055411372890230265,400,9.879459254420492,11.682024705390262,12.868192743014005,11.515045769575977,400,0.6174662034012808,0.7301265440868914,0.8042620464383753,0.7196903605984986,400,0.016225056484297035,0.024641711250146366,0.04130150171518798,0.027227095213540133,400,0.12431170982791663,0.14888633517991134,0.20967343368917718,0.15904126477403646,400,0.4213490816677721,0.47204729710719506,0.5324938352650782,0.4741402249553876,400,0.6942610972930997,0.7318381445513076,0.7681195633640776,0.7322326672854055,400,0.08223156982562664,0.09974593787774501,0.11683251668170767,0.09970676913028458,400,12.0,12.0,13.0,12.4525
fresh-zh-2,20,21,V,16,linear_attention,400,0,400,0.25448002079501747,0.33734766487032175,0.48101746896281844,0.35774384666641706,400,0.03685517683625221,0.05452725104987621,0.10371628552675248,0.06208037775475532,400,8.485617938460706,11.498552572886286,12.962185097254881,11.005043368961585,400,0.5303511211537941,0.7186595358053929,0.8101365685784301,0.6878152105600991,400,0.0156239864572188,0.026098635827590207,0.0590373200550462,0.034194447478901394,400,0.1232091361837478,0.15588210786453166,0.24859857978566055,0.17349321067389994,400,0.41800668150827985,0.4789534372257378,0.5785416960894778,0.49080687118265415,400,0.6894330266362995,0.7371233314608696,0.7955036321677438,0.7407626795801121,400,0.0723536338515867,0.09488413526003528,0.11590655219014549,0.09447652341728534,400,11.0,12.0,13.0,12.29
fresh-zh-2,20,21,QKV,16,linear_attention,400,0,400,0.24738598219119012,0.32032593665644526,0.4463034125044942,0.33773504111915825,400,0.036656650528311734,0.05000334046781063,0.0799660623073578,0.05475362613331527,400,9.628383600355354,11.612754879894869,12.818492427825559,11.384977532329312,400,0.6017739750222096,0.7257971799934293,0.8011557767390974,0.711561095770582,400,0.016546447079225247,0.025186361613840233,0.04411692730333632,0.028426675120830858,400,0.1248618433701965,0.15305463347382775,0.2206374854934659,0.16339800769931917,400,0.4274384049423568,0.4723972098022552,0.5398562534436137,0.4782124330546534,400,0.6958397222095623,0.7313340856922378,0.7726626289521457,0.7333113211598637,400,0.08060534832717549,0.09896946954288474,0.11601362660290662,0.09913390190415494,400,12.0,12.0,13.0,12.4425
fresh-zh-2,21,22,Q,16,linear_attention,400,0,400,0.06882400247268379,0.18573116953484714,0.3417895504739136,0.19976254678345867,400,0.008275804482400418,0.021871909499168396,0.05014982260763649,0.03415667988359928,400,11.53338278844459,13.792799943032323,14.559627926701252,13.235170147817184,400,0.7208364242777868,0.8620499964395202,0.9099767454188282,0.827198134238574,400,0.006595294774001043,0.010668368357011362,0.025819334935722433,0.019645070015268003,400,0.10079100224811331,0.12300982419171573,0.1785470977113007,0.14065775531096097,400,0.3536825296093656,0.38913870660580163,0.4563822598814049,0.40233657768886316,400,0.6217019126771438,0.6487547887609069,0.7124549021261866,0.6599026439763519,400,0.10609889149215687,0.14534908394769802,0.16286836837277346,0.13977136511469054,400,13.0,14.0,14.0,13.47
fresh-zh-2,21,22,K,16,linear_attention,400,0,400,0.12104345322586596,0.23283731169067323,0.3578012593556196,0.23653698855865513,400,0.015482682920992377,0.027707722038030624,0.04692872315645219,0.030609547620406373,400,12.209475786281681,13.718788301032,14.654972039056808,13.54949104198799,400,0.7630922366426051,0.8574242688145,0.9159357524410505,0.8468431901242494,400,0.006118642885511519,0.01108558538043812,0.02069747750651923,0.012538671388088356,400,0.09938112874720664,0.12272737716083175,0.1707865146552365,0.12908202086747686,400,0.3535306625396771,0.3903328504248249,0.43731792371885814,0.39327674229700643,400,0.6187657935730863,0.6551218826756682,0.6858540984771537,0.6538674303318862,400,0.1184405240862148,0.14566001010113805,0.16434477076615162,0.14354063043055493,400,13.0,14.0,14.0,13.5925
fresh-zh-2,21,22,V,16,linear_attention,400,0,400,0.15004875496961176,0.22157417214475572,0.3262884737923742,0.2326084670861019,400,0.017553484439849852,0.029581760056316853,0.04784855768084526,0.03201089103007689,400,11.474212133810969,13.439853596161646,14.347590617520165,13.093910583757301,400,0.7171382583631856,0.8399908497601029,0.8967244135950103,0.8183694114848313,400,0.007677988259530112,0.01269927728211313,0.026295530734713204,0.01609332024515764,400,0.10530787981043532,0.12665281092913822,0.18835361687215538,0.13892302081483077,400,0.359531339034474,0.40470571095549857,0.46519365299238413,0.4092468009260294,400,0.6326578863228246,0.6633027289735123,0.7059341314523627,0.6663453437999372,400,0.11156727204679956,0.1390167564476057,0.15730004544676104,0.13643011966573246,400,13.0,13.0,14.0,13.405
fresh-zh-2,21,22,QKV,16,linear_attention,400,0,400,0.15914542502723633,0.22510805120691657,0.31633296282961965,0.23658636618521997,400,0.019032919034361842,0.028000143356621265,0.04804670289158821,0.0344468352664262,400,11.95667753916341,13.745969464986537,14.598963630333644,13.352497291946415,400,0.7472923461977131,0.8591230915616586,0.9124352268958528,0.8345310807466509,400,0.006397880505664693,0.010931853868594639,0.022544294756478046,0.01578307453826965,400,0.09887806792057371,0.12466353348354708,0.17719463457939236,0.13631433232841927,400,0.35319149936210925,0.3914826475911559,0.44710681105569816,0.3982467478053253,400,0.6238262192048054,0.6514924336106952,0.6909869701161078,0.6558849388771258,400,0.11863972786289936,0.14608225758231444,0.16280632146758137,0.14293468858867048,400,13.0,14.0,14.0,13.59
fresh-zh-2,22,23,Q,16,full_attention,200,0,200,0.3663093815790489,0.4459937726496719,0.5909654686227441,0.4641306163536501,200,0.05626216419041157,0.08478598669171333,0.15513627529144283,0.09579937724396587,200,8.060869493090234,10.166767162297202,11.919316132141498,10.090913186669624,200,0.5038043433181396,0.6354229476435751,0.7449572582588436,0.6306820741668515,200,0.022823940753937108,0.038250331330052637,0.06566540717310967,0.041919581722297344,200,0.1377878541184072,0.1914478746767771,0.266630418197491,0.2001405225405304,200,0.4477244572239665,0.5155118295324064,0.5807146420264798,0.5139650922066674,200,0.7213904604665722,0.7567208381152651,0.7943420764739438,0.7572643605811561,200,0.05940194695495365,0.08243452363013759,0.1020097427749334,0.08178921648097236,200,11.0,12.0,13.0,11.83
fresh-zh-2,22,23,K,16,full_attention,200,0,200,0.34670295999385425,0.4595507131598424,0.640807054657489,0.4635155391111039,200,0.09416036754846574,0.14216911792755127,0.213063508272171,0.151237925440073,200,5.35434945996427,6.708372923294132,8.513620827933241,6.787457748583879,200,0.3346468412477669,0.4192733077058832,0.5321013017458276,0.42421610928649245,200,0.05862300032790808,0.09233903515062016,0.13255331528135744,0.09608886765725147,200,0.23888827508493102,0.3292894637945016,0.39130248330263434,0.32315702193155876,200,0.552844368582166,0.5964123074210952,0.6557452330915107,0.5972552385323177,200,0.7834214335094696,0.8121461600193804,0.840694013400649,0.8117203352348517,200,0.04119351933710362,0.062157479351489575,0.07525054107634731,0.06008881955618765,200,10.0,11.0,12.0,11.0
fresh-zh-2,22,23,V,16,full_attention,200,0,200,0.23345311305602084,0.2993957453290932,0.4970016268664039,0.33736590946442446,200,0.0518654689192772,0.10119126364588737,0.25077765882015224,0.13101759046316147,200,3.4331677399617866,5.930392238714632,8.49810179097805,5.862621956199848,200,0.21457298374761166,0.3706495149196645,0.5311313619361281,0.3664138722624905,200,0.05885211205675477,0.11319788923692634,0.24417404771421825,0.14043483524261244,200,0.22221848318885984,0.3428125720414256,0.5099584990605941,0.36012249946296426,200,0.5889063731709081,0.6756813694430817,0.7790410184439118,0.6834247171073744,200,0.8077367068851568,0.8538294752473312,0.9010914356878797,0.8527344583989407,200,0.03092599917273619,0.04640051538915988,0.06807046784921209,0.04891952940709511,200,8.0,10.0,11.0,9.96
fresh-zh-2,22,23,QKV,16,full_attention,200,0,200,0.33836357791442423,0.43763377936556935,0.5444308941019699,0.444455892132537,200,0.07637957483530045,0.1244831420481205,0.21034854501485822,0.13109229957684876,200,5.704836845565464,7.681773575478758,9.900431518716248,7.692501569460188,200,0.3565523028478415,0.48011084846742236,0.6187769699197655,0.4807813480912618,200,0.0410727895256019,0.07219018256859389,0.12030961605504087,0.07904438930688229,200,0.20460037665902386,0.28543954657863846,0.3743948821036761,0.2877652193445346,200,0.5205230142876641,0.5828079036475049,0.6447792654653233,0.5822370229148761,200,0.7659429372615634,0.7960861698590243,0.8323762151950365,0.7969292281607114,200,0.045599628145957256,0.07020308719780469,0.08575859071507999,0.06773132437934061,200,10.0,11.0,12.0,11.29
fresh-zh-2,22,23,JS,16,full_attention,200,0,200,0.0007367950744956887,0.00772236482562505,0.01609503587471863,0.00822785697112763,200,0.00028562566149048507,0.0036876266822218895,0.009380965214222669,0.004447453631291865,200,1.9799851413106009,2.9869010799867652,4.352054934982288,3.102468910118243,200,0.12374907133191256,0.18668131749917283,0.272003433436393,0.1939043068823902,200,0.1784295163937018,0.29044817210863744,0.47205792347631015,0.3141883179825297,200,0.34939824391502955,0.4899743034386207,0.6879486427401185,0.5101724534354644,200,0.8297345313004074,0.9041209886600927,0.9574739533921884,0.8961743464279366,200,0.9497207380272148,0.9759621593939646,0.9900062278066352,0.9725891211013746,200,0.0013486610062881663,0.0042507848975992,0.011009112195801963,0.005332989943601728,200,3.0,4.0,6.0,4.42
fresh-zh-2,22,23,sqrtJS,16,full_attention,200,0,200,0.07260303560906324,0.23694017919478938,0.30805367498251146,0.21687023622929702,200,0.016900292597711086,0.060725798830389977,0.09685527831315995,0.06006529964040965,200,5.325534666811308,7.062343284874409,8.729592759987023,7.017189744398395,200,0.33284591667570673,0.44139645530465055,0.5455995474991889,0.43857435902489966,200,0.05552307967244228,0.08436913727368543,0.13362625792397423,0.09300369715738753,200,0.20715641115806013,0.2658266403035652,0.3515270913709329,0.27525113136498064,200,0.5768886759222794,0.6532001293957612,0.7380530980760734,0.6556035301474417,200,0.8010733283871241,0.8517030914115188,0.8938012135357822,0.8501187743965459,200,0.0280943046160524,0.046067984663694855,0.06711216303038915,0.04665465452250071,200,9.0,10.0,11.0,10.015
fresh-en-1,0,1,Q,16,linear_attention,400,0,400,2.234930998273194,3.5310883498750627,4.6527290633879606,3.469649436067848,400,0.41280797123908997,0.8332870602607727,1.209194898605347,0.8354474094882608,400,6.226367467443348,8.139899293210867,10.510365405652692,8.18054595445664,400,0.38914796671520924,0.5087437058256792,0.6568978378532933,0.51128412215354,400,0.034820814169823515,0.06437513148421117,0.10464783173077424,0.06911764366069677,400,0.16843947008601867,0.23012941521497365,0.32827907476462276,0.240249907140078,400,0.507709366121756,0.6023417748356543,0.6949911487259492,0.6030826432864502,400,0.7521558717432947,0.8138294155386356,0.8701449698306754,0.8112156140811752,400,0.03815905125688387,0.06297055750476736,0.09611574582932063,0.06490486028917865,400,10.0,11.0,12.0,11.0175
fresh-en-1,0,1,K,16,linear_attention,400,0,400,2.6672797936946155,3.425931252539158,4.5168875466100875,3.524958591017639,400,0.489157047867775,0.6667049527168274,0.9598093152046206,0.7105951488763094,400,7.773096798822127,9.21570544596814,11.478127920136487,9.411324637121325,400,0.48581854992638296,0.5759815903730088,0.7173829950085304,0.5882077898200828,400,0.026263782535248418,0.04907777647301703,0.07055878795953471,0.04951417146096089,400,0.1536270424935471,0.1943972618510333,0.2586597019235089,0.201790065585419,400,0.4702001079767811,0.5670607842769645,0.6468327655968112,0.5600256623955385,400,0.7240993364085627,0.7893527719767768,0.8405807624921381,0.7852669490279997,400,0.048173260955288955,0.07166116040510198,0.0979250143869214,0.072823507184225,400,10.0,12.0,12.0,11.4825
fresh-en-1,0,1,V,16,linear_attention,400,0,400,1.6181118641979992,2.6892965445294976,4.556001805514098,2.970108881509077,400,0.2978472948074341,0.5580625236034393,1.102718198299408,0.677044918499887,400,6.352610433718244,8.778607005749569,11.404983940324158,8.815547892286256,400,0.39703815210739024,0.548662937859348,0.7128114962702599,0.550971743267891,400,0.02685969798896445,0.054840842425672894,0.10124352178696013,0.06065345569593322,400,0.15031578023950862,0.21015335814611086,0.30510330548762044,0.22146373954243845,400,0.4689738279110144,0.5706814381429993,0.6804917009819806,0.5767158032949978,400,0.7385965063342251,0.8096059756201381,0.8721097435170654,0.8067382010773199,400,0.03293960185396647,0.06087632626720197,0.0882869201475248,0.061249493470910375,400,9.0,11.0,12.0,10.9375
fresh-en-1,0,1,QKV,16,linear_attention,400,0,400,2.734647191502154,3.3793744368012995,4.43082140609622,3.520445009493269,400,0.5053462266921998,0.7177450358867645,1.01717768907547,0.7542269672453403,400,7.593485629853883,8.982527779648695,10.561354533006119,9.036272746571104,400,0.4745928518658677,0.5614079862280434,0.6600846583128824,0.564767046660694,400,0.03433048089562333,0.05208238818291653,0.07380461636970538,0.053516467141441114,400,0.16797489114982522,0.20667639999959206,0.2679313288961226,0.21318120192819542,400,0.49818285974571835,0.5755689018982981,0.6515263212168357,0.5746907963534565,400,0.7351683944811394,0.7969288402708317,0.8450067977184706,0.7925291609314834,400,0.04653508246529315,0.07042835489747537,0.09824510164814938,0.07151269004665935,400,10.0,11.0,12.0,11.4425
fresh-en-1,1,2,Q,16,linear_attention,400,0,400,0.4932698825286934,1.0213602213189006,1.6281458265148103,1.0659803825702694,400,0.08536823317408562,0.20087481290102005,0.38239128291606905,0.22786430266685784,400,7.016876538589014,9.213822806373706,11.164212981295533,9.181035817026496,400,0.4385547836618134,0.5758639253983566,0.6977633113309708,0.573814738564156,400,0.028876716779932716,0.04910184659778931,0.08534791137694102,0.053861621600688706,400,0.14451681620107873,0.19255139381257563,0.2763586186224678,0.20400164197210358,400,0.4788120046845227,0.5490563135957811,0.6429579124172133,0.5532461573490183,400,0.7493208500239771,0.8154344096519979,0.8899122047395697,0.818275563824142,400,0.01821186446497532,0.052334861114869034,0.08013902218047589,0.051337913255023085,400,9.0,11.0,12.0,10.4925
fresh-en-1,1,2,K,16,linear_attention,400,0,400,0.7984649914782495,1.1629895486403257,1.7354826693423095,1.2208493195035408,400,0.11778525412082673,0.19534742832183838,0.4292791157960893,0.24494460735470056,400,7.695978599585112,9.888124659408357,11.83680499946064,9.796729351936944,400,0.4809986624740695,0.6180077912130223,0.73980031246629,0.612295584496059,400,0.02344774271655922,0.04120684031683605,0.07193403343239543,0.046350168567002754,400,0.13253593648974718,0.17377125547815958,0.26944248566215007,0.19146204771406913,400,0.4477017522745427,0.5198989814740866,0.6051887150208005,0.5232734592764924,400,0.7355654627186871,0.7908391563493042,0.8813063391472371,0.7972375229561662,400,0.02322053734091502,0.060272258327300224,0.09060879268146069,0.05924438361702439,400,9.0,11.0,12.0,10.87
fresh-en-1,1,2,V,16,linear_attention,400,0,400,0.5248587501700968,1.0819192812778056,1.9770300139207393,1.1859704301759484,400,0.09696745052933693,0.20412401109933853,0.43642934262752536,0.24929563925601542,400,7.0074239445394175,9.114729800784406,11.391004846100728,9.148809454012484,400,0.4379639965337136,0.5696706125490254,0.7119378028812955,0.5718005908757803,400,0.02697466606518288,0.050360024193146447,0.08555317096717797,0.05513230238403486,400,0.1387922507717615,0.19145725407235945,0.2817647128892312,0.2037644935932714,400,0.46503744103682637,0.5561711120190782,0.6458764365310309,0.5563113581367254,400,0.7437048128449286,0.822518016356446,0.9070976014349672,0.8222166396198135,400,0.017000051400460736,0.049588532382416464,0.08641712655785642,0.05027575701830296,400,8.0,11.0,12.0,10.3875
fresh-en-1,1,2,QKV,16,linear_attention,400,0,400,0.7995891033613589,1.1612361561274156,1.7709278389811516,1.2402550661597342,400,0.1203035831451416,0.2050672098994255,0.3727079629898072,0.23898614736273885,400,7.963857490650867,9.888763036555027,11.841037769838795,9.881150120146764,400,0.49774109316567916,0.6180476897846892,0.7400648606149247,0.6175718825091727,400,0.023415603549033437,0.0411998762044576,0.06727178425682435,0.04454462898444515,400,0.13096510156449193,0.17470327702462282,0.25301981863755385,0.18590808871671968,400,0.4453974403840927,0.5183547634691132,0.591629820201727,0.5212573713438974,400,0.7280081183938285,0.7906337811310362,0.8790847538668738,0.7978887665102706,400,0.022839348819696004,0.06085974901084702,0.09160044560494329,0.05911894241895917,400,9.0,11.0,12.0,10.865
fresh-en-1,2,3,Q,16,full_attention,200,0,200,0.948799574363511,1.3145958668319508,1.764732945081778,1.3375451209355378,200,0.26402898132801056,0.3268849402666092,0.41940989196300504,0.3360720041394234,200,6.070270692698609,7.955288576687888,10.616733320086226,8.230375248220831,200,0.3793919182936631,0.497205536042993,0.6635458325053891,0.5143984530138019,200,0.033803723033825506,0.06741639882994804,0.10905313187222014,0.06943344719137264,200,0.1841855079953235,0.2545527535195912,0.34150651751935435,0.2594988540111153,200,0.4796707066968893,0.570146309923004,0.6625415744944808,0.5701600312163876,200,0.7513670141266213,0.8197962962918505,0.9033098802201723,0.8209732150259172,200,0.01245702187643904,0.045927958651912064,0.0806873403515382,0.046497614439233226,200,8.0,11.0,12.0,10.4
fresh-en-1,2,3,K,16,full_attention,200,0,200,1.0109024198900443,1.2307273106416687,1.609445944591425,1.3076426881743828,200,0.25361414849758146,0.31249481439590454,0.36692607998847954,0.3102434882521629,200,6.998705849878572,8.349572622676755,10.365628707007733,8.576305709125535,200,0.43741911561741076,0.5218482889172972,0.6478517941879833,0.5360191068203459,200,0.03623825147277862,0.061085228602307924,0.08576149902501261,0.060964982350360096,200,0.19415825673965206,0.24470573276556162,0.2871765057209829,0.24090295050963667,200,0.47765319903405207,0.5681173459011286,0.661245240865997,0.5658402826014348,200,0.7579121530518969,0.8237095466228523,0.9002946162473934,0.8237018166672861,200,0.013345774344385795,0.04020804644596182,0.07181708669559908,0.04387554096067126,200,8.0,11.0,12.0,10.34
fresh-en-1,2,3,V,16,full_attention,200,0,200,1.174977968283929,1.4640721594914794,2.2168957058340313,1.5379768557913485,200,0.28450166285038,0.3321179151535034,0.4153254747390744,0.3424178659915924,200,7.203112711988059,8.82285433092217,10.558721022460047,8.896391024601092,200,0.45019454449925367,0.5514283956826356,0.6599200639037529,0.5560244390375683,200,0.034359517538111096,0.05423463634129673,0.081434205057719,0.056334825370769795,200,0.1801661729241178,0.2302969127972347,0.27514746940500384,0.2285761381612623,200,0.4846144489350299,0.5512079487733337,0.6434725919014037,0.5585333361548663,200,0.7366312354020832,0.8008326702210231,0.884389902679427,0.8032060818073257,200,0.015420266335058818,0.05351963470302416,0.08885071719981696,0.05408025950667003,200,9.0,11.0,12.0,10.86
fresh-en-1,2,3,QKV,16,full_attention,200,0,200,1.1010740990925114,1.3543728347722208,1.8310944105382077,1.4172562011762784,200,0.2824027270078659,0.3214397579431534,0.3999712496995926,0.33167507566511634,200,7.051466896914471,8.452564179047128,10.582944184630527,8.717685363378575,200,0.44071668105715445,0.5282852611904455,0.661434011539408,0.5448553352111609,200,0.034124609663255125,0.059527793142735264,0.08460267987083449,0.059096589201155805,200,0.19049060067661536,0.24169465643832275,0.28761437780167387,0.23929467458421333,200,0.4733027615244746,0.5589565563114933,0.6517027008846887,0.5584453388754818,200,0.7445807477412757,0.8094723748407489,0.8941137978363501,0.8111042453298671,200,0.014149877714614578,0.04733354365090493,0.08122643701197324,0.04911841556807503,200,9.0,11.0,12.0,10.68
fresh-en-1,2,3,JS,16,full_attention,200,0,200,0.03657998311018673,0.06375922867209738,0.13071855896851048,0.07590858518343452,200,0.017119598388671876,0.03612196817994118,0.088840002566576,0.04750879812519997,200,1.3517448154556186,2.7036518264869738,4.922167708676823,2.9735965507494266,200,0.08448405096597617,0.16897823915543586,0.30763548179230144,0.18584978442183916,200,0.1500401072024709,0.3278649442112621,0.7224388057118413,0.3764720703865471,200,0.37722934025425736,0.584493422319244,0.8574665387411939,0.5955056245592193,200,0.720753322212144,0.8402769636062397,0.9366637648614378,0.8338450409046326,200,0.8986704348182338,0.9500650508651199,0.9800354476704709,0.943634389750679,200,0.004016308725895021,0.01166079986047167,0.023390373518317843,0.013164300579311177,200,3.0,6.0,9.0,5.92
fresh-en-1,2,3,sqrtJS,16,full_attention,200,0,200,0.5252659021643922,0.7200451572425663,0.9775034859310835,0.7384794788464205,200,0.1308414176106453,0.19005780667066574,0.29805870950222013,0.20634597267955543,200,4.794488709749097,8.205655685427681,10.553169124508095,8.009031013569468,200,0.29965554435931857,0.5128534803392301,0.6595730702817559,0.5005644383480917,200,0.03440937443169004,0.06332576025209877,0.15581127173801881,0.0780638007280054,200,0.1883847248399948,0.2682357262649282,0.42470076515085625,0.28363085772702634,200,0.49196037242739715,0.5682752056098923,0.6521272322138194,0.5669872715332271,200,0.7415683566855604,0.7903184435067119,0.8402944752219776,0.7894673620889282,200,0.05013157079692451,0.0726078709155922,0.095399863961596,0.0727427586290444,200,10.0,12.0,12.0,11.435
fresh-en-1,3,4,Q,8,linear_attention,400,0,400,0.6302353186532855,1.1633159555494785,2.6859279543161394,1.4234560057288035,400,0.13086697906255723,0.2523481994867325,0.9357782542705538,0.3734714508987963,400,4.383198816307348,6.696189453983499,7.283896320271379,6.401085543894203,400,0.5478998520384185,0.8370236817479374,0.9104870400339223,0.8001356929867753,400,0.01404475587313086,0.02781565428533014,0.11788175231154865,0.042358775790364754,400,0.18575378664789088,0.22255037191057692,0.33922301411408406,0.2421743045740307,400,0.3524755893172402,0.40569014759217903,0.6114095392857971,0.4310910646621672,400,0.6207783981983105,0.6765808068366589,0.8192517033580835,0.6908469294748969,400,0.06848843453388288,0.1273126600131304,0.16097731206917185,0.12399106304632061,400,6.0,7.0,7.0,6.755
fresh-en-1,3,4,K,8,linear_attention,400,0,400,0.7813272688537837,1.111222743988037,1.8391675867140296,1.214278789209202,400,0.15109480023384095,0.24492792785167694,0.43217862844467175,0.27287121130153535,400,5.987418858461102,6.911509401153365,7.364946802214619,6.7625808079952385,400,0.7484273573076378,0.8639386751441707,0.9206183502768274,0.8453226009994048,400,0.012318067921093941,0.02249851833851752,0.048020415420338275,0.02805273039436909,400,0.1780769246386972,0.20959856577888136,0.2749948617242884,0.2205960331691984,400,0.34033086231471443,0.38414510127490453,0.47210531273047385,0.39728468651716853,400,0.6191136328757632,0.6645397695013465,0.7263376296229,0.6675540183860753,400,0.10104444378861584,0.13444139693809745,0.1631149293432282,0.13336421373680626,400,7.0,7.0,7.0,6.9075
fresh-en-1,3,4,V,8,linear_attention,400,0,400,0.6016671929508448,1.0942686591297388,2.0394407607615,1.2276800348144024,400,0.14361953884363174,0.27152132987976074,0.5094483792781831,0.30339992376044395,400,5.5165883677438625,6.316489463861998,7.129061453791907,6.317421319928843,400,0.6895735459679828,0.7895611829827498,0.8911326817239884,0.7896776649911054,400,0.017452482404810076,0.03807533032707222,0.0643102365004019,0.039890088080244156,400,0.19088940744593189,0.24409814792243176,0.3092172537329375,0.24692371281523873,400,0.36263943305493457,0.43297148796065926,0.5058827611379061,0.43460504711625303,400,0.6379878588705928,0.7003844085412088,0.7559172749534665,0.6985543461258836,400,0.08894995346497382,0.11722317104633828,0.14874281474397755,0.11774612696945606,400,6.0,7.0,7.0,6.7775
fresh-en-1,3,4,QKV,8,linear_attention,400,0,400,0.8022432696074248,1.233229048550129,2.08050045222044,1.3658459807001053,400,0.1619195520877838,0.2708732634782791,0.6182220220565796,0.3241461719945073,400,5.016798247960995,6.819850935603542,7.276329876831179,6.595217795095848,400,0.6270997809951244,0.8524813669504427,0.9095412346038974,0.824402224386981,400,0.014207959176424883,0.024720881761060576,0.08494898609970297,0.033888299236001646,400,0.1819836350199073,0.2153251911428649,0.30612910375822694,0.22891742313977897,400,0.34864937689559816,0.39507204655668515,0.5526575667900605,0.4145404676041477,400,0.6233396079460133,0.6694136573472989,0.7732361047681235,0.678222176825968,400,0.08875942024456161,0.1327630917024994,0.15817161280058456,0.13001912991476752,400,6.0,7.0,7.0,6.86
fresh-en-1,4,5,Q,16,linear_attention,400,0,400,0.5661739772418514,1.033524300903082,1.548737435415387,1.0487494651833549,400,0.07677488327026367,0.155758835375309,0.28011648654937743,0.16980655890889465,400,9.54058196238418,11.563004274180736,13.034847721078421,11.449623798232153,400,0.5962863726490113,0.722687767136296,0.8146779825674013,0.7156014873895096,400,0.015165402251029645,0.02558156261450213,0.04513649543366974,0.028092598404531807,400,0.11772207118899897,0.15330654570551983,0.21473730098518573,0.15949296593598414,400,0.408405519488417,0.4672246275226445,0.5331915149756827,0.468262158216055,400,0.6815111071027325,0.7377848861387815,0.7908779380323566,0.7359790336775207,400,0.05668044193959548,0.08783713953036076,0.11980524321628522,0.08880168565433808,400,11.0,12.0,13.0,12.1025
fresh-en-1,4,5,K,16,linear_attention,400,0,400,0.6336847476661206,0.9515199940651655,1.3863349615596234,0.9780880847004301,400,0.08260805755853654,0.13552476465702057,0.23456682860851288,0.14650706651620568,400,10.439608141500683,12.080067106841595,13.448528931885292,12.001902712517099,400,0.6524755088437927,0.7550041941775997,0.8405330582428308,0.7501189195323187,400,0.012648100339200219,0.021633068318002303,0.035508306202475026,0.02332027475352894,400,0.11447453838353698,0.1405098994254031,0.1929915829477523,0.1483610316117159,400,0.3903108699302229,0.44735735197598236,0.500028661529038,0.44912106278242936,400,0.6736427389622814,0.720935236380688,0.7701319886219794,0.7191552692253345,400,0.06575611924543241,0.09578784114035244,0.13047202911319872,0.09687318871048539,400,11.0,12.0,13.0,12.3675
fresh-en-1,4,5,V,16,linear_attention,400,0,400,0.3309630745323375,0.7136850020033307,1.6051203388720752,0.8373229334133794,400,0.05630024708807469,0.11041045933961868,0.2880571067333222,0.14496010718867183,400,8.94148971568207,10.822653477115722,12.748692361240215,10.833477778076572,400,0.5588431072301294,0.6764158423197326,0.7967932725775134,0.6770923611297858,400,0.017002045119772557,0.03189209693025585,0.0526275707115471,0.03383457575533693,400,0.12740913570226398,0.16342687899664543,0.22097331528843098,0.17146103671826857,400,0.42262395318296647,0.49338072208399364,0.5586564342871563,0.4936577956625194,400,0.6948036998118188,0.7575450949049569,0.8141788763919582,0.7556197234006445,400,0.04588552139353022,0.07646246560030266,0.11457910754686676,0.0789859277402695,400,11.0,12.0,13.0,11.7825
fresh-en-1,4,5,QKV,16,linear_attention,400,0,400,0.6764165816130117,0.9491521252784878,1.4874159729108216,1.019960219575587,400,0.09058723673224449,0.13297109305858612,0.2412927031517029,0.15182253638282417,400,10.551028192725887,12.171941840187177,13.521055583087918,12.079058229642094,400,0.659439262045368,0.7607463650116986,0.8450659739429949,0.7549411393526309,400,0.012222641676116286,0.020966629665107612,0.03442934124906131,0.022584076082535383,400,0.11438074086551075,0.1415356176230052,0.18719380459025742,0.14692944830759347,400,0.3942103796029329,0.443952376087206,0.4990856825982414,0.4464748110851218,400,0.668005795100958,0.7149668152520021,0.7689533198016711,0.7164119723581883,400,0.06517239428564398,0.09687386971886072,0.13574425639454216,0.09878377784354246,400,12.0,12.0,13.0,12.42
fresh-en-1,5,6,Q,16,linear_attention,400,0,400,0.7682637390680611,1.1547599723562598,1.569871773198247,1.1581397689768347,400,0.10521993413567543,0.17117173224687576,0.27427761256694794,0.18747375680133702,400,9.50916937846209,11.99832555853395,13.444038522158142,11.70992515950617,400,0.5943230861538806,0.7498953474083718,0.8402524076348838,0.7318703224691356,400,0.012674576634574011,0.022234630915170077,0.045505796523784385,0.026324687411875852,400,0.1166679813585501,0.149743468290625,0.21949883914153398,0.16130263591572055,400,0.39733354404507426,0.45121762880172855,0.5384325424157789,0.46037287157335305,400,0.6687125145085518,0.7184613386296534,0.7741422478278941,0.7184242785026582,400,0.07837240424458317,0.10372847255576656,0.13485728812541103,0.1057338280285208,400,12.0,13.0,13.0,12.6125
fresh-en-1,5,6,K,16,linear_attention,400,0,400,0.8824158693663776,1.138687500730157,1.5312056209892035,1.172651090574218,400,0.10529714152216911,0.1579534038901329,0.24859169721603397,0.16948231166228653,400,11.122374400302377,12.824449968601705,14.054518441090336,12.666615471031482,400,0.6951484000188985,0.8015281230376066,0.878407402568146,0.7916634669394677,400,0.009228261448636185,0.016507814319700456,0.029236134897620388,0.018388176213125957,400,0.10866851795495212,0.13755310635705964,0.18935214486576998,0.143281900276671,400,0.37587373188771767,0.4245455589083859,0.4819297733510702,0.4279163926056065,400,0.6404680180888239,0.683179887961449,0.7342649586484324,0.6855171244908527,400,0.0954249142915524,0.12478354158782304,0.1521095252994814,0.1234154848653544,400,12.0,13.0,14.0,13.0375
fresh-en-1,5,6,V,16,linear_attention,400,0,400,0.600328029692173,1.060917580500245,1.6198514576070016,1.088670219099149,400,0.09182117953896522,0.16631858050823212,0.27578833103179934,0.1759972857683897,400,9.629064485655736,11.646865993303294,13.3881649781128,11.580309188308082,400,0.6018165303534835,0.7279291245814559,0.83676031113205,0.7237693242692551,400,0.01300569703004901,0.024917341397089506,0.04410910254951378,0.027063130896668862,400,0.12008248659517151,0.15588521391184174,0.217150469704818,0.1630437327288194,400,0.3991636528156446,0.46413214973339423,0.5363752981769776,0.4650200921540183,400,0.664589266033564,0.721545676148293,0.7821924083983142,0.7238605905298994,400,0.06902164006677221,0.10247854526412727,0.13444669343255874,0.10158407651603575,400,11.0,13.0,13.0,12.4675
fresh-en-1,5,6,QKV,16,linear_attention,400,0,400,0.9287251191213727,1.1830257810652256,1.4929384909570218,1.2071300790470558,400,0.11431095153093337,0.16038694232702255,0.2387257888913155,0.16842043263837694,400,11.309050699988678,12.849975342894167,14.050221972783795,12.77018758581391,400,0.7068156687492924,0.8031234589308854,0.8781388732989872,0.7981367241133693,400,0.009251470667743419,0.01634262982584435,0.027653324228697925,0.017498833204038878,400,0.11030839076921763,0.13414671001229264,0.17469306928174652,0.13900995628154095,400,0.3764104646535905,0.42312704727906564,0.4798279711508895,0.4262346805018312,400,0.6423216705584784,0.6838426029729531,0.725879868362153,0.685144730684903,400,0.09568884194494649,0.12515312729173686,0.15119528742610672,0.1240399041231213,400,12.0,13.0,14.0,13.0675
fresh-en-1,6,7,Q,16,full_attention,200,0,200,0.704794529848732,0.8954973140498623,1.1695378178730607,0.9208162792466464,200,0.1738428220152855,0.21330231428146362,0.2548262745141983,0.21514354325830937,200,6.498744607130998,9.073556721814573,10.903215541274744,8.942558875538005,200,0.4061715379456874,0.5670972951134108,0.6814509713296715,0.5589099297211253,200,0.031163800902270482,0.05089107225524822,0.09746805860788076,0.05720957485443558,200,0.17822316353109774,0.22970062248760031,0.33465025538902443,0.24178357527688368,200,0.4745447265307109,0.5376676707461168,0.6040678766489488,0.5395352800605019,200,0.7439194321420506,0.7956452743552107,0.8331478132638561,0.7911566930851651,200,0.03624822054227332,0.058557099771943,0.08073051638287695,0.059066670396006174,200,10.0,11.0,12.0,11.125
fresh-en-1,6,7,K,16,full_attention,200,0,200,0.7940170950023457,0.9337106640450656,1.2338959886692464,0.9765308360313065,200,0.16390912234783173,0.2076759785413742,0.25558628737926475,0.21144505679607392,200,8.235824914797698,9.377219017179222,10.874328966367425,9.493418418809252,200,0.5147390571748561,0.5860761885737014,0.6796455603979641,0.5933386511755783,200,0.03143234130466939,0.04708427445851279,0.06285562141828394,0.047040718485792936,200,0.17367197794562914,0.2193201045941068,0.26033378654654454,0.2185938032618412,200,0.47819825841861346,0.5299078290423314,0.5706757414676599,0.5284649050753172,200,0.7429876544186129,0.7886125552801035,0.8182859318605756,0.7838504224339157,200,0.039081856675619774,0.0603137502919301,0.08200966974593603,0.06214234327333388,200,10.0,11.0,12.0,11.24
fresh-en-1,6,7,V,16,full_attention,200,0,200,0.9884055231232197,1.1532038510777056,1.3873046927154062,1.1716601063753478,200,0.1760020047426224,0.22081384807825089,0.2761884540319442,0.2278510296344757,200,8.26709590001093,9.970156464183948,11.709943200354465,10.090112921552624,200,0.5166934937506831,0.6231347790114967,0.731871450022154,0.630632057597039,200,0.024431228269953677,0.040319479365850175,0.06235926497435392,0.04108991007612572,200,0.14232486226591323,0.19181935540421316,0.2708529064044339,0.198712324921032,200,0.4589254331538943,0.5119421077228734,0.5646551666984734,0.508416543857184,200,0.7323016078995594,0.7702791821645893,0.8084478140089761,0.7708692957041913,200,0.04484347925458758,0.06700373403981082,0.0896610020970473,0.06768758477225605,200,11.0,11.0,12.0,11.48
fresh-en-1,6,7,QKV,16,full_attention,200,0,200,0.8712185150827281,1.0402824106859043,1.223043517023325,1.0408493226702558,200,0.1742448091506958,0.2156040444970131,0.2560519903898239,0.21798965618014335,200,8.02160313162796,9.688187902457031,11.41896365440976,9.741112446786914,200,0.5013501957267475,0.6055117439035644,0.71368522840061,0.6088195279241821,200,0.0267452252926647,0.043433516698653155,0.06630807930044977,0.04465950294188996,200,0.1670947263614369,0.20846820360177704,0.2756778051675545,0.21290386664722902,200,0.46160249039682216,0.5224348477986831,0.5621384075676695,0.5168756794290319,200,0.7373330764017009,0.7815248457473716,0.8182293748928509,0.7767400682036921,200,0.04082117817627321,0.06183648480512356,0.08624314900080425,0.06445718695172137,200,11.0,11.0,12.0,11.425
fresh-en-1,6,7,JS,16,full_attention,200,0,200,0.0210299493551247,0.041246538941777544,0.06721432701724551,0.043585980836786435,200,0.006701526325196028,0.01422842824831605,0.04112701267004013,0.01909851892036386,200,1.7860569878673398,4.5360171233995725,7.3734922631087505,4.67952068477081,200,0.11162856174170874,0.2835010702124733,0.4608432664442969,0.2924700427981756,200,0.07799573239916363,0.1684882364505519,0.5305697372661342,0.23399521490718442,200,0.2163755568674938,0.3725131729390068,0.7405501321902432,0.41946526146364504,200,0.6392109590204115,0.7961574337460801,0.9319402144416754,0.7893348187273534,200,0.8923583286138922,0.9466221129758281,0.9795742236133427,0.9393528461758904,200,0.00338059084708163,0.009482982066217775,0.022206033332710727,0.01184926370899521,200,3.0,6.5,9.0,6.34
fresh-en-1,6,7,sqrtJS,16,full_attention,200,0,200,0.42382513666525484,0.6078069985378534,0.7762976725120098,0.6047175329021411,200,0.08186280280351639,0.11928264796733856,0.20279795229434966,0.12993449360132217,200,5.2684249272688914,9.284846390697087,11.584071745937548,9.020189238112819,200,0.3292765579543057,0.5803028994185679,0.7240044841210967,0.5637618273820512,200,0.025414074667080077,0.04821633030923124,0.13579863895911298,0.06206218609821719,200,0.13628849605637222,0.19926919792139358,0.3573190311116594,0.22364927416547772,200,0.46442194635302225,0.5545787239127964,0.6535459545865228,0.5606615276495901,200,0.7472960366904517,0.8005331227891845,0.8561625252391857,0.8010191938059725,200,0.04311398972753782,0.06126412435345474,0.08558115694072826,0.06341542019751516,200,10.0,11.0,12.0,11.1
fresh-en-1,7,8,Q,8,linear_attention,400,0,400,0.9464878834784031,1.5582775697112083,2.9107058852911,1.7703495920123533,400,0.22571634501218796,0.36515119671821594,0.7337479174137118,0.418825199007988,400,5.637848997727274,6.390615838899661,6.92381149587291,6.322460295813479,400,0.7047311247159093,0.7988269798624577,0.8654764369841137,0.7903075369766849,400,0.022204722105925896,0.03597651159057591,0.05985445470533928,0.039036237734593235,400,0.19729815342566234,0.23558746903598987,0.28426601630860715,0.23892439141863886,400,0.3744167072230134,0.42127290344102886,0.48375565712163293,0.42576413196341584,400,0.6600986840065891,0.7129747388496561,0.7755491152602882,0.7161451590726728,400,0.08717807224644548,0.10753361942941522,0.13259106962929343,0.10864366387310449,400,6.0,7.0,7.0,6.6575
fresh-en-1,7,8,K,8,linear_attention,400,0,400,0.29587780246511103,1.3316857907921076,2.1302281618118286,1.3505793981434544,400,0.06175224781036377,0.30029280483722687,0.5300436854362488,0.31198056460823864,400,5.730428692246048,6.436111467312488,7.008285784363738,6.400021282051126,400,0.716303586530756,0.804513933414061,0.8760357230454673,0.8000026602563908,400,0.020215161731297174,0.03471236497481557,0.05657945483029005,0.0369102295558765,400,0.19091308205700228,0.22275899268491542,0.27423060839622876,0.2293708406618569,400,0.36734390377955545,0.4109047477471825,0.483761550443415,0.41863879019956357,400,0.6574117720173502,0.713938634182789,0.766951627194338,0.7145666657366189,400,0.08712661344887594,0.11034598265737908,0.13472906965350992,0.1108709544837883,400,6.0,7.0,7.0,6.74
fresh-en-1,7,8,V,8,linear_attention,400,0,400,0.6123314969241619,1.2732290644198656,1.9485007584095002,1.277252502203919,400,0.1477032333612442,0.3260002136230469,0.6659458816051484,0.3689683119766414,400,4.483468942423248,5.7863149132204175,6.767493150175568,5.710281588149037,400,0.560433617802906,0.7232893641525522,0.845936643771946,0.7137851985186296,400,0.02601741806177653,0.05465330811455165,0.11204833987527756,0.06285332811397336,400,0.20827549933278786,0.2612300592887439,0.38986242725355935,0.2809431239976787,400,0.38692017375926524,0.4609215685023522,0.5735366330265104,0.471533302387452,400,0.6731214069425167,0.7510156002949998,0.8286852509543848,0.7520838965871497,400,0.06267121005276431,0.09067035172824107,0.12475182415814548,0.09266975740687243,400,6.0,6.0,7.0,6.325
fresh-en-1,7,8,QKV,8,linear_attention,400,0,400,0.931118180602789,1.4962615873664618,2.256703768670559,1.562762504387647,400,0.20242130309343337,0.35793085396289825,0.5517511188983918,0.368903941065073,400,5.624799861092076,6.332871957031749,6.894324056292317,6.293089391789616,400,0.7030999826365095,0.7916089946289686,0.8617905070365396,0.786636173973702,400,0.022910690305291522,0.03760713607041573,0.06032469450155453,0.039984388646460235,400,0.19804511860639032,0.23175319177899278,0.2953012330958894,0.23884446010755894,400,0.37836601710143425,0.42121551022909387,0.48087134422572936,0.4271086421246703,400,0.6706226669881539,0.7251146710314096,0.7764089088582178,0.7229980789228566,400,0.0895136743584083,0.10782311907684719,0.13184682203706802,0.10924205563047348,400,6.0,7.0,7.0,6.665
fresh-en-1,8,9,Q,16,linear_attention,400,0,400,0.6070104320533574,0.9067567926831543,1.1999021530151368,0.9119760517461691,400,0.0825454406440258,0.1260710507631302,0.20973798036575317,0.13822114740498365,400,10.265056125706053,12.424898664612584,13.659821630652354,12.163357589789303,400,0.6415660078566283,0.7765561665382865,0.8537388519157721,0.7602098493618314,400,0.011421224708755817,0.019182463004563603,0.037246654788831664,0.022407370325958055,400,0.11157062818954842,0.14051746921552533,0.2027273658479494,0.14962862307951247,400,0.3890636778001099,0.4383249794075981,0.5092158490411423,0.44414624128338837,400,0.6631284831697636,0.7078375137427001,0.7588247426215273,0.7091028344739562,400,0.08445549662116993,0.10884091110247933,0.13445706357614887,0.10915460308997577,400,12.0,13.0,13.0,12.6875
fresh-en-1,8,9,K,16,linear_attention,400,0,400,0.6323070602491498,0.8548832177184522,1.1772200994193556,0.8896699144935701,400,0.08282828703522682,0.11520854011178017,0.1833632454276085,0.12645583356730639,400,11.04570487773524,12.65198113751559,13.814199289209286,12.535487732930596,400,0.6903565548584525,0.7907488210947243,0.8633874555755804,0.7834679833081623,400,0.010548571932231885,0.017641606048966488,0.02990184148026892,0.019073353740446174,400,0.11078671461901378,0.1369087925384081,0.177843636786369,0.14159715183787902,400,0.38649372059484693,0.43143297944324893,0.49030923674098414,0.4358539541889845,400,0.6573873705846368,0.6965255522635809,0.7404600071183093,0.6971139947479787,400,0.09289461809305943,0.11826204424381498,0.14291525195667093,0.11880124152779212,400,12.0,13.0,14.0,12.93
fresh-en-1,8,9,V,16,linear_attention,400,0,400,0.42908118362538517,0.7514993599615991,1.2147094633430242,0.7961950068455189,400,0.06230545081198215,0.10426175594329834,0.18898674845695496,0.11917674789205193,400,10.387996967089066,12.411267809027702,13.683809156777368,12.170210651725757,400,0.6492498104430666,0.7757042380642314,0.8552380722985855,0.7606381657328598,400,0.011284341988446791,0.0192767535918396,0.03601614703510141,0.022253234644721953,400,0.11100980234413184,0.14039500685822304,0.20002895542572496,0.14959486888672213,400,0.3848289486427891,0.43914656583209405,0.5086486354833948,0.44377163403348624,400,0.6610199499477317,0.705567551389675,0.7567553306241096,0.7075256323645357,400,0.08104022718925673,0.10993018657593058,0.13374696265975647,0.10907694315376375,400,12.0,13.0,13.0,12.695
fresh-en-1,8,9,QKV,16,linear_attention,400,0,400,0.6932302778586745,0.8939938908442855,1.1676303837448359,0.9143451267119963,400,0.0818116083741188,0.11631309986114502,0.17395793199539186,0.12413974925875663,400,11.576339528650626,13.106297742226111,14.112753705414308,12.895273568385026,400,0.7235212205406641,0.819143608889132,0.8820471065883942,0.8059545980240641,400,0.00891508754003735,0.01471914409182325,0.025475298029896367,0.016848891123169132,400,0.1045271453356545,0.1291183437967932,0.18017723984847347,0.1360300248562872,400,0.37327479251058987,0.4161979816990303,0.47694368529170406,0.42015087939618573,400,0.6433031231226647,0.681086454830793,0.728392240051663,0.6841948586684446,400,0.09994393934612235,0.12528678116083536,0.14864559017689513,0.12464203221973566,400,12.900000000000006,13.0,14.0,13.07
fresh-en-1,9,10,Q,16,linear_attention,400,0,400,0.5911897634156048,0.971417797729373,1.4385213758796456,0.9927398923510918,400,0.07862688973546028,0.14568262547254562,0.258398848772049,0.1655398803856224,400,8.301619620302397,12.424129421285567,14.065394468918116,11.809712500379186,400,0.5188512262688998,0.7765080888303479,0.8790871543073823,0.7381070312736991,400,0.009169578151820953,0.019187780270141216,0.06182346929316535,0.029226845717694877,400,0.1099473669490704,0.14248138560506401,0.2640789801094023,0.16535261853877542,400,0.3751454537343328,0.4365722274271774,0.5615250689219099,0.45259452274673345,400,0.6450473787167641,0.7024583459737376,0.7900427626121447,0.7115994346168725,400,0.06961536755566518,0.11083896103405731,0.1438247252029882,0.10823463941989513,400,12.0,13.0,13.0,12.6125
fresh-en-1,9,10,K,16,linear_attention,400,0,400,0.5946242531761528,0.8478443613275886,1.1840944074094295,0.871135561830015,400,0.07446554973721504,0.11519348248839378,0.16995172798633576,0.12028403769247234,400,10.549285512368025,12.972315807446954,14.425008287211448,12.712822515189973,400,0.6593303445230015,0.8107697379654346,0.9015630179507155,0.7945514071993733,400,0.00727898771604036,0.01555976747433167,0.03444604154887297,0.018506599106899665,400,0.10209242735246339,0.12992744304582096,0.19340092297569486,0.13964911344364841,400,0.3592895824498176,0.41231036761758694,0.5098439554283221,0.4227395498424912,400,0.6313341086885862,0.6780047290866777,0.7607935107506781,0.6888854020278815,400,0.0812711923511712,0.12499023766221395,0.14986821912439047,0.11892558068973458,400,12.0,13.0,14.0,12.885
fresh-en-1,9,10,V,16,linear_attention,400,0,400,0.46655475879088043,0.694292152300477,1.1977318368852141,0.7830342625826597,400,0.05845900662243366,0.09787659719586372,0.18204079568386078,0.109708200301975,400,10.79670724624694,12.799561081491053,14.098469985754189,12.585144444076532,400,0.6747942028904338,0.7999725675931908,0.8811543741096368,0.7865715277547832,400,0.00899166930099007,0.016669541140850203,0.032128917791397246,0.01915084256542966,400,0.10634733888134494,0.13420035804145325,0.1814061567037344,0.14053209500203084,400,0.3705575396237194,0.4225866918800977,0.4920889905616666,0.4271593782406484,400,0.6446972305378428,0.6932596927957679,0.7563180219386684,0.6969348333017064,400,0.07840079338564739,0.11551890932463348,0.14459395356534224,0.11412406729654365,400,12.0,13.0,14.0,12.7825
fresh-en-1,9,10,QKV,16,linear_attention,400,0,400,0.6377313435077667,0.9152962598018348,1.2620975852012637,0.9343612542306073,400,0.07677633911371232,0.11948640644550323,0.19208532124757768,0.13030948131345213,400,10.357105699830317,13.281428814238446,14.563325631726023,12.857813217521873,400,0.6473191062393948,0.8300893008899028,0.9102078519828765,0.803613326095117,400,0.0065766772212237975,0.013645997606642514,0.03632221423452987,0.018165359049485318,400,0.09717792129277648,0.12738703947564595,0.19875304423416926,0.1397535679882335,400,0.3500467030986209,0.40565446005452366,0.4903084005348662,0.41452393551571715,400,0.6224946321414305,0.6713920031240022,0.7545570327695006,0.680820957911161,400,0.083562055059871,0.12944488972430918,0.15645529725672752,0.1245111882230568,400,12.0,13.0,14.0,13.0275
fresh-en-1,10,11,Q,16,full_attention,200,0,200,0.6233514178544283,0.8477539476007223,1.1313497941941022,0.864531800642144,200,0.09261990860104562,0.12799295783042908,0.16213646531105042,0.12703987561166286,200,11.083121410511584,12.33530870232173,13.516670229505364,12.303993275644102,200,0.692695088156974,0.7709567938951081,0.8447918893440852,0.7689995797277563,200,0.012248285507573719,0.019806210387773356,0.029575802469652645,0.020589419749336493,200,0.12059200021166196,0.14568953492165526,0.1819297448828569,0.14910866795322417,200,0.40007387310569625,0.43991574423397506,0.4870083295202077,0.44172911545795057,200,0.6633287162181966,0.702975283069781,0.7459089131971716,0.7032529186849978,200,0.08783156294418897,0.11597740218955471,0.13523742874716974,0.11330198812926309,200,12.0,13.0,13.0,12.82
fresh-en-1,10,11,K,16,full_attention,200,0,200,0.6800970683805645,0.847108400426805,0.9841707344166932,0.842388323675841,200,0.0932523988187313,0.18622612953186035,0.2628218740224838,0.18055713117122651,200,6.831904644430433,10.135327225600486,12.63554945002832,10.042840061771924,200,0.4269940402769021,0.6334579516000304,0.78972184062677,0.6276775038607453,200,0.017751430611250053,0.038580493450923,0.08946885431236626,0.046074088112288365,200,0.12633302196797447,0.1970723329010813,0.32237500984223744,0.2120215437822686,200,0.4337426493856024,0.5097912751392226,0.5820843687969331,0.5114911555571688,200,0.7047975019694904,0.7459314267217192,0.8060394526965863,0.7514484662784647,200,0.06533122729366882,0.09748410784204035,0.12131077370282961,0.09361191047261495,200,11.0,12.0,13.0,12.22
fresh-en-1,10,11,V,16,full_attention,200,0,200,0.7686313582584262,0.9857306042686105,1.1916024396196008,0.9675404566898942,200,0.0949378065764904,0.12796563655138016,0.21206880509853362,0.1381375689804554,200,11.073414657827414,12.676510619831506,13.880663018912692,12.610443800586177,200,0.6920884161142133,0.7922819137394691,0.8675414386820433,0.7881527375366361,200,0.010178904699318604,0.01747881414906011,0.029660328925843533,0.018491370356752187,200,0.10627799103028163,0.1370622484430256,0.19449539198847193,0.14159127914808728,200,0.38537925019478797,0.4288803086713212,0.4663899522615944,0.4283227395377166,200,0.6557914448707022,0.6953265317172332,0.7364893087064365,0.6973511955899485,200,0.09234897368639247,0.1197079753559683,0.1391725013906082,0.11682758756430534,200,12.0,13.0,14.0,12.9
fresh-en-1,10,11,QKV,16,full_attention,200,0,200,0.7310712728649378,0.9247950157150626,1.100934425368905,0.9188851007819175,200,0.09555794224143029,0.14651821553707123,0.1867323637008667,0.14397828802466392,200,10.181497428447223,12.162679164102345,13.51513785670134,11.95559962381206,200,0.6363435892779514,0.7601674477563966,0.8446961160438338,0.7472249764882537,200,0.012257180879865775,0.021033367430259478,0.03809874098679807,0.023718019033761684,200,0.11219114064328034,0.1534239971476366,0.21174015876909552,0.15776689704574276,200,0.40151250960251883,0.44164458518768407,0.5117346580720709,0.45302702288091495,200,0.6732404801270179,0.7152158421781707,0.7554212286570804,0.7151006381798125,200,0.08130715972510741,0.1125337841224287,0.13469992492262145,0.10986820736768976,200,12.0,13.0,13.0,12.735
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fresh-en-1,11,12,V,8,linear_attention,400,0,400,0.40966571010649205,0.7090068785473704,1.3721489839255814,0.822325454945676,400,0.0932987503707409,0.17045152187347412,0.3586284995079041,0.20707087761722506,400,5.70724240881158,6.530690915793778,7.17927972446588,6.47746376894724,400,0.7134053011014475,0.8163363644742222,0.897409965558235,0.809682971118405,400,0.01633113148272599,0.03214076854143387,0.05738976178152401,0.034936112599367214,400,0.19416638584896312,0.2435624165748207,0.30346263875665414,0.245877599984745,400,0.360049786245077,0.4113513954222471,0.47683463113878694,0.41534938462501414,400,0.6313436976228772,0.683580585877189,0.7369502103048826,0.6839693390150956,400,0.08468630236873252,0.12112264009059343,0.15558656302894555,0.12173724458077556,400,6.0,7.0,7.0,6.8
fresh-en-1,11,12,QKV,8,linear_attention,400,0,400,0.6695722434669733,0.9737617634236813,1.4699242446571588,1.0259376918058842,400,0.15512494146823883,0.24131304770708084,0.37777670025825505,0.25822414975613356,400,5.917319637446901,6.573636620480408,6.968569728815417,6.508530547434167,400,0.7396649546808626,0.821704577560051,0.8710712161019272,0.8135663184292709,400,0.0211445407853598,0.03099748534940353,0.05028049688278485,0.03342526924951561,400,0.21369708065143506,0.24717857328140533,0.2961957323016306,0.250994432492419,400,0.3753533510823,0.4094599139837099,0.4594258168986935,0.4134366145626896,400,0.6394669697597971,0.6769448204384146,0.715005530353559,0.6761832911579259,400,0.09667641657455553,0.12475849116511666,0.1550902544220896,0.124751852060638,400,6.0,7.0,7.0,6.86
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fresh-en-1,13,14,Q,16,linear_attention,400,0,400,0.38587391609326005,0.6040984917199239,0.9251342911273243,0.6330764132403419,400,0.05596090294420719,0.10490240156650543,0.17073518931865694,0.10768222124082967,400,9.049924681683754,11.20894886640028,12.745485458953814,11.019996260893349,400,0.5656202926052346,0.7005593041500175,0.7965928411846134,0.6887497663058343,400,0.017023126484248807,0.028495393526881914,0.05119803810629733,0.03193805800542335,400,0.12355473699501456,0.16101374796579332,0.22482045349795793,0.16916563044889554,400,0.42063078432393225,0.48025343701919054,0.5569519138818774,0.4854138120642995,400,0.6984053024785097,0.7484979737849548,0.8014359438012052,0.7488587160328416,400,0.05877644099045833,0.08314924996652645,0.11196985507825112,0.08361870610330539,400,11.0,12.0,13.0,11.9275
fresh-en-1,13,14,K,16,linear_attention,400,0,400,0.43110426678322256,0.6153574767522514,0.93125104540959,0.6522414822975406,400,0.06342344433069229,0.10198630392551422,0.17182498276233674,0.11229783963412046,400,9.466881356501704,11.26579073181909,12.882829360778084,11.182182592684812,400,0.5916800847813565,0.7041119207386931,0.8051768350486302,0.6988864120428008,400,0.01613104306962981,0.028015269875100807,0.04600683653386488,0.030472140818704318,400,0.12392575955873118,0.16394327476466236,0.2241900720502706,0.17025395484046738,400,0.4159190131955582,0.4775634959011829,0.5445528443290275,0.47872412709523054,400,0.6873734845036722,0.7383968589247769,0.7847045412168916,0.7388570560911569,400,0.06455250246653593,0.09181227828863649,0.11854492766760194,0.0919839941054243,400,11.0,12.0,13.0,12.195
fresh-en-1,13,14,V,16,linear_attention,400,0,400,0.2900645933113992,0.48444348643533885,0.9060238415375352,0.5558347255448461,400,0.04291451759636402,0.08081001043319702,0.15883952975273133,0.0956442926172167,400,9.082088108694267,11.182737128421905,12.937344798062185,11.029474177962703,400,0.5676305067933917,0.6989210705263691,0.8085840498788865,0.6893421361226689,400,0.015782789673193617,0.02871844968737506,0.05078076652324791,0.03287630538483202,400,0.12097299468637882,0.16364300191529996,0.2316634520292726,0.17091962330260344,400,0.4107163934931436,0.4782539947641684,0.5566652830327425,0.4834321985556987,400,0.6858478089555013,0.7493497825824824,0.8054376502573247,0.7476701447073734,400,0.057861569823473076,0.0836187740495665,0.11742488317182441,0.08550577094016727,400,11.0,12.0,13.0,11.9875
fresh-en-1,13,14,QKV,16,linear_attention,400,0,400,0.44669262883253397,0.623176051536575,0.895405951049179,0.6510813516378403,400,0.06379591152071953,0.09507973119616508,0.15422177463769912,0.10377238671295345,400,9.936992727120396,11.636051701966881,13.048391316169603,11.536166028030898,400,0.6210620454450247,0.7272532313729301,0.8155244572606002,0.7210103767519311,400,0.015080325965394503,0.02500251873711617,0.04067634708726738,0.027247416794218743,400,0.11910349186550723,0.15268726401867833,0.20756579424184052,0.15914044390480855,400,0.408817362329244,0.4631131582779432,0.526147748039087,0.4668917532067847,400,0.684571216698779,0.7332940035915071,0.7834012840377015,0.7323544734283491,400,0.06558309125821403,0.09340692378298066,0.11996441808490575,0.09349140361054459,400,11.0,12.0,13.0,12.25
fresh-en-1,14,15,Q,16,full_attention,200,0,200,0.6563409255351871,0.8885973512660712,1.1189436026848854,0.8895391296368325,200,0.10744329616427421,0.13625537604093552,0.16880006939172745,0.13614295069128274,200,10.06622890678192,11.3995462231671,12.568105344479184,11.298629109686868,200,0.62913930667387,0.7124716389479437,0.785506584029949,0.7061643193554292,200,0.018204254305053534,0.026904311137326876,0.03929820876447321,0.02843344256938163,200,0.1273237626847258,0.15231394655018,0.18881087880584652,0.15567140948879182,200,0.43790628827696393,0.48271703602284305,0.5308263678853762,0.4824258262657118,200,0.7068053089766504,0.7451939087679385,0.7798337437196036,0.7443418419102259,200,0.0686915516833074,0.08643757504508862,0.10901966952622595,0.08786601411126468,200,11.0,12.0,13.0,12.09
fresh-en-1,14,15,K,16,full_attention,200,0,200,0.4422917545773089,0.6692723147571087,0.8980086565949023,0.6666717913839966,200,0.08063044473528862,0.13187910616397858,0.26484550237655635,0.1580746714770794,200,6.496921061890318,8.634981013580475,10.647325722358193,8.592294287572662,200,0.4060575663681449,0.5396863133487797,0.6654578576473871,0.5370183929732913,200,0.03351509067240662,0.056861881560029734,0.09751663408847647,0.06317353693975691,200,0.16137887751080895,0.2089274880791548,0.307736514048632,0.22779521059396768,200,0.5046569457559306,0.5892182690968026,0.6774019030472233,0.5882521444102824,200,0.7691001509701026,0.8213856097899936,0.8655278039685198,0.8219825699711337,200,0.03543520661033324,0.0521927683576505,0.07109596605144249,0.05222577504585699,200,10.0,11.0,11.099999999999994,10.58
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fresh-en-1,22,23,Q,16,full_attention,200,0,200,0.3592355742584914,0.4290063641965389,0.5183386398013681,0.4358051378687378,200,0.05295615456998348,0.08061966672539711,0.12658628970384597,0.08682604677975178,200,8.498477804325665,10.389816369128663,12.540282437340775,10.431883194149066,200,0.5311548627703541,0.6493635230705415,0.7837676523337984,0.6519926996343166,200,0.01839256076685949,0.035997972876121255,0.058846210823366635,0.038183476836575574,200,0.13509375279852576,0.19369463025565364,0.263116682752461,0.19706982427250996,200,0.4226903900728656,0.49702955245723746,0.5538745436937531,0.4937323321627609,200,0.6849005184152759,0.7440087642227886,0.7830875008357476,0.7395746941226733,200,0.06609867796105949,0.0894409030977984,0.11773693285425921,0.09111001414597193,200,11.0,12.0,13.0,12.155
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fresh-en-1,22,23,V,16,full_attention,200,0,200,0.18909952223766596,0.25209691270720214,0.3402364259818569,0.2632962192245759,200,0.03445771336555481,0.06500118225812912,0.14765326529741285,0.08498518273234368,200,3.7907766066634667,7.604634218782142,11.037576690480968,7.432812717686302,200,0.23692353791646667,0.47528963867388385,0.6898485431550605,0.46455079485539386,200,0.029973636053918434,0.07359972122606995,0.21477279383423586,0.1024102973704517,200,0.16090193943222877,0.28487560712478993,0.49306594634220835,0.30398565210836764,200,0.49545155390891044,0.5872090868164739,0.6985055282853629,0.5938313081564036,200,0.7466452297397497,0.8175944880420538,0.8688542602800692,0.8086692862370422,200,0.0410416809296553,0.05915167581360657,0.088387367754954,0.061955791457909866,200,9.900000000000002,11.0,12.0,10.92
fresh-en-1,22,23,QKV,16,full_attention,200,0,200,0.3165625500259921,0.3903192594880238,0.4747440696693957,0.39382400568167214,200,0.05849056728184223,0.08628058061003685,0.1325710192322731,0.0935366622172296,200,6.609176746232382,9.043481104332157,11.62641145284913,9.02073667887968,200,0.4130735466395239,0.5652175690207598,0.7266507158030706,0.56379604242998,200,0.025078482539711726,0.05128207313746439,0.09472850067847781,0.05787633461985751,200,0.1533327697107659,0.22689142102930943,0.33277540974781106,0.2369125603220013,200,0.46867103693328954,0.538736420168326,0.605079627042817,0.5383087529349373,200,0.7142758519297637,0.7724137837943109,0.8124701520823968,0.7661928601375356,200,0.05926498734040882,0.0789352885292616,0.09938865574208369,0.08012805172165825,200,11.0,12.0,12.099999999999994,11.81
fresh-en-1,22,23,JS,16,full_attention,200,0,200,0.0006548373678775478,0.005710974774956412,0.010046254622852756,0.005727734705190684,200,0.0003446378308581188,0.002191954874433577,0.005025189882144332,0.0028395897474547383,200,2.0805880696920287,3.456884827849072,4.795167555360664,3.4264856378474575,200,0.1300367543557518,0.216055301740567,0.2996979722100415,0.2141553523654661,200,0.15577992324836368,0.24189662990558702,0.44600929059296407,0.2787465944918049,200,0.31801049757627503,0.4574181097015638,0.6713400086388607,0.4804506375313599,200,0.7890561926977303,0.8653031491092444,0.93487827550346,0.8635734485331668,200,0.9305897464303312,0.9601534309674675,0.9821965403596922,0.9579355198906288,200,0.003565159552665757,0.008419251055247715,0.01576835887178605,0.009210318846961947,200,4.0,5.0,7.0,5.425
fresh-en-1,22,23,sqrtJS,16,full_attention,200,0,200,0.06319582018768415,0.21820172836305574,0.2689065179089084,0.19664797570407244,200,0.018564413674175738,0.046818315982818604,0.07088856622576714,0.048208457650616765,200,6.231787440009218,8.087427799617846,9.606946661964134,7.942121688052594,200,0.38948671500057613,0.5054642374761154,0.6004341663727584,0.4963826055032871,200,0.04436429250269472,0.06522627446553322,0.10450701511879815,0.07312091215983446,200,0.18335785834009402,0.23800731424651156,0.32609806366392924,0.24993717399838947,200,0.5431624918329219,0.6045795630472731,0.6805249844030334,0.6099194619996151,200,0.773016331414066,0.8156516430145131,0.8662197142008561,0.8177819383249778,200,0.042215155369451175,0.06066362336116296,0.08112226200805865,0.06092651660864405,200,10.0,11.0,12.0,10.86
fresh-en-2,0,1,Q,16,linear_attention,400,0,400,2.4726752978749573,3.7375750923529267,4.850858685933053,3.6861189761641437,400,0.46132279336452486,0.8543250560760498,1.1934852480888367,0.8383005390316248,400,6.370148327369052,8.569242898757494,10.582774403795472,8.509324284369315,400,0.39813427046056576,0.5355776811723434,0.661423400237217,0.5318327677730822,400,0.034126061746137866,0.05780951991934226,0.1007820661802688,0.06362601097720445,400,0.1641044477471998,0.22125739735807703,0.30661290944083297,0.2265869632546195,400,0.5068489897298353,0.5937344584591551,0.6911788683528843,0.5988805846990324,400,0.7512344768410083,0.8079303279028176,0.8646909538119537,0.8071989728185577,400,0.04174391912420662,0.06480786376597439,0.09439553022675148,0.06659055561126649,400,10.0,11.0,12.0,11.115
fresh-en-2,0,1,K,16,linear_attention,400,0,400,2.9589993285480887,3.6147952508181334,4.718218704406172,3.7445520730968567,400,0.4922227650880814,0.7032828629016876,0.9911369681358339,0.7268326603621245,400,7.514437478258538,9.898047495738098,11.573468821562177,9.685346151940486,400,0.4696523423911586,0.6186279684836311,0.723341801347636,0.6053341344962804,400,0.025498166889913056,0.041098731578761385,0.07528234231793031,0.0467694330856743,400,0.14839073747428455,0.18401677417925733,0.2528621414643858,0.19402203840318355,400,0.4637833956027394,0.5404437625709599,0.6572332192339179,0.5527928895103493,400,0.725146747672929,0.7744256398733314,0.8421464561317874,0.7802984129646038,400,0.04984795481484179,0.07412155184761895,0.09673434123797693,0.07391592663543128,400,10.900000000000006,12.0,12.0,11.5675
fresh-en-2,0,1,V,16,linear_attention,400,0,400,1.601429042359814,2.718538397923112,4.425311133172363,2.9363659172540064,400,0.3051665127277374,0.5337409377098083,1.0304036021232605,0.6539870547875762,400,6.511655664285719,8.95473583228312,11.4190294810497,8.917105365731068,400,0.40697847901785744,0.559670989517695,0.7136893425656062,0.5573190853581917,400,0.026744660791879857,0.05245099216047753,0.09714217914207937,0.05869019282004693,400,0.1530797588129219,0.20582640260625115,0.29660369427235606,0.2165936337414439,400,0.47062371731904123,0.5715773292677548,0.6824480474656865,0.5758182051673303,400,0.7402655687431883,0.8064928996490706,0.8758530033052949,0.8059241440180978,400,0.03513627097313222,0.05950396458654637,0.08867234972764908,0.060757833076099776,400,9.0,11.0,12.0,10.9
fresh-en-2,0,1,QKV,16,linear_attention,400,0,400,2.877012618817389,3.5474699581973255,4.493177025020123,3.66330001636059,400,0.4910459160804749,0.7071874737739563,0.9930141746997834,0.7431290470808745,400,7.605499827453808,9.428086651037585,11.062832651678335,9.378469791354695,400,0.475343739215863,0.5892554156898491,0.6914270407298959,0.5861543619596684,400,0.02975228032444027,0.04647046364289961,0.07358272721981475,0.04946543302789688,400,0.15542508394133997,0.19372789644610697,0.2510150381644268,0.20077961029927172,400,0.4938348442305548,0.5556642334671317,0.6580205748407775,0.5663213427535048,400,0.7366804415922553,0.7830993735245134,0.8439915024416458,0.7875184033498662,400,0.04918868848191448,0.07251381658806932,0.09602754578482219,0.0732631741612165,400,10.0,12.0,12.0,11.49
fresh-en-2,1,2,Q,16,linear_attention,400,0,400,0.6467387733049691,1.2311389315873384,1.8427374650724233,1.238258186922467,400,0.11037619113922119,0.22918583452701569,0.37181766927242277,0.23878039263188838,400,7.666329272037907,9.810243845300857,11.781536222731383,9.707409332745465,400,0.4791455795023692,0.6131402403313035,0.7363460139207114,0.6067130832965916,400,0.02387048511732007,0.04206322101995855,0.07247004450019576,0.04660961999145874,400,0.13632660638494107,0.18128874868907635,0.25978036721515263,0.19189095232877765,400,0.45573278083647095,0.5323556112577286,0.6308779086002292,0.5381222745281744,400,0.7333901962123509,0.7991498825958216,0.8738924153588391,0.8032625103647323,400,0.03089682737632073,0.06159943465153084,0.09036398803526896,0.06147530041301772,400,9.0,11.0,12.0,10.855
fresh-en-2,1,2,K,16,linear_attention,400,0,400,0.8913048025220632,1.256248516496271,1.8419503295794135,1.317925817295909,400,0.13660329878330232,0.21154297143220901,0.3379586696624756,0.22862691062502563,400,8.447188401575257,10.739624947687648,12.042823060074989,10.468261262682963,400,0.5279492750984536,0.671226559230478,0.7526764412546868,0.6542663289176852,400,0.021906145052908697,0.03265399671790962,0.05960815708481322,0.03746161168453016,400,0.13342658054123857,0.16530705564374365,0.22179004827313162,0.1722901887717966,400,0.4469838121164075,0.4976041223841733,0.5964288855435161,0.5108754707313077,400,0.7228842970993927,0.7712707521745725,0.8696657159262754,0.7834203764667115,400,0.03288613354617825,0.07264717896387868,0.09801402770291148,0.07015424052433737,400,9.0,12.0,12.0,11.2625
fresh-en-2,1,2,V,16,linear_attention,400,0,400,0.5403325803228655,1.1034665680490434,2.0374572062864904,1.2351520844992774,400,0.09745831266045571,0.20665869861841202,0.41894162297248844,0.2381142215244472,400,7.318665325830582,9.895466420169896,11.806494366824161,9.702305093905842,400,0.4574165828644114,0.6184666512606185,0.7379058979265101,0.6063940683691151,400,0.023679125423100085,0.04112691671292894,0.07907946082274686,0.04763484476235912,400,0.13688282687279663,0.182339471738797,0.2641602463956752,0.19311368117776517,400,0.4534282422636782,0.5283937569638961,0.6366183464678434,0.5384767898898049,400,0.7327250310213732,0.7925347524700868,0.8910489723762006,0.8041736424847039,400,0.024614203013904705,0.0644507245582922,0.09088542137492452,0.06024673015478619,400,9.0,11.0,12.0,10.795
fresh-en-2,1,2,QKV,16,linear_attention,400,0,400,0.878587561333552,1.2940925732254982,1.877209843322635,1.346116238751565,400,0.1360565632581711,0.21797826886177063,0.34693442583084116,0.22969867292791604,400,8.621025371466557,10.694252395723801,12.212494194587105,10.510285401402925,400,0.5388140857166598,0.6683907747327376,0.7632808871616941,0.6568928375876828,400,0.020675578964494037,0.033075438937304795,0.057062049988076555,0.036740563565140695,400,0.12957713084095532,0.1647783320134272,0.2172512957660002,0.1702304113937264,400,0.43987812749485644,0.49825836045590266,0.5864941104902756,0.5071068021861384,400,0.7262666567270635,0.776021957305673,0.8709535333453802,0.7840463441972022,400,0.03214527515774681,0.07192751393777477,0.09553289445336813,0.06913423036648955,400,9.0,11.0,12.0,11.2275
fresh-en-2,2,3,Q,16,full_attention,200,0,200,1.0245461883954705,1.468230809085071,1.870929591357708,1.4721055381374026,200,0.27064292430877684,0.3516651839017868,0.4466122210025787,0.35912626929581165,200,6.220617909210992,8.74608467859909,11.104585684205976,8.723040167139187,200,0.388788619325687,0.5466302924124431,0.6940366052628735,0.5451900104461992,200,0.029389973000521926,0.055292712329868564,0.10480621041744652,0.06194972526936301,200,0.18119372125826563,0.2407592321613739,0.340973026424329,0.2529695794603423,200,0.47287612193373557,0.5388058863535494,0.6219638667939771,0.5442941717340591,200,0.7370295036279807,0.7769191257507782,0.8712316291882225,0.7921125460713233,200,0.02097259430022871,0.06569261947406238,0.09258158458521229,0.059666472932346594,200,9.0,11.0,12.0,11.055
fresh-en-2,2,3,K,16,full_attention,200,0,200,1.047112238497357,1.3830288252793252,1.6823188211303202,1.3870920732570813,200,0.2405281513929367,0.30231399834156036,0.3850120991468429,0.3106417492032051,200,7.2917843396224,9.400851595908183,10.8279290061043,9.210093915964974,200,0.4557365212264,0.5875532247442614,0.6767455628815188,0.5756308697478109,200,0.031845273768464966,0.0467995407937716,0.0796240975505653,0.05189737358849848,200,0.18319685191509907,0.22729200392876242,0.2810025984757502,0.22800687197114072,200,0.47485990545348766,0.5331804342386007,0.615801808437866,0.5416787462808252,200,0.7361404674228293,0.7790113353487463,0.8596767360412226,0.7921691180448177,200,0.023651014209028386,0.06261707083707935,0.08731257263524209,0.05803785389371713,200,9.900000000000002,11.0,12.0,10.94
fresh-en-2,2,3,V,16,full_attention,200,0,200,1.319590831536334,1.6047782362438738,2.436248807935043,1.7316110165239662,200,0.28553804755210876,0.34063076972961426,0.4763486683368682,0.3643722167611122,200,7.714245961968656,10.004611715539575,11.033487342111782,9.607310112547317,200,0.482140372623041,0.6252882322212234,0.6895929588819864,0.6004568820342073,200,0.030009263889161565,0.03995084165326538,0.07162707373498824,0.04689369341071964,200,0.17848458070015924,0.20853301539657854,0.27018445710617073,0.21590573780832556,200,0.4737672318727135,0.5158876035964943,0.5829604398099849,0.5267435143700123,200,0.7354610994158117,0.7717946942656582,0.848727381471732,0.7834530778144226,200,0.02437345767900418,0.0740901848620152,0.09869208400377266,0.06531558853789118,200,10.0,12.0,12.0,11.26
fresh-en-2,2,3,QKV,16,full_attention,200,0,200,1.1746613873168825,1.510028968565166,2.0858569553587585,1.555826693035633,200,0.28438410758972166,0.3382027745246887,0.4241101145744324,0.3472541347891092,200,7.2575944999530355,9.508067081538398,11.0402235143104,9.32555196008267,200,0.4535996562470647,0.5942541925961499,0.6900139696444,0.5828469975051669,200,0.02994973474423352,0.04551877659702507,0.08030585122282001,0.0507103968599783,200,0.18697113209949143,0.223359743917515,0.2870124131716494,0.22866373544002264,200,0.46995368469248416,0.5211731689492343,0.5982711448874869,0.5313307769316011,200,0.7317361846740532,0.7699960939205248,0.8574193990555813,0.7850918204550286,200,0.023050843473959227,0.07008059645349982,0.09458089018701459,0.0627653209542192,200,10.0,12.0,12.0,11.15
fresh-en-2,2,3,JS,16,full_attention,200,0,200,0.04602197141357465,0.07628454504492765,0.1473817919920748,0.08694661521343278,200,0.018520138412714004,0.037362802773714066,0.10735419690608977,0.05066753458697349,200,1.4161641426749698,3.258386667467023,5.506307537049726,3.432265370737158,200,0.08851025891718561,0.20364916671668895,0.3441442210656079,0.21451658567107237,200,0.12705090325975432,0.2606942211190351,0.6865422169867628,0.32840330493091907,200,0.32065657972711803,0.5216855022234688,0.8383881975030106,0.5430453325998795,200,0.7088595794927229,0.8122219251794255,0.9368725031561941,0.8176237296849093,200,0.8909261078428391,0.9403066200847392,0.97681748180342,0.9366664684168806,200,0.0049321402912174805,0.013636212932307625,0.02948606380393602,0.01560636028815923,200,3.0,7.0,9.0,6.28
fresh-en-2,2,3,sqrtJS,16,full_attention,200,0,200,0.619015127280727,0.8163227243348956,1.0459965398535132,0.8165744480350986,200,0.13608818650245666,0.1932932659983635,0.32764911055564877,0.21182226568460463,200,5.032549758296777,9.057259810463414,10.919899757335635,8.51093830816483,200,0.31453435989354855,0.5660787381539634,0.6824937348334772,0.5319336442603019,200,0.03101657788279797,0.05110258394874739,0.1452888043355792,0.06963123683933645,200,0.1743225468570771,0.2408677450329705,0.40932954352313083,0.2626818735898847,200,0.47965442934278435,0.5493611268914893,0.6477410004917799,0.5567935643343007,200,0.7380118569484899,0.7810466112897226,0.8285687368273159,0.7808712610072976,200,0.05596665307328854,0.07573437118325474,0.09884046993322032,0.07700475198656906,200,11.0,12.0,12.0,11.61
fresh-en-2,3,4,Q,8,linear_attention,400,0,400,0.6649561457335949,1.219953540712595,2.6155741229653366,1.4194106929237023,400,0.12555328309535982,0.2721608132123947,0.9420243918895721,0.3764429011940956,400,4.342626532963589,6.78315662109759,7.37305452280333,6.434599875350081,400,0.5428283166204486,0.8478945776371988,0.9216318153504163,0.8043249844187601,400,0.012147427648664935,0.02562745062251169,0.1203167404662752,0.0421885130965534,400,0.18393789221082077,0.22123033414880283,0.34739905509138547,0.2430227498164566,400,0.34435490376934663,0.39991197067760337,0.6099910540013264,0.4318689205754995,400,0.6180068245846253,0.6682703104159602,0.8193543337700204,0.6833205233169053,400,0.07401470150915074,0.13653564529018658,0.1705915605731225,0.13170581241029286,400,6.0,7.0,7.0,6.83
fresh-en-2,3,4,K,8,linear_attention,400,0,400,0.7907507222145796,1.0601140707731247,1.778627359867096,1.179323242297396,400,0.14650939404964447,0.22052498906850815,0.4083239674568177,0.2603167027235031,400,5.886050009413602,7.128247930683139,7.540898162097042,6.914662869931459,400,0.7357562511767003,0.8910309913353924,0.9426122702621302,0.8643328587414324,400,0.008697375319168928,0.017470938767710283,0.05130655890112122,0.024679419176510172,400,0.16954972910896252,0.2015994590747333,0.2871624720706391,0.21593759971974952,400,0.32622308055882765,0.36873658603901566,0.4859077896777362,0.386379829688384,400,0.5964214954438735,0.638564818487333,0.7078618772415729,0.6473389019138014,400,0.11623127697520029,0.14770897092565854,0.17734121500350544,0.14731616216919974,400,7.0,7.0,7.0,6.98
fresh-en-2,3,4,V,8,linear_attention,400,0,400,0.6409734182059765,1.1392776817083359,2.0076001793146134,1.262079943222925,400,0.15022560954093933,0.28189654648303986,0.511130201816559,0.3171920324675739,400,5.362236076145741,6.40234703545636,7.178733999284263,6.32240716531783,400,0.6702795095182176,0.800293379432045,0.8973417499105328,0.7903008956647287,400,0.016343231888317926,0.035648936230736325,0.07027356911442384,0.0404301325382454,400,0.1885725024063895,0.24561921844135487,0.32716741924271,0.2513250867221497,400,0.35794038360670954,0.42953137045847345,0.5204793817786948,0.43472537312952186,400,0.6342681062884282,0.6932246356319096,0.7546039497955589,0.6929044262707964,400,0.09024454040332917,0.12160453726992959,0.1563652022050162,0.12285383392297845,400,6.0,7.0,7.0,6.7975
fresh-en-2,3,4,QKV,8,linear_attention,400,0,400,0.8190693102777005,1.2374368868768215,2.0703954823315143,1.3594063983578235,400,0.16075235605239868,0.2730579078197479,0.6301734447479249,0.3255896874144673,400,4.959206473016802,6.922076403074476,7.408050546007524,6.630065698013279,400,0.6199008091271002,0.8652595503843095,0.9260063182509405,0.8287582122516599,400,0.011415176960488212,0.022246092054211717,0.08759449033298618,0.03370551922904639,400,0.17829053065297845,0.21636819156727227,0.31219373655668065,0.2306513543269615,400,0.33929205434070236,0.3913489735529303,0.5654442385400866,0.41544940221099624,400,0.610030256648355,0.6560877196120638,0.7783386092981099,0.6686280734096068,400,0.09340406401752387,0.14042774014893095,0.17038689285478967,0.1382610003952424,400,6.0,7.0,7.0,6.88
fresh-en-2,4,5,Q,16,linear_attention,400,0,400,0.725871973251924,1.0927817510673776,1.5961486818268895,1.1253464498047834,400,0.10975784584879877,0.18688800185918808,0.2976639986038208,0.1973886680416763,400,9.144606080305957,11.040169195289979,12.496462929297083,10.866760702057006,400,0.5715378800191223,0.6900105747056237,0.7810289330810677,0.6791725438785629,400,0.018690875850746854,0.029950210817585296,0.04997799682419388,0.03326568349847979,400,0.13244567607840554,0.16490335915965082,0.2269102612737338,0.17379559340795736,400,0.42736637948507855,0.48774343052685587,0.549301814980305,0.490055095945324,400,0.7045730417174718,0.7512496564513784,0.7940561148582901,0.7505738880845146,400,0.05455163907838704,0.07978707782077019,0.10669837238701026,0.08015655235566392,400,11.0,12.0,13.0,11.885
fresh-en-2,4,5,K,16,linear_attention,400,0,400,0.7027743351995014,1.0270605832338333,1.4451884102076293,1.0504304503949242,400,0.0982924208045006,0.158344566822052,0.25590928792953493,0.1688550974894315,400,10.099886239607773,11.599622033851986,12.989180781691285,11.5346830629833,400,0.6312428899754858,0.7249763771157491,0.8118237988557053,0.7209176914364562,400,0.015452961870328416,0.02529037138910336,0.038945084216842604,0.026745010809668623,400,0.12199724220370352,0.15624526801278849,0.2039877630209418,0.15954533835265047,400,0.41387715423113053,0.4634863119309324,0.5152386558045284,0.46594189616232984,400,0.6849287187239039,0.729512620392049,0.7682730044586318,0.7295995038739145,400,0.06233885228403613,0.09175859392497465,0.11921372220079468,0.09076558242948948,400,11.0,12.0,13.0,12.19
fresh-en-2,4,5,V,16,linear_attention,400,0,400,0.3912558341631666,0.7567285923287272,1.4041822212748232,0.8495371565574896,400,0.0663964070379734,0.12796133011579514,0.2679863154888154,0.1549627908412367,400,8.374620571223424,10.606467197484676,12.448486754287075,10.463980054535737,400,0.523413785701464,0.6629041998427923,0.7780304221429422,0.6539987534084836,400,0.019019787686590774,0.033900906573831394,0.06070305565304318,0.03813133572886742,400,0.12892018755390666,0.1717914621526032,0.24626076836233604,0.18104937137524169,400,0.4349675972836492,0.5063901590932871,0.5820374696287731,0.5067521537595934,400,0.7032583166341785,0.7617751636612572,0.8195526071417653,0.7621059172178071,400,0.04370974010358383,0.07521794210632365,0.10608964861710969,0.07601459659773907,400,11.0,12.0,13.0,11.6975
fresh-en-2,4,5,QKV,16,linear_attention,400,0,400,0.7460156418848783,1.031875939690508,1.4543714209692553,1.0767503266842686,400,0.10474185049533845,0.1573282852768898,0.24366632252931594,0.16944135958328843,400,10.207025642508965,11.713868773294205,12.859551962901216,11.613506462098563,400,0.6379391026568103,0.7321167983308878,0.803721997681326,0.7258441538811602,400,0.01628077823305949,0.024393484965163602,0.037836518075872974,0.026007124251734917,400,0.12201895770099955,0.15177858648333475,0.19615813002495547,0.1557016226925138,400,0.41793552184923105,0.4626178792637087,0.5167179543600329,0.46530940687917977,400,0.688528433931907,0.7289389029787537,0.7678191916111183,0.7286986550684604,400,0.06668354919908978,0.09001803136812575,0.11782002194271543,0.0915935307849647,400,12.0,12.0,13.0,12.255
fresh-en-2,5,6,Q,16,linear_attention,400,0,400,0.851574399881065,1.2328358069062233,1.5754466176033022,1.2165507366415114,400,0.11595259755849838,0.17790406197309494,0.2672141402959824,0.18582824332639575,400,10.144826996279729,12.008939442383436,13.365911937171992,11.824821217034492,400,0.6340516872674831,0.7505587151489648,0.8353694960732495,0.7390513260646557,400,0.013138349574289217,0.022156076450375393,0.03847724505680397,0.024922356338413044,400,0.11762685243736877,0.1454348504320823,0.19613596622563284,0.1532684082947824,400,0.40208604723231467,0.4542885664670485,0.5241036642734235,0.4605019504457323,400,0.6766171783356322,0.7193171977320212,0.7668489052364801,0.7212409207161873,400,0.07826354912288486,0.10406458114392117,0.13074453552784537,0.10453888194747897,400,12.0,13.0,13.0,12.59
fresh-en-2,5,6,K,16,linear_attention,400,0,400,0.9205419819802045,1.1929860822856426,1.6117078525945545,1.232341660541133,400,0.11639174073934555,0.1654318869113922,0.24083938598632812,0.1722104798257351,400,11.2425955977831,12.841281073341943,14.014298838035334,12.693759180085504,400,0.7026622248614437,0.8025800670838714,0.8758936773772084,0.793359948755344,400,0.009446074381172054,0.016398801405100253,0.028210600112351745,0.018032661692684072,400,0.10973146554507106,0.13357254108664002,0.17607224719933948,0.13933373904712135,400,0.380094123444762,0.4251938429473503,0.4847483025007229,0.4290067602332053,400,0.6481372226254637,0.6922385834963585,0.735282831410127,0.6913632434448346,400,0.09058379240300399,0.12305143931827142,0.1516150179540596,0.12143871867012197,400,12.0,13.0,14.0,13.005
fresh-en-2,5,6,V,16,linear_attention,400,0,400,0.5877458011265845,1.0415548998862505,1.6692363888956607,1.0993071420257912,400,0.08654429689049721,0.16079697757959366,0.28185429871082307,0.1784923622198403,400,9.666959968871874,11.661491825981747,13.450360318454951,11.570768604118362,400,0.6041849980544921,0.7288432391238592,0.8406475199034344,0.7231730377573976,400,0.012637319389519576,0.0248027543790892,0.04367492999764239,0.027166561649826143,400,0.11794271700146419,0.15820390294402253,0.2139079334873493,0.163147184023073,400,0.3962766279875749,0.46450052856377977,0.5360973813516796,0.4648366761414968,400,0.6663316704905683,0.7227860066702889,0.7806851775714538,0.7229276692082195,400,0.06730682886119302,0.10217063375077115,0.1356192559712031,0.10113584053353626,400,11.0,13.0,13.0,12.47
fresh-en-2,5,6,QKV,16,linear_attention,400,0,400,0.9811203271150589,1.241085309535265,1.5243493417277933,1.2490848219452892,400,0.1201214000582695,0.1651734933257103,0.22961021214723587,0.17032992394641042,400,11.593473803256467,12.887066835429433,13.868540450188148,12.765544117641005,400,0.7245921127035292,0.8054416772143396,0.8667837781367592,0.7978465073525628,400,0.010246019390033518,0.01610368278507807,0.02533929999020915,0.017375070757173147,400,0.11095594144439093,0.1312068290102344,0.16660866388975967,0.13606221543516797,400,0.3856590041449349,0.4242404428273526,0.47629094480940665,0.42769903019994243,400,0.651606565151038,0.6906464399673401,0.7311633193461577,0.691344675342286,400,0.09264199161897599,0.12293169084725383,0.146209308056351,0.12200012320293563,400,12.0,13.0,14.0,13.035
fresh-en-2,6,7,Q,16,full_attention,200,0,200,0.7084877190412954,0.891278566326946,1.190908943209797,0.9346836907370016,200,0.14625512659549714,0.1908891573548317,0.23112499713897705,0.19082701101899147,200,7.430946544754058,9.826049778536241,11.886749461918031,9.778457250033208,200,0.46443415904712865,0.6141281111585151,0.7429218413698769,0.6111535781270755,200,0.02306910792070793,0.04188844713478518,0.07687796072289552,0.0459701504999428,200,0.14504629658108995,0.20955932631660323,0.29963729855234367,0.2124838574456277,200,0.45324123542547307,0.5194880072347068,0.5878879896926795,0.5194799418647656,200,0.7280539693123357,0.7787105701394436,0.8184943264888118,0.7755183294087458,200,0.046265510909362914,0.06914927135246665,0.09332641915006186,0.06955375247738518,200,11.0,11.0,12.0,11.465
fresh-en-2,6,7,K,16,full_attention,200,0,200,0.7711761617567391,0.9527064354624599,1.1831206265371292,0.9592799371527508,200,0.13922533094882966,0.17159172892570496,0.21165581047534943,0.17055463761091233,200,8.95639531920853,10.630897386457768,12.00468645647468,10.573144460786565,200,0.5597747074505331,0.6644310866536105,0.7502929035296675,0.6608215287991603,200,0.022187558960486683,0.033675476373778906,0.05243177549838167,0.03548082048283872,200,0.13912682933089573,0.16810065736711596,0.2383755651750977,0.1818558068230242,200,0.4479396457250513,0.4999939116488935,0.5482019217638111,0.499304907322295,200,0.7240805969317379,0.7683510928462524,0.8017344645478868,0.7637475068882661,200,0.050507847914963024,0.07618105889748847,0.09610291650551317,0.07379344110875108,200,11.0,12.0,12.0,11.64
fresh-en-2,6,7,V,16,full_attention,200,0,200,0.965393504453823,1.2215298768132925,1.4691833076998586,1.2404682144988328,200,0.16483497470617295,0.21228660643100739,0.25303093791007997,0.21185518980026244,200,8.799200835959866,10.940147770778243,12.439363305464369,10.840030299488305,200,0.5499500522474916,0.6837592356736402,0.777460206591523,0.677501893718019,200,0.019082667602235537,0.03083357565031819,0.054588137943556374,0.03318183728543704,200,0.13517085108942417,0.17056743183901052,0.2416841350071954,0.17545959436426078,200,0.4330909404135759,0.49026814352583253,0.5534017136700364,0.49009559399154495,200,0.7151451145593026,0.7577580225714826,0.7910534176273512,0.7547349806654077,200,0.05646891683339313,0.0797621571999549,0.10362217799586106,0.07947750627937097,200,11.0,12.0,13.0,11.9
fresh-en-2,6,7,QKV,16,full_attention,200,0,200,0.8439604148734361,1.0644298213301226,1.261562438122928,1.0658534347102977,200,0.1528593808412552,0.19050481170415878,0.22889656126499175,0.18935274064540863,200,8.836788695124728,10.754828477231866,12.225580782317998,10.629566412326012,200,0.5522992934452955,0.6721767798269916,0.7640987988948749,0.6643479007703758,200,0.02058208541327704,0.03251359570599585,0.05404294824057522,0.035148194787918224,200,0.13284157694416462,0.1788917007838831,0.24630757684507618,0.18245421864570616,200,0.44224690712953507,0.4957507159009583,0.5472988236519651,0.49561188525174443,200,0.7187324301286275,0.7608959973387576,0.7927744143058353,0.7594865973331963,200,0.05245626007919535,0.07794464082226368,0.09899585052478131,0.07606100718288497,200,11.0,12.0,12.0,11.755
fresh-en-2,6,7,JS,16,full_attention,200,0,200,0.02392248858304811,0.04078545750178364,0.07289505623994046,0.04433911242503797,200,0.006813149619847536,0.012385479174554348,0.033921096846461295,0.0166567829658743,200,2.2212617656104263,5.472744621966769,7.795142491361117,5.2085862491113835,200,0.13882886035065164,0.3420465388729231,0.48719640571006984,0.32553664056946147,200,0.07017116877961757,0.12823873508735031,0.41354198376766177,0.18576687870653763,200,0.21498545207837663,0.3169572328970117,0.6440030615827387,0.36982071258550403,200,0.6315613984189503,0.7645023129881782,0.9087314605696031,0.7661572128480736,200,0.8797246356687405,0.9362302054984842,0.9748901003878205,0.9285459982454779,200,0.005088591712897109,0.013080652225355354,0.029537841067918073,0.016327182162954226,200,4.0,7.0,9.0,6.975
fresh-en-2,6,7,sqrtJS,16,full_attention,200,0,200,0.4461918576504104,0.6388791813515127,0.8278976137051358,0.6368944962022942,200,0.08254119008779526,0.11129002645611763,0.18417678624391556,0.12279642166569829,200,6.93346311189749,10.118440127963417,11.935910340242762,9.699909515080263,200,0.43334144449359313,0.6324025079977136,0.7459943962651726,0.6062443446925164,200,0.022699839718099902,0.03875150949571206,0.08717669813312172,0.049379957173508314,200,0.133885100412968,0.17813627303394444,0.3036569467751457,0.19936827184516573,200,0.45232076974069135,0.5352846335625829,0.639442797795787,0.5414969846474517,200,0.7297303629015461,0.7925243460125426,0.8421283591605325,0.7870725151767829,200,0.04920873150533187,0.06861594240979486,0.09464068989405404,0.07117687340126778,200,10.0,11.0,12.0,11.355
fresh-en-2,7,8,Q,8,linear_attention,400,0,400,0.9475403716787696,1.5199985392391682,2.848604653775692,1.7078595669660717,400,0.21024447530508042,0.33023060858249664,0.6954267799854279,0.3863687488436699,400,5.973736047039369,6.550707073679574,7.141183501729546,6.552726626284552,400,0.7467170058799211,0.8188383842099467,0.8926479377161932,0.819090828285569,400,0.01718036458227772,0.03160603047934095,0.04845670865572198,0.03245687391515133,400,0.18596667118917806,0.22121750133592655,0.2773823498721183,0.22682021241034392,400,0.35483474844208424,0.4061881828475223,0.45742931466400816,0.40664474310705456,400,0.6399590823657548,0.6916321935628398,0.743822165988582,0.69155443727545,400,0.08928886839364199,0.11413019781625386,0.14220257878763606,0.11534609467094653,400,6.0,7.0,7.0,6.76
fresh-en-2,7,8,K,8,linear_attention,400,0,400,0.27919708881527183,1.2571341320872307,2.025203455239535,1.2936672358692158,400,0.05680582076311113,0.26616765558719635,0.4585825264453888,0.2758914006408304,400,6.0886081299349115,6.763737825909624,7.281722084110023,6.719104450220252,400,0.7610760162418639,0.845467228238703,0.9102152605137529,0.8398880562775315,400,0.01409160583417988,0.026111136705904134,0.044847044451208774,0.02809281506659452,400,0.17946903723998078,0.209847332683745,0.25088347108160275,0.21325637751392498,400,0.34328151625327247,0.3883191772211009,0.44634769264310353,0.39326432352075824,400,0.627628318180166,0.6808509069008989,0.7419748195123717,0.6833779277095695,400,0.09511912369629705,0.1189512207006724,0.15235469143409813,0.12147274598106943,400,6.0,7.0,7.0,6.815
fresh-en-2,7,8,V,8,linear_attention,400,0,400,0.5560215732082725,1.2039144802838564,2.0314424350857734,1.2734395997726824,400,0.12547250613570213,0.3106498569250107,0.5931588768959046,0.33314794417470694,400,4.820614982297824,6.128494330842684,7.094957404951281,6.026502389966515,400,0.602576872787228,0.7660617913553355,0.8868696756189102,0.7533127987458144,400,0.01822307230110612,0.043625390655713345,0.0942202083191823,0.05117037549818112,400,0.18951182730331725,0.2371647744489458,0.3537573652581782,0.25748651524732225,400,0.36106797176007294,0.4341225222042292,0.5424168887721682,0.445176640232646,400,0.6394117038635599,0.7372037470835603,0.81168816496379,0.7310775114703125,400,0.0632972994900409,0.09417504359183901,0.14013009375203275,0.09834316311824985,400,6.0,6.0,7.0,6.39
fresh-en-2,7,8,QKV,8,linear_attention,400,0,400,0.8897886473685503,1.4389472343027592,2.232282324135304,1.5217388226371258,400,0.1941849946975708,0.31244826316833496,0.5063274621963503,0.3405528075248003,400,5.909960235656925,6.612152601503761,7.118650009035148,6.55432970176772,400,0.7387450294571156,0.8265190751879701,0.8898312511293935,0.819291212720965,400,0.017686950399966022,0.02998483017147148,0.050521024781157074,0.032546556111570715,400,0.1897255665647159,0.2178013326265698,0.27631897953375517,0.22587070717356475,400,0.361817887432852,0.4006645456961199,0.4651564330240367,0.4073860225363804,400,0.6406827407529547,0.6955173933204172,0.749012257004246,0.6957762279234827,400,0.09207785183231391,0.11367357252237731,0.1433481835512107,0.11655922520866949,400,6.0,7.0,7.0,6.7775
fresh-en-2,8,9,Q,16,linear_attention,400,0,400,0.7115360419731587,1.0439937710762024,1.3857736611738802,1.0443064531049457,400,0.09236290529370308,0.14059225469827652,0.22423778474330908,0.15928514771163463,400,10.329231396140152,12.50995647189253,13.753422460182032,12.13841180441078,400,0.6455769622587595,0.7818722794932831,0.859588903761377,0.7586507377756737,400,0.010889786745102558,0.018598754397082296,0.03660020219070337,0.02440184357454656,400,0.10994611336698411,0.13598514571417475,0.1933031960350892,0.14976845845028763,400,0.38287847598554936,0.43292014856463196,0.5154933732154057,0.44311698135985655,400,0.6578383762955569,0.7086164120112666,0.7677076496489134,0.7119455855672101,400,0.07573352171213578,0.107449156005896,0.1366202930602535,0.10643264475801736,400,12.0,13.0,13.0,12.64
fresh-en-2,8,9,K,16,linear_attention,400,0,400,0.6807672576513142,0.974963310174644,1.2984531952999534,0.9798759545030771,400,0.09328625351190567,0.13503039628267288,0.2059700295329094,0.14318987669423222,400,10.599212184993458,12.667955982703834,13.891067934837128,12.378879961150792,400,0.6624507615620912,0.7917472489189896,0.8681917459273205,0.7736799975719245,400,0.010121289752088163,0.017535346976904887,0.03397217460359147,0.021134973098446478,400,0.10942133532498555,0.1391963540590544,0.18547684764023045,0.14790627644423307,400,0.38234734224822253,0.42822365600308504,0.5020354918323987,0.4364086050737439,400,0.6521138471737558,0.6943136286478239,0.7503942786056949,0.6984117187126725,400,0.08238852002209573,0.11823542816280877,0.14455765341816013,0.11489309234760356,400,12.0,13.0,14.0,12.845
fresh-en-2,8,9,V,16,linear_attention,400,0,400,0.4831611223286018,0.7940475479699671,1.3342432292178272,0.8646432308707154,400,0.06950774565339089,0.1110759899020195,0.2090410217642784,0.12714619062840937,400,10.272105042495769,12.430409776684805,13.710094886495344,12.145875429365494,400,0.6420065651559855,0.7769006110428003,0.856880930405959,0.7591172143353434,400,0.011134949176327338,0.019144482466073233,0.03717444247163193,0.022881927123128996,400,0.1097338134388892,0.14129537357717215,0.19121580522678916,0.1488918302125328,400,0.38390648797839433,0.4366837985809124,0.5160729927614417,0.4443359596968593,400,0.6601182355654198,0.7059374978885744,0.7620222794863211,0.7096365849417546,400,0.07539219480736424,0.10731985245973782,0.13805845186798446,0.10680251068936006,400,12.0,13.0,13.0,12.635
fresh-en-2,8,9,QKV,16,linear_attention,400,0,400,0.7645834688097238,1.021525981836021,1.2748212238773704,1.0192790886823786,400,0.09697603061795235,0.1280551478266716,0.18325358629226687,0.13993709091097117,400,11.107424645658568,13.168533920400463,14.203771042584014,12.789787453575755,400,0.6942140403536605,0.823033370025029,0.8877356901615009,0.7993617158484847,400,0.00843078246283047,0.014334507730421782,0.029365461584506727,0.019042905592287513,400,0.10368784826509282,0.12621936810909629,0.17411956204555842,0.13835261192646756,400,0.3641499531736103,0.40935860854645095,0.48851941828314227,0.4199359174776645,400,0.6396587235724812,0.6797688431514963,0.7452839228530924,0.6883678002534177,400,0.08084619378954223,0.12310327325881887,0.1498354664474026,0.119379236478552,400,12.0,13.0,14.0,12.92
fresh-en-2,9,10,Q,16,linear_attention,400,0,400,0.5841197005007416,0.9401031583547592,1.4729133268818264,0.9903671794326511,400,0.07781185954809189,0.13904079049825668,0.2652950644493104,0.17575458633713426,400,8.834842438419205,12.49349293170403,14.012138705808312,11.782312319754995,400,0.5521776524012003,0.7808433082315018,0.8757586691130195,0.7363945199846872,400,0.00945783380741601,0.018711113818747217,0.054068444625634635,0.034537719667985134,400,0.10940713010122523,0.14094804669279787,0.2511805370281058,0.17006863473202954,400,0.3753042159680791,0.4394531111199811,0.5342787203728024,0.4539802792505677,400,0.648604145073041,0.7021013378739127,0.7742851065618969,0.7105254654141082,400,0.07752604852166226,0.10976186862783553,0.1395437819744613,0.10913923282606021,400,12.0,13.0,13.0,12.63
fresh-en-2,9,10,K,16,linear_attention,400,0,400,0.6156108346767724,0.861966734752059,1.2304173525422812,0.8947859468188836,400,0.07210212349891662,0.1157320886850357,0.1794776350259781,0.12220309496857226,400,11.17057074991446,13.114997978301568,14.24247764727429,12.887838262200114,400,0.6981606718696538,0.819687373643848,0.8901548529546431,0.8054898913875072,400,0.008226670554726416,0.014665154393878506,0.0288223512483474,0.016937872218062325,400,0.10241423667129484,0.1284378685409256,0.17829718634563343,0.13687032016345868,400,0.3615746771455679,0.40800557286487094,0.47561984330350465,0.41474870243072537,400,0.6370494619733148,0.679463546304351,0.7393533882566252,0.6832193307346404,400,0.09515347412595569,0.12293742099214601,0.1470742924190727,0.12220169709481282,400,12.0,13.0,14.0,13.0075
fresh-en-2,9,10,V,16,linear_attention,400,0,400,0.41676295064389707,0.6541136433370411,1.1477090947329998,0.7216081794322236,400,0.05224834531545639,0.0884949117898941,0.15900364518165588,0.09917690190020949,400,11.030330260303392,12.9876210359939,14.1534030556992,12.767455621218362,400,0.689395641268962,0.8117263147496188,0.8845876909812,0.7979659763261476,400,0.00869801466718456,0.015462821384912647,0.030036444452319472,0.017772697435181093,400,0.10577751807946256,0.13057452366330297,0.18282527047182515,0.13808400618176797,400,0.3663485393564446,0.41596230948055457,0.4825421954347549,0.4204635050595473,400,0.635758083038972,0.6874030391119894,0.7468218358665392,0.6895351184726354,400,0.08417754588432542,0.1168618598251707,0.14936358399080804,0.11774560372145527,400,12.0,13.0,14.0,12.9075
fresh-en-2,9,10,QKV,16,linear_attention,400,0,400,0.6403672892600298,0.9104771688580513,1.2211272411979737,0.9242272769659757,400,0.07458450347185135,0.11616862937808037,0.18310137242078783,0.134665567856282,400,10.772418672648032,13.380891517420249,14.482153948894448,12.828896672718257,400,0.673276167040502,0.8363057198387656,0.905134621805903,0.801806042044891,400,0.006987202117806005,0.013048999080038901,0.032352025308508364,0.02051454900092564,400,0.0994989242761261,0.12471060054240976,0.19908812856916658,0.14293030111576446,400,0.3540012165816263,0.40184301910594145,0.48065173784775683,0.41348121852942255,400,0.6272533863571255,0.6733312325553102,0.7396207959319867,0.6791005129726806,400,0.09278804322953894,0.1260527955764632,0.15369825164569187,0.12467007454416365,400,12.0,13.0,14.0,13.0675
fresh-en-2,10,11,Q,16,full_attention,200,0,200,0.6217361217597499,0.8588953739963472,1.0879042023792862,0.8613086555473274,200,0.08656363412737847,0.11629294976592064,0.159348963201046,0.12042190544307232,200,11.3953228520266,12.512731300762585,13.4132782416839,12.47613037042567,200,0.7122076782516625,0.7820457062976616,0.8383298901052437,0.7797581481516044,200,0.012856526402063846,0.018579958774202508,0.026938991010733104,0.019195891105872546,200,0.11513253343128332,0.13881364299826554,0.17143097159637222,0.14102982263703945,200,0.39080525786206677,0.4308645946931363,0.47394323563994545,0.4325617177089401,200,0.6635725741124127,0.7006620171496789,0.7435008072174482,0.7021341925663233,200,0.08176240805240446,0.11046676702898083,0.13614845093563396,0.10948950681123809,200,12.0,13.0,13.0,12.65
fresh-en-2,10,11,K,16,full_attention,200,0,200,0.6621845734771341,0.8579957305919379,1.0429124694317577,0.8506134263938293,200,0.09501790776848792,0.17020879685878754,0.25952345728874204,0.17819154888391495,200,7.307132658341592,10.469349695381915,12.537312808304588,10.130102374869383,200,0.4566957911463495,0.6543343559613697,0.7835820505190367,0.6331313984293364,200,0.01841277878927808,0.035339641805613276,0.07932333009002468,0.043750259883175345,200,0.12773404649456147,0.20972890196376165,0.3066036272778399,0.20850696095522572,200,0.43167387097240234,0.49689485396721034,0.5804362123769544,0.5058431771795857,200,0.7057683465062268,0.7578576540823418,0.7957970965701755,0.7523645144562694,200,0.059384090110283,0.08781282492575032,0.119986607189019,0.08902220527905698,200,11.0,12.0,13.0,12.04
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fresh-en-2,14,15,Q,16,full_attention,200,0,200,0.7049972745124251,0.8899055793881416,1.1669517185539007,0.9203884942614241,200,0.1240799032151699,0.1511080414056778,0.186514076590538,0.1534906815737486,200,9.503825882184657,11.174141047488817,12.702964606742553,11.119277171337721,200,0.593989117636541,0.6983838154680511,0.7939352879214095,0.6949548232086076,200,0.017303233253231038,0.02879216623273185,0.04556924952720596,0.03038624733290586,200,0.1349017368789534,0.16770862522174174,0.21542470858880955,0.17112763128678515,200,0.43059907741352055,0.47592402079533874,0.5434344902613643,0.4803329820455383,200,0.6934577041475769,0.7381528979159269,0.7885428321222366,0.7401341938504029,200,0.061372071255080755,0.08446531177219777,0.11785570645136519,0.08705442820343615,200,11.0,12.0,13.0,12.055
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fresh-en-2,17,18,Q,16,linear_attention,400,0,400,0.13763023200444877,0.3529496125411242,0.5568669612053784,0.35054396654159065,400,0.030687961168587206,0.0800715796649456,0.13235853016376498,0.08292097771074623,400,6.658014901675,9.243927936934593,11.321158567131214,9.065815690553787,400,0.4161259313546875,0.5777454960584121,0.7075724104457009,0.5666134806596117,400,0.027552196919900872,0.04872440847686482,0.09354124706469702,0.05642254382577788,400,0.17142501418176423,0.22711146033201887,0.3262057494171524,0.2415134645887589,400,0.4663069913505754,0.5318772971829004,0.613014221545787,0.536602171746518,400,0.7105110959780384,0.7602443471740941,0.8198411769674526,0.7629732328056466,400,0.05998198612638311,0.0889009804126683,0.11650302900768214,0.08845847442436043,400,11.0,12.0,13.0,12.0125
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fresh-en-2,19,20,Q,8,linear_attention,400,0,400,0.19636926748789849,0.3737413245253265,0.7455098735168579,0.4317249461938627,400,0.0561393216252327,0.11652319878339767,0.2691425144672395,0.14500154570676385,400,3.781425561090029,5.3601973546721355,6.5043925661095265,5.285367241796815,400,0.47267819513625364,0.6700246693340169,0.8130490707636908,0.6606709052246019,400,0.032848339172776526,0.07035480165704709,0.15937204783001485,0.082338023266222,400,0.23558289767644666,0.3080199574311538,0.43976827110062566,0.32248501975995725,400,0.41137546752474796,0.49757233928735234,0.6189178983533311,0.507225095286354,400,0.6986783501620449,0.7781729574854495,0.8393759392324694,0.7729004649541511,400,0.04611218775255068,0.07977457802361287,0.12533499807559303,0.08310780628550236,400,5.0,6.0,7.0,6.1575
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fresh-en-2,21,22,Q,16,linear_attention,400,0,400,0.07465632332023234,0.1763467611745,0.3216036592843012,0.1842719748154923,400,0.00944373616948724,0.02016234863549471,0.04492337629199029,0.02447875889018178,400,11.489974358685906,13.529115638552211,14.41965328360699,13.176239360514693,400,0.7181233974178691,0.8455697274095132,0.9012283302254369,0.8235149600321683,400,0.007306449433027784,0.012175655442994992,0.026167930132232127,0.015299707206320883,400,0.09850261001602743,0.11986406603030042,0.16879798242503982,0.1288752609688239,400,0.3564816515023045,0.3966787826978869,0.4716702216214862,0.407213556426683,400,0.6328487142250238,0.668187681932958,0.7269915450220852,0.6743946039483469,400,0.09442408962594716,0.1262257020568354,0.15097898995177586,0.12492133267363645,400,12.0,13.0,14.0,13.04
fresh-en-2,21,22,K,16,linear_attention,400,0,400,0.08607032083673402,0.23734343308024108,0.3494748550467193,0.23013745411095443,400,0.009764208178967237,0.02878650091588497,0.044984512403607374,0.028351587974466384,400,12.306782893026407,13.69663516776928,14.384490019313473,13.50020783840073,400,0.7691739308141504,0.85603969798558,0.8990306262070921,0.8437629899000456,400,0.007487278337847642,0.011211372182066085,0.020006431855014405,0.012703791839631391,400,0.09973423736048238,0.11633916168143431,0.1514512248690472,0.12222266447256452,400,0.35975750019190544,0.39224237876476253,0.44387400091772616,0.3964694375989395,400,0.6342348600367494,0.6641490677655085,0.702789232772759,0.666704540574569,400,0.10663006013771607,0.13163995043804105,0.15472944548814763,0.1312462945499237,400,13.0,13.0,14.0,13.215
fresh-en-2,21,22,V,16,linear_attention,400,0,400,0.15097150593064726,0.2187712574377656,0.33062250157818207,0.23200085987729835,400,0.017389082722365858,0.026713361032307148,0.044422946870327,0.02900975369149819,400,12.123516251089276,13.443493024263015,14.24772073244708,13.28422429438394,400,0.7577197656930797,0.8402183140164384,0.8904825457779425,0.8302640183989962,400,0.008199111451688336,0.012677791288831078,0.021316724204018932,0.01402975999582461,400,0.10064683133587765,0.11903770139027724,0.15727264642600053,0.12513866998148138,400,0.36375490990386006,0.3964178184364736,0.44596621778918694,0.4018450259454208,400,0.6404647585238622,0.6741458008304297,0.7094336916910313,0.6748553358775312,400,0.09421735261008773,0.12281289406550458,0.1455637953736346,0.12207746365194243,400,12.0,13.0,14.0,12.9775
fresh-en-2,21,22,QKV,16,linear_attention,400,0,400,0.1377473527798429,0.22763161081820726,0.32312043346464636,0.22664083327341358,400,0.015442042518407107,0.025853493250906467,0.04127332791686058,0.027464078390039504,400,12.578656784241392,13.779425358663643,14.399339272468593,13.571881802743754,400,0.786166049015087,0.8612140849164777,0.8999587045292871,0.8482426126714846,400,0.007410816896254725,0.010743431989218625,0.01813311245291724,0.012353065752644533,400,0.0991115348925056,0.11310238370270181,0.14767937554256752,0.11974534817076432,400,0.3574570285066608,0.38745698551623375,0.434436467421694,0.3931747333994167,400,0.6314371797980757,0.6616147261190861,0.7001875144950055,0.6635699854491495,400,0.10619212825382134,0.1306143631814062,0.15330991255189336,0.13017780839078574,400,13.0,13.0,14.0,13.195
fresh-en-2,22,23,Q,16,full_attention,200,0,200,0.4077480868436396,0.5050136065110564,0.6341044765431434,0.5159503794205375,200,0.0643241509795189,0.09346378222107887,0.14473298937082288,0.10397742537781596,200,8.361438404634018,10.518244704039269,12.30221077821351,10.401023852394692,200,0.5225899002896262,0.6573902940024543,0.7688881736383444,0.6500639907746683,200,0.020038711503719456,0.034744588510674135,0.06090474549722623,0.038727804176916285,200,0.14226534576937322,0.18904798433998926,0.26578619389687175,0.19816989772034468,200,0.43839015202788456,0.4945601244139046,0.5553302326674202,0.4969300791234712,200,0.7050979452291856,0.7439753273532166,0.7826048305770043,0.7433319831584491,200,0.07203942007137484,0.09260553752437467,0.11093091531183412,0.09204702738079593,200,11.0,12.0,13.0,12.275
fresh-en-2,22,23,K,16,full_attention,200,0,200,0.3755889473017306,0.47076327656395733,0.581899765599519,0.4729545893985778,200,0.08717131987214091,0.13724636286497116,0.22178117930889124,0.14249079771339893,200,5.435378124647292,6.934805246347662,10.194222073562033,7.568671746522788,200,0.3397111327904557,0.4334253278967289,0.637138879597627,0.47304198415767423,200,0.03796845500268491,0.08714716652241361,0.12960034093723702,0.08296236858822484,200,0.1893935052342641,0.3168746647082327,0.3869430771756581,0.29637058430905894,200,0.5063040539163814,0.5830770944622221,0.6325416870627971,0.5711063411653369,200,0.7447132827350567,0.7919737712246697,0.8155735258190694,0.7853247213264524,200,0.05935570799699881,0.07279473383185983,0.08710182772121657,0.07311338543335372,200,11.0,12.0,12.0,11.52
fresh-en-2,22,23,V,16,full_attention,200,0,200,0.23842049092054368,0.31944643915630877,0.5010916820261624,0.33829028678825124,200,0.04843153841793537,0.10620660334825516,0.23915957659482945,0.12683624900877477,200,3.3867849355124995,6.319961977706251,9.887261323639493,6.481598718751385,200,0.21167405846953122,0.3949976236066407,0.6179538327274683,0.40509991992196154,200,0.04121874843574775,0.10212129352471129,0.24833903577570068,0.1260952975866286,200,0.18909270740037554,0.3281606458752409,0.5219596541903744,0.34333320647224697,200,0.5287464002532282,0.6194831380739054,0.7541563252536652,0.6364672949888174,200,0.7859215117997448,0.8312104503023139,0.8866019380897033,0.8345750326931796,200,0.03668195491471114,0.052776126478365964,0.0787661586026387,0.05470767903080984,200,9.0,10.5,12.0,10.4
fresh-en-2,22,23,QKV,16,full_attention,200,0,200,0.36500207604840396,0.463483129395172,0.591547960229218,0.46953482207958586,200,0.0683653011918068,0.1145361103117466,0.19546185880899422,0.12639000492170452,200,5.68450203936997,8.349205648359964,11.13561512926826,8.462177238303555,200,0.3552813774606231,0.5218253530224978,0.6959759455792662,0.5288860773939722,200,0.02912209851682172,0.06109168875431771,0.12097804262640702,0.06723230822763684,200,0.16227343022583332,0.26477958399582235,0.3677970639682868,0.2626599213938303,200,0.48099272016296724,0.554040017768743,0.6180777985127296,0.550899471825888,200,0.735756746659926,0.7769178279885305,0.8103034565834726,0.7748067273259538,200,0.062487366454123124,0.07966180443947153,0.09900878833797638,0.0796716360105363,200,11.0,12.0,12.0,11.785
fresh-en-2,22,23,JS,16,full_attention,200,0,200,0.0012135659423137214,0.007214870226903258,0.012908981638338446,0.007276498641497913,200,0.0005508021858986467,0.003033301909454167,0.00825609192252159,0.004046378126477066,200,1.9597116099469432,2.893045380434243,4.568850724774657,3.13245915280203,200,0.12248197562168395,0.1808153362771402,0.28555317029841604,0.19577869705012688,200,0.16679896723177956,0.30204067509107413,0.4776355939223207,0.31428818102730444,200,0.3570597728925854,0.5292406933011643,0.7051504978165276,0.5258299567516221,200,0.7918961961439432,0.8734844680449818,0.9327463827750408,0.8671854212585104,200,0.9305979376284169,0.9640200868536802,0.9839926204582717,0.9595663811844602,200,0.0030538325890119454,0.008476923657072453,0.016210899278690762,0.009102293092427282,200,3.900000000000002,5.0,7.0,5.245
fresh-en-2,22,23,sqrtJS,16,full_attention,200,0,200,0.09078306090086699,0.23895533673930913,0.30426530304830524,0.22054257429139398,200,0.023469170182943346,0.055075300857424736,0.09086301401257516,0.058427924080751835,200,6.046355040516195,7.619268179768053,9.585119576904154,7.71124691949597,200,0.3778971900322622,0.4762042612355033,0.5990699735565096,0.48195293246849813,200,0.0446169532993613,0.0733306737639372,0.10978017114031512,0.0772446894596137,200,0.19773511533094978,0.2665851835263795,0.32795801759184384,0.26523541761548086,200,0.5384536096770526,0.6047399313588374,0.6823232703752686,0.6100649683213264,200,0.7721297210241375,0.8152846236318051,0.8642578252561324,0.8177328237062715,200,0.041858638850155665,0.06342044784640975,0.08085008476584839,0.062306743584434034,200,10.0,11.0,12.0,10.865
1 sample source recipient metric source_heads recipient_attention_type observations undefined_zero_total total_count total_p10 total_median total_p90 total_mean max_absolute_count max_absolute_p10 max_absolute_median max_absolute_p90 max_absolute_mean effective_heads_count effective_heads_p10 effective_heads_median effective_heads_p90 effective_heads_mean effective_fraction_count effective_fraction_p10 effective_fraction_median effective_fraction_p90 effective_fraction_mean concentration_count concentration_p10 concentration_median concentration_p90 concentration_mean top1_count top1_p10 top1_median top1_p90 top1_mean top25_count top25_p10 top25_median top25_p90 top25_mean top50_count top50_p10 top50_median top50_p90 top50_mean bottom25_count bottom25_p10 bottom25_median bottom25_p90 bottom25_mean heads90_count heads90_p10 heads90_median heads90_p90 heads90_mean
2 fresh-zh-1 0 1 Q 16 linear_attention 400 0 400 2.429101360589266 3.520149750635028 4.5550282966811215 3.514293308496417 400 0.47488542497158054 0.9837200045585632 1.365362322330475 0.9562569992989302 400 5.687866895642076 7.65898625189508 10.53831450501321 7.863706694223669 400 0.35549168097762973 0.4786866407434425 0.6586446565633256 0.49148166838897933 400 0.03455542133661093 0.0726033575546184 0.12086702416909247 0.0770921629598834 400 0.1842166326588672 0.26346488257079725 0.36494695470739064 0.27145601624143234 400 0.4819759131130914 0.5925477556737547 0.6997333224649719 0.589292752812927 400 0.7258310100300859 0.7970895711531301 0.8535465937350637 0.792762013483378 400 0.04527761954999044 0.06622223626764082 0.09518362673149265 0.06828256727598964 400 10.0 11.0 12.0 11.265
3 fresh-zh-1 0 1 K 16 linear_attention 400 0 400 2.6258230035193266 3.464348295237869 4.545622184313833 3.547634291363065 400 0.4927452951669693 0.7190724313259125 1.080737853050232 0.7535221553593874 400 7.399890187205337 9.256685733893061 11.840871677600484 9.448798089478036 400 0.46249313670033354 0.5785428583683163 0.7400544798500303 0.5905498805923772 400 0.023416820252517154 0.048565363958328896 0.07748002529988003 0.050200026455025776 400 0.1576650044791088 0.20577507490508432 0.2828923332979114 0.21337095150308627 400 0.4439259819556893 0.5349321690706872 0.6522081127398792 0.5452988983111056 400 0.7056037079026516 0.7646398746754288 0.8334500440436537 0.7670628738105433 400 0.050077941533532844 0.07441655230876246 0.10566766904618391 0.07582696325555224 400 11.0 12.0 13.0 11.71
4 fresh-zh-1 0 1 V 16 linear_attention 400 0 400 1.6618994304095396 2.9560275971889496 5.096769020985813 3.31489211992608 400 0.3370532244443894 0.6078020632266998 1.5504497528076182 0.8222364107891917 400 6.099072061247005 8.689955404862616 11.58607296085583 8.763978263626717 400 0.38119200382793783 0.5431222128039135 0.7241295600534894 0.5477486414766698 400 0.02539790421690647 0.05608042192008958 0.10822372335890323 0.0638103928360236 400 0.15229133635500944 0.21638926612016002 0.3456439351903112 0.23578560584471517 400 0.4592871304770665 0.570193316882557 0.6756661147143489 0.5654061656009641 400 0.7219544738761362 0.7942583639675627 0.8595696834410961 0.7928212505162944 400 0.03671375015579139 0.059905751077522995 0.09501612366996874 0.06277223569909132 400 10.0 11.0 12.0 11.13
5 fresh-zh-1 0 1 QKV 16 linear_attention 400 0 400 2.7806776499375703 3.527419180376455 4.623040654230863 3.668958644666127 400 0.5347891211509704 0.8136073350906372 1.184285056591034 0.87097770370543 400 6.906984447085922 8.794509923009494 11.176738874947565 8.869054628913807 400 0.4316865279428701 0.5496568701880934 0.6985461796842228 0.5543159143071129 400 0.028769639339771003 0.0546213130146069 0.08776643205837922 0.05775824421784922 400 0.17313449577164663 0.22849681587593088 0.3151995233777782 0.23505532717527466 400 0.46291476731001363 0.5612733360554396 0.6495100049172878 0.5605365728529281 400 0.7170284639238036 0.7730115849200583 0.8320824929388254 0.7733223586089778 400 0.052385459651589916 0.0737097126227649 0.10188241735582697 0.07529209009772804 400 11.0 12.0 13.0 11.665
6 fresh-zh-1 1 2 Q 16 linear_attention 400 0 400 0.4919523543445393 1.0134473060024902 1.5085470150224864 1.0159313781763557 400 0.08705939799547197 0.20679974555969238 0.3549354106187821 0.21840132048353553 400 6.822454189755527 8.598481239074776 10.420966667100178 8.57634675716254 400 0.42640338685972046 0.5374050774421735 0.6513104166937611 0.5360216723226587 400 0.035691098771976376 0.057386994878079314 0.08967984419247192 0.06145501329124079 400 0.15615141462298376 0.20105545653354573 0.2841168347380189 0.2105380875415265 400 0.5005902897160754 0.5803455644643412 0.6681169401685443 0.5836381254101121 400 0.7884049686902198 0.8591029271381095 0.9094417893263294 0.8537247440234702 400 0.016813038207767955 0.02828461758637977 0.054540186859154495 0.03203233886011298 400 8.0 9.5 11.0 9.54
7 fresh-zh-1 1 2 K 16 linear_attention 400 0 400 0.722312238404993 1.0673685721121728 1.531943997507915 1.1099483797014544 400 0.1288822755217552 0.20526132732629776 0.3613698065280914 0.22918809283524752 400 7.353096790119529 8.995945617074707 10.826557130257171 8.963614236835804 400 0.45956854938247055 0.5622466010671692 0.6766598206410732 0.5602258898022378 400 0.031856498246925526 0.05190528735344792 0.07839732500959792 0.05586248974389761 400 0.14415505901838727 0.1932984617430117 0.2706608384379229 0.20468892937169264 400 0.4758596355824017 0.5590998802490588 0.6360807056536669 0.5589157781956183 400 0.7783240032912256 0.8414891499411692 0.8890432002987525 0.8374244941741944 400 0.020459486101284795 0.03380453708127341 0.05542032282025878 0.03633820375699517 400 9.0 10.0 11.0 9.945
8 fresh-zh-1 1 2 V 16 linear_attention 400 0 400 0.4973134163476061 0.9102987396763638 1.5755363196483816 0.9873435483932735 400 0.09400087669491769 0.1873743161559105 0.3633595824241639 0.20929185537621378 400 6.653126987830839 8.548036858920664 10.615267065905229 8.569869320966436 400 0.4158204367394274 0.5342523036825415 0.6634541916190768 0.5356168325604023 400 0.033817656985912055 0.05811832745038133 0.0936589877279045 0.0622713524657142 400 0.14770778796318934 0.2030391393265193 0.2849489847783121 0.21128165231162654 400 0.4944430848854054 0.5783954342548722 0.6691385367269639 0.5834193552833876 400 0.7867761246770342 0.858135594402403 0.917780688985253 0.8545756163995584 400 0.015093247546088609 0.029487547687592472 0.0536097178897243 0.03234443951371928 400 8.0 10.0 11.0 9.5575
9 fresh-zh-1 1 2 QKV 16 linear_attention 400 0 400 0.7504384314408526 1.094116581894923 1.537298795732204 1.1047749286276667 400 0.12243893519043923 0.20843254029750824 0.3249961733818054 0.2172625369206071 400 7.5885696781981755 9.044786656418898 10.899689595781593 9.150839929594042 400 0.47428560488738597 0.5652991660261811 0.6812305997363496 0.5719274955996276 400 0.03119546835705092 0.051265039620679076 0.0738956636306833 0.052284029184004356 400 0.14234151706724504 0.18683652948205282 0.25902377477733723 0.19491383301359225 400 0.4762433814041551 0.5585166073779885 0.6240611452390602 0.5537778694657804 400 0.7829855065671689 0.8451482215064245 0.890195529357141 0.8392779151459865 400 0.0196607747001165 0.033737600841906426 0.056869627611915725 0.03607052435295721 400 9.0 10.0 11.0 9.88
10 fresh-zh-1 2 3 Q 16 full_attention 200 0 200 0.8348475917766336 1.1361491297720931 1.6960345567553303 1.2002219437780877 200 0.22832624167203902 0.2860960364341736 0.39249175786972046 0.30112025029957296 200 6.130382096140542 8.164131992339712 9.763619471799924 8.049060555424102 200 0.38314888100878386 0.510258249521232 0.6102262169874952 0.5030662847140064 200 0.04258243760755125 0.06398615784783833 0.10733041697722742 0.06998809959298968 200 0.18845946241609016 0.2530277699392792 0.3380382312714261 0.25834641383503315 200 0.5274206551766942 0.5801220810185626 0.6429009074492729 0.5817870850207154 200 0.7886696609804783 0.8367034920742586 0.8804709973439675 0.8329291960697924 200 0.014185908410063007 0.037601374322041664 0.0648660315307585 0.03854475190086285 200 9.0 10.0 11.0 10.18
11 fresh-zh-1 2 3 K 16 full_attention 200 0 200 0.9481974663154689 1.123923289414961 1.459433244937099 1.1702006854029605 200 0.23184000551700593 0.27220672369003296 0.33163814544677733 0.2769536828994751 200 7.221345906722338 8.219899876053379 9.556294933535497 8.338902767051964 200 0.4513341191701461 0.5137437422533362 0.5972684333459686 0.5211814229407478 200 0.044952877192840295 0.06310278749599307 0.08104551970609353 0.06266317998144431 200 0.1913092149796528 0.24399852331036923 0.2838395833820304 0.2402448643049889 200 0.5243109110766915 0.5837120082633487 0.6300260713973377 0.5794902081869165 200 0.8005518168893325 0.8431713945495234 0.8751113885489876 0.8372445372576465 200 0.014816394280292371 0.03623670050698838 0.06232520797438394 0.03764931008410226 200 9.0 10.0 11.0 10.16
12 fresh-zh-1 2 3 V 16 full_attention 200 0 200 1.0673203796497546 1.2973932593886275 2.2399458701722317 1.463776254808763 200 0.2684808224439621 0.3130621016025543 0.4607035547494887 0.34213996678590775 200 6.888963030484107 8.57069360970703 9.807240859802178 8.492872798802923 200 0.4305601894052567 0.5356683506066894 0.6129525537376361 0.5308045499251827 200 0.04209715538255347 0.057788472076842456 0.08817622823015829 0.06118871430043193 200 0.1942415822527857 0.2372664246848083 0.29519498694717244 0.239932479346568 200 0.5030105766020796 0.5655827050424824 0.6195335311242982 0.5668923081616112 200 0.7711891554112194 0.8158122185073091 0.8619132870200089 0.8139867859409078 200 0.017300658186363126 0.04459526510423922 0.07570313009017611 0.044977364346506066 200 9.0 11.0 12.0 10.7
13 fresh-zh-1 2 3 QKV 16 full_attention 200 0 200 1.0199183085933328 1.1750049997936003 1.9069260513409971 1.3038114167831372 200 0.250296925008297 0.2935818135738373 0.3817494958639145 0.3097901244461536 200 7.196501267820574 8.441507481465084 9.751193704228024 8.44616190715833 200 0.4497813292387859 0.5275942175915678 0.6094496065142515 0.5278851191973957 200 0.04272226697397949 0.059693070665254866 0.08155381570809245 0.06124391513532672 200 0.19220363243778327 0.2452880404617358 0.28456213418232335 0.24238526627742943 200 0.5093232051398124 0.5697030938067207 0.6206605729117751 0.5686563434922721 200 0.7771778324174323 0.8286977027123357 0.8689578331982056 0.823016277118345 200 0.015305978073171437 0.04065693749556967 0.07249220059719527 0.041722741269430416 200 9.0 10.0 12.0 10.465
14 fresh-zh-1 2 3 JS 16 full_attention 200 0 200 0.028982629118581828 0.05374104665088453 0.09855992669154144 0.06108389672119415 200 0.010798964649438858 0.024645465426146984 0.08034284934401512 0.03651118309469894 200 1.3175070315523083 3.5480553550417184 6.017363110228346 3.5979467985382336 200 0.08234418947201927 0.2217534596901074 0.3760851943892716 0.2248716749086396 200 0.11061324421376217 0.23398621779410705 0.7429507366244389 0.3257845391446977 200 0.2976556613016461 0.488028777970165 0.8696035028760013 0.5342668192607622 200 0.7064194054950236 0.8101997774989895 0.9495847511402526 0.8153004192781174 200 0.8984980468457894 0.9461568854525526 0.9837933181787005 0.9424611423371019 200 0.0029290946529022268 0.009887020058842282 0.021721080315529443 0.01144397224682556 200 2.0 7.0 9.0 6.06
15 fresh-zh-1 2 3 sqrtJS 16 full_attention 200 0 200 0.5068664275109768 0.66347974864766 0.8529259402770549 0.66853969598189 200 0.10391714274883271 0.1569887399673462 0.2834477216005325 0.17618735685944556 200 4.400645222422045 8.823949964387808 10.779013738541964 8.351667359484624 200 0.2750403264013778 0.551496872774238 0.6736883586588728 0.521979209967789 200 0.03229113834557456 0.054216715127082156 0.17572335128539068 0.07490029534993962 200 0.16524507391431523 0.23259758939678682 0.4443199621821767 0.2653715311832368 200 0.4897872200818199 0.5532730641446492 0.6650363202455166 0.5660363140298347 200 0.7454979994578955 0.7984299359235015 0.8522671606190597 0.798027595599657 200 0.04255478964937405 0.06211678658355077 0.08472368152523543 0.06290225602690902 200 10.0 11.0 12.0 11.12
16 fresh-zh-1 3 4 Q 8 linear_attention 400 0 400 0.5557760668918491 1.2035991735756397 2.7694889150559905 1.4282717361161485 400 0.10986580029129982 0.2686391770839691 0.9802173316478735 0.385493537671864 400 4.412356865827618 6.5894809376431915 7.294178216213576 6.32901449297088 400 0.5515446082284523 0.8236851172053989 0.911772277026697 0.79112681162136 400 0.013823588797631101 0.03057948390482717 0.1161559317055479 0.0449319615620877 400 0.18930166147926616 0.22759472452826562 0.34535849534858265 0.24612360728472168 400 0.3527067301920025 0.41756426257979695 0.6078362720471945 0.4403330942695859 400 0.6242944902209702 0.6846834001728204 0.8296547046533881 0.6964017941901508 400 0.06480443681296434 0.12528725648034666 0.16017576563531435 0.12294561186246948 400 6.0 7.0 7.0 6.7625
17 fresh-zh-1 3 4 K 8 linear_attention 400 0 400 0.7813550390303134 1.1287835463881493 1.8791275978088382 1.2311416709050536 400 0.15441228151321412 0.24663127213716507 0.4807141304016116 0.28828068025410175 400 5.448574678275059 6.86858547196183 7.310594972481833 6.665570492465333 400 0.6810718347843824 0.8585731839952288 0.9138243715602291 0.8331963115581666 400 0.013471742693807258 0.023531870758839682 0.06689628062242073 0.031402245988877704 400 0.18021515251331333 0.21512443309487483 0.30717373045199886 0.228448474221392 400 0.3411882855416954 0.3940215473457226 0.5156435506982462 0.40776819835259387 400 0.6217219186699433 0.6644997460849055 0.7379743245939709 0.6717035536935189 400 0.10195968576323201 0.13333882078099873 0.16010469049043216 0.13233058544649764 400 7.0 7.0 7.0 6.91
18 fresh-zh-1 3 4 V 8 linear_attention 400 0 400 0.5568574259057641 1.0929276589304209 2.0630700096487997 1.2380642587295734 400 0.14729319214820863 0.28404104709625244 0.5434242546558382 0.3163391994684935 400 5.2364312861383855 6.215160742536021 7.113703308025048 6.185090559479871 400 0.6545539107672982 0.7768950928170026 0.889212913503131 0.7731363199349839 400 0.01779896561159364 0.04102513374562051 0.0753941873259701 0.044591109741713604 400 0.1944153281993725 0.2544354717187791 0.32521124064773155 0.25746440345878896 400 0.3654906100732668 0.44510639664815854 0.5313035316984108 0.44715327693270523 400 0.640403292413115 0.7079794523062812 0.7647579544221347 0.7042017618810942 400 0.08895730301525785 0.11470029494701212 0.15088125348503126 0.1172794500855358 400 6.0 7.0 7.0 6.71
19 fresh-zh-1 3 4 QKV 8 linear_attention 400 0 400 0.7889723796397448 1.2168751917779446 2.1376202166080476 1.377372672157362 400 0.16027085036039354 0.2687840461730957 0.6374220669269562 0.33303765455260875 400 5.075341633710963 6.769595806675813 7.318013294230532 6.520162938019946 400 0.6344177042138703 0.8461994758344766 0.9147516617788165 0.8150203672524933 400 0.013313268019184808 0.025964922332192067 0.08232184636311993 0.03653755501045374 400 0.1833295249601778 0.21763868323456853 0.3135927690484865 0.23266585924959315 400 0.3458837955976494 0.40303658619382643 0.5536054790156133 0.4236755754067282 400 0.6237465215280442 0.6714963247889597 0.7726398501451421 0.682340544061076 400 0.09399344826956293 0.13265386372995686 0.15653309350283023 0.1296820372707155 400 6.0 7.0 7.0 6.8725
20 fresh-zh-1 4 5 Q 16 linear_attention 400 0 400 0.5529486530460418 0.9712166800163686 1.3937916854396464 0.9745137749804417 400 0.07718285247683525 0.14298399537801743 0.23485634773969655 0.15007275919429958 400 10.023081933356542 11.68439982919071 12.915023140391108 11.561880889285884 400 0.6264426208347839 0.7302749893244194 0.8071889462744443 0.7226175555803678 400 0.015924487523854707 0.02462315118424866 0.039754359812644816 0.026655923385890602 400 0.1172125475583986 0.14663260613273274 0.1957001125498848 0.15324311732727033 400 0.406328127318147 0.458691855800027 0.5226096313893106 0.46189044288992703 400 0.6924297200750027 0.7354484648183404 0.7767195801918525 0.7350643372448331 400 0.0622921930831271 0.08026613657123874 0.10419169417357137 0.08273736500595881 400 11.0 12.0 13.0 11.9975
21 fresh-zh-1 4 5 K 16 linear_attention 400 0 400 0.6115223877946846 0.9048468508990481 1.251787215191871 0.9118778689983447 400 0.07747846469283104 0.12130804732441902 0.19595039635896683 0.1303617076156661 400 10.722570381318834 12.154069436726337 13.307439716828021 12.08792854145712 400 0.6701606488324271 0.759629339795396 0.8317149823017513 0.75549553384107 400 0.013489002802163415 0.021095465388176034 0.03281197361118651 0.022248525525734895 400 0.11181152173275515 0.1383523966997363 0.1774973956714344 0.1421228748304328 400 0.3948537551087122 0.43966621854363186 0.4990546308358602 0.44283328212455025 400 0.6808406730708435 0.7177667740443578 0.7606010570205007 0.718339432237346 400 0.0683096342316758 0.09010447455753517 0.11279447355750542 0.09110416263943287 400 12.0 12.0 13.0 12.21
22 fresh-zh-1 4 5 V 16 linear_attention 400 0 400 0.3245677670900477 0.6919851255370304 1.4499126452021303 0.8258946844962338 400 0.056015729904174805 0.10960651189088821 0.25974831581115726 0.1390983904665336 400 9.246466697988279 11.004331334674944 12.412264134831256 10.892907343093466 400 0.5779041686242674 0.687770708417184 0.7757665084269535 0.6808067089433416 400 0.019269886144077084 0.03026490460454602 0.04869271354354161 0.032746298475843 400 0.12717513712770148 0.1628155668133517 0.22181564050232946 0.1691504601454467 400 0.4273240896833351 0.4863091248083924 0.5495400600032926 0.4882786276402555 400 0.7040900313379921 0.7533820660614597 0.8027558507512916 0.7529665700740196 400 0.05255446176086491 0.072717414816377 0.10089424215657365 0.07502067581868756 400 11.0 12.0 13.0 11.735
23 fresh-zh-1 4 5 QKV 16 linear_attention 400 0 400 0.6183724389178679 0.8954020673409104 1.3749657900072636 0.9632487819958624 400 0.08114546462893486 0.12070538848638535 0.2128489837050438 0.13513314268551768 400 11.03759630846846 12.259679951088492 13.31912474229267 12.190373056824082 400 0.6898497692792788 0.7662299969430307 0.8324452963932919 0.7618983160515052 400 0.013418676912665448 0.020339411235023842 0.02997274082121978 0.02137383146441303 400 0.11204599139111363 0.13452876494461008 0.16820503191644323 0.13883665744741525 400 0.391955034062306 0.43702979809839326 0.4871559622657572 0.43889545356409654 400 0.6727321025063145 0.717597463372549 0.7565385272636862 0.7156504498371593 400 0.07054508626063702 0.09013293232831338 0.11487727108819931 0.09210415006115148 400 12.0 12.0 13.0 12.245
24 fresh-zh-1 5 6 Q 16 linear_attention 400 0 400 0.7430913228541612 1.147736200131476 1.6089440200477838 1.166246029753238 400 0.09927731826901437 0.15613681077957153 0.238798226416111 0.16578936299309135 400 10.863359295960894 12.575643999140802 13.782068203250859 12.405180183911067 400 0.6789599559975559 0.7859777499463001 0.8613792627031787 0.7753237614944417 400 0.010728587354009564 0.018153376635150546 0.03152312244372333 0.020251057164659317 400 0.11037490247005323 0.13572589674515548 0.1794568234279382 0.14208104333730007 400 0.38520976275004104 0.4310202002127746 0.4972803179506637 0.4373981357308564 400 0.6613351021305812 0.7015637143598845 0.7530538230535062 0.7034325937859875 400 0.08583743174901834 0.1097377667327455 0.1366140850223725 0.11104477865767017 400 12.0 13.0 13.0 12.7825
25 fresh-zh-1 5 6 K 16 linear_attention 400 0 400 0.8241071481257677 1.122505891136825 1.5527067782357338 1.1691769000247587 400 0.09676236137747765 0.1425568014383316 0.21285407543182375 0.1503893599845469 400 11.75685254912592 13.447297040783358 14.463803209071521 13.271603931688915 400 0.73480328432037 0.8404560650489599 0.9039877005669701 0.8294752457305572 400 0.007080661035434766 0.012655346477137478 0.02406057719815614 0.014290592859103137 400 0.10101409270525082 0.12341164568454366 0.16539557717265407 0.12856649489850935 400 0.35510439307558944 0.39929412378299156 0.4575560002153773 0.40396296680481564 400 0.6271906707564133 0.6686115701156119 0.716526233909435 0.6705015811752727 400 0.1013596870676708 0.13100641981410865 0.15789417174238096 0.13025604262662221 400 13.0 13.0 14.0 13.185
26 fresh-zh-1 5 6 V 16 linear_attention 400 0 400 0.6337890403345228 0.9958858909085393 1.638427373580635 1.1012471098068637 400 0.09457711055874825 0.15001538395881653 0.2569383829832077 0.16589635238051414 400 9.968687883963238 12.16123583144756 13.63070961812831 11.963441490701625 400 0.6230429927477024 0.7600772394654725 0.8519193511330194 0.7477150931688515 400 0.011588002134642065 0.021043841449477144 0.04033508188148871 0.023928837109109678 400 0.1149699135082047 0.1444550466441079 0.2017398771423816 0.15336156900852616 400 0.38979639155693535 0.44726902793020384 0.5203732030368934 0.45182293508115234 400 0.6632123907349297 0.7105725281533102 0.773868696376879 0.7145026094714317 400 0.07429125170008277 0.105520159984926 0.1361598437108261 0.10503434568888251 400 12.0 13.0 13.0 12.5575
27 fresh-zh-1 5 6 QKV 16 linear_attention 400 0 400 0.914624169562012 1.1974874115549028 1.5274685110896826 1.2126480673323385 400 0.10662956014275551 0.14808592945337296 0.20532605648040772 0.15299008158966898 400 12.170506927001252 13.481737822544865 14.33758741526606 13.349694981320868 400 0.7606566829375783 0.8426086139090541 0.8960992134541288 0.8343559363325542 400 0.007729857418288237 0.012452716928912928 0.020977026812987052 0.01360336749422371 400 0.10306485918952771 0.12136694474347459 0.15441393193338307 0.12612433272925463 400 0.36371203636915284 0.39822686076617186 0.44813317509168193 0.402734832383121 400 0.6339899147427374 0.6678814265368334 0.709855463681161 0.6699628866826453 400 0.10638763102622426 0.1315459353030145 0.15282281011257037 0.13035173953935147 400 13.0 13.0 14.0 13.185
28 fresh-zh-1 6 7 Q 16 full_attention 200 0 200 0.6967215406475589 0.8647677625995129 1.1318519309628754 0.8975616289848404 200 0.17643480896949768 0.21954673528671265 0.2563210129737854 0.21804183520376683 200 6.618313132011688 8.77779598215449 10.418830134116405 8.637575406800561 200 0.4136445707507305 0.5486122488846557 0.6511768833822753 0.5398484629250351 200 0.03571207334000921 0.05485249845415002 0.09450269802868984 0.060977296438866214 200 0.19208097882619532 0.23602997737094536 0.32965308733567916 0.2506137886475929 200 0.49666814431412143 0.5572856142656408 0.6170435045908121 0.5553046780869008 200 0.7480730385048123 0.7980640258486347 0.8526203239706098 0.7981134888980815 200 0.039491579187455876 0.06310500190242457 0.08514610754877759 0.06341188559252524 200 10.0 11.0 12.0 11.125
29 fresh-zh-1 6 7 K 16 full_attention 200 0 200 0.7858375686686487 0.924020110629499 1.1293065979145462 0.954063942823559 200 0.17995065450668335 0.21916107088327408 0.2575859248638153 0.2186301603913307 200 7.88689255300789 9.09079278609248 10.156849093731527 9.027217101795987 200 0.4929307845629931 0.56817454913078 0.6348030683582204 0.5642010688622492 200 0.038354240686290286 0.05066854281792081 0.06857903905460921 0.052576098667474855 200 0.19012447386201045 0.2325570240108474 0.2743220075911339 0.23186636101326005 200 0.5061027063145299 0.5477502919164697 0.5906733363766902 0.548262812827514 200 0.7415877916068663 0.7925856942838999 0.8355623230446305 0.7916615319762194 200 0.04248253715574244 0.06732571147416139 0.0919246176836225 0.06689000815217126 200 10.0 11.5 12.0 11.3
30 fresh-zh-1 6 7 V 16 full_attention 200 0 200 0.9605062095448376 1.1428413768298924 1.3685777499340468 1.1591908320144284 200 0.18395001739263536 0.23824387788772583 0.2855415284633636 0.23651585191488267 200 7.849490984354433 9.720638326227162 11.491538283414172 9.75516520332515 200 0.49059318652215206 0.6075398953891976 0.7182211427133858 0.6096978252078219 200 0.0261552944254837 0.04306600870793091 0.06922333334667033 0.04511758049993119 200 0.15221090312945088 0.196303315084899 0.2714761761644639 0.2081661712960845 200 0.46401879303112714 0.524439052499995 0.6033623833479212 0.5289478617304235 200 0.722501849673635 0.7781866770312609 0.829828023059304 0.7765126503548125 200 0.04951178031102099 0.07199580649954183 0.09990532346205719 0.07328482140146445 200 10.900000000000002 12.0 12.099999999999994 11.62
31 fresh-zh-1 6 7 QKV 16 full_attention 200 0 200 0.8571053378749639 1.0059685087762773 1.183649718435481 1.0213233802010655 200 0.1884602651000023 0.22348716855049133 0.2585281401872635 0.22458526909351348 200 7.7944570256649115 9.303971982080625 10.748833530405351 9.3710458372141 200 0.48715356410405697 0.5814982488800391 0.6718020956503344 0.5856903648258812 200 0.03256903217548453 0.047979708973495835 0.07018273007133141 0.048917588117041826 200 0.1801807823689268 0.22031704948065356 0.2803393183923416 0.22345551685200246 200 0.48813704243826284 0.5326324197050982 0.5923833864598406 0.5361561869350651 200 0.7333737956269141 0.7852361151915166 0.8346699733112655 0.7834009035789988 200 0.046062572291322504 0.07073412362494022 0.09617805857215993 0.07015698184671398 200 10.0 12.0 12.0 11.47
32 fresh-zh-1 6 7 JS 16 full_attention 200 0 200 0.0218641472303716 0.04420311772855712 0.07254370295777335 0.046871714137829486 200 0.007316942419856787 0.015788674354553223 0.05015565417706966 0.022694225640734658 200 1.6588479180249318 4.120520295512728 6.2380292228952285 4.145432773729307 200 0.10367799487655824 0.2575325184695455 0.3898768264309518 0.2590895483580817 200 0.10432844124517657 0.19221927366868563 0.5763515831250512 0.2563242193465016 200 0.2611877284354106 0.3885966051481249 0.77089108764741 0.45008556331872107 200 0.7068351247273077 0.8194089704456659 0.9291147357965708 0.8191980249013184 200 0.9010202346431437 0.953330766846342 0.981680517137843 0.9466400398116648 200 0.003264056999811985 0.009318286972849775 0.022254085990137965 0.011427831522990244 200 3.0 6.0 8.0 6.045
33 fresh-zh-1 6 7 sqrtJS 16 full_attention 200 0 200 0.43271681810729207 0.6038041174178943 0.7724204423837363 0.6074852672725684 200 0.08553836718201638 0.12564750388264656 0.22395427972078322 0.14068200470879674 200 5.5313715726687915 9.05250186330765 11.02686062187503 8.642337837729093 200 0.34571072329179947 0.5657813664567282 0.6891787888671894 0.5401461148580683 200 0.030066917695381033 0.05116493326388823 0.12617347149173305 0.06521773414851664 200 0.15726624767737105 0.20925916539896955 0.3767178850854693 0.23498832827314786 200 0.4891220651431828 0.5739843609213888 0.6664845470243277 0.5781163231024855 200 0.7490316363110263 0.809991048466753 0.8609176690120646 0.8073749254513416 200 0.04298112131965184 0.06218602194312592 0.08717511464006347 0.06344463270935115 200 10.0 11.0 12.0 10.985
34 fresh-zh-1 7 8 Q 8 linear_attention 400 0 400 0.9590097105130553 1.536447413265705 2.8689802177250385 1.7718030927423387 400 0.2201713100075722 0.350384846329689 0.7897801935672762 0.4108072089031339 400 5.887995191027056 6.556289210172601 7.03738792472958 6.483028773113856 400 0.735999398878382 0.8195361512715751 0.8796734905911975 0.810378596639232 400 0.01954077549538053 0.0314575077657065 0.05124239507573904 0.03432354139635862 400 0.19217184731809483 0.22380172267317855 0.285121693929006 0.2321920082524678 400 0.36168901676011517 0.4055534217669472 0.46935854299472085 0.4116085790974441 400 0.6456903072351644 0.6991136955869005 0.7464143915027599 0.6965638856307459 400 0.09023509116070617 0.11262579913286752 0.13680010371064633 0.11273767662286559 400 6.0 7.0 7.0 6.75
35 fresh-zh-1 7 8 K 8 linear_attention 400 0 400 0.2979481376707554 1.323602693155408 2.134860857576132 1.3736332048056648 400 0.056699202582240114 0.2807885557413101 0.4808495283126831 0.29184197531547396 400 6.17633895332198 6.747250638628673 7.182301767760164 6.716318555637633 400 0.7720423691652475 0.8434063298285841 0.8977877209700205 0.8395398194547041 400 0.01626416207323056 0.026524062350611253 0.0421808272578277 0.027959279250897032 400 0.18107303321688972 0.20608203155997337 0.2459019637759514 0.21177290855723657 400 0.3479226112740468 0.3884903159298687 0.445413989857238 0.3921656222076625 400 0.6327225785671413 0.6830521555684579 0.7329194726699658 0.6841702161399162 400 0.09330418100990448 0.11866693654289341 0.14254238060485677 0.11922903165646248 400 6.0 7.0 7.0 6.8625
36 fresh-zh-1 7 8 V 8 linear_attention 400 0 400 0.5749102413654328 1.3443213794380426 2.2224256038665784 1.3652205040352419 400 0.13838060349225997 0.33455508947372437 0.667331808805466 0.37192271476611494 400 4.618268312269324 6.148824305883943 7.047258111244446 6.002404129055444 400 0.5772835390336655 0.7686030382354929 0.8809072639055557 0.7503005161319305 400 0.019313330009964408 0.04300889178036811 0.10460852140022825 0.05208423583689962 400 0.19349817708912645 0.2477619106951734 0.37722684758310093 0.2655965360587777 400 0.36569162040163705 0.43765681207277635 0.5450941761665091 0.44696303511275415 400 0.6460117608640545 0.7203376222935364 0.8038236040088341 0.7252946084484383 400 0.06500499349972674 0.0977581707612199 0.13500608891329802 0.09991695178335462 400 6.0 6.0 7.0 6.4675
37 fresh-zh-1 7 8 QKV 8 linear_attention 400 0 400 0.9274983126670122 1.5033815149217844 2.265283572673798 1.6018475520424544 400 0.20073575228452684 0.34915004670619965 0.5573251724243166 0.36830392001196743 400 5.881230558451355 6.533175768060082 7.0334002379498095 6.50228709856116 400 0.7351538198064194 0.8166469710075103 0.8791750297437262 0.812785887320145 400 0.019632933616512954 0.03207422231802123 0.051465729615420445 0.03381865634780095 400 0.19191701177455783 0.22466129502394616 0.27854774459632486 0.23210277523306297 400 0.36241479805036053 0.4072979515115139 0.4647608255404677 0.4102082544905171 400 0.6531008908578214 0.6955317920204706 0.7449502556564871 0.6982900089685914 400 0.09255299111874246 0.11526921139042773 0.13980834372907236 0.11550857560302565 400 6.0 7.0 7.0 6.805
38 fresh-zh-1 8 9 Q 16 linear_attention 400 0 400 0.6906953494995832 0.9759602006524801 1.3041144616901874 0.9891591147868894 400 0.08369906172156334 0.13099230080842972 0.21312458366155626 0.14000689126551152 400 10.640070932820711 12.624016402558667 13.899533292265506 12.399101890486236 400 0.6650044333012944 0.7890010251599167 0.8687208307665941 0.7749438681553897 400 0.010074521166483894 0.01782839516406866 0.03358329824229189 0.02042438161207624 400 0.10595865367818512 0.13220320037299446 0.18576767336076583 0.1407708642559 400 0.3777364081514151 0.4301187530099717 0.5008169400509738 0.43413663616514425 400 0.6544821006745523 0.7046938314194792 0.7681356332649253 0.7078883740361931 400 0.0767036490911563 0.10572786694471734 0.13498928833778048 0.10654524733371065 400 12.0 13.0 13.0 12.6075
39 fresh-zh-1 8 9 K 16 linear_attention 400 0 400 0.6804344878531993 0.9005166748538613 1.2611991601064803 0.9440281149331713 400 0.08516289219260216 0.11770259588956833 0.1628935605287552 0.12126477730460465 400 11.553123987583536 12.927051575026713 14.10695059168498 12.864031807811653 400 0.722070249223971 0.8079407234391696 0.8816844119803112 0.8040019879882283 400 0.008946183752776801 0.015847639061143302 0.025660532662294917 0.016748542470120687 400 0.10528301606715158 0.1274286612137167 0.15860624460553727 0.1300115002223839 400 0.3701796005108164 0.41601338834864776 0.47160429878421145 0.41986111729636294 400 0.6463018979578277 0.6953485484459442 0.7417257945524633 0.6950382296934545 400 0.08809085513305247 0.1139740629371002 0.14279577639344965 0.1153185605422464 400 12.0 13.0 14.0 12.88
40 fresh-zh-1 8 9 V 16 linear_attention 400 0 400 0.4647453504148871 0.8514449596405029 1.3727117770351471 0.8895953201281372 400 0.06001258864998817 0.11238456517457962 0.19505773931741718 0.12199042475782335 400 11.024187380011924 12.555282564476812 13.99311472157551 12.541131170865151 400 0.6890117112507452 0.7847051602798008 0.8745696700984694 0.783820698179072 400 0.009561299214860333 0.01829093275857004 0.030090276553372184 0.019236171223172657 400 0.10527026377123808 0.13150052741416599 0.17795679687692958 0.1384485005812238 400 0.3726471560437381 0.4287579672288325 0.480353291316335 0.42760517432545087 400 0.6503380799099947 0.7024063546843993 0.7511587142359358 0.7022635946203094 400 0.08064818058038067 0.10735369303982276 0.13772310148465183 0.10868890636633426 400 12.0 13.0 13.0 12.66
41 fresh-zh-1 8 9 QKV 16 linear_attention 400 0 400 0.7347855348140001 0.9900411260314286 1.2494902014732363 0.9919958586548455 400 0.08569022938609124 0.11771636456251144 0.16533384323120118 0.12244859239086509 400 11.713702290469794 13.366565529301592 14.388408040683208 13.194810407005507 400 0.7321063931543621 0.8354103455813495 0.8992755025427005 0.8246756504378442 400 0.007467084877844461 0.013134438286334798 0.02439484120737057 0.014676947362255674 400 0.09843854179026623 0.11848844116881953 0.16178088108267588 0.12455204762435379 400 0.35718058665988645 0.40166317927502393 0.45818110260033357 0.40485099512404354 400 0.6373949780874816 0.6793543264952187 0.7295639099577741 0.6813777219056544 400 0.09487160548480769 0.11917564610599386 0.1468835260329232 0.12028897695944402 400 12.0 13.0 14.0 12.98
42 fresh-zh-1 9 10 Q 16 linear_attention 400 0 400 0.6123335564509035 1.0435317065566778 1.5125911281444133 1.0584334547061007 400 0.09132177904248238 0.1700449287891388 0.31987524628639225 0.1913822599966079 400 8.330971692520261 11.649403297496246 13.425412334713464 11.337067313609955 400 0.5206857307825163 0.7280877060935154 0.8390882709195915 0.7085667071006222 400 0.012784650291930719 0.02489745779476693 0.06136966958039111 0.031073991890478138 400 0.11821138091871673 0.16235856867909693 0.26472613347971885 0.1769987150104201 400 0.39304157101247156 0.46032250596151914 0.5456046701110793 0.46556338315380896 400 0.6634417693869368 0.7173283982910208 0.7769846698882061 0.7202570102649994 400 0.07568759913736456 0.10535935837863662 0.13380928270248182 0.1053257624245752 400 12.0 13.0 13.0 12.58
43 fresh-zh-1 9 10 K 16 linear_attention 400 0 400 0.6221934565342963 0.88918552454561 1.1792654864490035 0.9043257557519246 400 0.08381196409463883 0.13706430047750473 0.21694077700376513 0.1454845827911049 400 9.827882173616375 12.3820462481081 13.798569310550421 12.081156863033502 400 0.6142426358510235 0.7738778905067563 0.8624105819094013 0.7550723039395939 400 0.010636036140978848 0.019479568472037107 0.041868076486150714 0.023512858214741295 400 0.11095983883008902 0.15044731324705274 0.22994426094434903 0.1614972259683926 400 0.38147288457538203 0.433554646378014 0.5006927841623557 0.43708378375953133 400 0.6559676147350192 0.6970414070602557 0.7370198129374841 0.6972230948101901 400 0.09488088237493372 0.11299173709311297 0.13875211719644506 0.11502455500710494 400 12.0 13.0 13.0 12.875
44 fresh-zh-1 9 10 V 16 linear_attention 400 0 400 0.47369214249774816 0.7299782517366111 1.2106899134814741 0.7964116735389689 400 0.06351463720202447 0.11250527203083038 0.24161839336156846 0.13542296192608774 400 9.180543887958322 12.360010938789257 13.952589667740078 11.894512916256883 400 0.5737839929973951 0.7725006836743286 0.8720368542337549 0.7434070572660552 400 0.00978274803270085 0.019633149177695403 0.049521104768380175 0.026415459372986203 400 0.11021547564934674 0.1470128731388507 0.25165570236062357 0.16637191909497456 400 0.3716573275869789 0.4390875760368995 0.5159379185395504 0.4428726164650124 400 0.6495829617174365 0.7000604343000693 0.7579582032394955 0.7015903073592102 400 0.0808565812463129 0.11397830192274325 0.1406547874755669 0.11254211937468542 400 12.0 13.0 13.0 12.77
45 fresh-zh-1 9 10 QKV 16 linear_attention 400 0 400 0.654531497694552 0.9747728491201997 1.2900495495647193 0.9764982675691135 400 0.08734235987067222 0.1456669345498085 0.23176026046276094 0.15643592607229947 400 10.189556966907771 12.572922538627273 14.08108662565195 12.252288871768865 400 0.6368473104317357 0.7858076586642045 0.8800679141032469 0.7657680544855541 400 0.009085069797216454 0.01817173646254427 0.038015776728644736 0.022114843667238367 400 0.10879222365899918 0.14939314066001885 0.22505287597261073 0.15931209065634153 400 0.3715193365667435 0.4242499322184902 0.48985082809961855 0.43016650297444875 400 0.6431422860044751 0.6925475179731045 0.7327877414436106 0.6904168124438282 400 0.09855978110734318 0.1170700936145091 0.14368655431423133 0.1198108417892592 400 12.0 13.0 14.0 12.9925
46 fresh-zh-1 10 11 Q 16 full_attention 200 0 200 0.6438421585597098 0.872416652739048 1.0983223179355264 0.872299394311849 200 0.09125480353832245 0.11970581114292145 0.14658514261245728 0.11973702851682902 200 11.609295715854033 12.717099346353653 13.576108291747113 12.622034448184133 200 0.7255809822408771 0.7948187091471033 0.8485067682341946 0.7888771530115083 200 0.011902770702651415 0.017209941516929887 0.02521372964154654 0.01817272391192884 200 0.11934270921725082 0.1386696549751888 0.1576088519494992 0.13837439252480127 200 0.39571255979610603 0.4290339099297917 0.4744535060326238 0.4344109952622634 200 0.6554351464616354 0.6947435535418892 0.7408203238498978 0.6974609658906215 200 0.08965506465009455 0.11771802752401339 0.1443072155958412 0.11752583125971311 200 12.0 13.0 14.0 12.925
47 fresh-zh-1 10 11 K 16 full_attention 200 0 200 0.7055036302655936 0.8617449305020273 0.9929532202892004 0.8748279941594228 200 0.12480776831507683 0.18543966859579086 0.2604644924402236 0.19279752627015115 200 7.4114578468262104 9.771738678821816 12.293996588675094 9.741479862135373 200 0.46321611542663815 0.6107336674263635 0.7683747867921934 0.6088424913834608 200 0.020097285230125456 0.04249346901007654 0.07725467161321313 0.047791621176838675 200 0.1477751327880865 0.222982705354772 0.29433197182296517 0.2196017917041651 200 0.44604160298719675 0.5294650952945521 0.6140385059195879 0.5265543030929237 200 0.7029335352420754 0.764345885041203 0.80418678509106 0.7548839829935571 200 0.07141042908830074 0.08865212568336756 0.12031691664018135 0.09273965767175764 200 11.0 12.0 13.0 12.26
48 fresh-zh-1 10 11 V 16 full_attention 200 0 200 0.7727446023374797 0.9757196996361017 1.1745961803942917 0.986132373129949 200 0.09506728425621988 0.11816420406103134 0.17792212665081017 0.12691691622138024 200 11.990124619066028 13.203104874705964 14.147263392230133 13.079529608672026 200 0.7493827886916268 0.8251940546691228 0.8842039620143833 0.8174706005420016 200 0.008730832230477678 0.014122440936986825 0.022296483904800397 0.015229241195584086 200 0.10522607325408717 0.12278047010710506 0.15574624628769235 0.12800411431446537 200 0.3752450581506017 0.4060970764309562 0.4595370936555391 0.41101067402953734 200 0.6461414430484381 0.6848193998375264 0.7251867851894941 0.6867201370041193 200 0.10300035509751843 0.12251839269388934 0.14402710472990213 0.12249546665575832 200 13.0 13.0 14.0 13.04
49 fresh-zh-1 10 11 QKV 16 full_attention 200 0 200 0.7646997133269906 0.9415694242343307 1.1005946589633822 0.9381568700482603 200 0.10172526240348816 0.14520113170146942 0.17797999531030656 0.14074353359639644 200 10.556494727505484 12.132287690814861 13.526319939468888 12.102763513736924 200 0.6597809204690928 0.7582679806759288 0.8453949962168055 0.7564227196085578 200 0.012191935409086778 0.021252998106209633 0.034377010706376 0.022337764697260877 200 0.11199920705088734 0.14764846719062247 0.19376761916533158 0.1512855342947202 200 0.3976379062115118 0.4519844618754032 0.5082503153261523 0.4519074543448034 200 0.6643751919368126 0.7095712428180596 0.7495152168943192 0.7102956417116113 200 0.08967173405138439 0.11288960000503676 0.13725722023218334 0.1131325445636444 200 12.0 13.0 13.0 12.845
50 fresh-zh-1 10 11 JS 16 full_attention 200 0 200 0.016045292872877325 0.028061560849891976 0.0557658998943225 0.03360439002613021 200 0.004152655368670821 0.008428643923252821 0.022947734035551545 0.013680369750363752 200 2.6450400622520918 5.813073237536349 8.279876067241618 5.747200074222649 200 0.16531500389075574 0.3633170773460218 0.5174922542026011 0.35920000463891555 200 0.06216054871369186 0.11682778177670528 0.33709448395412145 0.16609993910311552 200 0.20591628311538554 0.3152610044344926 0.5464516179835875 0.352571257796797 200 0.6040428255496345 0.7240077921739443 0.8732768242837106 0.7241230388127226 200 0.8327742613094211 0.8957278587660789 0.9573599228471149 0.8942875428845476 200 0.011515956437173307 0.030337179298580402 0.0555964302539676 0.032318215880978524 200 5.900000000000002 9.0 11.0 8.335
51 fresh-zh-1 10 11 sqrtJS 16 full_attention 200 0 200 0.40895284092985096 0.5534483557567 0.7309623930603266 0.5665644111053553 200 0.0644407406449318 0.09180759266018867 0.15148354917764661 0.10463369278237224 200 7.860647455468036 11.217304580067477 12.886992169252563 10.796342939084912 200 0.49129046596675224 0.7010815362542173 0.8054370105782852 0.674771433692807 200 0.016104150759088904 0.02842451321013062 0.06903769231945556 0.03846723173886477 200 0.1267601433826018 0.16769519761061916 0.27860473981048695 0.18530787381293057 200 0.4231478142339164 0.4907384095410912 0.5951599695983893 0.49822297329287757 200 0.6852193650415406 0.7369754038291347 0.8022838070372944 0.7395950195094779 200 0.07282213999186168 0.1024971813288944 0.13109117593541883 0.10247885237114591 200 11.0 13.0 13.0 12.45
52 fresh-zh-1 11 12 Q 8 linear_attention 400 0 400 0.7112594723701477 1.0567578841000795 1.6549084380269052 1.1336770423408598 400 0.18845413625240326 0.30616503953933716 0.47522892951965334 0.3175508876144886 400 5.477104963346159 6.167510382221616 6.804095606981063 6.136919410117219 400 0.6846381204182699 0.770938797777702 0.8505119508726329 0.7671149262646524 400 0.025108933183938236 0.042445689895851846 0.06580367072889871 0.04475103603953981 400 0.22787424220345726 0.2817419783270949 0.3324606188054017 0.2817903592883699 400 0.39344020228911825 0.438959531659748 0.4919223903308211 0.44102890821117285 400 0.6433718848722331 0.685298774397114 0.7227518653916153 0.6853736661239761 400 0.10090703268802823 0.1250137334582667 0.15025944842985134 0.12518718360010553 400 7.0 7.0 7.0 6.9075
53 fresh-zh-1 11 12 K 8 linear_attention 400 0 400 0.4825267916545272 0.7918677963316441 1.3957195408642293 0.8667944692494348 400 0.115846898406744 0.20595640689134598 0.35331148505210896 0.2251581295207143 400 5.8434520497440365 6.457064459438968 6.942915252569421 6.42405429819099 400 0.7304315062180046 0.807133057429871 0.8678644065711776 0.8030067872738738 400 0.02175053586340759 0.034136159417198164 0.05272197723250966 0.035819034174482886 400 0.21790518103264905 0.2592537366780431 0.3068653932707722 0.26112305044886935 400 0.3829190329466067 0.41960124232959434 0.46804767912562667 0.4226426128686665 400 0.6373128610452358 0.6706433711325317 0.7101707379814962 0.6725711973067371 400 0.1047777385601039 0.13292024787245432 0.15963932834829628 0.1325006599701059 400 7.0 7.0 7.0 6.9225
54 fresh-zh-1 11 12 V 8 linear_attention 400 0 400 0.38287746962159874 0.6756213149055839 1.3400470308959487 0.7780662520381156 400 0.096944247931242 0.17358769476413727 0.38170437216758735 0.21239002059213818 400 5.347247468994016 6.3113622069751845 7.030087510636093 6.269994428450459 400 0.668405933624252 0.7889202758718981 0.8787609388295117 0.7837493035563073 400 0.019709437489822405 0.03822219781231748 0.07087129632330745 0.04145742046065472 400 0.20707489119098008 0.2651902463629251 0.33642074080443696 0.2681936516611965 400 0.37404562197723296 0.4303926733600409 0.49829614935892047 0.4317686004872223 400 0.6381526274537254 0.6841376109522127 0.7322858508963195 0.6842622430361339 400 0.09566515178460988 0.12749238832849555 0.15951941259016467 0.126557255479741 400 6.0 7.0 7.0 6.87
55 fresh-zh-1 11 12 QKV 8 linear_attention 400 0 400 0.627941570058465 0.924285352230072 1.3742050785571336 0.9785891493735835 400 0.16097690761089326 0.2543494999408722 0.3713564544916153 0.263376995883882 400 5.842390607133181 6.363882746730194 6.875659918892965 6.35374740963113 400 0.7302988258916476 0.7954853433412743 0.8594574898616206 0.7942184262038913 400 0.02336066898345175 0.03672774202553174 0.052757711452266154 0.037742441588207824 400 0.22775292520472104 0.2693795954833915 0.31176184783773936 0.2694071747400757 400 0.38766180353829344 0.4247318060379533 0.4674584450265044 0.42593835708836436 400 0.6365551962595403 0.6739642650105429 0.7068103225019726 0.6728856396058228 400 0.10982024019556197 0.13175498010059722 0.15648308683555595 0.13196426261836605 400 7.0 7.0 7.0 6.96
56 fresh-zh-1 12 13 Q 16 linear_attention 400 0 400 0.4287725748727098 0.6291518090292811 0.9183653243817392 0.6602286203455878 400 0.05749732218682766 0.09600819647312164 0.22757867276668553 0.12448112932499499 400 7.43813104642693 12.054362349920932 13.725438264243468 11.388680405982191 400 0.46488319040168313 0.7533976468700583 0.8578398915152168 0.7117925253738869 400 0.011047915290649094 0.021821357200642225 0.07674093058932209 0.032833729328761045 400 0.10895990306851573 0.15395135420424036 0.3031144707562746 0.1778963871899312 400 0.3805769265171659 0.44918117219250897 0.5767905651099959 0.4604233742475648 400 0.6593403165378923 0.7087942087917141 0.7841835646721264 0.715777538836388 400 0.07192378850252647 0.10222048066287616 0.1311494953473219 0.10159369808777655 400 12.0 13.0 13.0 12.4725
57 fresh-zh-1 12 13 K 16 linear_attention 400 0 400 0.3796079422580078 0.5419529881328344 0.7618788884021342 0.5660406191175571 400 0.04488024935126305 0.07666042819619179 0.131016717851162 0.08314666661433875 400 10.67482621767658 12.599542119525275 14.11989090209039 12.47575948850145 400 0.6671766386047863 0.7874713824703297 0.8824931813806494 0.7797349680313406 400 0.008876885840609866 0.017992535572854598 0.033257087895001446 0.020074796585010615 400 0.1032308308909768 0.13959976769114857 0.1941482275072908 0.14532372406218272 400 0.36320403311127286 0.4224121800926574 0.4895725791001946 0.4271854374902489 400 0.635751315318764 0.6901742968222736 0.7499592678652381 0.6925325786849674 400 0.08499378386993076 0.11317662359439792 0.14312498871384305 0.11334308099216585 400 12.0 13.0 13.0 12.7525
58 fresh-zh-1 12 13 V 16 linear_attention 400 0 400 0.33805561484768987 0.4774762666784227 0.692503923829645 0.49688007039774673 400 0.04425990618765354 0.07029108703136444 0.12124188691377644 0.07836978056933731 400 9.334433954331507 12.151683782608224 13.6965244645547 11.846482187869459 400 0.5834021221457192 0.759480236413014 0.8560327790346688 0.7404051367418412 400 0.01121197126399782 0.021112663974228417 0.04760557241782967 0.02550273656352748 400 0.1105578998537858 0.14504039721186468 0.22157384391459353 0.1571277179684568 400 0.3847757296627163 0.442563819587272 0.5456142644678524 0.4534863578946043 400 0.6596884432581905 0.7109339960225283 0.7803934258555302 0.715809932558836 400 0.06898549039660547 0.10243430414267252 0.13183404494659434 0.10127319153323804 400 11.0 13.0 13.0 12.4775
59 fresh-zh-1 12 13 QKV 16 linear_attention 400 0 400 0.46751984632574023 0.6001860462129116 0.7737955089658499 0.6082593854493461 400 0.05605280064046383 0.08463487401604652 0.15578170120716095 0.09744173836894333 400 9.221808462961413 12.772497303026139 14.162725819777252 12.22264222336821 400 0.5763630289350883 0.7982810814391337 0.8851703637360783 0.7639151389605131 400 0.008648406874963287 0.016846141052106793 0.04900140001194352 0.023573000986484353 400 0.1052101933146675 0.13963082995641257 0.2436601676754487 0.15733335208005989 400 0.3595682365847099 0.4199043666711588 0.5212731742804751 0.43222920257873065 400 0.638153783082408 0.6835727865007748 0.7643806054587863 0.6940305720897877 400 0.08098211617503247 0.11552865506524729 0.14210451810033878 0.11326887084730934 400 12.0 13.0 13.0 12.75
60 fresh-zh-1 13 14 Q 16 linear_attention 400 0 400 0.3581819446058944 0.6057678542565554 0.9266265729442241 0.6194080411925097 400 0.05562887825071812 0.10121583938598633 0.16555388420820238 0.10790316329570487 400 8.984764348820594 10.993171368600777 12.804795384360892 10.918961714127299 400 0.5615477718012871 0.6870732105375486 0.8002997115225557 0.6824351071329562 400 0.016635458727710436 0.03036327305184136 0.05205285202134545 0.03328436388755628 400 0.1250005151554404 0.16504284241999867 0.2317043184887997 0.1735018718689452 400 0.4214582738396168 0.48794216702592397 0.5581305760766958 0.48918969051415956 400 0.6920941428310349 0.7540016609510316 0.8118286564254139 0.75251594489739 400 0.05127560458582482 0.08648351968154439 0.12220059621684103 0.0871981589591026 400 11.0 12.0 13.0 11.9875
61 fresh-zh-1 13 14 K 16 linear_attention 400 0 400 0.3721212899079547 0.6305268344003707 0.9718979531899096 0.6449294262027252 400 0.05363687835633755 0.09777480736374855 0.1829571843147278 0.1116250408673659 400 8.98737507106024 11.212097542070406 13.059731885315017 11.083351780568323 400 0.561710941941265 0.7007560963794004 0.8162332428321886 0.6927094862855202 400 0.015009336843665294 0.02846866968756794 0.05201834647142469 0.031837631525605606 400 0.12308597876710539 0.16251156497169478 0.23243101965169033 0.1712443740005486 400 0.4164322115449284 0.48113854088534125 0.5536128445704002 0.48438083221055267 400 0.6837956313094269 0.7472076678467134 0.8051837376370223 0.7453305523637757 400 0.06012654147533741 0.09088036749332673 0.12781760922792534 0.09280544570777137 400 11.0 12.0 13.0 12.175
62 fresh-zh-1 13 14 V 16 linear_attention 400 0 400 0.29954221642110496 0.4848028526175767 0.9077605601400137 0.5606348308987799 400 0.043849870562553406 0.08329145982861519 0.1724206700921059 0.1018496751692146 400 8.601624836963923 10.945460021931986 13.039453404274523 10.85560632719913 400 0.5376015523102452 0.6840912513707491 0.8149658377671577 0.6784753954499456 400 0.015136398331273958 0.030786349912227617 0.05734093585275203 0.03566599715019743 400 0.11954870810478686 0.16362467289990384 0.24502782207819693 0.1769241861836662 400 0.4124458202716032 0.4875960285747094 0.5675203640802442 0.49039862284247 400 0.6847232716758535 0.7569398418201212 0.8156498747113647 0.7524608350138405 400 0.0550192637263923 0.08342689632152683 0.12084799344469732 0.08657916371396172 400 11.0 12.0 13.0 11.9225
63 fresh-zh-1 13 14 QKV 16 linear_attention 400 0 400 0.4210604142397642 0.6132193456869572 0.9099864074960354 0.6461962532845792 400 0.06235298551619053 0.09698081389069557 0.1679705634713173 0.10688274818472564 400 9.559044451771125 11.462648813151414 13.229307283707383 11.372536790697668 400 0.5974402782356953 0.7164155508219634 0.8268317052317115 0.7107835494186042 400 0.013962413468451337 0.026389219655446716 0.044920498319119116 0.02927729497894551 400 0.12302451292251601 0.15709634512624568 0.2172133642117814 0.16492861000588327 400 0.4117132816521857 0.4697141174747012 0.5382139792223727 0.4737089325042268 400 0.6784471857426405 0.7417767439401142 0.7971131902854659 0.7392774549840461 400 0.06311006935352877 0.09444935201900284 0.13123542279990064 0.09541277970078714 400 11.0 12.0 13.0 12.27
64 fresh-zh-1 14 15 Q 16 full_attention 200 0 200 0.6577422137372195 0.9171648286283016 1.1852634995244442 0.9181472365325317 200 0.11345553621649743 0.15000705420970917 0.1810215711593628 0.15020154509693384 200 9.974972828525296 10.98748633023548 12.015739261979009 11.008383435577516 200 0.623435801782831 0.6867178956397175 0.7509837038736881 0.6880239647235947 200 0.022105795807046344 0.03041346995763028 0.040267832978357676 0.030734119759068097 200 0.13690393024083136 0.16355526124714392 0.19754851941285856 0.16622357418701442 200 0.45715092057926165 0.49559856760163823 0.5399387709213074 0.49583705303041015 200 0.7112572552939894 0.7405481171619599 0.7795045856523062 0.7424820054653612 200 0.0671746009092024 0.09349980356859358 0.10992506218390213 0.09149286381927257 200 11.0 12.0 13.0 12.19
65 fresh-zh-1 14 15 K 16 full_attention 200 0 200 0.4558223349275068 0.661193341948092 0.928560869814828 0.6845277983671986 200 0.09089065045118332 0.14050742238759995 0.2652635604143142 0.16330237239599227 200 6.517073625860159 8.448169533418689 10.216135117656798 8.420845466774376 200 0.40731710161625995 0.528010595838668 0.6385084448535499 0.5263028416733985 200 0.037743533953733324 0.059597051779429054 0.09700626283126307 0.06391106362676019 200 0.16545158667610715 0.21786337825417829 0.3109351348229441 0.23088798633735585 200 0.5273401415002065 0.5891054982550972 0.670537313858403 0.5982072906277595 200 0.7789887782313337 0.8273318255285389 0.867367099825448 0.826735536039555 200 0.03556134799369811 0.05069459324987072 0.06732191690401192 0.05158814468967845 200 10.0 11.0 11.099999999999994 10.54
66 fresh-zh-1 14 15 V 16 full_attention 200 0 200 0.39862508603837343 0.553866085014306 0.8149181741755454 0.5910873380908742 200 0.07487345486879349 0.1185121051967144 0.26099399924278255 0.1435592506825924 200 6.23539240573393 8.575625033151486 10.542810464490822 8.593766850785837 200 0.38971202535837063 0.5359765645719679 0.6589256540306764 0.5371104281741148 200 0.03452489179458992 0.05771847128863582 0.10441198167052927 0.06257753538089733 200 0.17394930222282973 0.22248368839866833 0.3403276449735198 0.23622923989761208 200 0.5139030605907748 0.5745139919281239 0.6391214979272684 0.5741994356844878 200 0.7497449375485372 0.7985724668806748 0.8343295262531546 0.7939948756911482 200 0.047876148136253904 0.06173908973538601 0.09238906906297285 0.06512158069667205 200 11.0 11.0 12.0 11.26
67 fresh-zh-1 14 15 QKV 16 full_attention 200 0 200 0.6458288012538105 0.7748749549500644 0.9652682330459356 0.7980924565205351 200 0.11018678247928619 0.13081123679876328 0.18139647394418718 0.14203495394438506 200 8.73400421523041 10.246712388513933 11.44923822507546 10.193826057069092 200 0.5458752634519006 0.6404195242821208 0.7155773890672162 0.6371141285668183 200 0.02649819570006886 0.03743176517140752 0.05546138875430876 0.03928103644010278 200 0.1449581241047069 0.17280844858768796 0.22752581143256917 0.179581028414308 200 0.47710706891360144 0.5362226771385954 0.5856630329020351 0.531838099732763 200 0.7295533715428937 0.7722563931895174 0.8144699553256052 0.7730578378245819 200 0.05475231118994709 0.07820279139223463 0.09810128173046476 0.0765137326843442 200 11.0 12.0 12.0 11.695
68 fresh-zh-1 14 15 JS 16 full_attention 200 0 200 0.019945300565086654 0.03742143244858198 0.06954158965454553 0.04249801874332888 200 0.006600805884227156 0.013597384095191956 0.0299729011952877 0.01775519482791424 200 2.723727922639179 4.419071740960671 6.453804065895095 4.506546875024986 200 0.1702329951649487 0.27619198381004195 0.4033627541184434 0.2816591796890616 200 0.09861066336700716 0.17471540683448422 0.3249596363003885 0.19923313577665447 200 0.25891546649056973 0.36224561549091905 0.5691559297756097 0.3955265302614648 200 0.6979655399278633 0.8148032333471716 0.9034887493058987 0.802466854880239 200 0.9009231053331983 0.948978783177368 0.9757591574499868 0.9435997776413383 200 0.005237995813748987 0.012665228570550776 0.02465008873120709 0.014240310710541213 200 4.0 6.0 8.0 6.415
69 fresh-zh-1 14 15 sqrtJS 16 full_attention 200 0 200 0.43292285297065974 0.5795048493891954 0.8028445993550122 0.598374522572849 200 0.08124532625079155 0.11660745367407799 0.17312516421079635 0.1251748430915177 200 7.27187131575747 9.280908514420442 11.168043529324263 9.19956206262213 200 0.45449195723484187 0.5800567821512777 0.6980027205827665 0.5749726289138831 200 0.028844266270079803 0.04826461737077646 0.08001845356029015 0.052541086242545665 200 0.1521058685250012 0.20071546433315057 0.2787634172105522 0.20895935456315512 200 0.48676783085182757 0.5606942171838359 0.6427062218665469 0.5640766258320425 200 0.7445924303680195 0.799933686349982 0.850776678718176 0.7998207023229159 200 0.04972880916576016 0.07123257799778379 0.09336855652866997 0.07216344075869018 200 10.0 11.0 12.0 11.335
70 fresh-zh-1 15 16 Q 8 linear_attention 400 0 400 0.19986069407314064 0.46389445289969444 0.8956709902733565 0.5090842917381088 400 0.04299015626311302 0.10527447238564491 0.2599944949150086 0.12798810095293447 400 5.834645955809603 6.856790631430793 7.407216043831221 6.73552036533139 400 0.7293307444762004 0.8570988289288491 0.9259020054789027 0.8419400456664238 400 0.011432559850753476 0.023818087522427103 0.053017618729649545 0.028307218148329493 400 0.18324670830013334 0.22686992103152165 0.31176969445782493 0.2387361114995067 400 0.3449582984207271 0.3928509719419186 0.4596047972057098 0.39629894065743654 400 0.6058274989044762 0.6498933257271503 0.6973570857052434 0.6514275959246021 400 0.12112850999103765 0.14790487657338322 0.17462526367807285 0.14802789306899325 400 7.0 7.0 7.0 6.995
71 fresh-zh-1 15 16 K 8 linear_attention 400 0 400 0.2865625012665987 0.46163270249962807 0.7159958682954312 0.48214415930677207 400 0.05249631702899933 0.09312321618199348 0.1700477421283722 0.10407672118395567 400 6.513632666676123 7.123124686724383 7.498416961966744 7.058480003951019 400 0.8142040833345153 0.8903905858405479 0.937302120245843 0.8823100004938774 400 0.009555980058244042 0.01758609900382032 0.03259904318889367 0.019555700837432296 400 0.17557890438178544 0.2085092995367986 0.2516834065681224 0.21139714156376396 400 0.33537148359147667 0.37606616382062896 0.42800448153384124 0.3787479168038449 400 0.6022690095489 0.6364912429900353 0.6810532471069338 0.6387765209735242 400 0.12892438858843056 0.15751327181530345 0.1825052865260191 0.156796619122968 400 7.0 7.0 7.0 7.0025
72 fresh-zh-1 15 16 V 8 linear_attention 400 0 400 0.3101591121405363 0.414548727683723 0.6638900108635426 0.4536746086040512 400 0.062248042225837706 0.08890051767230034 0.1481402471661568 0.09876976327970624 400 6.375527351263597 6.946734358280413 7.392494910423758 6.901467936472129 400 0.7969409189079496 0.8683417947850516 0.9240618638029697 0.8626834920590162 400 0.011739804231719175 0.021660037320278387 0.0363999217804117 0.023460530141269996 400 0.1773245538495785 0.21211547276437873 0.25762269090809325 0.21560968323067572 400 0.34178296020310805 0.3867883582709063 0.4354503137200121 0.38860321891175004 400 0.6159145676009288 0.6565733808317405 0.6972125027654101 0.6558877640936979 400 0.10916973944482057 0.1414943598450648 0.1716854432779864 0.14130149071505607 400 7.0 7.0 7.0 6.96
73 fresh-zh-1 15 16 QKV 8 linear_attention 400 0 400 0.3314094701781869 0.4764906894415617 0.7405438203364613 0.5044400906306692 400 0.0644989974796772 0.0975835919380188 0.19508592635393146 0.11217128470540047 400 6.461353840637956 7.098616509554886 7.474204052423043 7.030282980550095 400 0.8076692300797444 0.8873270636943608 0.9342755065528804 0.8787853725687619 400 0.010049726857083547 0.01814002479521407 0.03401873707408182 0.02020727729036347 400 0.17998469835815162 0.21026860057469182 0.2675367136732707 0.21648070657757884 400 0.3397267825731491 0.3770363418833491 0.4256815960359429 0.3793530208424864 400 0.6027215378027868 0.6376038756387015 0.6753351810058252 0.6385888219285999 400 0.13112802890263664 0.15820078198535004 0.1813363088607309 0.15757380853151823 400 7.0 7.0 7.0 7.0075
74 fresh-zh-1 16 17 Q 16 linear_attention 400 0 400 0.08711719287675807 0.2994851019466296 0.573016984621063 0.32165666329921805 400 0.01310598086565733 0.04576076939702034 0.09498987272381783 0.05223502334440127 400 9.583010174830612 11.840225729216735 13.324799122374221 11.582809323374299 400 0.5989381359269133 0.740014108076046 0.8327999451483888 0.7239255827108937 400 0.013384581465064207 0.02342176432204445 0.04464143732069111 0.02759057673775662 400 0.11746223739112596 0.15123771411546127 0.21382206660995698 0.1620249147955738 400 0.4028018966273583 0.45963470146711133 0.5354911437966935 0.464178923219749 400 0.676133827954727 0.7253601585712695 0.7811042705078216 0.726551221455319 400 0.07287342136913855 0.09538573412747754 0.12436979498279221 0.09748222541172494 400 12.0 12.0 13.0 12.3775
75 fresh-zh-1 16 17 K 16 linear_attention 400 0 400 0.3286965986713767 0.4223298658616841 0.5934893887024373 0.4472175025119213 400 0.04229480139911175 0.059895411133766174 0.09417680427432061 0.06480434986762702 400 10.693028184724891 12.383167510963343 13.468265855749474 12.219783722162196 400 0.6683142615453057 0.7739479694352089 0.8417666159843421 0.7637364826351373 400 0.01253184928229949 0.019471808687132178 0.033086804079425956 0.0214448347101134 400 0.11219071860921055 0.13757776612288575 0.18140014587027972 0.14428989032577394 400 0.395864530231225 0.4362149194990499 0.49761317840940616 0.4428913856845753 400 0.6670044234864881 0.7081641271470507 0.7580535919767092 0.7106260600031876 400 0.08218487972765465 0.10538948020512309 0.12561972850394257 0.1048475434681044 400 12.0 13.0 13.0 12.6175
76 fresh-zh-1 16 17 V 16 linear_attention 400 0 400 0.29818206932395697 0.4106921355705708 0.5565018072258681 0.4215392938845616 400 0.04070471748709679 0.060807785019278526 0.1028570704162121 0.06672028207220138 400 9.495061325427482 11.908249339816994 13.223724295115607 11.602071430960843 400 0.5934413328392176 0.7442655837385621 0.8264827684447255 0.7251294644350527 400 0.013996491102012917 0.02290709493773848 0.04567249861168296 0.027394742466076868 400 0.11745855227098129 0.14527100560214212 0.2092226785607464 0.15740708318409813 400 0.40185889257705854 0.4532001243796322 0.5424797312566577 0.4635072268078833 400 0.6805855945888534 0.7287748652829271 0.7975287519249424 0.7326277210266369 400 0.062150436505154893 0.09350211957618837 0.11988088587616197 0.09243153804781819 400 11.0 12.0 13.0 12.15
77 fresh-zh-1 16 17 QKV 16 linear_attention 400 0 400 0.3224775362992659 0.4170524077489972 0.5280065821483731 0.4254810506635113 400 0.040970437973737714 0.05731347016990185 0.08391455858945848 0.06086966967675835 400 10.81968177679432 12.499710611648208 13.58935020530476 12.351658313483842 400 0.676230111049645 0.781231913228013 0.8493343878315475 0.7719786445927401 400 0.01182617386760729 0.018668643309448833 0.03191910415011717 0.020449086487372106 400 0.11375288267718857 0.1369316621200216 0.17717501161571683 0.14239705159185362 400 0.392013385518266 0.4328109726063489 0.49936021500857736 0.4394045587806595 400 0.6618637501543095 0.7042037534592438 0.7559459674777604 0.7069288615362622 400 0.08320365562586786 0.10744502171180498 0.12997793867890256 0.10696707120563684 400 12.0 13.0 13.0 12.6625
78 fresh-zh-1 17 18 Q 16 linear_attention 400 0 400 0.11444642521673815 0.3289668773068115 0.5647181982640177 0.33337109683678134 400 0.026945790834724904 0.08264965564012527 0.15005922019481663 0.08756069282535464 400 6.0035884150547645 8.928508890559545 10.900737928029212 8.710076795183792 400 0.3752242759409228 0.5580318056599716 0.6812961205018258 0.544379799698987 400 0.031186073629575987 0.052800931177753765 0.11100488581622223 0.06240130384823678 400 0.19199674732986152 0.2490011326242375 0.35883630646701725 0.26310991506586956 400 0.4648490098961464 0.5222855178204693 0.6303564401796478 0.5348779070117441 400 0.7040174974946337 0.7523774476737031 0.8174405510976654 0.7571019525652098 400 0.06628559825730737 0.0912277696545262 0.11763073004175559 0.09082397585155792 400 11.0 12.0 13.0 12.1125
79 fresh-zh-1 17 18 K 16 linear_attention 400 0 400 0.17144957436248662 0.30153246014378965 0.42404144285246737 0.3016565287492995 400 0.04597516842186451 0.07409296557307243 0.11804260313510895 0.0783864412875846 400 6.973458341860775 8.69440343611236 10.544563287056361 8.746841117647467 400 0.43584114636629845 0.5434002147570225 0.6590352054410226 0.5466775698529667 400 0.03449132513227807 0.05601762435137562 0.08629459024746584 0.058470424258631054 400 0.20356528501763435 0.26047895141792266 0.32190310711945586 0.2613304243990743 400 0.46886155012263386 0.5267360414592067 0.583467152958784 0.5270573806988736 400 0.7088489808026993 0.7506739046228881 0.7933182284989547 0.7516857318751735 400 0.07120798454805734 0.0951264081130174 0.11640304984400103 0.09463269199708506 400 11.0 12.0 13.0 12.28
80 fresh-zh-1 17 18 V 16 linear_attention 400 0 400 0.2788433980429545 0.35655369400046766 0.4507291147019714 0.3619566791538091 400 0.09207431375980377 0.12409733980894089 0.15486080795526505 0.12325305098667741 400 4.566530384065741 6.346931722783292 8.782143948968194 6.484276544655219 400 0.2854081490041088 0.3966832326739558 0.5488839968105121 0.4052672840409512 400 0.054791907387735136 0.10139368017053182 0.1669172264480259 0.10758896086343032 400 0.25107537815491116 0.3429291069978044 0.436681824149149 0.34396526911239717 400 0.5269692736723254 0.6064357640901277 0.6624302106970968 0.6007640487598719 400 0.7461469042457075 0.7982054779231895 0.8417465189807074 0.7964446593033108 400 0.05434727123603426 0.07718751395880855 0.1006514460061799 0.07714848203318231 400 10.0 12.0 13.0 11.5475
81 fresh-zh-1 17 18 QKV 16 linear_attention 400 0 400 0.26694579506292937 0.34472838416695595 0.4579548066481948 0.3541167849037447 400 0.07474510371685028 0.1006401963531971 0.13284760862588885 0.10233625747263432 400 6.255063007101469 7.863978606112392 9.494918795352538 7.87329112497948 400 0.3909414379438418 0.4914986628820245 0.5934324247095336 0.4920806953112175 400 0.045674142425202666 0.06897302143369652 0.10386185808151428 0.07241407563426625 400 0.23578694193978422 0.28736456120209564 0.34897081549834713 0.29107630782158267 400 0.4947031268324942 0.5495153297628259 0.6052951389501732 0.550273656553461 400 0.7241112361876384 0.7646267173108904 0.8049597108393459 0.7649382838899986 400 0.06931587054786616 0.08962916571450098 0.10955993811315815 0.08957083073094946 400 11.0 12.0 13.0 12.1325
82 fresh-zh-1 18 19 Q 16 full_attention 200 0 200 0.40186612848192454 0.4660476525314152 0.5630262769758702 0.47487199571914973 200 0.0650772623717785 0.07989485561847687 0.10173414945602416 0.08234241669997573 200 10.12810645809385 11.601534563597166 12.725747312893004 11.523018809154651 200 0.6330066536308656 0.7250959102248229 0.7953592070558128 0.7201886755721657 200 0.017152903726017504 0.025275235926569224 0.038651569538112475 0.02658703160192312 200 0.14592901287507962 0.17147407737309045 0.20097218725826207 0.17335960590672828 200 0.42176770824454984 0.46316859440634306 0.5390721155220035 0.47015618742144694 200 0.6737976394302598 0.7086594320210411 0.7619974861112238 0.711631283654674 200 0.08894774717197554 0.11645042191684796 0.14417352219169513 0.1170132078824728 200 12.0 13.0 14.0 12.95
83 fresh-zh-1 18 19 K 16 full_attention 200 0 200 0.2383557878434658 0.2800897735869512 0.40347801889292895 0.2980342358537018 200 0.04454663395881653 0.05757962539792061 0.11347527503967285 0.0688006903231144 200 6.659188448098644 9.619182260087715 11.000871731631374 9.0697628004 200 0.41619927800616524 0.6011988912554822 0.6875544832269609 0.566860175025 200 0.030295354552186994 0.044225163876059265 0.09360747781267274 0.05872871124822177 200 0.16919428711946752 0.20354627502050726 0.3202322395846846 0.23121901800390596 200 0.500888998929547 0.5510143276679249 0.6311179375958716 0.5598069054867643 200 0.7390084871905289 0.7650663769812541 0.808768243324379 0.7697533244238843 200 0.07626054912607459 0.08974869381532198 0.10836103910293753 0.09102594870166897 200 11.900000000000002 12.0 13.0 12.14
84 fresh-zh-1 18 19 V 16 full_attention 200 0 200 0.2105618339497596 0.26664538076147437 0.6062462885864074 0.32882167091127484 200 0.04057726487517357 0.05638102628290653 0.10011147707700728 0.06374377176165581 200 9.063332882979116 11.018012659841542 12.614013817346505 10.955583720142782 200 0.5664583051861948 0.6886257912400964 0.7883758635841566 0.6847239825089239 200 0.01789635619778122 0.03014528509096625 0.05102403166496306 0.032138560554408696 200 0.15899317303284274 0.1984824956334712 0.2525142685702805 0.20128350024205993 200 0.4243098691093764 0.46811114039326907 0.5247275695931488 0.468130859348047 200 0.6536294591357411 0.6966165360412374 0.7344836899959832 0.6957549332645888 200 0.10778337214586695 0.12635339778205795 0.15696974957914428 0.12776715023867793 200 13.0 13.0 14.0 13.2
85 fresh-zh-1 18 19 QKV 16 full_attention 200 0 200 0.3160225347615778 0.37049319688230753 0.5122994367033243 0.3931979568884708 200 0.05125492662191391 0.06661264598369598 0.09244697988033293 0.06970386667177081 200 10.207788622643587 11.45153724767245 12.62791443689083 11.39239019619744 200 0.6379867889152242 0.7157210779795281 0.7892446523056769 0.71202438726234 200 0.017802356626204725 0.02647952857663271 0.037828739337075895 0.027571846487599604 200 0.14179378283656605 0.1789277489871398 0.20475874522368429 0.17752368670248805 200 0.42932173162525245 0.468638335677255 0.5210576323533085 0.4737948927943687 200 0.6715027907704788 0.7155576126236289 0.7461306792649463 0.7130189220379008 200 0.09833837692914749 0.11557345949284488 0.13936113192895164 0.11688660634552829 200 12.0 13.0 13.099999999999994 12.98
86 fresh-zh-1 18 19 JS 16 full_attention 200 0 200 0.007393096410646649 0.012181064067817715 0.018965315184050268 0.012800878722067068 200 0.003304202063009143 0.007077381014823914 0.012031846866011619 0.007414750217576511 200 1.8131037119282571 2.5861945507183703 3.8056885226410704 2.773240141124483 200 0.11331898199551607 0.16163715941989815 0.2378555326650669 0.1733275088202802 200 0.21362110907349677 0.3457801242352132 0.5216823690293247 0.35375158226090586 200 0.39054159599782057 0.5554795386289151 0.7298192826476227 0.5607862203853119 200 0.8382733198357065 0.9014582827651687 0.9417105610582329 0.8940616955368718 200 0.9446463243627984 0.9674112908715309 0.9823178519511492 0.964551388545188 200 0.004339754926425057 0.007983271427843467 0.013694931597522919 0.008508104633810631 200 3.0 4.0 6.0 4.64
87 fresh-zh-1 18 19 sqrtJS 16 full_attention 200 0 200 0.24335797766689213 0.29331015225034207 0.3536794791696593 0.29521937190263997 200 0.05748218968510628 0.08412716910243034 0.10968977808952332 0.08364754555746913 200 5.711247110272558 7.024246621721719 8.823026151557187 7.196968633935012 200 0.3569529443920349 0.43901541385760745 0.5514391344723242 0.44981053962093825 200 0.054229127537616 0.08518829188617832 0.12009932598436433 0.08591510904237093 200 0.2150525931638637 0.2828655296956779 0.3538350878800364 0.28249004018624446 200 0.5713467217876544 0.6286265816374231 0.6790948191973873 0.6282328187848598 200 0.788729863215255 0.8190756238169092 0.8500392600289038 0.8184562214453764 200 0.0516866276508774 0.06341780080102401 0.07863042920113657 0.06433900282961363 200 10.0 11.0 12.0 11.0
88 fresh-zh-1 19 20 Q 8 linear_attention 400 0 400 0.15525705595500766 0.3394973468966782 0.6571132013574245 0.3765427278200514 400 0.04618050307035446 0.09498502314090729 0.2521578311920167 0.12125425999984145 400 3.9186470605530057 5.544321493315213 6.539376941055835 5.442544432059326 400 0.4898308825691257 0.6930401866644016 0.8174221176319794 0.6803180540074157 400 0.031908305681334834 0.06327399320957156 0.14878890452186816 0.07481138653408684 400 0.23105027707205306 0.296195527567483 0.4293521309738975 0.3097218065751807 400 0.41221028593805686 0.47955417790287896 0.6106232802894005 0.49487810267112964 400 0.690652918222389 0.7580765843999429 0.8385641110030124 0.7615882490962289 400 0.04741852897855421 0.0849469426155012 0.11846163443323997 0.08455097397071672 400 5.0 6.0 7.0 6.16
89 fresh-zh-1 19 20 K 8 linear_attention 400 0 400 0.2675408917479217 0.3827636414207518 0.6346319142729044 0.4226680134201888 400 0.0657367616891861 0.1260973885655403 0.24239765256643298 0.13847129544243217 400 4.167757318121759 5.298839034982416 6.479710135864358 5.307034668169767 400 0.5209696647652199 0.662354879372802 0.8099637669830447 0.6633793335212209 400 0.03351759089842679 0.0728235627895297 0.1313568212441941 0.07894804102788361 400 0.2200209713108122 0.31088624049972713 0.41728173071230773 0.3157428005653104 400 0.4095813956147669 0.5005013303139483 0.5839266861723282 0.4984212081315583 400 0.7062365762020371 0.777583468507881 0.8367804181475219 0.7739838892164036 400 0.052986015112582226 0.07733663049086614 0.11218255577304988 0.08043071935381756 400 6.0 6.0 7.0 6.105
90 fresh-zh-1 19 20 V 8 linear_attention 400 0 400 0.2774194669444114 0.36462423647753894 0.5320786954835058 0.38472252163453957 400 0.0807145245373249 0.10361829400062561 0.14211224466562272 0.10949894278310239 400 4.7007518590285855 5.4682866211277705 6.285478487002955 5.484944301562345 400 0.5875939823785732 0.6835358276409713 0.7856848108753693 0.6856180376952932 400 0.038967917005168114 0.06614016003006074 0.10026506092248094 0.06847465666403775 400 0.23000650050593804 0.27872310557779834 0.3504997719943814 0.28806588638896147 400 0.433386446056023 0.49836376683005823 0.5636916956406838 0.4961686099239049 400 0.7065554738300994 0.7747459772120875 0.8241917384706339 0.771155672700703 400 0.053060863002019315 0.08009137903232538 0.11597468426977454 0.08279114099653687 400 6.0 6.0 7.0 6.1675
91 fresh-zh-1 19 20 QKV 8 linear_attention 400 0 400 0.29529009452089666 0.40087789110839367 0.5732318122871221 0.41862270907731725 400 0.08025466576218605 0.11346953362226486 0.20841896235942844 0.13092674260027706 400 4.446845475571162 5.488597445848338 6.3884772953095 5.437088566588267 400 0.5558556844463952 0.6860746807310423 0.7985596619136875 0.6796360708235334 400 0.03603647820786743 0.06536688384837219 0.1141468734730059 0.0719203431196204 400 0.23886409419423785 0.2982476099626413 0.3924174480819068 0.30625292162201306 400 0.425356881747965 0.49118959834060877 0.570381516538761 0.4951553398055028 400 0.7006763525417299 0.7691835719259329 0.8289667192633471 0.767764499128189 400 0.057491969063298315 0.08305301189599479 0.11418334940728253 0.08372321816680739 400 6.0 6.0 7.0 6.1425
92 fresh-zh-1 20 21 Q 16 linear_attention 400 0 400 0.09100260541308672 0.1578803969314322 0.47679477347992394 0.21357492956944044 400 0.013946398627012968 0.0253577483817935 0.09228626117110254 0.038190908087417486 400 9.669408779086732 11.415225398347491 12.73911800259806 11.269053017692489 400 0.6043380486929207 0.7134515873967182 0.7961948751623787 0.7043158136057805 400 0.017064928782645285 0.026775793622037178 0.043646979492003656 0.029352397961489664 400 0.13165795663444885 0.16089411479034343 0.21621911319216935 0.1687203318248561 400 0.4244900924599479 0.4785433290639434 0.5435475391333369 0.48244030229373797 400 0.6891106183362785 0.7271872743655241 0.7826357888469359 0.7329405217535465 400 0.07527590514952104 0.10159258586743489 0.12333446763120781 0.10071467690465907 400 12.0 13.0 13.0 12.4725
93 fresh-zh-1 20 21 K 16 linear_attention 400 0 400 0.16491668410599233 0.30600598198361695 0.41316689671948553 0.31079191313765475 400 0.02744064182043076 0.051021795719861984 0.07823709771037102 0.05460934706497937 400 9.020126109399264 11.148648245596211 12.396907423978336 10.890723514007611 400 0.563757881837454 0.6967905153497632 0.774806713998646 0.6806702196254757 400 0.019376325175393984 0.0290101052022511 0.05158780053782289 0.03347859885421094 400 0.13250327659397218 0.16390620321480015 0.24047471914384613 0.1774524418725001 400 0.4426878812478206 0.49426622642259455 0.5536032459377827 0.4962049015508903 400 0.7019534765744023 0.7371161884786097 0.7748532936346252 0.737450143719988 400 0.08177054256171805 0.100617967890347 0.11922358240559534 0.10029121070242926 400 12.0 13.0 13.0 12.4925
94 fresh-zh-1 20 21 V 16 linear_attention 400 0 400 0.22574676314834505 0.30166250735055655 0.448491025576368 0.32166607168008343 400 0.03758852705359459 0.055542927235364914 0.10080730840563774 0.06360128117259592 400 7.279698708674357 10.685878426636492 12.512606164122632 10.26985391428973 400 0.4549811692921473 0.6678674016647808 0.7820378852576645 0.6418658696431081 400 0.018580699273323027 0.033153549076843286 0.07986051152476253 0.04224451734680011 400 0.1387595197298212 0.18047811741841496 0.2993860884823669 0.19764674845668595 400 0.43731306360086736 0.5060429621407943 0.6030909455895996 0.5146613164609688 400 0.7004034266372262 0.7476760187316618 0.802937517172612 0.7495566218730425 400 0.06760458271448931 0.09325404642082735 0.11711260865480333 0.09247357440744867 400 11.0 12.0 13.0 12.205
95 fresh-zh-1 20 21 QKV 16 linear_attention 400 0 400 0.21518497793003916 0.28149201755877584 0.41662318254821007 0.3026864863996161 400 0.037530127167701724 0.05159826576709747 0.08380187228322031 0.056122346417978405 400 8.578341197215607 10.74834736709455 12.49694583917458 10.63620047415439 400 0.5361463248259755 0.6717717104434093 0.7810591149484113 0.6647625296346493 400 0.01868752153110747 0.03257339644350163 0.05767749774725549 0.03574639009449255 400 0.1381482033714521 0.17714372896328257 0.2574492118931321 0.18849974620724885 400 0.4419836057510083 0.5033089776957218 0.559189490797357 0.5017523334597588 400 0.7010759845319436 0.737958688161038 0.7742489859483731 0.7385488075890002 400 0.08046029679321556 0.09913061480170313 0.11849481028389905 0.0992009448967302 400 12.0 12.0 13.0 12.465
96 fresh-zh-1 21 22 Q 16 linear_attention 400 0 400 0.0638073873706162 0.15770221455022693 0.3229407866485417 0.17402296393411235 400 0.00827278159558773 0.020439019426703453 0.05504508726298809 0.030880103794625028 400 10.956545395669451 13.009093934470757 14.146357049170428 12.553184850616509 400 0.6847840872293407 0.8130683709044223 0.8841473155731517 0.7845740531635318 400 0.008735550152923651 0.015327467139166084 0.03068794874960493 0.022075422490765037 400 0.1103447908992042 0.1377652289869727 0.19578295029911008 0.15332308972371 400 0.37227052823390233 0.4192664246088049 0.48966976594113054 0.42861407325127365 400 0.6317030284209187 0.6776187750204767 0.7301179426123745 0.6820589771341953 400 0.10099390697790879 0.1268696856947495 0.15536662207298013 0.12783967131998378 400 13.0 13.0 14.0 13.1375
97 fresh-zh-1 21 22 K 16 linear_attention 400 0 400 0.09741592470090837 0.21235808753408492 0.33288378436118365 0.21420880685123847 400 0.014754499867558482 0.028414766304194927 0.04797113463282587 0.030325422501191496 400 11.277069871004235 13.054859308406666 14.179173104085924 12.874476857178797 400 0.7048168669377647 0.8159287067754166 0.8861983190053703 0.8046548035736748 400 0.0085610426039156 0.015039831361483035 0.02792068290852134 0.016884931462583762 400 0.10611469307035479 0.14159071334269058 0.19275314545378658 0.14519345661898928 400 0.3707465013911077 0.41039248686792795 0.46615928867570466 0.415185903909173 400 0.6374763132555936 0.6724219935445845 0.7138607505386906 0.6745149800677268 400 0.10904332055266763 0.13059542805893948 0.1530590140265871 0.13054673841616418 400 13.0 13.0 14.0 13.235
98 fresh-zh-1 21 22 V 16 linear_attention 400 0 400 0.13401092891581357 0.1944151925854385 0.31463873228058226 0.2110497849449166 400 0.017851484939455986 0.030416744761168957 0.05377412773668766 0.03353422887157649 400 9.019782820844243 12.831819279487862 13.98700610826198 12.223251618279864 400 0.5637364263027652 0.8019887049679914 0.8741878817663737 0.7639532261424915 400 0.009594590783200348 0.016460024775304644 0.051591986613178355 0.024231169072713613 400 0.11298294130091135 0.14360079074992677 0.2599274339240808 0.1634574645587918 400 0.3753465582658847 0.4227827968976451 0.5114027864098041 0.4340739866154702 400 0.6420315240429671 0.6826627550401714 0.7386390454552453 0.6853793198154758 400 0.10166157257753133 0.12752871192834653 0.14951535898715418 0.12694117917653777 400 13.0 13.0 14.0 13.1525
99 fresh-zh-1 21 22 QKV 16 linear_attention 400 0 400 0.1325829988112673 0.209606354823336 0.2849590593017638 0.2128292384831002 400 0.018658262863755225 0.029178920201957226 0.04782337360084058 0.03356043431442231 400 10.755941306123653 12.985362229166007 14.109065675052369 12.639862789920217 400 0.6722463316327283 0.8115851393228755 0.881816604690773 0.7899914243700136 400 0.008934854082441372 0.015477107845314886 0.032503459699744705 0.019509789353500794 400 0.10981471305764977 0.14379035327591175 0.21108071221739746 0.1537745280956764 400 0.3727250764172539 0.4157947406682161 0.4789287918367615 0.4210803922181682 400 0.6348954132432477 0.6751433278233427 0.7157782995894862 0.675016521542984 400 0.11033907564139822 0.1321006207445523 0.15223692759961058 0.1316575972431657 400 13.0 13.0 14.0 13.2275
100 fresh-zh-1 22 23 Q 16 full_attention 200 0 200 0.3026728035882115 0.37655932281631976 0.46557707500178364 0.3813775059761247 200 0.04963986799120903 0.0744844377040863 0.12148832082748412 0.07976769370958209 200 8.158460086767704 9.68046214852427 11.099525128742243 9.653566909599014 200 0.5099037554229815 0.6050288842827669 0.6937203205463902 0.6033479318499384 200 0.029433813967526593 0.043520912202843494 0.06408177446837236 0.0460129208423802 200 0.15447485364824012 0.19627197084865178 0.2737614323565545 0.20513040499060614 200 0.48598316241886763 0.5392094267902581 0.5846335035116358 0.5344260250513373 200 0.7474379347931019 0.7802175695463072 0.8053826026015454 0.7768267640960187 200 0.06112540760596603 0.07497044494860407 0.09211129176370675 0.07563308191429308 200 11.0 12.0 12.0 11.69
101 fresh-zh-1 22 23 K 16 full_attention 200 0 200 0.28945007940055806 0.36516114440746605 0.48591423322213806 0.3753078854223713 200 0.07137070298194886 0.12555516883730888 0.15731682032346725 0.12020358331501484 200 5.059222337631255 6.533838025570682 8.445334108931446 6.731609824608861 200 0.3162013961019534 0.4083648765981676 0.5278333818082154 0.4207256140380538 200 0.05964055496211359 0.09658723733189026 0.14416951786206372 0.09757853452436181 200 0.22990450380723995 0.3263121331322245 0.4043384709146647 0.3189793342842524 200 0.5805636112578474 0.6106102178790714 0.6557902952821408 0.6143969532199712 200 0.7985027454923859 0.8203908734288934 0.846657177240993 0.8196459190867469 200 0.04985520469823094 0.057907431236357276 0.06828933856993738 0.05885155268220192 200 10.0 11.0 11.0 10.88
102 fresh-zh-1 22 23 V 16 full_attention 200 0 200 0.19312360133044423 0.246892538969405 0.36598558727419 0.27202045162790456 200 0.043266743421554565 0.07038240879774094 0.17390640228986737 0.09952279672026634 200 3.471213997602875 6.172750443539957 8.14999768688345 5.965572739446648 200 0.2169508748501797 0.38579690272124734 0.5093748554302157 0.3728482962154155 200 0.06421659706818393 0.10621906278958904 0.24062371185341158 0.13112148671853785 200 0.22895501300023957 0.31676578841721836 0.5133794999974186 0.3454599512715491 200 0.5866180593269568 0.6757693701986704 0.7581830887337887 0.6756303261227171 200 0.8183041818037008 0.8634762851639095 0.902966208773753 0.8598603619579761 200 0.030296623242236743 0.04222130957906105 0.058479993506724774 0.0441813352465796 200 8.0 10.0 11.0 9.7
103 fresh-zh-1 22 23 QKV 16 full_attention 200 0 200 0.29037469587055964 0.36007841280661523 0.42876356788910924 0.3618773313559359 200 0.06149344183504582 0.10106398910284042 0.14472270011901855 0.10212308172136546 200 5.839062505612701 7.612101863939762 9.64438690124938 7.665156123130973 200 0.3649414066007938 0.47575636649623515 0.6027741813280862 0.4790722576956858 200 0.043933354259961456 0.07346269657826368 0.11601131881578822 0.0775862528069393 200 0.18957159455392047 0.2814065255030375 0.36074185492119154 0.2785400452429898 200 0.5423959525219761 0.5951639662416559 0.6429841849355784 0.5942475007152278 200 0.775967739021575 0.8089392917502702 0.8332560576910509 0.8069472692661399 200 0.05220282240400577 0.06465804028412984 0.07959129731591676 0.0650774446869007 200 10.0 11.0 12.0 11.125
104 fresh-zh-1 22 23 JS 16 full_attention 200 0 200 0.0006433107142544969 0.005029468058637576 0.009329614385455896 0.004928803411408012 200 0.0003166275477269665 0.0024420906556770205 0.005078282160684466 0.002524947199417511 200 2.1931030652823855 2.9386259925524554 4.010336386724875 3.0725923688604064 200 0.1370689415801491 0.18366412453452846 0.2506460241703047 0.1920370230537754 200 0.19932094657634944 0.2963147732831179 0.41971051938784687 0.3026397028759481 200 0.36362632817018486 0.49651409730384194 0.6510295296725981 0.5048326123672355 200 0.842685359961803 0.9076509547744371 0.9508851429048261 0.9008439566152725 200 0.9593154414306101 0.978183274274075 0.9915364427157294 0.976535529056014 200 0.0014586561152327788 0.004169070780395262 0.008220400394240034 0.00460339436229952 200 3.0 4.0 6.0 4.405
105 fresh-zh-1 22 23 sqrtJS 16 full_attention 200 0 200 0.0633149473782396 0.19330154557246715 0.24875540377106517 0.17162828117536263 200 0.01779393944889307 0.049417492002248764 0.07126184999942779 0.04604077075608075 200 5.629146379436792 6.977966572711463 8.279055098310208 6.967945352487096 200 0.3518216487147995 0.4361229107944664 0.517440943644388 0.4354965845304435 200 0.0621725285869526 0.08619551993155491 0.12282329129553866 0.09071510895108638 200 0.21480057422104684 0.266990922186803 0.33301653823564925 0.2719936755675187 200 0.594021704609691 0.6606513508815572 0.7369617105159236 0.6616751262489386 200 0.8178922005537227 0.8545975415872406 0.8995344632204977 0.8573324619253084 200 0.028710226356380875 0.045251362467490786 0.06104690403816136 0.04556362815948265 200 8.900000000000002 10.0 11.0 9.84
106 fresh-zh-2 0 1 Q 16 linear_attention 400 0 400 2.6784210954792798 3.559671798720956 4.315633611753583 3.5250763838225976 400 0.5066291093826294 0.8996946215629578 1.2882700085639953 0.9066566143929958 400 6.117784163448662 8.531549190505725 11.52523814966956 8.692783656485016 400 0.3823615102155414 0.5332218244066078 0.7203273843543475 0.5432989785303135 400 0.025883854945909796 0.0583594992989115 0.10768844080187066 0.06356425468728899 400 0.17041793926498347 0.2506593742694412 0.34858194131701103 0.2561005173416817 400 0.46212054078992065 0.5455619304454083 0.6414843885270962 0.5487701210297806 400 0.7046807235140854 0.760751569011072 0.8199049347590902 0.7616548586967525 400 0.05685607280081057 0.08315166280784761 0.11767255509827633 0.08551447930801687 400 11.0 12.0 13.0 11.96
107 fresh-zh-2 0 1 K 16 linear_attention 400 0 400 2.8104895094409588 3.5754500501789153 4.57786109931767 3.656229769074125 400 0.4610318154096603 0.7450397610664368 1.0994075536727907 0.7688645838201046 400 7.512460427712821 10.198398707866057 12.337593432884395 10.00822649513756 400 0.4695287767320513 0.6373999192416285 0.7710995895552747 0.6255141559460975 400 0.01978995926200752 0.03792491821934292 0.07531982691953788 0.04657028923944429 400 0.1448736630137827 0.20618113365045948 0.2840991748227493 0.21291491356964432 400 0.42616791722557923 0.4921625882011538 0.6339759058455573 0.5127754019403266 400 0.6881941121690442 0.7331072229269654 0.8122441042502336 0.7408280859553779 400 0.06357450075704596 0.09070539653501303 0.11907192520056681 0.09055638590408517 400 11.0 12.0 13.0 12.15
108 fresh-zh-2 0 1 V 16 linear_attention 400 0 400 1.7271244302392006 2.8793379687704146 4.66863455651328 3.112373010565352 400 0.31386266350746156 0.5519219636917114 1.226453268527985 0.6850567919015884 400 6.887264222471189 9.590149649070376 12.234378218987263 9.601490529650256 400 0.4304540139044493 0.5993843530668985 0.764648638686704 0.600093158103141 400 0.020519398207496854 0.04455889994104878 0.0882087670427868 0.050254306626077334 400 0.1416716918413607 0.20099311928413746 0.30513203078579665 0.21453476691412351 400 0.44239288433326873 0.5266291836488135 0.6289745496130613 0.5315226712406913 400 0.7033953095035427 0.7633178057225993 0.835334681225075 0.7669896969176005 400 0.046942508574499074 0.07595654007959489 0.10908925938061115 0.07703285796184914 400 10.0 12.0 13.0 11.6975
109 fresh-zh-2 0 1 QKV 16 linear_attention 400 0 400 2.936536581069231 3.5546105480752885 4.395965920574963 3.630937969654915 400 0.513794070482254 0.780226081609726 1.06846444606781 0.7955444942414761 400 7.72129670134044 9.72016954485241 11.976709803903054 9.76546950612606 400 0.4825810438337775 0.6075105965532757 0.7485443627439409 0.6103418441328787 400 0.022395094374461987 0.043070791464694225 0.07147951253261786 0.045519170640060676 400 0.15839920384162673 0.2159698285858564 0.27867393170202004 0.21805562582437601 400 0.4451752590841819 0.5099094012078482 0.6068989986163271 0.5196597331043674 400 0.6958783874455235 0.7395649248171764 0.7960470134474323 0.7432649491018253 400 0.06336794935501554 0.09091149295795725 0.12208358613776556 0.09267042081655948 400 11.0 12.0 13.0 12.245
110 fresh-zh-2 1 2 Q 16 linear_attention 400 0 400 0.5336477428965737 1.1550053376704454 1.755918895499781 1.1622334863040304 400 0.09361197426915169 0.22978638857603073 0.3899625211954117 0.2411746523808688 400 6.781960634979552 9.160391142070782 11.534785610826267 9.154723377705 400 0.423872539686222 0.5725244463794239 0.7209241006766417 0.5721702111065625 400 0.025807365855277584 0.04977719435355327 0.09061331842854252 0.05465675511578203 400 0.1453941230061744 0.1981280887166446 0.27889947302954526 0.20762903478758676 400 0.4621582441523873 0.5568666011738603 0.6516005248551898 0.558283458568097 400 0.7423182282300017 0.815959338378648 0.9074810834063154 0.8194407747783609 400 0.01602720402645506 0.050190706459719625 0.07958469801936839 0.049384819145551796 400 8.0 11.0 12.0 10.4075
111 fresh-zh-2 1 2 K 16 linear_attention 400 0 400 0.8472512579988688 1.294328612391837 1.9201772655826064 1.3734041296314898 400 0.1511938065290451 0.25237904489040375 0.41002078950405124 0.2789111100509763 400 7.145554187312737 9.611009828722462 11.556125661195967 9.455693044915314 400 0.44659713670704604 0.6006881142951539 0.7222578538247479 0.5909808153072071 400 0.02563647179252993 0.044317181389924715 0.08261034956951013 0.051438474782410495 400 0.1421917181857805 0.191851669561938 0.27188768816794995 0.20404310070716733 400 0.4691866466938301 0.5389448290915154 0.6301662781434917 0.5439430922482749 400 0.7379483633745343 0.7999119669902908 0.8820116831740423 0.8068884121442349 400 0.0230436059321496 0.05616199994453132 0.08934587416077841 0.055449739808680315 400 9.0 11.0 12.0 10.7
112 fresh-zh-2 1 2 V 16 linear_attention 400 0 400 0.5713463072082959 1.074984957871493 1.8424682033248245 1.1459443381384882 400 0.106293685734272 0.21141317486763 0.4074859321117401 0.2377524233609438 400 6.479088462567195 9.273684096203777 11.585670975609442 9.110026463189234 400 0.4049430289104497 0.579605256012736 0.7241044359755902 0.5693766539493271 400 0.025401335531024617 0.04835414519604584 0.09796633830251174 0.05689435407531313 400 0.14184550662475784 0.19020731694753412 0.2985819614374231 0.2081330357637579 400 0.4633980745345449 0.5526392620785863 0.6597568239227333 0.5602812356492427 400 0.7418463091229367 0.8236638617793975 0.912284932627027 0.826010512006913 400 0.015381387134538252 0.046092015472826715 0.08479855267493548 0.04851076992061586 400 8.0 10.0 12.0 10.2375
113 fresh-zh-2 1 2 QKV 16 linear_attention 400 0 400 0.802663676487282 1.2894035587087274 1.8413150649517775 1.3098403922715807 400 0.1429921105504036 0.2337099239230156 0.3749369978904725 0.25055740708485247 400 7.626137923007488 9.600311791921143 11.952683088928085 9.705343091456633 400 0.476633620187968 0.6000194869950715 0.7470426930580053 0.6065839432160396 400 0.022574117660033616 0.04444084859165792 0.07320318598202107 0.04680265130552581 400 0.13587146788780108 0.18759420410807082 0.2631369756070376 0.19310309000227505 400 0.45005938469798207 0.5335019337487386 0.619274726205423 0.5353947680730584 400 0.7267400722189363 0.8004786169485665 0.8826859107315967 0.80516347697214 400 0.02166898020422878 0.05610149385743507 0.0909794361858572 0.055732782974919334 400 9.0 11.0 12.0 10.6975
114 fresh-zh-2 2 3 Q 16 full_attention 200 0 200 0.8993129206413869 1.2311510134313721 1.6292167951818555 1.2540482087324198 200 0.2186799481511116 0.2791487127542496 0.3730020523071289 0.2890693274885416 200 6.687009320239848 8.75514697050005 10.684212423050207 8.69340081627616 200 0.4179380825149905 0.5471966856562531 0.6677632764406379 0.54333755101726 200 0.033169116600978064 0.055166760553339904 0.09284683362656626 0.06026045310170086 200 0.16976076946230767 0.2324586251796143 0.30716784535479696 0.23772766452125738 200 0.49194071151317953 0.554654697233007 0.6344001867663099 0.5589209980961543 200 0.7529814952689862 0.8171522256914825 0.8711913296012616 0.8150045580034063 200 0.01444950653251639 0.04395989360405843 0.07367107880632467 0.044640012674247345 200 9.0 11.0 12.0 10.52
115 fresh-zh-2 2 3 K 16 full_attention 200 0 200 1.0167563085386064 1.289182523963973 1.5362084539839995 1.2801181593898219 200 0.21695202440023423 0.26905012130737305 0.3217982947826385 0.26668707966804506 200 7.563577773060466 9.27945438139734 10.974267067736548 9.17131253752412 200 0.4727236108162791 0.5799658988373337 0.6858916917335343 0.5732070335952575 200 0.030532988614936016 0.04828457990698644 0.07437327256193554 0.05230085879146733 200 0.1575994258889159 0.21977768003671322 0.2609350017693238 0.21351249858076077 200 0.4765393289006954 0.5474514630882964 0.6229359099881486 0.54906189132233 200 0.7526505803404225 0.8173710656563103 0.8757001322521665 0.818317140280337 200 0.013357270324334543 0.042232139039857286 0.06564683017398996 0.04157666276975659 200 9.0 10.0 12.0 10.4
116 fresh-zh-2 2 3 V 16 full_attention 200 0 200 1.0811328606912867 1.4131184845464304 2.193098283978179 1.4891596455674152 200 0.24811245501041415 0.3043006360530853 0.4012023299932479 0.32522410213947295 200 7.371213190418436 9.117027987828546 10.661722116131328 9.003742174628126 200 0.46070082440115223 0.5698142492392841 0.666357632258208 0.5627338859142579 200 0.033379738211350735 0.05033171447340033 0.0780404188160741 0.05405035002244855 200 0.1771559038243438 0.219349370060362 0.27829204315840095 0.2235415539160946 200 0.5046271814643796 0.5473044951269688 0.6033912044456409 0.5514195652243391 200 0.7468725748336894 0.8078926787368341 0.8496249050365182 0.8023260215154692 200 0.016500361764635697 0.04968735000466541 0.07686336993421657 0.050650306058917 200 10.0 11.0 12.0 10.9
117 fresh-zh-2 2 3 QKV 16 full_attention 200 0 200 1.0465959789813497 1.326384887623135 1.8111236160621047 1.3640863217425068 200 0.23445787727832795 0.28515270352363586 0.3634243905544281 0.2942305117100477 200 7.3752083316840364 9.263852056851638 10.973150670801747 9.116421928105702 200 0.4609505207302523 0.5789907535532274 0.6858219169251092 0.5697763705066063 200 0.030540504034247008 0.04847636544377003 0.07796202004584099 0.05271926403711071 200 0.16824336792511158 0.220655243402105 0.2776208168794974 0.2207363346845586 200 0.48328261869321454 0.5376425134375862 0.6122147155048353 0.5465372692511494 200 0.7475225662214877 0.8073752435269923 0.8596723189911747 0.8073101963329276 200 0.01504699354534652 0.04803234550828406 0.0742059194321406 0.04670363722708493 200 10.0 11.0 12.0 10.705
118 fresh-zh-2 2 3 JS 16 full_attention 200 0 200 0.033448167066580936 0.05564773845230775 0.09787187126348726 0.06004451266739807 200 0.013152833096683025 0.027376949787139893 0.06018529832363128 0.03327927593141794 200 1.4727544829126265 3.3988920187533527 5.725476907183045 3.5449320107920017 200 0.09204715518203915 0.21243075117208454 0.3578423066989403 0.2215582506745001 200 0.11963532755144395 0.24716110088194726 0.6576526947945271 0.3167158478088197 200 0.31645763911178215 0.4970100259065895 0.8216160846783133 0.5330661500627615 200 0.6906147329649192 0.8098432117780925 0.9257492856690333 0.8062379211162343 200 0.8846961358686755 0.9365625382050167 0.9766278558195673 0.9333179735345538 200 0.003490389515842565 0.011699572151314348 0.023815301075335624 0.012853122026607502 200 3.0 7.0 9.0 6.6
119 fresh-zh-2 2 3 sqrtJS 16 full_attention 200 0 200 0.5147837075870484 0.6829850850626826 0.8971190208103508 0.6926104764753837 200 0.11468573287129402 0.16545837372541428 0.24532595425844192 0.17407447088509798 200 5.304095096025002 9.12824132284305 10.916963993062089 8.593923252709432 200 0.33150594350156265 0.5705150826776906 0.6823102495663805 0.5371202032943395 200 0.031040645558570792 0.05018688622426508 0.134436893872321 0.06729200681748726 200 0.1707759904195831 0.233337792425879 0.3886315688481297 0.25794270892352494 200 0.4727869244530316 0.5464853478854644 0.6427440411339127 0.5502366009148489 200 0.7302245911601384 0.7823344771146692 0.8386868279110486 0.7832864792369361 200 0.04568047562806946 0.0678677686395084 0.08999645419244942 0.06769614052735536 200 10.0 11.0 12.0 11.305
120 fresh-zh-2 3 4 Q 8 linear_attention 400 0 400 0.6812251007184387 1.347758723422885 2.8742594607174397 1.5544886476011015 400 0.14631469398736954 0.32208526134490967 1.03531209230423 0.4470309623144567 400 4.183795314399322 6.163438859857621 6.9655024985692675 5.941844610543826 400 0.5229744142999152 0.7704298574822026 0.8706878123211584 0.7427305763179782 400 0.0212167631324211 0.042568143690182185 0.13030612791783958 0.05706392803814369 400 0.19910666770396923 0.2476915829014677 0.362128983134063 0.2667700435484291 400 0.3783567651201555 0.44734498124279914 0.6428902775944623 0.4692515810034629 400 0.6580119006456923 0.7200698254221183 0.8319289083940477 0.7266867168399176 400 0.06156206019751065 0.10927652851642485 0.14428019309986914 0.10781034049159327 400 6.0 7.0 7.0 6.57
121 fresh-zh-2 3 4 K 8 linear_attention 400 0 400 0.9337062157690525 1.3523602075874805 2.1561363413929944 1.4563357652071864 400 0.2000514656305313 0.3472091853618622 0.6602227389812471 0.3932704356685281 400 4.9200332157282824 6.321727312008696 6.999426341415524 6.1222504946924685 400 0.6150041519660353 0.790215914001087 0.8749282926769405 0.7652813118365586 400 0.02042297549666403 0.037925324284111855 0.08942959221074512 0.04828150176645309 400 0.20008027920921417 0.24797535728015935 0.35064883334782226 0.2636540782231443 400 0.3718783672438628 0.432800571066544 0.5533483189438939 0.4498190724506456 400 0.6508311553664654 0.7070849375802888 0.7724978524235098 0.7087244339703611 400 0.08577013610773004 0.11524661707701989 0.14426106552295564 0.11528385610996399 400 6.0 7.0 7.0 6.74
122 fresh-zh-2 3 4 V 8 linear_attention 400 0 400 0.7077728314325213 1.2413044888526201 2.2631957776844502 1.381606738830451 400 0.16702189147472382 0.3244937062263489 0.6462681472301484 0.37337769774720075 400 4.7608679071955144 5.999111519972111 6.851865709534093 5.914010623821941 400 0.5951084883994393 0.7498889399965138 0.8564832136917616 0.7392513279777426 400 0.023937890009442325 0.04764740884695917 0.09719531029984338 0.05476326114677928 400 0.20566608030694966 0.25653797994259797 0.3520709877404495 0.267399722841454 400 0.3848867739509728 0.4569484863148974 0.56399790334758 0.4659834068370273 400 0.6632029797539796 0.727876926916892 0.7970127944977382 0.7298291915922949 400 0.07123923823826649 0.09915328469466353 0.13242126257114709 0.10052323652296803 400 6.0 6.0 7.0 6.4675
123 fresh-zh-2 3 4 QKV 8 linear_attention 400 0 400 0.9467487499117851 1.4166230261325836 2.35920599475503 1.543510935259983 400 0.2062367469072342 0.3535090535879135 0.7230001866817475 0.41168989937752487 400 4.745075705508948 6.2622365822066515 6.958706838335711 6.078277407573788 400 0.5931344631886185 0.7827795727758314 0.8698383547919639 0.7597846759467235 400 0.0213770100707637 0.03964269212305083 0.09799736235695997 0.04943238097338261 400 0.19942511745931615 0.24496979921816864 0.341878624569254 0.25852253254751895 400 0.3742702647196632 0.437904650222272 0.5785693670545975 0.45644312845934715 400 0.6583957585201634 0.7094064337440728 0.7843585312849737 0.7171820403920584 400 0.08264559999431385 0.11060451779074318 0.1392998240635045 0.11111655747988841 400 6.0 7.0 7.0 6.7075
124 fresh-zh-2 4 5 Q 16 linear_attention 400 0 400 0.6286894285003655 1.023394260671921 1.3528277426841668 1.0210299312572897 400 0.08047708421945572 0.1517123281955719 0.23211983442306522 0.1568526402208954 400 10.078752559390589 12.107719200494873 13.4157321480197 11.883582832278451 400 0.6299220349619118 0.7567324500309296 0.8384832592512312 0.7427239270174032 400 0.012841978012980766 0.021431439793240532 0.03916654498451242 0.02429751935594066 400 0.11543657623083156 0.14550026004524275 0.2002310471233691 0.15227665477897195 400 0.3934583656169914 0.444474335844636 0.516342190934689 0.45133342214798944 400 0.6709230779048313 0.7161289018834969 0.7721637466956828 0.7193877395961513 400 0.0625106112720948 0.09396193909089552 0.13038077800687706 0.09521750506500487 400 11.0 12.0 13.0 12.3325
125 fresh-zh-2 4 5 K 16 linear_attention 400 0 400 0.6756591955432668 0.9881969420239329 1.3682786277262493 0.9902907327602225 400 0.08710963502526284 0.13617576658725739 0.22272974252700806 0.14834913161583244 400 10.505437210261272 12.31591344109961 13.77168252753122 12.181153891178965 400 0.6565898256413295 0.7697445900687256 0.8607301579707013 0.7613221181986853 400 0.010786953590961434 0.019942179443998377 0.034868058551460475 0.02213756472952461 400 0.11307066428167543 0.1396475419145041 0.192297017683191 0.14751539672280986 400 0.3856588134895072 0.43584386388507257 0.5037758442279161 0.44045477664972 400 0.6574902371969683 0.7114485202817505 0.7619465602107708 0.7098446059154567 400 0.06871823786379341 0.10285639334102706 0.13676094259995752 0.10263977095556345 400 12.0 13.0 13.0 12.535
126 fresh-zh-2 4 5 V 16 linear_attention 400 0 400 0.33955027741612864 0.6936745375860482 1.3572318752645522 0.7828088770618706 400 0.04852813109755516 0.10321569442749023 0.23216074407100684 0.12352707331534475 400 9.895457863841646 11.645734236735755 13.094130106849045 11.532941988653661 400 0.6184661164901029 0.7278583897959847 0.8183831316780653 0.7208088742908538 400 0.01479477835230403 0.024926249377244282 0.04112715313767028 0.027368277465374843 400 0.11412034662942537 0.15081015220885047 0.20294101355765598 0.15689000298649813 400 0.40354943548239824 0.4620349303967301 0.5230834939119356 0.4649843192000263 400 0.6842118232162278 0.7311550601734638 0.7842384897525098 0.7329094030845161 400 0.059015179055331525 0.0860165543852225 0.12279736249502948 0.08854098099669828 400 11.0 12.0 13.0 12.1425
127 fresh-zh-2 4 5 QKV 16 linear_attention 400 0 400 0.6803235459141433 0.9590906246448867 1.3362675739452243 0.9925166586854175 400 0.08297985419631004 0.13207364827394485 0.20362010896205907 0.13969412707723677 400 11.116112891934842 12.615717813416758 13.882878270204255 12.508566284410977 400 0.6947570557459276 0.7884823633385474 0.867679891887766 0.781785392775686 400 0.010166588456327817 0.017883951942293745 0.029290247985612437 0.019320086309333642 400 0.10860822300326076 0.134895417963523 0.17631712250943626 0.1397920380775314 400 0.3798330500245528 0.4225091923346047 0.48424898226319996 0.42810241109424096 400 0.65513195992357 0.6983106312296545 0.7483417680315073 0.6999279898335812 400 0.07414547408630082 0.10321727805164574 0.1389003629099275 0.10554997819592708 400 12.0 13.0 13.0 12.5775
128 fresh-zh-2 5 6 Q 16 linear_attention 400 0 400 0.850007483549416 1.2207114743068814 1.6831544047221543 1.2485097377817147 400 0.11453252360224724 0.16855048388242722 0.2544349640607834 0.17848098322749137 400 10.872768914972001 12.457234886402812 13.636162416028718 12.342269318868563 400 0.6795480571857501 0.7785771804001758 0.8522601510017949 0.7713918324292852 400 0.01155672969773123 0.01895964406034801 0.03143775779058722 0.020533243078545666 400 0.11274584940351044 0.13842067691862875 0.1822133877041225 0.14285794531054014 400 0.3926102521609784 0.4365892174531998 0.49888747030841885 0.44202879903888587 400 0.6626627091061184 0.7072325138466298 0.7504335854905022 0.7062846815958508 400 0.0841811428762516 0.1103423577695062 0.13414125319742762 0.11048018698250914 400 12.0 13.0 13.0 12.7725
129 fresh-zh-2 5 6 K 16 linear_attention 400 0 400 0.8992205899208784 1.2125543355941772 1.685433608107269 1.2559091555676423 400 0.10434456542134286 0.1562695950269699 0.250750732421875 0.1667019068636 400 11.699067397567521 13.274039164365778 14.172441952305217 13.078471225575745 400 0.7311917123479701 0.8296274477728611 0.8857776220190761 0.8174044515984841 400 0.008596768755171992 0.013690688909409839 0.024508766341189973 0.015421824734514056 400 0.10457791566060448 0.12681720619814252 0.16361390382919533 0.13141070948655018 400 0.36737523538138445 0.4080473915838079 0.4698767603393026 0.41403344744608866 400 0.6398465900608583 0.6741324020329855 0.7241800988974824 0.6773810139252291 400 0.10004589344021192 0.12898193555515566 0.15100716246065313 0.1270813694255518 400 12.900000000000006 13.0 14.0 13.1325
130 fresh-zh-2 5 6 V 16 linear_attention 400 0 400 0.6542597630061209 1.077013324946165 1.7728758189827205 1.1508489729938447 400 0.09124561175704003 0.1528458371758461 0.2834826081991196 0.1728745711222291 400 10.395379565008483 12.15055368523931 13.61100414640209 12.088915622102425 400 0.6497112228130302 0.7594096053274568 0.8506877591501306 0.7555572263814015 400 0.011701296434203699 0.02112091481908649 0.03594324393468738 0.022964505938502328 400 0.113934423543713 0.14358232820954148 0.19249449654720718 0.14994396763834159 400 0.38844467061771454 0.4443463220973173 0.5124238947536248 0.44704203676657445 400 0.6611759888894667 0.7084386049916309 0.7608543647408813 0.7101876785265088 400 0.07741190305724786 0.10679659189136748 0.13734503220693448 0.10662731972143934 400 12.0 13.0 13.0 12.6275
131 fresh-zh-2 5 6 QKV 16 linear_attention 400 0 400 0.9629941495135427 1.2636645091697574 1.6333377357572318 1.2833677584212273 400 0.11412648484110832 0.1560099869966507 0.2304790332913399 0.16487920071929693 400 11.995346718416863 13.335323521264634 14.1945670553286 13.202256890120688 400 0.749709169901054 0.8334577200790396 0.8871604409580375 0.825141055632543 400 0.008479455338460208 0.013321398183935436 0.022256740302641128 0.014492246329915956 400 0.10545687966634136 0.12368967730773128 0.15644732659478286 0.12798491264495473 400 0.3688232426808109 0.40520846065543653 0.45807652748344146 0.41019189419911184 400 0.6396676037041121 0.6730875467277726 0.7106469009746262 0.6751986841323167 400 0.10350578991329562 0.12812625766121605 0.15125214859158023 0.12782037100290775 400 13.0 13.0 14.0 13.1375
132 fresh-zh-2 6 7 Q 16 full_attention 200 0 200 0.687014796352014 0.9055734653957188 1.2147770636714994 0.932920820217114 200 0.16238171160221102 0.19910967350006104 0.2476297616958618 0.2027275863289833 200 7.008896455272861 8.992261441986745 11.137891337707893 8.97713126591093 200 0.4380560284545538 0.5620163401241716 0.6961182086067433 0.5610707041194332 200 0.029102636838313784 0.05195500660458982 0.0855209851440279 0.056306682563575045 200 0.16191361667546386 0.21855865222851922 0.29444711878290125 0.2244740129273826 200 0.48331582232369974 0.5603641535063217 0.648928652276827 0.5639449492990658 200 0.7451328104195889 0.8033425773136801 0.8596025650444639 0.802019949625251 200 0.03756738902111045 0.05906582746625982 0.08772425071656301 0.06087593837498951 200 10.0 11.0 12.0 10.98
133 fresh-zh-2 6 7 K 16 full_attention 200 0 200 0.7348533940268681 0.9835070561384782 1.1769101968966422 0.9729980131541379 200 0.14996416419744493 0.1923513114452362 0.2304789423942566 0.19173243373632431 200 7.887335732306829 9.620315343486261 11.223242560317127 9.552603305697515 200 0.4929584832691768 0.6012697089678913 0.7014526600198204 0.5970377066060947 200 0.028378696523159885 0.04420981366549716 0.06865807014485487 0.04735011317381043 200 0.16371093420458147 0.19230274555962595 0.2520936745368967 0.20029772434589 200 0.4656664448419066 0.5388826987821724 0.6348736730542034 0.5474517733604969 200 0.7417436587453164 0.7907441237863757 0.8427634295916976 0.793464417069535 200 0.04117053136310003 0.060855559900653736 0.08807468500585407 0.06453110082590861 200 10.0 11.0 12.0 11.16
134 fresh-zh-2 6 7 V 16 full_attention 200 0 200 0.9429454141529278 1.2080861646682024 1.4355560445226727 1.1927375790756196 200 0.17252458184957503 0.21075499802827835 0.2731092512607574 0.2185354572534561 200 7.8281428435786475 9.947087921110228 11.859746917108396 10.02382429166331 200 0.48925892772366547 0.6216929950693892 0.7412341823192747 0.6264890182289569 200 0.02327372004345265 0.04056756724316039 0.06959407544049823 0.042228891303031556 200 0.14104365117909387 0.17937449700728103 0.23899880264527093 0.18723263655185207 200 0.4517469947525151 0.5302476337416329 0.6134079113137781 0.5286569063336067 200 0.7270124096591025 0.7830081701716999 0.8331478690273625 0.7828620819653583 200 0.0457122390610176 0.06947608514683806 0.09520029416258481 0.0702036914792069 200 10.0 12.0 12.0 11.48
135 fresh-zh-2 6 7 QKV 16 full_attention 200 0 200 0.8218812965322286 1.0770739214494824 1.2469542897306383 1.0517673873191233 200 0.1626240238547325 0.2037961408495903 0.24288544803857803 0.20300193943083286 200 7.655344856465389 9.707328259401525 11.612704653324975 9.730204981630752 200 0.4784590535290868 0.6067080162125953 0.725794040832811 0.608137811351922 200 0.025186759288658715 0.04321621995332453 0.07267003375080719 0.04537094552500097 200 0.14522274418396963 0.19556793573579595 0.2502941221608022 0.1967809943997404 200 0.4590558288460326 0.5390097153036804 0.6216716665349686 0.5399644871645356 200 0.7293553921357455 0.786360543772143 0.8406465958743105 0.7882964969244451 200 0.04172663492609001 0.06605676506088651 0.09306152261354463 0.06697438966416348 200 10.0 11.0 12.0 11.3
136 fresh-zh-2 6 7 JS 16 full_attention 200 0 200 0.015560420188137416 0.03576696577965777 0.06376001235039438 0.03857223819759504 200 0.004956961330026388 0.012278192676603794 0.027893566712737083 0.014450385831296444 200 2.3441436284271195 4.85312814600349 7.294545866668523 4.932494843897084 200 0.14650897677669497 0.30332050912521813 0.4559091166667827 0.30828092774356775 200 0.07956148857028608 0.1531252197288483 0.38839506587827133 0.19481818163872655 200 0.20943451843543534 0.33797916279509155 0.6335231511834918 0.3776489454393901 200 0.6533904097570001 0.7909383258385765 0.904002350934321 0.7811691843380018 200 0.8894584007339179 0.9456311054989818 0.9804330583997438 0.9389277564448875 200 0.003463397057282541 0.009868600105001825 0.02267380658795696 0.011757646771249202 200 4.0 7.0 9.0 6.665
137 fresh-zh-2 6 7 sqrtJS 16 full_attention 200 0 200 0.3461533321416937 0.5831202674889937 0.7570074148476124 0.5766709119178995 200 0.07040502727031708 0.11080574616789818 0.16701333373785018 0.11430789001286029 200 6.8480609902259015 9.477582448189732 11.462535995996191 9.2879402417683 200 0.42800381188911885 0.5923489030118583 0.716408499749762 0.5804962651105188 200 0.0263901150613913 0.04587963140386321 0.08909532664702488 0.05404535160656519 200 0.13910662840989046 0.18719585664591068 0.30449170860394 0.20526591532690439 200 0.4654513551144829 0.550799964667037 0.6596268322314756 0.5568742351932628 200 0.7499024924051205 0.8036992126753697 0.8627447404576886 0.8025792324184949 200 0.03819984821398796 0.061363312641139395 0.08371504206415634 0.06124599579158597 200 10.0 11.0 12.0 10.98
138 fresh-zh-2 7 8 Q 8 linear_attention 400 0 400 0.963251867890358 1.558474475517869 2.902129247784615 1.768479774366133 400 0.21639974415302277 0.34893959760665894 0.682628345489502 0.39776828300207856 400 5.900423334843829 6.562370328329661 7.080570394786534 6.506091108670474 400 0.7375529168554786 0.8202962910412076 0.8850712993483167 0.8132613885838093 400 0.018550353918216182 0.03129597278717164 0.0508335610929049 0.03386220270966255 400 0.19099125089792265 0.2196247004974251 0.2713292937130322 0.22684340191967664 400 0.3622199646459188 0.40477335744870974 0.4642547751042748 0.4096773772989637 400 0.6460621746132328 0.7016725450935115 0.7571179779152897 0.701532640152621 400 0.0898226019973526 0.11605280310423503 0.14095359940070457 0.11532923666423305 400 6.0 7.0 7.0 6.7625
139 fresh-zh-2 7 8 K 8 linear_attention 400 0 400 0.3344550456851721 1.423342164605856 2.4089005753397945 1.4791520859807497 400 0.06650525331497194 0.3037361800670624 0.5272434651851655 0.31955348477698864 400 6.140099928493848 6.648216936994127 7.195414514235623 6.654039093674819 400 0.767512491061731 0.8310271171242659 0.8994268142794529 0.8317548867093524 400 0.015974179899856118 0.029047188716045138 0.04327291558665942 0.02977082736489778 400 0.18255935248950678 0.21223812513102963 0.25374748763545574 0.21581782644832345 400 0.34909672992970164 0.39511687923265365 0.4417615451872795 0.3966416971136322 400 0.6408602874835513 0.6959855803306833 0.7469270760870556 0.6940795298593521 400 0.0940784079775587 0.11884592939527396 0.147895087150434 0.12030877218272039 400 6.0 7.0 7.0 6.8325
140 fresh-zh-2 7 8 V 8 linear_attention 400 0 400 0.6318522274494172 1.3380410242825747 2.1230420328676702 1.345673517389223 400 0.15563115626573562 0.32925964891910553 0.6325971961021424 0.35993642058223485 400 4.903432227290967 6.160560485729121 6.91263691622773 6.00146375175668 400 0.6129290284113709 0.7700700607161401 0.8640796145284663 0.750182968969585 400 0.02247155698121308 0.04265493453018222 0.0902159408857469 0.051546919732455176 400 0.2022139748083212 0.244284156422943 0.34055198039223844 0.26259898075292787 400 0.3814515974538133 0.43535256343513834 0.5395020133405021 0.44914336529379584 400 0.6641321417914857 0.7318753402200763 0.8047708129765924 0.7335524132015949 400 0.06933501272639045 0.09939702144086002 0.135852868034634 0.10095495073171268 400 6.0 6.0 7.0 6.465
141 fresh-zh-2 7 8 QKV 8 linear_attention 400 0 400 0.9557942457497121 1.5293590724468231 2.41666070073843 1.626029323064722 400 0.20811364352703096 0.33834849298000336 0.5384937226772308 0.3625067052990198 400 5.907443050322293 6.559081406945095 7.102326096958445 6.523263399984855 400 0.7384303812902866 0.8198851758681369 0.8877907621198057 0.8154079249981069 400 0.01805593884275101 0.031383289997399935 0.05060340784815262 0.03337498319641826 400 0.1884747477101536 0.21846092429215216 0.27018820587481346 0.22556789452628564 400 0.36405292852977306 0.4033010275168095 0.4585141255907992 0.40808034620775574 400 0.6482858229221864 0.704909689497271 0.7565942537443274 0.7036711339352562 400 0.09312962317383842 0.11528445176589353 0.14417956065956603 0.11736644574938487 400 6.0 7.0 7.0 6.77
142 fresh-zh-2 8 9 Q 16 linear_attention 400 0 400 0.6823213030584157 1.0089960535988212 1.4070010952651502 1.031631159793469 400 0.08882656767964364 0.137319877743721 0.21284338980913167 0.14597560971044005 400 10.748178703766573 12.511213241360938 13.641956624219524 12.340986035990461 400 0.6717611689854108 0.7819508275850586 0.8526222890137203 0.7713116272494038 400 0.01152348591295907 0.018590211064092893 0.03257495390578433 0.020549881591731177 400 0.10759858741312078 0.13622070618983229 0.18389406344123801 0.14179697323663387 400 0.3821298673679192 0.43214380762449245 0.48966568631700197 0.4351944699740531 400 0.6651459708125766 0.7110202289609098 0.7525544246429529 0.7101317043045845 400 0.07796729177633167 0.1022986429519939 0.1284634274749423 0.10307941565792937 400 12.0 13.0 13.0 12.56
143 fresh-zh-2 8 9 K 16 linear_attention 400 0 400 0.6854124701581895 0.9712583301588893 1.3763784609735012 1.0048457650234923 400 0.08375069126486778 0.12543070316314697 0.18150667846202853 0.13143930226564407 400 11.593289276001764 12.877356521022499 13.876507198131888 12.774017038994762 400 0.7245805797501103 0.8048347825639062 0.867281699883243 0.7983760649371726 400 0.010201860353355522 0.01616628120203887 0.025340630279753015 0.017265634813648602 400 0.1061466974181515 0.1277630621977717 0.1608421893066332 0.13139535149490755 400 0.37893102713145815 0.4174831238683251 0.4661283096109969 0.42162050177387655 400 0.6576761503961365 0.6971205383448346 0.7397410067470522 0.6974380469006896 400 0.08452968579316675 0.10877649617766658 0.13643348469889496 0.10955996231511843 400 12.0 13.0 13.0 12.73
144 fresh-zh-2 8 9 V 16 linear_attention 400 0 400 0.48543434822931886 0.8241976434364915 1.390811233967543 0.8942763623344945 400 0.0663076288998127 0.11690865457057953 0.2089322805404663 0.1287225678190589 400 10.79117437602816 12.417040104932138 13.56294164054711 12.239513330698054 400 0.67444839850176 0.7760650065582586 0.8476838525341944 0.7649695831686284 400 0.011979009652157922 0.01923679148830871 0.03217954245640139 0.021378330360068025 400 0.11057222294310148 0.13727640665752766 0.17959854698790725 0.14342703436737728 400 0.39087907857799525 0.4327445721995613 0.49177174137234836 0.43870757532896176 400 0.6693246786995476 0.7107624183831687 0.7574260801290429 0.7133601426091758 400 0.07671675774592389 0.09978468672973495 0.1278380518592144 0.10083642270736157 400 12.0 12.0 13.0 12.48
145 fresh-zh-2 8 9 QKV 16 linear_attention 400 0 400 0.7290561510249972 1.0042466334998608 1.3689184928312899 1.0303375706344378 400 0.08791246861219407 0.12238382175564766 0.1793705210089684 0.12919468224048614 400 11.891351255688503 13.15485743654848 14.114522585908896 13.08378388435116 400 0.7432094534805315 0.82217858978428 0.882157661619306 0.8177364927719475 400 0.00890564443716252 0.014418717867100896 0.023034381130956304 0.015257512185827396 400 0.1017899963904398 0.12088552065530515 0.1543943061055882 0.12573250635990207 400 0.3689747623263646 0.4059591609612434 0.45284355329091996 0.4082877155416354 400 0.645278838906934 0.686243759390091 0.7287286192290482 0.6864826503266932 400 0.08656954896627078 0.11623962525946577 0.14225465494600753 0.11512100345003713 400 12.0 13.0 13.0 12.8325
146 fresh-zh-2 9 10 Q 16 linear_attention 400 0 400 0.5940493597649038 0.9190406142733991 1.4654270390048625 0.991110304776812 400 0.07924356609582901 0.139134019613266 0.2585415571928024 0.16127049322240056 400 9.753563666662687 11.986198648377673 13.38104664082704 11.70454171084571 400 0.609597729166418 0.7491374155236046 0.83631541505169 0.7315338569278569 400 0.013048081307364522 0.02232457238713536 0.042695197127111145 0.026889678524774082 400 0.11618364535892516 0.1485430757572613 0.2130188196134589 0.15993091659907313 400 0.39648567697139103 0.45344891947225324 0.5284251642445584 0.45926066604330096 400 0.6743541627891385 0.721489767013564 0.7724609728037911 0.7236436618935378 400 0.07222800779220662 0.09724282856028803 0.12691919531479426 0.09786621235768816 400 12.0 12.0 13.0 12.375
147 fresh-zh-2 9 10 K 16 linear_attention 400 0 400 0.6508710502646864 0.8990921657532454 1.2014237709343434 0.9115452453627949 400 0.09279014691710472 0.12802980840206146 0.19691963344812394 0.1370885619148612 400 10.74453195327038 12.34017603015284 13.602691813339584 12.189079767266808 400 0.6715332470793988 0.7712610018845525 0.850168238333724 0.7618174854541755 400 0.011749191769017274 0.019771864115134357 0.032608636491846615 0.021777674339640524 400 0.11394347840216071 0.14518094824920502 0.20033669338962018 0.15084674261926462 400 0.3895745353366957 0.43567503479854836 0.4905992150419507 0.43957418600189624 400 0.6648104265002206 0.7060110986010514 0.7495502527362722 0.7060526669637863 400 0.08216459319774563 0.10578297165027356 0.12957213651090327 0.1060847691369965 400 12.0 13.0 13.0 12.6325
148 fresh-zh-2 9 10 V 16 linear_attention 400 0 400 0.4587136392015964 0.6876073661260307 1.1429073590785266 0.7556872137007303 400 0.0620508462190628 0.0999692864716053 0.18130848407745362 0.1131087754573673 400 10.541399798671643 12.303897584476786 13.767460085430711 12.138124354747667 400 0.6588374874169777 0.7689935990297991 0.8604662553394195 0.7586327721717292 400 0.010810720346346954 0.020026732140634166 0.03452335830916909 0.022868920537781206 400 0.11040454622069198 0.13996767442632246 0.19726316057855317 0.1503242189004077 400 0.38354830855961913 0.4377839536513496 0.5014292798009696 0.44172213673418825 400 0.6611077640452623 0.713401778786793 0.7597113155373733 0.711754891063228 400 0.07511016115775464 0.10294252807591586 0.12925376727421692 0.10352169101921159 400 12.0 13.0 13.0 12.5575
149 fresh-zh-2 9 10 QKV 16 linear_attention 400 0 400 0.6504405225161464 0.9181888550519943 1.2623574163764715 0.9357619134231936 400 0.08352749869227409 0.12333659827709198 0.19588928669691086 0.13284218261018396 400 11.081968736924063 12.707509175288696 13.87518271982123 12.559380002267336 400 0.6926230460577539 0.7942193234555435 0.8671989199888269 0.7849612501417085 400 0.01020919803222796 0.017273204857219733 0.029585796039963478 0.01912899162313016 400 0.10936519121613489 0.1344591727060116 0.181513514488691 0.14130480498850434 400 0.38238546355804903 0.4246176193728921 0.4811406762594599 0.4285852988874659 400 0.6541239591633542 0.6986099392224142 0.7409833917545308 0.6983710013500135 400 0.08656914839996535 0.11016001537868028 0.13871677250801 0.11116320279053067 400 12.0 13.0 13.0 12.745
150 fresh-zh-2 10 11 Q 16 full_attention 200 0 200 0.6182043068110943 0.8430793648585677 1.0857965022325515 0.8497080951323732 200 0.0900506965816021 0.11527549847960472 0.16624964475631712 0.12279644653201104 200 10.296525789731087 12.356836881317625 13.865081951346102 12.289314249642585 200 0.6435328618581929 0.7723023050823515 0.8665676219591314 0.7680821406026616 200 0.010265282438653328 0.019655317920679517 0.03692827119913988 0.02112511709810059 200 0.11166262597596695 0.14000373394677745 0.19496539860242063 0.14664508779155078 200 0.3856706382286854 0.43715747422651474 0.5028382225343072 0.44287381136587356 200 0.6551924879627492 0.7048965002033045 0.7593125302658268 0.7058761713593004 200 0.08730725467807957 0.11136438817902772 0.13760904003980043 0.11237746116746267 200 12.0 13.0 13.0 12.735
151 fresh-zh-2 10 11 K 16 full_attention 200 0 200 0.6179400110151619 0.8210435467772186 0.9326142269186675 0.8059216461423785 200 0.09643219113349914 0.19087949395179749 0.2463380768895149 0.1806161604821682 200 6.395476940723292 9.99831375902677 12.420090155643402 9.656327367275795 200 0.39971730879520573 0.6248946099391731 0.7762556347277126 0.6035204604547372 200 0.019224453262921343 0.04002139336382005 0.10013431684833303 0.050616146198025104 200 0.13967444699967446 0.21820106843747633 0.3313994440422073 0.2241602844078995 200 0.44244810435715004 0.5233843591379896 0.6195085798000509 0.5269320214965911 200 0.6859930345749605 0.7623535927525094 0.8175421883435254 0.7608493605031171 200 0.06119630602474754 0.08536667613959595 0.12771267831618296 0.08911247711584032 200 11.0 12.0 13.0 12.04
152 fresh-zh-2 10 11 V 16 full_attention 200 0 200 0.7490824665408582 0.9892853982746601 1.1872108437120914 0.9612219040002674 200 0.10072839632630348 0.12911496311426163 0.17608837038278569 0.13738574862480163 200 10.27789454315233 12.625539630481471 14.250811780267297 12.486220387327233 200 0.6423684089470206 0.789096226905092 0.890675736266706 0.780388774207952 200 0.0081828828793736 0.017819217818049907 0.03711771363240198 0.02003978766532885 200 0.10012299985045268 0.1413370047790768 0.17886571726664244 0.14389130370881914 200 0.3606295069968762 0.4203432078353291 0.511565509618861 0.4296444567132853 200 0.6479928108530383 0.7007020430941059 0.7523096721400566 0.6992044379475725 200 0.08438380254303705 0.10930967986622325 0.14483154075114857 0.11441816272357419 200 12.0 13.0 14.0 12.86
153 fresh-zh-2 10 11 QKV 16 full_attention 200 0 200 0.6919123398605734 0.9175626114010811 1.079559326544404 0.8972398960427381 200 0.0953451782464981 0.14140773564577103 0.17902919054031372 0.14258599277585746 200 9.51595316669769 11.85988651912448 13.944805415968524 11.769389525385082 200 0.5947470729186056 0.74124290744528 0.8715503384980328 0.7355868453365676 200 0.009825522948296406 0.023272394708995434 0.04542622555126366 0.02562800807654317 200 0.11031296338462056 0.15235756008040896 0.226956520186547 0.16121381079474326 200 0.3895726605760364 0.45783505177297035 0.5417679219453154 0.4573380716566514 200 0.6557039264870891 0.7174907094368088 0.7712403004479108 0.7180762613104094 200 0.08018298408239406 0.10563455649338205 0.14052965922963975 0.10714902018395173 200 12.0 13.0 13.0 12.645
154 fresh-zh-2 10 11 JS 16 full_attention 200 0 200 0.011142155992820335 0.024161406952771358 0.05232254761458533 0.032801581233288746 200 0.003320680861361325 0.007225634763017297 0.02942522913217544 0.01661940539430361 200 2.0824668656602046 5.565923289458514 8.888684606686917 5.610989218469195 200 0.13015417910376278 0.3478702055911571 0.5555427879179323 0.35068682615432467 200 0.05333640346721704 0.12498647316508793 0.4455497111445807 0.1908647128637297 200 0.20188493853436654 0.32884190496612775 0.6768494902535758 0.38083407850613216 200 0.5701547550098055 0.7081905078252608 0.8814072250084485 0.720534753865286 200 0.8270653845106197 0.892816767226302 0.9605770554679033 0.8942457305006778 200 0.008964640819787316 0.028237855713225096 0.051504934569925824 0.029574690313179733 200 5.0 9.0 10.0 8.125
155 fresh-zh-2 10 11 sqrtJS 16 full_attention 200 0 200 0.3440644766204059 0.5116504959296435 0.702592519018799 0.5206322756764712 200 0.057624995708465576 0.08500373363494873 0.17153594493865965 0.10536864038556815 200 7.678969183860344 11.249454889883909 12.929734635907007 10.561917864766247 200 0.4799355739912715 0.7030909306177443 0.8081084147441879 0.6601198665478905 200 0.015830636730338177 0.028152752798739116 0.07237079286306858 0.04651089632551939 200 0.12516382305205778 0.1733862229785058 0.29591365308423623 0.19928878972405076 200 0.4119472567522575 0.479859237667988 0.609922620484741 0.49941370888429515 200 0.6884653752354623 0.7337170812536673 0.806508031618447 0.743431284538109 200 0.06520874060840567 0.09888416782934102 0.12499918941467338 0.09649088118711639 200 11.0 12.0 13.0 12.26
156 fresh-zh-2 11 12 Q 8 linear_attention 400 0 400 0.7174284402281046 1.0416490640491247 1.6478107027709485 1.1249526698328554 400 0.17227262109518052 0.27689214050769806 0.43004508018493653 0.2909380738995969 400 5.645621815275392 6.449926361869339 7.081045764542591 6.3950593222030445 400 0.705702726909424 0.8062407952336674 0.8851307205678238 0.7993824152753806 400 0.018539604804619934 0.03433205988684744 0.05957535883532161 0.037465116468104596 400 0.20954179962414277 0.25607916430871275 0.3162627244999324 0.26137338519311787 400 0.3681165974330923 0.4202829622993868 0.48368482937354046 0.42253120718389603 400 0.6296631177812888 0.6771907016777992 0.7221899386211221 0.6768252797300872 400 0.10119994197081049 0.12883133220282608 0.15892517191080624 0.12913024163230447 400 7.0 7.0 7.0 6.91
157 fresh-zh-2 11 12 K 8 linear_attention 400 0 400 0.49749523624777797 0.8568938840180635 1.4117163300514224 0.9094282926851883 400 0.11540010571479797 0.20011023432016373 0.3489511519670487 0.21609645273536443 400 6.043822515396557 6.659691705846258 7.162028930421003 6.621273616962107 400 0.7554778144245696 0.8324614632307823 0.8952536163026253 0.8276592021202633 400 0.016714559001961008 0.028750999085766917 0.04623794471768899 0.030501910135668765 400 0.19622450418611484 0.2362882154531355 0.28633817947605517 0.23966859516802466 400 0.36052695988212297 0.402609372860689 0.4568736220640487 0.4066498018362549 400 0.631065015164643 0.6722803808079466 0.7075053507232126 0.6709150642442728 400 0.09945442003098852 0.12928909497119184 0.1583392140054965 0.12956230568957544 400 6.0 7.0 7.0 6.8925
158 fresh-zh-2 11 12 V 8 linear_attention 400 0 400 0.4062795072793961 0.7250700024887919 1.2533206272870305 0.7944815246178769 400 0.08800399526953698 0.1751338243484497 0.34314029514789585 0.2023499442823231 400 5.560829936103033 6.534286012569197 7.312159895626337 6.474463807889226 400 0.6951037420128792 0.8167857515711496 0.9140199869532921 0.8093079759861532 400 0.013438285259616456 0.03204447142635929 0.06266360213087237 0.03558724800804042 400 0.19200364281979748 0.24485629673412312 0.32306643322221906 0.250047916450663 400 0.3534570192916535 0.41497908154087076 0.48734722106830203 0.41812027094957654 400 0.619070358765415 0.6768373505910974 0.7363101659596577 0.6773377562745833 400 0.09251150706101313 0.1282973289698882 0.16825673005136343 0.1289814285863814 400 6.0 7.0 7.0 6.825
159 fresh-zh-2 11 12 QKV 8 linear_attention 400 0 400 0.6409212961792946 0.9385962951928377 1.391756034642458 0.9910722961556166 400 0.14541933834552764 0.2368302196264267 0.3563231647014618 0.24466401603072882 400 6.004525983549825 6.6566621214750725 7.192973786348265 6.6209618926149565 400 0.7505657479437281 0.8320827651843841 0.8991217232935331 0.8276202365768696 400 0.016028066812898065 0.028829088196442303 0.04747548231989689 0.03058199008525468 400 0.20350660364092346 0.2448744209666256 0.2918471482228204 0.2470682383466615 400 0.36413013360327506 0.4029667037814628 0.45444828835227585 0.40555786196274096 400 0.6220582413985967 0.6659411751820361 0.7064438399770928 0.6652486300829922 400 0.10525267936265847 0.1334787753736142 0.16317027406969137 0.133907188587801 400 7.0 7.0 7.0 6.935
160 fresh-zh-2 12 13 Q 16 linear_attention 400 0 400 0.4648180345073342 0.7350729533936828 1.1088959102518858 0.7650471870714682 400 0.06437505260109902 0.11736167967319489 0.25465229451656346 0.1422804689593613 400 7.980607377033428 11.69533179776774 13.321869667541915 11.138351863842743 400 0.4987879610645892 0.7309582373604837 0.8326168542213697 0.6961469914901715 400 0.013402279730941831 0.024537814695054873 0.06699203686475938 0.03406569641233204 400 0.11447574139603847 0.15820473462153312 0.27973523586790683 0.17874642243132513 400 0.392272832364534 0.45739460679120136 0.5735496447742738 0.47132516990443224 400 0.6741650432014945 0.7229972387716781 0.7920757180625667 0.7272785659305004 400 0.06116814672095206 0.09315098707856558 0.11986461303196094 0.09183475945491533 400 11.0 12.0 13.0 12.2075
161 fresh-zh-2 12 13 K 16 linear_attention 400 0 400 0.43644047863781454 0.6150440508499742 0.885837840847671 0.640159845474991 400 0.05348301939666271 0.08606762066483498 0.1327272593975067 0.0909001738904044 400 10.609696154103341 12.677616228772958 13.779588089416505 12.451936450178504 400 0.6631060096314588 0.7923510142983099 0.8612242555885316 0.7782460281361565 400 0.01074251880213756 0.01747113164489639 0.033870302586026545 0.019924547551512118 400 0.10672404038918985 0.13686365831458364 0.18391520984723583 0.14209401828396476 400 0.37475586358785146 0.4261177217387738 0.4922604500991559 0.4284380684141332 400 0.6509313499019318 0.692884525846071 0.7518473928618353 0.6974306846052744 400 0.0717460074820675 0.10794732069578737 0.12984648555232933 0.104066446898042 400 12.0 13.0 13.0 12.565
162 fresh-zh-2 12 13 V 16 linear_attention 400 0 400 0.36192337833344934 0.5174503484740853 0.7629639335907996 0.5474714133900125 400 0.04824961759150028 0.07939847931265831 0.13315983563661576 0.08685986062511802 400 9.416840673020513 11.963123635883033 13.475963072157349 11.701761853101697 400 0.588552542063782 0.7476952272426896 0.8422476920098343 0.7313601158188561 400 0.012486612733137557 0.022496222617642822 0.04660576524349302 0.0265630736741483 400 0.11357027502476336 0.14645015983607937 0.21395648293594152 0.15786361487844705 400 0.3901281183551474 0.4464846042842139 0.5343827986199315 0.45641917160208023 400 0.667675179684965 0.7184796332470252 0.7843973217928247 0.7228146271539679 400 0.06160708989755437 0.09363440932785222 0.1244287677160627 0.0930533610389719 400 11.0 12.0 13.0 12.2225
163 fresh-zh-2 12 13 QKV 16 linear_attention 400 0 400 0.5083688435144722 0.6778793437406421 0.8920387076213957 0.6910350280703278 400 0.06358577683568001 0.09565698355436325 0.17257534116506582 0.10821326026692986 400 9.546250098573243 12.668280726527051 13.866791143715597 12.116743592150112 400 0.5966406311608277 0.7917675454079407 0.8666744464822248 0.757296474509382 400 0.010255757542072967 0.017533130541037473 0.0450700642902495 0.023622794630316815 400 0.10727398089184224 0.13726020547040674 0.23141649962308064 0.1546448287677016 400 0.3705335079787574 0.42385824880839074 0.5177988070129703 0.43508470169750696 400 0.6465405269444289 0.694501294792569 0.7639983296374885 0.7000638327140604 400 0.06860611407223591 0.10774452428590514 0.13226573060963456 0.10396430090013592 400 12.0 13.0 13.0 12.555
164 fresh-zh-2 13 14 Q 16 linear_attention 400 0 400 0.4082620666828007 0.6566769070923328 1.018225465901196 0.6778513106654281 400 0.060181866958737375 0.11023851484060287 0.19894797205925002 0.12176891996059566 400 8.465786961617345 11.010122526973724 12.841313146668348 10.829122823069454 400 0.5291116851010841 0.6881326579358578 0.8025820716667718 0.6768201764418409 400 0.016398566466760522 0.03021388275218973 0.059333211474918546 0.034832449791367355 400 0.12627338408154037 0.16737049937173804 0.24848779552751718 0.17725217971336002 400 0.42015753979296167 0.48840600325812433 0.5763641912598081 0.49370033299612603 400 0.6906021369610973 0.7502718674030113 0.8098964045049183 0.7499606583242077 400 0.0612625858578231 0.08823254408201074 0.1209825393944216 0.089736052274174 400 11.0 12.0 13.0 12.0525
165 fresh-zh-2 13 14 K 16 linear_attention 400 0 400 0.40258807097561655 0.6888491520658135 1.04599779099226 0.7074872706833412 400 0.06099251806735993 0.11867357045412064 0.21612842828035359 0.13288111188448964 400 8.550091775949394 10.603605615750073 13.054449071229888 10.692637264481775 400 0.5343807359968371 0.6627253509843796 0.815903066951868 0.6682898290301109 400 0.015042387981758307 0.03392805593006953 0.05808833287790811 0.036103055147632034 400 0.12579778146789344 0.1826946560538557 0.25023844797455763 0.18546139728183023 400 0.4158988941830746 0.49949255961975103 0.5748123811750302 0.4985183844562073 400 0.6796276595523479 0.7463054550056908 0.806235716460511 0.746261222118471 400 0.06230411210279405 0.09264426374823544 0.13081666588860644 0.09397789079780448 400 11.0 12.0 13.0 12.195
166 fresh-zh-2 13 14 V 16 linear_attention 400 0 400 0.3138166696764529 0.5111526020336896 0.9712537154555322 0.5927337607345544 400 0.04693476036190987 0.09419038519263268 0.21543557941913608 0.11742577834054828 400 7.690330185508457 10.698868383418674 13.027735809722708 10.523291425166436 400 0.48064563659427856 0.6686792739636671 0.8142334881076693 0.6577057140729022 400 0.015209940458594914 0.0330323622138592 0.07203578349589589 0.039829669314783656 400 0.1250311956787199 0.18004793163259486 0.288645541884859 0.19300949855023955 400 0.41326130327374505 0.4972096256826726 0.5896553816791079 0.49829991715721805 400 0.6811902030439273 0.7530399083664919 0.8137324247319694 0.7481367493999028 400 0.06007598713202279 0.08774736808701211 0.12451700490227277 0.09020101363237004 400 11.0 12.0 13.0 12.0925
167 fresh-zh-2 13 14 QKV 16 linear_attention 400 0 400 0.4332016982138157 0.672470421064645 0.9907066495157779 0.6982732560791192 400 0.06542271301150324 0.11074889078736305 0.20875086784362792 0.12477353234775364 400 8.730181880390525 11.161445519311744 13.194518068324355 11.058342691881542 400 0.5456363675244078 0.697590344956984 0.8246573792702722 0.6911464182425964 400 0.0141749930928718 0.02890040528809597 0.055514833536948416 0.03248472471492419 400 0.12174845187124765 0.16877728175672818 0.23896452146384592 0.17640131659257577 400 0.41250834581093465 0.4807066693548065 0.5599759311850458 0.4845135485442798 400 0.6769636787814528 0.7403742557581983 0.7973600027543113 0.738784916000768 400 0.06489034692144789 0.09614467525649267 0.13260979497935801 0.09773683295902462 400 11.0 12.0 13.0 12.3525
168 fresh-zh-2 14 15 Q 16 full_attention 200 0 200 0.7097749772481621 0.947596563026309 1.1964474111795425 0.9440132132906001 200 0.1114270530641079 0.1416826918721199 0.17911817282438278 0.14351837493479253 200 10.161813035420382 11.605214187888468 12.747865354967766 11.531399366258693 200 0.6351133147137739 0.7253258867430292 0.7967415846854854 0.7207124603911683 200 0.017007482555948486 0.025246054184940317 0.038301624523822866 0.026543792843746708 200 0.12881754102864462 0.15163818040351373 0.18279252284558042 0.1540963114084707 200 0.4297963230223656 0.4685074815533062 0.5310776117248441 0.4747106030949773 200 0.6928057218186365 0.7284095430613645 0.7824124093499073 0.734117788134923 200 0.06545981601255141 0.09307498876917272 0.12078652786122779 0.09387293696692543 200 11.0 12.0 13.0 12.28
169 fresh-zh-2 14 15 K 16 full_attention 200 0 200 0.46462449607206513 0.6070328595815226 0.9176525236340239 0.6582317644450814 200 0.08328344970941544 0.12113402411341667 0.3236641436815262 0.17590652227401735 200 5.281462830282894 8.308699378019789 10.48050251405668 8.067440658021955 200 0.3300914268926809 0.5192937111262368 0.6550314071285425 0.5042150411263722 200 0.035120035114892624 0.061715949077460135 0.13529919761295675 0.07381718642926435 200 0.16553471768371036 0.2276893460589769 0.36716577844031073 0.24986084540992035 200 0.515340575317463 0.6027966234087128 0.6947292687498511 0.6061065107187212 200 0.7731339627412669 0.8269406759418431 0.8733333931630004 0.8250958771375296 200 0.033964985073823624 0.04852964649217477 0.07672307216966229 0.05181347697354823 200 9.0 11.0 12.0 10.54
170 fresh-zh-2 14 15 V 16 full_attention 200 0 200 0.43608817551285034 0.5877294522942975 0.7734893830027431 0.5942687213839963 200 0.08769998326897621 0.1380266696214676 0.26393826007843013 0.16245035119354725 200 5.665778145193463 8.085009761817142 10.301194964516224 7.995298297429854 200 0.35411113407459144 0.5053131101135714 0.643824685282264 0.4997061435893659 200 0.03690271985272979 0.06526534695629435 0.12160415428480058 0.07414630896374609 200 0.1771804094764731 0.26162794853663407 0.3634528346867949 0.2644792932033537 200 0.5191888591619367 0.590894168680582 0.6677577884978555 0.5926082526576955 200 0.7605760194967105 0.8007709284103918 0.8472835710348634 0.8034318327313571 200 0.03868931178641103 0.06046588427295689 0.08614074502141783 0.062023290527878014 200 10.0 11.0 12.0 11.12
171 fresh-zh-2 14 15 QKV 16 full_attention 200 0 200 0.6588485824642702 0.7985384785570204 0.9420318270102144 0.8033623660623561 200 0.11081496700644493 0.15258733183145523 0.21193956583738327 0.15762553729116915 200 7.865406633211771 9.933724253112251 12.03145499226041 9.954708294043309 200 0.4915879145757357 0.6208577658195157 0.7519659370162757 0.6221692683777068 200 0.021989867739256368 0.04071173031049086 0.06894840633322505 0.04300444815259835 200 0.14215656997081155 0.18820013325602533 0.26432110425775074 0.1973612923287556 200 0.467392659436809 0.5320164441979365 0.5976185966363394 0.5322297243982639 200 0.7199498207634355 0.7742148498107582 0.8182871099556205 0.7707348312245728 200 0.05028904003853427 0.0762599505403896 0.10466600239162002 0.07766264171257939 200 11.0 12.0 13.0 11.72
172 fresh-zh-2 14 15 JS 16 full_attention 200 0 200 0.01512076747858373 0.03115562235143443 0.06729762715403921 0.03770122548443737 200 0.004175087762996554 0.010222150478512049 0.03169021606445312 0.01672638167743571 200 2.5900783850252123 4.94621318500099 7.172146776592252 4.879790595054058 200 0.16187989906407577 0.30913832406256186 0.4482591735370158 0.30498691219087865 200 0.08205806728514975 0.14899000249238348 0.3451619100824118 0.1963934973272972 200 0.23590396148789686 0.35123879999721785 0.5772594587058741 0.3826099775251893 200 0.6510318304649428 0.7716097737657366 0.9082652232970603 0.7783450016384065 200 0.8792237458343642 0.9305443298912011 0.9751178867676571 0.929992078179312 200 0.004606125769961684 0.01396851584265563 0.030066682752376825 0.01600288792364242 200 4.0 7.0 9.0 6.895
173 fresh-zh-2 14 15 sqrtJS 16 full_attention 200 0 200 0.40327895022928717 0.5365054130088538 0.7292719057761132 0.5568849647592288 200 0.06461491361260414 0.10110463947057724 0.17801222801208494 0.11628661843016744 200 6.907880354399288 9.898420046463862 11.712565489288654 9.519281348602632 200 0.4317425221499555 0.6186512529039914 0.7320353430805409 0.5949550842876645 200 0.024403667524334528 0.041095185414681816 0.08774647100017062 0.0545292239919708 200 0.14136737762319898 0.1893759313449372 0.28623818724530736 0.20715795888301936 200 0.4635272175302825 0.532743655826585 0.6539505442689656 0.5486530923641578 200 0.7286047244913315 0.7788100167488672 0.8538148259340307 0.7870064222228049 200 0.04632639967097977 0.07189789721739584 0.10056367831479326 0.07256751745330087 200 10.0 12.0 13.0 11.375
174 fresh-zh-2 15 16 Q 8 linear_attention 400 0 400 0.24864988159388304 0.5586209930479527 1.0401263266801835 0.6069363517162856 400 0.05456886254251004 0.12792111933231354 0.2952774703502655 0.15306296054273844 400 5.770045212263006 6.717669513394278 7.29714490719177 6.638969277331126 400 0.7212556515328757 0.8397086891742848 0.9121431133989713 0.8298711596663908 400 0.013759924378304356 0.027269886414615967 0.05521026064645765 0.030706885065304793 400 0.18956146714875144 0.23293141593020006 0.31087134276634326 0.2412391608391436 400 0.3550328751768729 0.4028104585302471 0.46734903905943137 0.40598104465865803 400 0.6161506342212062 0.6610330547008453 0.7168799284119467 0.6652155509463867 400 0.10571194051484507 0.14007724562423712 0.17248942104426962 0.13932954589801697 400 7.0 7.0 7.0 6.945
175 fresh-zh-2 15 16 K 8 linear_attention 400 0 400 0.3425259537994862 0.5605677645653486 0.9642518062144518 0.6109333288157359 400 0.06600420996546745 0.12057865411043167 0.23575374633073806 0.1364766418421641 400 6.284037060122268 7.037543929720813 7.441061326159853 6.94106453134625 400 0.7855046325152835 0.8796929912151016 0.9301326657699817 0.8676330664182812 400 0.010730778788841027 0.01953717890525121 0.03900956966782832 0.022623884629199082 400 0.17747353254130885 0.2099090813793001 0.2661498332253229 0.21698598720005893 400 0.33874312447757576 0.3787292206687007 0.4425003066188576 0.3850160825486165 400 0.6064605630188723 0.6473724201468627 0.7010343348116326 0.650374956677681 400 0.11369260031897471 0.1492940943319821 0.17510217681120963 0.14684269256281496 400 7.0 7.0 7.0 6.985
176 fresh-zh-2 15 16 V 8 linear_attention 400 0 400 0.33883479349315165 0.49067915976047516 0.7781152866780758 0.537251534841489 400 0.0661492258310318 0.1042998768389225 0.16803258061408996 0.11695922539569438 400 6.407051522559302 7.017860494346861 7.362485155716969 6.925213526031905 400 0.8008814403199127 0.8772325617933576 0.9203106444646211 0.8656516907539882 400 0.012369951644084026 0.019992653703159502 0.035517775869395765 0.022994177009203982 400 0.17931915163200834 0.20665791209772116 0.2571470550933987 0.21400623366144877 400 0.34023314145529765 0.37792878914551137 0.4358666533560006 0.3839579797072345 400 0.6184365700382437 0.6490237659799967 0.698243795827725 0.654650834291582 400 0.11162342273857608 0.14300708343479834 0.16776378952868728 0.14137951810338809 400 7.0 7.0 7.0 6.945
177 fresh-zh-2 15 16 QKV 8 linear_attention 400 0 400 0.38741979040205476 0.5657934974879026 0.910742022097111 0.6129876199923455 400 0.07668954432010651 0.12373138591647148 0.2402814731001854 0.13864466551691293 400 6.368793846914508 7.025786703013708 7.387370721666261 6.9435758599412205 400 0.7960992308643134 0.8782233378767135 0.9234213402082826 0.8679469824926526 400 0.011847039451803317 0.01980893527045586 0.03658934924168583 0.022339064833749908 400 0.182912063833162 0.21526690923081016 0.2632164789024179 0.2201973147615579 400 0.3437481148078461 0.37940296373262683 0.434492051867025 0.3843095921040423 400 0.6116607807300233 0.6449124359115901 0.6920372637657842 0.6487444832858305 400 0.11730154955556021 0.14904086442650377 0.1741916647309261 0.14751417544030165 400 7.0 7.0 7.0 6.9875
178 fresh-zh-2 16 17 Q 16 linear_attention 400 0 400 0.09445429259212688 0.3330305354902521 0.6300873909145593 0.35232617048794057 400 0.013591364864259959 0.04826712794601917 0.09376184791326524 0.05331744477152824 400 10.161172040523313 12.080246441309388 13.366395755751512 11.846574030085183 400 0.6350732525327071 0.7550154025818367 0.8353997347344695 0.7404108768803239 400 0.013135449852026252 0.021631753441770426 0.038308155351018225 0.02470932494893005 400 0.11512093368636908 0.14511243305142957 0.19228778304674032 0.15156475087273022 400 0.3959751959537893 0.44891053428666305 0.5184686620837203 0.455973149025203 400 0.6783074816880845 0.7259297800612412 0.7787749747757304 0.7271356315444375 400 0.07351917756231743 0.09849444816016227 0.12295651832947312 0.09871549142563925 400 12.0 12.0 13.0 12.4075
179 fresh-zh-2 16 17 K 16 linear_attention 400 0 400 0.3555954312905669 0.4691151543520391 0.6366063117049635 0.48882711899990683 400 0.045802701637148856 0.06492159515619278 0.09854218289256098 0.06984606887679547 400 10.784806195149393 12.291668252787948 13.526664860218462 12.202059169589552 400 0.6740503871968371 0.7682292657992468 0.8454165537636539 0.762628698099347 400 0.012189925442819327 0.020112992031461552 0.03223792389198978 0.021571073580244637 400 0.11196684740687264 0.13800857600295957 0.18228591974122593 0.14327362168769173 400 0.39404247803126224 0.4414605419003263 0.49904920023268706 0.44402687988877376 400 0.671489071663334 0.7166874732675121 0.76115670179838 0.7166256876029167 400 0.08100476492872255 0.1029005910102415 0.12740614907155628 0.10303927259724248 400 12.0 13.0 13.0 12.5425
180 fresh-zh-2 16 17 V 16 linear_attention 400 0 400 0.30306056414265187 0.43522794684395194 0.6135100118350238 0.4507261173709412 400 0.0417540330439806 0.06939461827278137 0.10665249302983285 0.07370163979008794 400 8.827249157789842 11.65355058249649 13.07479970261715 11.268648592961451 400 0.5517030723618651 0.7283469114060306 0.8171749814135719 0.7042905370600907 400 0.01491521048992218 0.024864808512287267 0.05417150642889014 0.030883704140377846 400 0.11985205786177057 0.15033578757521107 0.22751606588936885 0.16358233988972515 400 0.4063767005069789 0.4665859689745926 0.5659985660339018 0.47852696574711495 400 0.6865106069309234 0.7427978399983297 0.8101035524571346 0.7450460448412782 400 0.058907354068096426 0.09283249991209644 0.11678752802122565 0.0904307666997741 400 11.0 12.0 13.0 12.1075
181 fresh-zh-2 16 17 QKV 16 linear_attention 400 0 400 0.3363911425229162 0.4552599131129682 0.5883902822155506 0.46049709479673767 400 0.04440656490623951 0.06268422305583954 0.0890053138136864 0.06520735373720526 400 10.640427424213355 12.405638203641868 13.49641390222488 12.231781648517819 400 0.6650267140133347 0.7753523877276167 0.843525868889055 0.7644863530323637 400 0.012366721083767839 0.01931574322495353 0.03358005081346356 0.02144345314865029 400 0.11355263461077202 0.1357367886467502 0.1761219271462543 0.1421765764855809 400 0.3914154684341705 0.43695698272678124 0.5046466809379332 0.4433029364732691 400 0.6703475422451087 0.7152187196005687 0.7654984361556008 0.7173421133521961 400 0.0798484359289908 0.10357157794877164 0.12668348949891034 0.10374395964444898 400 12.0 13.0 13.0 12.555
182 fresh-zh-2 17 18 Q 16 linear_attention 400 0 400 0.1226691393298097 0.36147017194889486 0.5818089807871729 0.3540648076915386 400 0.024929285049438477 0.08050834760069847 0.13572832942008975 0.08136557938531042 400 6.93896881298955 9.537098674929744 11.661970203117695 9.402233284212386 400 0.4336855508118469 0.596068667183109 0.728873137694856 0.5876395802632741 400 0.024798724534623597 0.045177272200546376 0.08705875631654728 0.051768609571302644 400 0.1705293584592322 0.22210662033084488 0.31747853930100234 0.23201714022243503 400 0.45089993313094884 0.5184210730765397 0.6200332761872304 0.5269981441938874 400 0.6974683834354041 0.7461505028593447 0.8144960123799418 0.7511065096398988 400 0.060643572256052714 0.08957196532466774 0.12198213765927611 0.09095809517026986 400 11.0 12.0 13.0 12.1
183 fresh-zh-2 17 18 K 16 linear_attention 400 0 400 0.19490073614288125 0.3274110041093081 0.4664688227698207 0.3297938077621802 400 0.04472722373902798 0.07343719154596329 0.10741687789559365 0.07637801371514798 400 7.555860961928367 9.318749955493983 11.107362382531626 9.346887474973633 400 0.47224131012052295 0.5824218722183739 0.6942101489082266 0.584180467185852 400 0.029365849699411545 0.04779808704484728 0.07450409766001101 0.04998138141232276 400 0.18414481635182506 0.23334921275842735 0.2806722098457578 0.23451272626257072 400 0.46357790736603127 0.5168493836462402 0.5968661023740877 0.5242895199027334 400 0.7029334359671282 0.7424617956157007 0.8019086896726701 0.7467872524102458 400 0.06657680915799008 0.09377956788172392 0.12029771212046857 0.09337794569345953 400 11.0 12.0 13.0 12.235
184 fresh-zh-2 17 18 V 16 linear_attention 400 0 400 0.2934502001851797 0.39912510151043534 0.5174729821388611 0.4047692112044024 400 0.09749863445758819 0.12414421513676643 0.15401251018047332 0.12416316639166325 400 5.038564560821192 6.84185470418899 8.95978173056595 7.007019991857028 400 0.3149102850513245 0.4276159190118119 0.5599863581603719 0.43793874949106426 400 0.052383852892791564 0.08923647929204578 0.14503411984649814 0.09236964792966995 400 0.2409126134233609 0.30608287171527376 0.40377312461326387 0.31315867245676465 400 0.5254419071946036 0.5991636954591414 0.6798072659377953 0.6003078898882682 400 0.7443839611331483 0.7915122901305436 0.8450080838566334 0.7936948160322159 400 0.0487087549708656 0.07587324789221103 0.09884728461044955 0.07519609760455154 400 10.0 12.0 12.0 11.52
185 fresh-zh-2 17 18 QKV 16 linear_attention 400 0 400 0.29398879918735477 0.3750228965654969 0.48529430138878527 0.3857895018589625 400 0.07874351963400841 0.09750906378030777 0.12123734056949616 0.09934341276064515 400 6.951435027987448 8.432224500016428 10.146284632487387 8.514828667233033 400 0.4344646892492155 0.5270140312510267 0.6341427895304617 0.5321767917020646 400 0.03846234967817875 0.05983218995178738 0.08677887056518972 0.061287499371776875 400 0.2139946033890815 0.2603432486226124 0.31297290727257504 0.26096849136490174 400 0.48203587586463564 0.5411831537102381 0.6186965811506501 0.5462950208160391 400 0.7173549642805743 0.7548581887216801 0.8130010259623329 0.7600862523848175 400 0.0622795898222382 0.08835012463963018 0.1149141783751941 0.0882475123247091 400 11.0 12.0 13.0 12.05
186 fresh-zh-2 18 19 Q 16 full_attention 200 0 200 0.40503120101056994 0.5028677717782557 0.612515045888722 0.505402263617143 200 0.05769512243568897 0.08007610216736794 0.10372484102845192 0.08085989257320762 200 10.48549202320829 12.08531815382366 13.132081825304432 11.958726511611918 200 0.6553432514505181 0.7553323846139788 0.820755114081527 0.7474204069757449 200 0.014559355192104564 0.021594730705182065 0.0350611950326472 0.023274466726017694 200 0.1318316271507269 0.15768979903170172 0.19497668503474405 0.15998315774759458 200 0.4143940693475607 0.45017401534471846 0.507595150134935 0.4552125765543622 200 0.6658417785989769 0.706894163471876 0.7455587623980972 0.7047817209291677 200 0.10244972282154999 0.1205462444205549 0.14435799317186915 0.12263518954948081 200 13.0 13.0 14.0 13.075
187 fresh-zh-2 18 19 K 16 full_attention 200 0 200 0.24221688634715974 0.31452087173238397 0.4046083310618996 0.3193610634095967 200 0.045973315462470056 0.06273973360657692 0.09917145818471906 0.06787015929818153 200 8.036370622749583 10.014142860527388 11.495391997186315 9.766300901367732 200 0.502273163921849 0.6258839287829617 0.7184619998241447 0.6103938063354832 200 0.02612420621532505 0.03985277323767919 0.0660781553099645 0.048112532343058255 200 0.16333885802039474 0.1983673422972086 0.2591638887113507 0.21397288050852384 200 0.47597161670898996 0.5317482705366685 0.5930921133800963 0.5370099012204113 200 0.7198316678216097 0.7578224563138349 0.7912789184585522 0.7589081603063189 200 0.08314563099626963 0.10030959633138392 0.12085481682745897 0.09949625474526165 200 12.0 13.0 13.0 12.5
188 fresh-zh-2 18 19 V 16 full_attention 200 0 200 0.219464371772483 0.2803905897308141 0.4177178148180246 0.3227898630872369 200 0.043733523413538936 0.053726617246866226 0.06885573938488958 0.05766161188483238 200 10.102204406133366 11.490776082827278 13.111335719139854 11.522210342292077 200 0.6313877753833353 0.7181735051767049 0.8194584824462409 0.7201381463932548 200 0.014687947408494988 0.02616198204898496 0.038921239336181926 0.026724411572927237 200 0.15024668851850015 0.1849362979756537 0.21859909014579687 0.18295310416096044 200 0.4032218916229758 0.45713703207054 0.5141414231586733 0.45774826331708107 200 0.6458577812228684 0.684933156698807 0.7367127613882485 0.6901858682662803 200 0.1066450601564698 0.13335088715478763 0.15786431375570556 0.13350750822035157 200 13.0 13.0 14.0 13.32
189 fresh-zh-2 18 19 QKV 16 full_attention 200 0 200 0.3294968142639846 0.3965512770228088 0.4856201363261789 0.4079517453722656 200 0.04950256980955601 0.061345502734184265 0.07889391258358952 0.06428984832018614 200 10.639726795051333 12.040430001644602 13.003814968129394 11.896175732781762 200 0.6649829246907083 0.7525268751027876 0.8127384355080871 0.7435109832988601 200 0.015360558173858537 0.021923786352624507 0.03358655348373444 0.02352446999362818 200 0.13557158666803165 0.15121115195854967 0.19280496233177397 0.1576780838303767 200 0.4227330702463845 0.4588547213598372 0.5105609907031137 0.46196181567596517 200 0.666401987984752 0.7140073510868454 0.7397872355751911 0.7096373145971054 200 0.09936859000570922 0.1181786828259131 0.14117991197913995 0.12074725231935556 200 12.0 13.0 14.0 13.01
190 fresh-zh-2 18 19 JS 16 full_attention 200 0 200 0.0032219047937360303 0.008727351967536379 0.014426813827594741 0.008820296328706831 200 0.000962602801155299 0.003277353127487004 0.0074657529126852746 0.0038093298792955467 200 2.507341334910479 4.477504812221616 6.281203520584329 4.464567491200771 200 0.15670883343190495 0.279844050763851 0.39257522003652057 0.2790354682000482 200 0.10315228033370576 0.17156138441682822 0.35876087690123126 0.20615982106380534 200 0.2601172774806182 0.3719046340678134 0.6014802552390575 0.4050797685287161 200 0.6989415753564249 0.8121332768210971 0.8872430146730127 0.800883430708973 200 0.9016709446595074 0.9414718953816446 0.9677019058950461 0.936942245580977 200 0.0074748144061829395 0.01428673427781333 0.02403330531498279 0.01530508423302874 200 5.0 7.0 8.0 6.69
191 fresh-zh-2 18 19 sqrtJS 16 full_attention 200 0 200 0.1801991507643834 0.27761521888896823 0.3554695088416338 0.27363203835324384 200 0.031025007553398612 0.05724814906716347 0.08640452027320862 0.05799578634090721 200 7.334868986779317 9.412911961385927 11.077758879926002 9.36214126871173 200 0.4584293116737073 0.5883069975866204 0.6923599299953751 0.5851338292944831 200 0.029622701960780155 0.046653341153934144 0.0787574263658076 0.050307644538884484 200 0.15641748139966435 0.1969667030021279 0.28189193173812366 0.20965446579842933 200 0.4930179417021164 0.5578293720615657 0.6167904546741356 0.5545430430302752 200 0.7463542328960098 0.7865632191004863 0.8257781520688219 0.7867799748411661 200 0.06078319793718209 0.07615962590512901 0.09195109644556287 0.07667649122156311 200 11.0 12.0 12.0 11.6
192 fresh-zh-2 19 20 Q 8 linear_attention 400 0 400 0.21508374549448492 0.5137318698689342 0.8095862653106451 0.5110034689609892 400 0.05792464315891266 0.13033463805913925 0.27519477903842926 0.14895880213938653 400 4.3819586456215625 6.017533519381162 6.8519280520768895 5.797861515507205 400 0.5477448307026953 0.7521916899226453 0.8564910065096112 0.7247326894384006 400 0.023936374496984693 0.047064097325120686 0.11795251774476971 0.06080436203703736 400 0.20859178786860513 0.27265141899623846 0.39654388543955693 0.2894650706168785 400 0.3791282476318722 0.45449854615605156 0.5681392614664926 0.4675485302617241 400 0.655418862758822 0.7193698040441492 0.8104280062026928 0.7283010855111249 400 0.06287880287561806 0.10257799040047749 0.13276625473307394 0.10049228189793982 400 6.0 7.0 7.0 6.475
193 fresh-zh-2 19 20 K 8 linear_attention 400 0 400 0.3427822642959654 0.5048338016495109 0.7881359469145537 0.5454670517286285 400 0.0829150527715683 0.14131422340869904 0.23521096855401996 0.15315406411886215 400 4.911879786919975 5.901373501250659 6.823242737487929 5.8532807064405805 400 0.6139849733649969 0.7376716876563324 0.8529053421859911 0.7316600883050726 400 0.024637585478146127 0.05080252054429725 0.08981635383197598 0.056645582446445644 400 0.20378490756400489 0.27358861276508073 0.36690619572963945 0.2799069249472273 400 0.3829667237758037 0.46298412617076984 0.5406730375392912 0.4646270621183692 400 0.6674417390852442 0.7312380982647706 0.7885197384753848 0.730605152188823 400 0.07488810289498735 0.09869312354057228 0.12902218406422897 0.10048224958950708 400 6.0 6.0 7.0 6.4425
194 fresh-zh-2 19 20 V 8 linear_attention 400 0 400 0.32972691711038354 0.48440330661833286 0.6789735980331898 0.49958652374509255 400 0.09193616211414338 0.12836939841508865 0.17157514542341232 0.13098743319511413 400 5.000756979560625 6.051076668892893 6.789549280380749 5.957479040345568 400 0.6250946224450781 0.7563845836116116 0.8486936600475936 0.744684880043196 400 0.025468781366201745 0.046011273704211014 0.08567988267912352 0.051665490547663 400 0.21128526954801474 0.26144100848979157 0.3395312924942187 0.2691798739672016 400 0.39506932309986503 0.45706279089909957 0.5394562271356179 0.46124843155852474 400 0.6641761654777416 0.7295426248186352 0.7866718082456551 0.7268695616593093 400 0.07619679033640862 0.10085283293724095 0.13390191581457864 0.10338244059518958 400 6.0 7.0 7.0 6.51
195 fresh-zh-2 19 20 QKV 8 linear_attention 400 0 400 0.38525272272527217 0.5362839074805379 0.7381349332630635 0.5451388669759035 400 0.0965897113084793 0.14157231897115707 0.213453708589077 0.15015659496188163 400 4.922100649057225 6.078426748611697 6.7823487381929155 5.964063396523909 400 0.6152625811321532 0.7598033435764622 0.8477935922741144 0.7455079245654886 400 0.025647498001710387 0.04516144218484122 0.08933190147795704 0.05227826199450467 400 0.21631362388828146 0.26545717202408103 0.3576051413367827 0.27600571663142187 400 0.3838206674834326 0.45324502750876 0.5359666313199962 0.45756213040415333 400 0.661495287235009 0.7211589259372411 0.7836710108285425 0.7217076288292066 400 0.07647427260789201 0.10371297876202508 0.13281400260502527 0.1039282969644982 400 6.0 7.0 7.0 6.54
196 fresh-zh-2 20 21 Q 16 linear_attention 400 0 400 0.10304542187368497 0.18540286284405738 0.5109435369260609 0.2405839985096827 400 0.015901263803243637 0.026190352626144886 0.08744883015751839 0.037909609344787897 400 10.040861265204287 11.913571146703452 13.123788089770242 11.710052273507058 400 0.6275538290752679 0.7445981966689658 0.8202367556106401 0.7318782670941911 400 0.01461068294478387 0.02286708073796547 0.03956611239332996 0.025503104133089014 400 0.12111623131238412 0.14767706658981455 0.19178790608156493 0.15300698989277303 400 0.41199169714094985 0.46308137735745003 0.5349818250884552 0.4685322732736497 400 0.6863506290532629 0.7255715115350507 0.7785222291004409 0.7293508652428403 400 0.0776104582270633 0.10078321164690446 0.12054050159329259 0.09975993820457407 400 12.0 13.0 13.0 12.4725
197 fresh-zh-2 20 21 K 16 linear_attention 400 0 400 0.21153694412205368 0.3370554861612618 0.4722403896506876 0.347156229307584 400 0.03031688090413809 0.05145837925374508 0.07830771803855897 0.055411372890230265 400 9.879459254420492 11.682024705390262 12.868192743014005 11.515045769575977 400 0.6174662034012808 0.7301265440868914 0.8042620464383753 0.7196903605984986 400 0.016225056484297035 0.024641711250146366 0.04130150171518798 0.027227095213540133 400 0.12431170982791663 0.14888633517991134 0.20967343368917718 0.15904126477403646 400 0.4213490816677721 0.47204729710719506 0.5324938352650782 0.4741402249553876 400 0.6942610972930997 0.7318381445513076 0.7681195633640776 0.7322326672854055 400 0.08223156982562664 0.09974593787774501 0.11683251668170767 0.09970676913028458 400 12.0 12.0 13.0 12.4525
198 fresh-zh-2 20 21 V 16 linear_attention 400 0 400 0.25448002079501747 0.33734766487032175 0.48101746896281844 0.35774384666641706 400 0.03685517683625221 0.05452725104987621 0.10371628552675248 0.06208037775475532 400 8.485617938460706 11.498552572886286 12.962185097254881 11.005043368961585 400 0.5303511211537941 0.7186595358053929 0.8101365685784301 0.6878152105600991 400 0.0156239864572188 0.026098635827590207 0.0590373200550462 0.034194447478901394 400 0.1232091361837478 0.15588210786453166 0.24859857978566055 0.17349321067389994 400 0.41800668150827985 0.4789534372257378 0.5785416960894778 0.49080687118265415 400 0.6894330266362995 0.7371233314608696 0.7955036321677438 0.7407626795801121 400 0.0723536338515867 0.09488413526003528 0.11590655219014549 0.09447652341728534 400 11.0 12.0 13.0 12.29
199 fresh-zh-2 20 21 QKV 16 linear_attention 400 0 400 0.24738598219119012 0.32032593665644526 0.4463034125044942 0.33773504111915825 400 0.036656650528311734 0.05000334046781063 0.0799660623073578 0.05475362613331527 400 9.628383600355354 11.612754879894869 12.818492427825559 11.384977532329312 400 0.6017739750222096 0.7257971799934293 0.8011557767390974 0.711561095770582 400 0.016546447079225247 0.025186361613840233 0.04411692730333632 0.028426675120830858 400 0.1248618433701965 0.15305463347382775 0.2206374854934659 0.16339800769931917 400 0.4274384049423568 0.4723972098022552 0.5398562534436137 0.4782124330546534 400 0.6958397222095623 0.7313340856922378 0.7726626289521457 0.7333113211598637 400 0.08060534832717549 0.09896946954288474 0.11601362660290662 0.09913390190415494 400 12.0 12.0 13.0 12.4425
200 fresh-zh-2 21 22 Q 16 linear_attention 400 0 400 0.06882400247268379 0.18573116953484714 0.3417895504739136 0.19976254678345867 400 0.008275804482400418 0.021871909499168396 0.05014982260763649 0.03415667988359928 400 11.53338278844459 13.792799943032323 14.559627926701252 13.235170147817184 400 0.7208364242777868 0.8620499964395202 0.9099767454188282 0.827198134238574 400 0.006595294774001043 0.010668368357011362 0.025819334935722433 0.019645070015268003 400 0.10079100224811331 0.12300982419171573 0.1785470977113007 0.14065775531096097 400 0.3536825296093656 0.38913870660580163 0.4563822598814049 0.40233657768886316 400 0.6217019126771438 0.6487547887609069 0.7124549021261866 0.6599026439763519 400 0.10609889149215687 0.14534908394769802 0.16286836837277346 0.13977136511469054 400 13.0 14.0 14.0 13.47
201 fresh-zh-2 21 22 K 16 linear_attention 400 0 400 0.12104345322586596 0.23283731169067323 0.3578012593556196 0.23653698855865513 400 0.015482682920992377 0.027707722038030624 0.04692872315645219 0.030609547620406373 400 12.209475786281681 13.718788301032 14.654972039056808 13.54949104198799 400 0.7630922366426051 0.8574242688145 0.9159357524410505 0.8468431901242494 400 0.006118642885511519 0.01108558538043812 0.02069747750651923 0.012538671388088356 400 0.09938112874720664 0.12272737716083175 0.1707865146552365 0.12908202086747686 400 0.3535306625396771 0.3903328504248249 0.43731792371885814 0.39327674229700643 400 0.6187657935730863 0.6551218826756682 0.6858540984771537 0.6538674303318862 400 0.1184405240862148 0.14566001010113805 0.16434477076615162 0.14354063043055493 400 13.0 14.0 14.0 13.5925
202 fresh-zh-2 21 22 V 16 linear_attention 400 0 400 0.15004875496961176 0.22157417214475572 0.3262884737923742 0.2326084670861019 400 0.017553484439849852 0.029581760056316853 0.04784855768084526 0.03201089103007689 400 11.474212133810969 13.439853596161646 14.347590617520165 13.093910583757301 400 0.7171382583631856 0.8399908497601029 0.8967244135950103 0.8183694114848313 400 0.007677988259530112 0.01269927728211313 0.026295530734713204 0.01609332024515764 400 0.10530787981043532 0.12665281092913822 0.18835361687215538 0.13892302081483077 400 0.359531339034474 0.40470571095549857 0.46519365299238413 0.4092468009260294 400 0.6326578863228246 0.6633027289735123 0.7059341314523627 0.6663453437999372 400 0.11156727204679956 0.1390167564476057 0.15730004544676104 0.13643011966573246 400 13.0 13.0 14.0 13.405
203 fresh-zh-2 21 22 QKV 16 linear_attention 400 0 400 0.15914542502723633 0.22510805120691657 0.31633296282961965 0.23658636618521997 400 0.019032919034361842 0.028000143356621265 0.04804670289158821 0.0344468352664262 400 11.95667753916341 13.745969464986537 14.598963630333644 13.352497291946415 400 0.7472923461977131 0.8591230915616586 0.9124352268958528 0.8345310807466509 400 0.006397880505664693 0.010931853868594639 0.022544294756478046 0.01578307453826965 400 0.09887806792057371 0.12466353348354708 0.17719463457939236 0.13631433232841927 400 0.35319149936210925 0.3914826475911559 0.44710681105569816 0.3982467478053253 400 0.6238262192048054 0.6514924336106952 0.6909869701161078 0.6558849388771258 400 0.11863972786289936 0.14608225758231444 0.16280632146758137 0.14293468858867048 400 13.0 14.0 14.0 13.59
204 fresh-zh-2 22 23 Q 16 full_attention 200 0 200 0.3663093815790489 0.4459937726496719 0.5909654686227441 0.4641306163536501 200 0.05626216419041157 0.08478598669171333 0.15513627529144283 0.09579937724396587 200 8.060869493090234 10.166767162297202 11.919316132141498 10.090913186669624 200 0.5038043433181396 0.6354229476435751 0.7449572582588436 0.6306820741668515 200 0.022823940753937108 0.038250331330052637 0.06566540717310967 0.041919581722297344 200 0.1377878541184072 0.1914478746767771 0.266630418197491 0.2001405225405304 200 0.4477244572239665 0.5155118295324064 0.5807146420264798 0.5139650922066674 200 0.7213904604665722 0.7567208381152651 0.7943420764739438 0.7572643605811561 200 0.05940194695495365 0.08243452363013759 0.1020097427749334 0.08178921648097236 200 11.0 12.0 13.0 11.83
205 fresh-zh-2 22 23 K 16 full_attention 200 0 200 0.34670295999385425 0.4595507131598424 0.640807054657489 0.4635155391111039 200 0.09416036754846574 0.14216911792755127 0.213063508272171 0.151237925440073 200 5.35434945996427 6.708372923294132 8.513620827933241 6.787457748583879 200 0.3346468412477669 0.4192733077058832 0.5321013017458276 0.42421610928649245 200 0.05862300032790808 0.09233903515062016 0.13255331528135744 0.09608886765725147 200 0.23888827508493102 0.3292894637945016 0.39130248330263434 0.32315702193155876 200 0.552844368582166 0.5964123074210952 0.6557452330915107 0.5972552385323177 200 0.7834214335094696 0.8121461600193804 0.840694013400649 0.8117203352348517 200 0.04119351933710362 0.062157479351489575 0.07525054107634731 0.06008881955618765 200 10.0 11.0 12.0 11.0
206 fresh-zh-2 22 23 V 16 full_attention 200 0 200 0.23345311305602084 0.2993957453290932 0.4970016268664039 0.33736590946442446 200 0.0518654689192772 0.10119126364588737 0.25077765882015224 0.13101759046316147 200 3.4331677399617866 5.930392238714632 8.49810179097805 5.862621956199848 200 0.21457298374761166 0.3706495149196645 0.5311313619361281 0.3664138722624905 200 0.05885211205675477 0.11319788923692634 0.24417404771421825 0.14043483524261244 200 0.22221848318885984 0.3428125720414256 0.5099584990605941 0.36012249946296426 200 0.5889063731709081 0.6756813694430817 0.7790410184439118 0.6834247171073744 200 0.8077367068851568 0.8538294752473312 0.9010914356878797 0.8527344583989407 200 0.03092599917273619 0.04640051538915988 0.06807046784921209 0.04891952940709511 200 8.0 10.0 11.0 9.96
207 fresh-zh-2 22 23 QKV 16 full_attention 200 0 200 0.33836357791442423 0.43763377936556935 0.5444308941019699 0.444455892132537 200 0.07637957483530045 0.1244831420481205 0.21034854501485822 0.13109229957684876 200 5.704836845565464 7.681773575478758 9.900431518716248 7.692501569460188 200 0.3565523028478415 0.48011084846742236 0.6187769699197655 0.4807813480912618 200 0.0410727895256019 0.07219018256859389 0.12030961605504087 0.07904438930688229 200 0.20460037665902386 0.28543954657863846 0.3743948821036761 0.2877652193445346 200 0.5205230142876641 0.5828079036475049 0.6447792654653233 0.5822370229148761 200 0.7659429372615634 0.7960861698590243 0.8323762151950365 0.7969292281607114 200 0.045599628145957256 0.07020308719780469 0.08575859071507999 0.06773132437934061 200 10.0 11.0 12.0 11.29
208 fresh-zh-2 22 23 JS 16 full_attention 200 0 200 0.0007367950744956887 0.00772236482562505 0.01609503587471863 0.00822785697112763 200 0.00028562566149048507 0.0036876266822218895 0.009380965214222669 0.004447453631291865 200 1.9799851413106009 2.9869010799867652 4.352054934982288 3.102468910118243 200 0.12374907133191256 0.18668131749917283 0.272003433436393 0.1939043068823902 200 0.1784295163937018 0.29044817210863744 0.47205792347631015 0.3141883179825297 200 0.34939824391502955 0.4899743034386207 0.6879486427401185 0.5101724534354644 200 0.8297345313004074 0.9041209886600927 0.9574739533921884 0.8961743464279366 200 0.9497207380272148 0.9759621593939646 0.9900062278066352 0.9725891211013746 200 0.0013486610062881663 0.0042507848975992 0.011009112195801963 0.005332989943601728 200 3.0 4.0 6.0 4.42
209 fresh-zh-2 22 23 sqrtJS 16 full_attention 200 0 200 0.07260303560906324 0.23694017919478938 0.30805367498251146 0.21687023622929702 200 0.016900292597711086 0.060725798830389977 0.09685527831315995 0.06006529964040965 200 5.325534666811308 7.062343284874409 8.729592759987023 7.017189744398395 200 0.33284591667570673 0.44139645530465055 0.5455995474991889 0.43857435902489966 200 0.05552307967244228 0.08436913727368543 0.13362625792397423 0.09300369715738753 200 0.20715641115806013 0.2658266403035652 0.3515270913709329 0.27525113136498064 200 0.5768886759222794 0.6532001293957612 0.7380530980760734 0.6556035301474417 200 0.8010733283871241 0.8517030914115188 0.8938012135357822 0.8501187743965459 200 0.0280943046160524 0.046067984663694855 0.06711216303038915 0.04665465452250071 200 9.0 10.0 11.0 10.015
210 fresh-en-1 0 1 Q 16 linear_attention 400 0 400 2.234930998273194 3.5310883498750627 4.6527290633879606 3.469649436067848 400 0.41280797123908997 0.8332870602607727 1.209194898605347 0.8354474094882608 400 6.226367467443348 8.139899293210867 10.510365405652692 8.18054595445664 400 0.38914796671520924 0.5087437058256792 0.6568978378532933 0.51128412215354 400 0.034820814169823515 0.06437513148421117 0.10464783173077424 0.06911764366069677 400 0.16843947008601867 0.23012941521497365 0.32827907476462276 0.240249907140078 400 0.507709366121756 0.6023417748356543 0.6949911487259492 0.6030826432864502 400 0.7521558717432947 0.8138294155386356 0.8701449698306754 0.8112156140811752 400 0.03815905125688387 0.06297055750476736 0.09611574582932063 0.06490486028917865 400 10.0 11.0 12.0 11.0175
211 fresh-en-1 0 1 K 16 linear_attention 400 0 400 2.6672797936946155 3.425931252539158 4.5168875466100875 3.524958591017639 400 0.489157047867775 0.6667049527168274 0.9598093152046206 0.7105951488763094 400 7.773096798822127 9.21570544596814 11.478127920136487 9.411324637121325 400 0.48581854992638296 0.5759815903730088 0.7173829950085304 0.5882077898200828 400 0.026263782535248418 0.04907777647301703 0.07055878795953471 0.04951417146096089 400 0.1536270424935471 0.1943972618510333 0.2586597019235089 0.201790065585419 400 0.4702001079767811 0.5670607842769645 0.6468327655968112 0.5600256623955385 400 0.7240993364085627 0.7893527719767768 0.8405807624921381 0.7852669490279997 400 0.048173260955288955 0.07166116040510198 0.0979250143869214 0.072823507184225 400 10.0 12.0 12.0 11.4825
212 fresh-en-1 0 1 V 16 linear_attention 400 0 400 1.6181118641979992 2.6892965445294976 4.556001805514098 2.970108881509077 400 0.2978472948074341 0.5580625236034393 1.102718198299408 0.677044918499887 400 6.352610433718244 8.778607005749569 11.404983940324158 8.815547892286256 400 0.39703815210739024 0.548662937859348 0.7128114962702599 0.550971743267891 400 0.02685969798896445 0.054840842425672894 0.10124352178696013 0.06065345569593322 400 0.15031578023950862 0.21015335814611086 0.30510330548762044 0.22146373954243845 400 0.4689738279110144 0.5706814381429993 0.6804917009819806 0.5767158032949978 400 0.7385965063342251 0.8096059756201381 0.8721097435170654 0.8067382010773199 400 0.03293960185396647 0.06087632626720197 0.0882869201475248 0.061249493470910375 400 9.0 11.0 12.0 10.9375
213 fresh-en-1 0 1 QKV 16 linear_attention 400 0 400 2.734647191502154 3.3793744368012995 4.43082140609622 3.520445009493269 400 0.5053462266921998 0.7177450358867645 1.01717768907547 0.7542269672453403 400 7.593485629853883 8.982527779648695 10.561354533006119 9.036272746571104 400 0.4745928518658677 0.5614079862280434 0.6600846583128824 0.564767046660694 400 0.03433048089562333 0.05208238818291653 0.07380461636970538 0.053516467141441114 400 0.16797489114982522 0.20667639999959206 0.2679313288961226 0.21318120192819542 400 0.49818285974571835 0.5755689018982981 0.6515263212168357 0.5746907963534565 400 0.7351683944811394 0.7969288402708317 0.8450067977184706 0.7925291609314834 400 0.04653508246529315 0.07042835489747537 0.09824510164814938 0.07151269004665935 400 10.0 11.0 12.0 11.4425
214 fresh-en-1 1 2 Q 16 linear_attention 400 0 400 0.4932698825286934 1.0213602213189006 1.6281458265148103 1.0659803825702694 400 0.08536823317408562 0.20087481290102005 0.38239128291606905 0.22786430266685784 400 7.016876538589014 9.213822806373706 11.164212981295533 9.181035817026496 400 0.4385547836618134 0.5758639253983566 0.6977633113309708 0.573814738564156 400 0.028876716779932716 0.04910184659778931 0.08534791137694102 0.053861621600688706 400 0.14451681620107873 0.19255139381257563 0.2763586186224678 0.20400164197210358 400 0.4788120046845227 0.5490563135957811 0.6429579124172133 0.5532461573490183 400 0.7493208500239771 0.8154344096519979 0.8899122047395697 0.818275563824142 400 0.01821186446497532 0.052334861114869034 0.08013902218047589 0.051337913255023085 400 9.0 11.0 12.0 10.4925
215 fresh-en-1 1 2 K 16 linear_attention 400 0 400 0.7984649914782495 1.1629895486403257 1.7354826693423095 1.2208493195035408 400 0.11778525412082673 0.19534742832183838 0.4292791157960893 0.24494460735470056 400 7.695978599585112 9.888124659408357 11.83680499946064 9.796729351936944 400 0.4809986624740695 0.6180077912130223 0.73980031246629 0.612295584496059 400 0.02344774271655922 0.04120684031683605 0.07193403343239543 0.046350168567002754 400 0.13253593648974718 0.17377125547815958 0.26944248566215007 0.19146204771406913 400 0.4477017522745427 0.5198989814740866 0.6051887150208005 0.5232734592764924 400 0.7355654627186871 0.7908391563493042 0.8813063391472371 0.7972375229561662 400 0.02322053734091502 0.060272258327300224 0.09060879268146069 0.05924438361702439 400 9.0 11.0 12.0 10.87
216 fresh-en-1 1 2 V 16 linear_attention 400 0 400 0.5248587501700968 1.0819192812778056 1.9770300139207393 1.1859704301759484 400 0.09696745052933693 0.20412401109933853 0.43642934262752536 0.24929563925601542 400 7.0074239445394175 9.114729800784406 11.391004846100728 9.148809454012484 400 0.4379639965337136 0.5696706125490254 0.7119378028812955 0.5718005908757803 400 0.02697466606518288 0.050360024193146447 0.08555317096717797 0.05513230238403486 400 0.1387922507717615 0.19145725407235945 0.2817647128892312 0.2037644935932714 400 0.46503744103682637 0.5561711120190782 0.6458764365310309 0.5563113581367254 400 0.7437048128449286 0.822518016356446 0.9070976014349672 0.8222166396198135 400 0.017000051400460736 0.049588532382416464 0.08641712655785642 0.05027575701830296 400 8.0 11.0 12.0 10.3875
217 fresh-en-1 1 2 QKV 16 linear_attention 400 0 400 0.7995891033613589 1.1612361561274156 1.7709278389811516 1.2402550661597342 400 0.1203035831451416 0.2050672098994255 0.3727079629898072 0.23898614736273885 400 7.963857490650867 9.888763036555027 11.841037769838795 9.881150120146764 400 0.49774109316567916 0.6180476897846892 0.7400648606149247 0.6175718825091727 400 0.023415603549033437 0.0411998762044576 0.06727178425682435 0.04454462898444515 400 0.13096510156449193 0.17470327702462282 0.25301981863755385 0.18590808871671968 400 0.4453974403840927 0.5183547634691132 0.591629820201727 0.5212573713438974 400 0.7280081183938285 0.7906337811310362 0.8790847538668738 0.7978887665102706 400 0.022839348819696004 0.06085974901084702 0.09160044560494329 0.05911894241895917 400 9.0 11.0 12.0 10.865
218 fresh-en-1 2 3 Q 16 full_attention 200 0 200 0.948799574363511 1.3145958668319508 1.764732945081778 1.3375451209355378 200 0.26402898132801056 0.3268849402666092 0.41940989196300504 0.3360720041394234 200 6.070270692698609 7.955288576687888 10.616733320086226 8.230375248220831 200 0.3793919182936631 0.497205536042993 0.6635458325053891 0.5143984530138019 200 0.033803723033825506 0.06741639882994804 0.10905313187222014 0.06943344719137264 200 0.1841855079953235 0.2545527535195912 0.34150651751935435 0.2594988540111153 200 0.4796707066968893 0.570146309923004 0.6625415744944808 0.5701600312163876 200 0.7513670141266213 0.8197962962918505 0.9033098802201723 0.8209732150259172 200 0.01245702187643904 0.045927958651912064 0.0806873403515382 0.046497614439233226 200 8.0 11.0 12.0 10.4
219 fresh-en-1 2 3 K 16 full_attention 200 0 200 1.0109024198900443 1.2307273106416687 1.609445944591425 1.3076426881743828 200 0.25361414849758146 0.31249481439590454 0.36692607998847954 0.3102434882521629 200 6.998705849878572 8.349572622676755 10.365628707007733 8.576305709125535 200 0.43741911561741076 0.5218482889172972 0.6478517941879833 0.5360191068203459 200 0.03623825147277862 0.061085228602307924 0.08576149902501261 0.060964982350360096 200 0.19415825673965206 0.24470573276556162 0.2871765057209829 0.24090295050963667 200 0.47765319903405207 0.5681173459011286 0.661245240865997 0.5658402826014348 200 0.7579121530518969 0.8237095466228523 0.9002946162473934 0.8237018166672861 200 0.013345774344385795 0.04020804644596182 0.07181708669559908 0.04387554096067126 200 8.0 11.0 12.0 10.34
220 fresh-en-1 2 3 V 16 full_attention 200 0 200 1.174977968283929 1.4640721594914794 2.2168957058340313 1.5379768557913485 200 0.28450166285038 0.3321179151535034 0.4153254747390744 0.3424178659915924 200 7.203112711988059 8.82285433092217 10.558721022460047 8.896391024601092 200 0.45019454449925367 0.5514283956826356 0.6599200639037529 0.5560244390375683 200 0.034359517538111096 0.05423463634129673 0.081434205057719 0.056334825370769795 200 0.1801661729241178 0.2302969127972347 0.27514746940500384 0.2285761381612623 200 0.4846144489350299 0.5512079487733337 0.6434725919014037 0.5585333361548663 200 0.7366312354020832 0.8008326702210231 0.884389902679427 0.8032060818073257 200 0.015420266335058818 0.05351963470302416 0.08885071719981696 0.05408025950667003 200 9.0 11.0 12.0 10.86
221 fresh-en-1 2 3 QKV 16 full_attention 200 0 200 1.1010740990925114 1.3543728347722208 1.8310944105382077 1.4172562011762784 200 0.2824027270078659 0.3214397579431534 0.3999712496995926 0.33167507566511634 200 7.051466896914471 8.452564179047128 10.582944184630527 8.717685363378575 200 0.44071668105715445 0.5282852611904455 0.661434011539408 0.5448553352111609 200 0.034124609663255125 0.059527793142735264 0.08460267987083449 0.059096589201155805 200 0.19049060067661536 0.24169465643832275 0.28761437780167387 0.23929467458421333 200 0.4733027615244746 0.5589565563114933 0.6517027008846887 0.5584453388754818 200 0.7445807477412757 0.8094723748407489 0.8941137978363501 0.8111042453298671 200 0.014149877714614578 0.04733354365090493 0.08122643701197324 0.04911841556807503 200 9.0 11.0 12.0 10.68
222 fresh-en-1 2 3 JS 16 full_attention 200 0 200 0.03657998311018673 0.06375922867209738 0.13071855896851048 0.07590858518343452 200 0.017119598388671876 0.03612196817994118 0.088840002566576 0.04750879812519997 200 1.3517448154556186 2.7036518264869738 4.922167708676823 2.9735965507494266 200 0.08448405096597617 0.16897823915543586 0.30763548179230144 0.18584978442183916 200 0.1500401072024709 0.3278649442112621 0.7224388057118413 0.3764720703865471 200 0.37722934025425736 0.584493422319244 0.8574665387411939 0.5955056245592193 200 0.720753322212144 0.8402769636062397 0.9366637648614378 0.8338450409046326 200 0.8986704348182338 0.9500650508651199 0.9800354476704709 0.943634389750679 200 0.004016308725895021 0.01166079986047167 0.023390373518317843 0.013164300579311177 200 3.0 6.0 9.0 5.92
223 fresh-en-1 2 3 sqrtJS 16 full_attention 200 0 200 0.5252659021643922 0.7200451572425663 0.9775034859310835 0.7384794788464205 200 0.1308414176106453 0.19005780667066574 0.29805870950222013 0.20634597267955543 200 4.794488709749097 8.205655685427681 10.553169124508095 8.009031013569468 200 0.29965554435931857 0.5128534803392301 0.6595730702817559 0.5005644383480917 200 0.03440937443169004 0.06332576025209877 0.15581127173801881 0.0780638007280054 200 0.1883847248399948 0.2682357262649282 0.42470076515085625 0.28363085772702634 200 0.49196037242739715 0.5682752056098923 0.6521272322138194 0.5669872715332271 200 0.7415683566855604 0.7903184435067119 0.8402944752219776 0.7894673620889282 200 0.05013157079692451 0.0726078709155922 0.095399863961596 0.0727427586290444 200 10.0 12.0 12.0 11.435
224 fresh-en-1 3 4 Q 8 linear_attention 400 0 400 0.6302353186532855 1.1633159555494785 2.6859279543161394 1.4234560057288035 400 0.13086697906255723 0.2523481994867325 0.9357782542705538 0.3734714508987963 400 4.383198816307348 6.696189453983499 7.283896320271379 6.401085543894203 400 0.5478998520384185 0.8370236817479374 0.9104870400339223 0.8001356929867753 400 0.01404475587313086 0.02781565428533014 0.11788175231154865 0.042358775790364754 400 0.18575378664789088 0.22255037191057692 0.33922301411408406 0.2421743045740307 400 0.3524755893172402 0.40569014759217903 0.6114095392857971 0.4310910646621672 400 0.6207783981983105 0.6765808068366589 0.8192517033580835 0.6908469294748969 400 0.06848843453388288 0.1273126600131304 0.16097731206917185 0.12399106304632061 400 6.0 7.0 7.0 6.755
225 fresh-en-1 3 4 K 8 linear_attention 400 0 400 0.7813272688537837 1.111222743988037 1.8391675867140296 1.214278789209202 400 0.15109480023384095 0.24492792785167694 0.43217862844467175 0.27287121130153535 400 5.987418858461102 6.911509401153365 7.364946802214619 6.7625808079952385 400 0.7484273573076378 0.8639386751441707 0.9206183502768274 0.8453226009994048 400 0.012318067921093941 0.02249851833851752 0.048020415420338275 0.02805273039436909 400 0.1780769246386972 0.20959856577888136 0.2749948617242884 0.2205960331691984 400 0.34033086231471443 0.38414510127490453 0.47210531273047385 0.39728468651716853 400 0.6191136328757632 0.6645397695013465 0.7263376296229 0.6675540183860753 400 0.10104444378861584 0.13444139693809745 0.1631149293432282 0.13336421373680626 400 7.0 7.0 7.0 6.9075
226 fresh-en-1 3 4 V 8 linear_attention 400 0 400 0.6016671929508448 1.0942686591297388 2.0394407607615 1.2276800348144024 400 0.14361953884363174 0.27152132987976074 0.5094483792781831 0.30339992376044395 400 5.5165883677438625 6.316489463861998 7.129061453791907 6.317421319928843 400 0.6895735459679828 0.7895611829827498 0.8911326817239884 0.7896776649911054 400 0.017452482404810076 0.03807533032707222 0.0643102365004019 0.039890088080244156 400 0.19088940744593189 0.24409814792243176 0.3092172537329375 0.24692371281523873 400 0.36263943305493457 0.43297148796065926 0.5058827611379061 0.43460504711625303 400 0.6379878588705928 0.7003844085412088 0.7559172749534665 0.6985543461258836 400 0.08894995346497382 0.11722317104633828 0.14874281474397755 0.11774612696945606 400 6.0 7.0 7.0 6.7775
227 fresh-en-1 3 4 QKV 8 linear_attention 400 0 400 0.8022432696074248 1.233229048550129 2.08050045222044 1.3658459807001053 400 0.1619195520877838 0.2708732634782791 0.6182220220565796 0.3241461719945073 400 5.016798247960995 6.819850935603542 7.276329876831179 6.595217795095848 400 0.6270997809951244 0.8524813669504427 0.9095412346038974 0.824402224386981 400 0.014207959176424883 0.024720881761060576 0.08494898609970297 0.033888299236001646 400 0.1819836350199073 0.2153251911428649 0.30612910375822694 0.22891742313977897 400 0.34864937689559816 0.39507204655668515 0.5526575667900605 0.4145404676041477 400 0.6233396079460133 0.6694136573472989 0.7732361047681235 0.678222176825968 400 0.08875942024456161 0.1327630917024994 0.15817161280058456 0.13001912991476752 400 6.0 7.0 7.0 6.86
228 fresh-en-1 4 5 Q 16 linear_attention 400 0 400 0.5661739772418514 1.033524300903082 1.548737435415387 1.0487494651833549 400 0.07677488327026367 0.155758835375309 0.28011648654937743 0.16980655890889465 400 9.54058196238418 11.563004274180736 13.034847721078421 11.449623798232153 400 0.5962863726490113 0.722687767136296 0.8146779825674013 0.7156014873895096 400 0.015165402251029645 0.02558156261450213 0.04513649543366974 0.028092598404531807 400 0.11772207118899897 0.15330654570551983 0.21473730098518573 0.15949296593598414 400 0.408405519488417 0.4672246275226445 0.5331915149756827 0.468262158216055 400 0.6815111071027325 0.7377848861387815 0.7908779380323566 0.7359790336775207 400 0.05668044193959548 0.08783713953036076 0.11980524321628522 0.08880168565433808 400 11.0 12.0 13.0 12.1025
229 fresh-en-1 4 5 K 16 linear_attention 400 0 400 0.6336847476661206 0.9515199940651655 1.3863349615596234 0.9780880847004301 400 0.08260805755853654 0.13552476465702057 0.23456682860851288 0.14650706651620568 400 10.439608141500683 12.080067106841595 13.448528931885292 12.001902712517099 400 0.6524755088437927 0.7550041941775997 0.8405330582428308 0.7501189195323187 400 0.012648100339200219 0.021633068318002303 0.035508306202475026 0.02332027475352894 400 0.11447453838353698 0.1405098994254031 0.1929915829477523 0.1483610316117159 400 0.3903108699302229 0.44735735197598236 0.500028661529038 0.44912106278242936 400 0.6736427389622814 0.720935236380688 0.7701319886219794 0.7191552692253345 400 0.06575611924543241 0.09578784114035244 0.13047202911319872 0.09687318871048539 400 11.0 12.0 13.0 12.3675
230 fresh-en-1 4 5 V 16 linear_attention 400 0 400 0.3309630745323375 0.7136850020033307 1.6051203388720752 0.8373229334133794 400 0.05630024708807469 0.11041045933961868 0.2880571067333222 0.14496010718867183 400 8.94148971568207 10.822653477115722 12.748692361240215 10.833477778076572 400 0.5588431072301294 0.6764158423197326 0.7967932725775134 0.6770923611297858 400 0.017002045119772557 0.03189209693025585 0.0526275707115471 0.03383457575533693 400 0.12740913570226398 0.16342687899664543 0.22097331528843098 0.17146103671826857 400 0.42262395318296647 0.49338072208399364 0.5586564342871563 0.4936577956625194 400 0.6948036998118188 0.7575450949049569 0.8141788763919582 0.7556197234006445 400 0.04588552139353022 0.07646246560030266 0.11457910754686676 0.0789859277402695 400 11.0 12.0 13.0 11.7825
231 fresh-en-1 4 5 QKV 16 linear_attention 400 0 400 0.6764165816130117 0.9491521252784878 1.4874159729108216 1.019960219575587 400 0.09058723673224449 0.13297109305858612 0.2412927031517029 0.15182253638282417 400 10.551028192725887 12.171941840187177 13.521055583087918 12.079058229642094 400 0.659439262045368 0.7607463650116986 0.8450659739429949 0.7549411393526309 400 0.012222641676116286 0.020966629665107612 0.03442934124906131 0.022584076082535383 400 0.11438074086551075 0.1415356176230052 0.18719380459025742 0.14692944830759347 400 0.3942103796029329 0.443952376087206 0.4990856825982414 0.4464748110851218 400 0.668005795100958 0.7149668152520021 0.7689533198016711 0.7164119723581883 400 0.06517239428564398 0.09687386971886072 0.13574425639454216 0.09878377784354246 400 12.0 12.0 13.0 12.42
232 fresh-en-1 5 6 Q 16 linear_attention 400 0 400 0.7682637390680611 1.1547599723562598 1.569871773198247 1.1581397689768347 400 0.10521993413567543 0.17117173224687576 0.27427761256694794 0.18747375680133702 400 9.50916937846209 11.99832555853395 13.444038522158142 11.70992515950617 400 0.5943230861538806 0.7498953474083718 0.8402524076348838 0.7318703224691356 400 0.012674576634574011 0.022234630915170077 0.045505796523784385 0.026324687411875852 400 0.1166679813585501 0.149743468290625 0.21949883914153398 0.16130263591572055 400 0.39733354404507426 0.45121762880172855 0.5384325424157789 0.46037287157335305 400 0.6687125145085518 0.7184613386296534 0.7741422478278941 0.7184242785026582 400 0.07837240424458317 0.10372847255576656 0.13485728812541103 0.1057338280285208 400 12.0 13.0 13.0 12.6125
233 fresh-en-1 5 6 K 16 linear_attention 400 0 400 0.8824158693663776 1.138687500730157 1.5312056209892035 1.172651090574218 400 0.10529714152216911 0.1579534038901329 0.24859169721603397 0.16948231166228653 400 11.122374400302377 12.824449968601705 14.054518441090336 12.666615471031482 400 0.6951484000188985 0.8015281230376066 0.878407402568146 0.7916634669394677 400 0.009228261448636185 0.016507814319700456 0.029236134897620388 0.018388176213125957 400 0.10866851795495212 0.13755310635705964 0.18935214486576998 0.143281900276671 400 0.37587373188771767 0.4245455589083859 0.4819297733510702 0.4279163926056065 400 0.6404680180888239 0.683179887961449 0.7342649586484324 0.6855171244908527 400 0.0954249142915524 0.12478354158782304 0.1521095252994814 0.1234154848653544 400 12.0 13.0 14.0 13.0375
234 fresh-en-1 5 6 V 16 linear_attention 400 0 400 0.600328029692173 1.060917580500245 1.6198514576070016 1.088670219099149 400 0.09182117953896522 0.16631858050823212 0.27578833103179934 0.1759972857683897 400 9.629064485655736 11.646865993303294 13.3881649781128 11.580309188308082 400 0.6018165303534835 0.7279291245814559 0.83676031113205 0.7237693242692551 400 0.01300569703004901 0.024917341397089506 0.04410910254951378 0.027063130896668862 400 0.12008248659517151 0.15588521391184174 0.217150469704818 0.1630437327288194 400 0.3991636528156446 0.46413214973339423 0.5363752981769776 0.4650200921540183 400 0.664589266033564 0.721545676148293 0.7821924083983142 0.7238605905298994 400 0.06902164006677221 0.10247854526412727 0.13444669343255874 0.10158407651603575 400 11.0 13.0 13.0 12.4675
235 fresh-en-1 5 6 QKV 16 linear_attention 400 0 400 0.9287251191213727 1.1830257810652256 1.4929384909570218 1.2071300790470558 400 0.11431095153093337 0.16038694232702255 0.2387257888913155 0.16842043263837694 400 11.309050699988678 12.849975342894167 14.050221972783795 12.77018758581391 400 0.7068156687492924 0.8031234589308854 0.8781388732989872 0.7981367241133693 400 0.009251470667743419 0.01634262982584435 0.027653324228697925 0.017498833204038878 400 0.11030839076921763 0.13414671001229264 0.17469306928174652 0.13900995628154095 400 0.3764104646535905 0.42312704727906564 0.4798279711508895 0.4262346805018312 400 0.6423216705584784 0.6838426029729531 0.725879868362153 0.685144730684903 400 0.09568884194494649 0.12515312729173686 0.15119528742610672 0.1240399041231213 400 12.0 13.0 14.0 13.0675
236 fresh-en-1 6 7 Q 16 full_attention 200 0 200 0.704794529848732 0.8954973140498623 1.1695378178730607 0.9208162792466464 200 0.1738428220152855 0.21330231428146362 0.2548262745141983 0.21514354325830937 200 6.498744607130998 9.073556721814573 10.903215541274744 8.942558875538005 200 0.4061715379456874 0.5670972951134108 0.6814509713296715 0.5589099297211253 200 0.031163800902270482 0.05089107225524822 0.09746805860788076 0.05720957485443558 200 0.17822316353109774 0.22970062248760031 0.33465025538902443 0.24178357527688368 200 0.4745447265307109 0.5376676707461168 0.6040678766489488 0.5395352800605019 200 0.7439194321420506 0.7956452743552107 0.8331478132638561 0.7911566930851651 200 0.03624822054227332 0.058557099771943 0.08073051638287695 0.059066670396006174 200 10.0 11.0 12.0 11.125
237 fresh-en-1 6 7 K 16 full_attention 200 0 200 0.7940170950023457 0.9337106640450656 1.2338959886692464 0.9765308360313065 200 0.16390912234783173 0.2076759785413742 0.25558628737926475 0.21144505679607392 200 8.235824914797698 9.377219017179222 10.874328966367425 9.493418418809252 200 0.5147390571748561 0.5860761885737014 0.6796455603979641 0.5933386511755783 200 0.03143234130466939 0.04708427445851279 0.06285562141828394 0.047040718485792936 200 0.17367197794562914 0.2193201045941068 0.26033378654654454 0.2185938032618412 200 0.47819825841861346 0.5299078290423314 0.5706757414676599 0.5284649050753172 200 0.7429876544186129 0.7886125552801035 0.8182859318605756 0.7838504224339157 200 0.039081856675619774 0.0603137502919301 0.08200966974593603 0.06214234327333388 200 10.0 11.0 12.0 11.24
238 fresh-en-1 6 7 V 16 full_attention 200 0 200 0.9884055231232197 1.1532038510777056 1.3873046927154062 1.1716601063753478 200 0.1760020047426224 0.22081384807825089 0.2761884540319442 0.2278510296344757 200 8.26709590001093 9.970156464183948 11.709943200354465 10.090112921552624 200 0.5166934937506831 0.6231347790114967 0.731871450022154 0.630632057597039 200 0.024431228269953677 0.040319479365850175 0.06235926497435392 0.04108991007612572 200 0.14232486226591323 0.19181935540421316 0.2708529064044339 0.198712324921032 200 0.4589254331538943 0.5119421077228734 0.5646551666984734 0.508416543857184 200 0.7323016078995594 0.7702791821645893 0.8084478140089761 0.7708692957041913 200 0.04484347925458758 0.06700373403981082 0.0896610020970473 0.06768758477225605 200 11.0 11.0 12.0 11.48
239 fresh-en-1 6 7 QKV 16 full_attention 200 0 200 0.8712185150827281 1.0402824106859043 1.223043517023325 1.0408493226702558 200 0.1742448091506958 0.2156040444970131 0.2560519903898239 0.21798965618014335 200 8.02160313162796 9.688187902457031 11.41896365440976 9.741112446786914 200 0.5013501957267475 0.6055117439035644 0.71368522840061 0.6088195279241821 200 0.0267452252926647 0.043433516698653155 0.06630807930044977 0.04465950294188996 200 0.1670947263614369 0.20846820360177704 0.2756778051675545 0.21290386664722902 200 0.46160249039682216 0.5224348477986831 0.5621384075676695 0.5168756794290319 200 0.7373330764017009 0.7815248457473716 0.8182293748928509 0.7767400682036921 200 0.04082117817627321 0.06183648480512356 0.08624314900080425 0.06445718695172137 200 11.0 11.0 12.0 11.425
240 fresh-en-1 6 7 JS 16 full_attention 200 0 200 0.0210299493551247 0.041246538941777544 0.06721432701724551 0.043585980836786435 200 0.006701526325196028 0.01422842824831605 0.04112701267004013 0.01909851892036386 200 1.7860569878673398 4.5360171233995725 7.3734922631087505 4.67952068477081 200 0.11162856174170874 0.2835010702124733 0.4608432664442969 0.2924700427981756 200 0.07799573239916363 0.1684882364505519 0.5305697372661342 0.23399521490718442 200 0.2163755568674938 0.3725131729390068 0.7405501321902432 0.41946526146364504 200 0.6392109590204115 0.7961574337460801 0.9319402144416754 0.7893348187273534 200 0.8923583286138922 0.9466221129758281 0.9795742236133427 0.9393528461758904 200 0.00338059084708163 0.009482982066217775 0.022206033332710727 0.01184926370899521 200 3.0 6.5 9.0 6.34
241 fresh-en-1 6 7 sqrtJS 16 full_attention 200 0 200 0.42382513666525484 0.6078069985378534 0.7762976725120098 0.6047175329021411 200 0.08186280280351639 0.11928264796733856 0.20279795229434966 0.12993449360132217 200 5.2684249272688914 9.284846390697087 11.584071745937548 9.020189238112819 200 0.3292765579543057 0.5803028994185679 0.7240044841210967 0.5637618273820512 200 0.025414074667080077 0.04821633030923124 0.13579863895911298 0.06206218609821719 200 0.13628849605637222 0.19926919792139358 0.3573190311116594 0.22364927416547772 200 0.46442194635302225 0.5545787239127964 0.6535459545865228 0.5606615276495901 200 0.7472960366904517 0.8005331227891845 0.8561625252391857 0.8010191938059725 200 0.04311398972753782 0.06126412435345474 0.08558115694072826 0.06341542019751516 200 10.0 11.0 12.0 11.1
242 fresh-en-1 7 8 Q 8 linear_attention 400 0 400 0.9464878834784031 1.5582775697112083 2.9107058852911 1.7703495920123533 400 0.22571634501218796 0.36515119671821594 0.7337479174137118 0.418825199007988 400 5.637848997727274 6.390615838899661 6.92381149587291 6.322460295813479 400 0.7047311247159093 0.7988269798624577 0.8654764369841137 0.7903075369766849 400 0.022204722105925896 0.03597651159057591 0.05985445470533928 0.039036237734593235 400 0.19729815342566234 0.23558746903598987 0.28426601630860715 0.23892439141863886 400 0.3744167072230134 0.42127290344102886 0.48375565712163293 0.42576413196341584 400 0.6600986840065891 0.7129747388496561 0.7755491152602882 0.7161451590726728 400 0.08717807224644548 0.10753361942941522 0.13259106962929343 0.10864366387310449 400 6.0 7.0 7.0 6.6575
243 fresh-en-1 7 8 K 8 linear_attention 400 0 400 0.29587780246511103 1.3316857907921076 2.1302281618118286 1.3505793981434544 400 0.06175224781036377 0.30029280483722687 0.5300436854362488 0.31198056460823864 400 5.730428692246048 6.436111467312488 7.008285784363738 6.400021282051126 400 0.716303586530756 0.804513933414061 0.8760357230454673 0.8000026602563908 400 0.020215161731297174 0.03471236497481557 0.05657945483029005 0.0369102295558765 400 0.19091308205700228 0.22275899268491542 0.27423060839622876 0.2293708406618569 400 0.36734390377955545 0.4109047477471825 0.483761550443415 0.41863879019956357 400 0.6574117720173502 0.713938634182789 0.766951627194338 0.7145666657366189 400 0.08712661344887594 0.11034598265737908 0.13472906965350992 0.1108709544837883 400 6.0 7.0 7.0 6.74
244 fresh-en-1 7 8 V 8 linear_attention 400 0 400 0.6123314969241619 1.2732290644198656 1.9485007584095002 1.277252502203919 400 0.1477032333612442 0.3260002136230469 0.6659458816051484 0.3689683119766414 400 4.483468942423248 5.7863149132204175 6.767493150175568 5.710281588149037 400 0.560433617802906 0.7232893641525522 0.845936643771946 0.7137851985186296 400 0.02601741806177653 0.05465330811455165 0.11204833987527756 0.06285332811397336 400 0.20827549933278786 0.2612300592887439 0.38986242725355935 0.2809431239976787 400 0.38692017375926524 0.4609215685023522 0.5735366330265104 0.471533302387452 400 0.6731214069425167 0.7510156002949998 0.8286852509543848 0.7520838965871497 400 0.06267121005276431 0.09067035172824107 0.12475182415814548 0.09266975740687243 400 6.0 6.0 7.0 6.325
245 fresh-en-1 7 8 QKV 8 linear_attention 400 0 400 0.931118180602789 1.4962615873664618 2.256703768670559 1.562762504387647 400 0.20242130309343337 0.35793085396289825 0.5517511188983918 0.368903941065073 400 5.624799861092076 6.332871957031749 6.894324056292317 6.293089391789616 400 0.7030999826365095 0.7916089946289686 0.8617905070365396 0.786636173973702 400 0.022910690305291522 0.03760713607041573 0.06032469450155453 0.039984388646460235 400 0.19804511860639032 0.23175319177899278 0.2953012330958894 0.23884446010755894 400 0.37836601710143425 0.42121551022909387 0.48087134422572936 0.4271086421246703 400 0.6706226669881539 0.7251146710314096 0.7764089088582178 0.7229980789228566 400 0.0895136743584083 0.10782311907684719 0.13184682203706802 0.10924205563047348 400 6.0 7.0 7.0 6.665
246 fresh-en-1 8 9 Q 16 linear_attention 400 0 400 0.6070104320533574 0.9067567926831543 1.1999021530151368 0.9119760517461691 400 0.0825454406440258 0.1260710507631302 0.20973798036575317 0.13822114740498365 400 10.265056125706053 12.424898664612584 13.659821630652354 12.163357589789303 400 0.6415660078566283 0.7765561665382865 0.8537388519157721 0.7602098493618314 400 0.011421224708755817 0.019182463004563603 0.037246654788831664 0.022407370325958055 400 0.11157062818954842 0.14051746921552533 0.2027273658479494 0.14962862307951247 400 0.3890636778001099 0.4383249794075981 0.5092158490411423 0.44414624128338837 400 0.6631284831697636 0.7078375137427001 0.7588247426215273 0.7091028344739562 400 0.08445549662116993 0.10884091110247933 0.13445706357614887 0.10915460308997577 400 12.0 13.0 13.0 12.6875
247 fresh-en-1 8 9 K 16 linear_attention 400 0 400 0.6323070602491498 0.8548832177184522 1.1772200994193556 0.8896699144935701 400 0.08282828703522682 0.11520854011178017 0.1833632454276085 0.12645583356730639 400 11.04570487773524 12.65198113751559 13.814199289209286 12.535487732930596 400 0.6903565548584525 0.7907488210947243 0.8633874555755804 0.7834679833081623 400 0.010548571932231885 0.017641606048966488 0.02990184148026892 0.019073353740446174 400 0.11078671461901378 0.1369087925384081 0.177843636786369 0.14159715183787902 400 0.38649372059484693 0.43143297944324893 0.49030923674098414 0.4358539541889845 400 0.6573873705846368 0.6965255522635809 0.7404600071183093 0.6971139947479787 400 0.09289461809305943 0.11826204424381498 0.14291525195667093 0.11880124152779212 400 12.0 13.0 14.0 12.93
248 fresh-en-1 8 9 V 16 linear_attention 400 0 400 0.42908118362538517 0.7514993599615991 1.2147094633430242 0.7961950068455189 400 0.06230545081198215 0.10426175594329834 0.18898674845695496 0.11917674789205193 400 10.387996967089066 12.411267809027702 13.683809156777368 12.170210651725757 400 0.6492498104430666 0.7757042380642314 0.8552380722985855 0.7606381657328598 400 0.011284341988446791 0.0192767535918396 0.03601614703510141 0.022253234644721953 400 0.11100980234413184 0.14039500685822304 0.20002895542572496 0.14959486888672213 400 0.3848289486427891 0.43914656583209405 0.5086486354833948 0.44377163403348624 400 0.6610199499477317 0.705567551389675 0.7567553306241096 0.7075256323645357 400 0.08104022718925673 0.10993018657593058 0.13374696265975647 0.10907694315376375 400 12.0 13.0 13.0 12.695
249 fresh-en-1 8 9 QKV 16 linear_attention 400 0 400 0.6932302778586745 0.8939938908442855 1.1676303837448359 0.9143451267119963 400 0.0818116083741188 0.11631309986114502 0.17395793199539186 0.12413974925875663 400 11.576339528650626 13.106297742226111 14.112753705414308 12.895273568385026 400 0.7235212205406641 0.819143608889132 0.8820471065883942 0.8059545980240641 400 0.00891508754003735 0.01471914409182325 0.025475298029896367 0.016848891123169132 400 0.1045271453356545 0.1291183437967932 0.18017723984847347 0.1360300248562872 400 0.37327479251058987 0.4161979816990303 0.47694368529170406 0.42015087939618573 400 0.6433031231226647 0.681086454830793 0.728392240051663 0.6841948586684446 400 0.09994393934612235 0.12528678116083536 0.14864559017689513 0.12464203221973566 400 12.900000000000006 13.0 14.0 13.07
250 fresh-en-1 9 10 Q 16 linear_attention 400 0 400 0.5911897634156048 0.971417797729373 1.4385213758796456 0.9927398923510918 400 0.07862688973546028 0.14568262547254562 0.258398848772049 0.1655398803856224 400 8.301619620302397 12.424129421285567 14.065394468918116 11.809712500379186 400 0.5188512262688998 0.7765080888303479 0.8790871543073823 0.7381070312736991 400 0.009169578151820953 0.019187780270141216 0.06182346929316535 0.029226845717694877 400 0.1099473669490704 0.14248138560506401 0.2640789801094023 0.16535261853877542 400 0.3751454537343328 0.4365722274271774 0.5615250689219099 0.45259452274673345 400 0.6450473787167641 0.7024583459737376 0.7900427626121447 0.7115994346168725 400 0.06961536755566518 0.11083896103405731 0.1438247252029882 0.10823463941989513 400 12.0 13.0 13.0 12.6125
251 fresh-en-1 9 10 K 16 linear_attention 400 0 400 0.5946242531761528 0.8478443613275886 1.1840944074094295 0.871135561830015 400 0.07446554973721504 0.11519348248839378 0.16995172798633576 0.12028403769247234 400 10.549285512368025 12.972315807446954 14.425008287211448 12.712822515189973 400 0.6593303445230015 0.8107697379654346 0.9015630179507155 0.7945514071993733 400 0.00727898771604036 0.01555976747433167 0.03444604154887297 0.018506599106899665 400 0.10209242735246339 0.12992744304582096 0.19340092297569486 0.13964911344364841 400 0.3592895824498176 0.41231036761758694 0.5098439554283221 0.4227395498424912 400 0.6313341086885862 0.6780047290866777 0.7607935107506781 0.6888854020278815 400 0.0812711923511712 0.12499023766221395 0.14986821912439047 0.11892558068973458 400 12.0 13.0 14.0 12.885
252 fresh-en-1 9 10 V 16 linear_attention 400 0 400 0.46655475879088043 0.694292152300477 1.1977318368852141 0.7830342625826597 400 0.05845900662243366 0.09787659719586372 0.18204079568386078 0.109708200301975 400 10.79670724624694 12.799561081491053 14.098469985754189 12.585144444076532 400 0.6747942028904338 0.7999725675931908 0.8811543741096368 0.7865715277547832 400 0.00899166930099007 0.016669541140850203 0.032128917791397246 0.01915084256542966 400 0.10634733888134494 0.13420035804145325 0.1814061567037344 0.14053209500203084 400 0.3705575396237194 0.4225866918800977 0.4920889905616666 0.4271593782406484 400 0.6446972305378428 0.6932596927957679 0.7563180219386684 0.6969348333017064 400 0.07840079338564739 0.11551890932463348 0.14459395356534224 0.11412406729654365 400 12.0 13.0 14.0 12.7825
253 fresh-en-1 9 10 QKV 16 linear_attention 400 0 400 0.6377313435077667 0.9152962598018348 1.2620975852012637 0.9343612542306073 400 0.07677633911371232 0.11948640644550323 0.19208532124757768 0.13030948131345213 400 10.357105699830317 13.281428814238446 14.563325631726023 12.857813217521873 400 0.6473191062393948 0.8300893008899028 0.9102078519828765 0.803613326095117 400 0.0065766772212237975 0.013645997606642514 0.03632221423452987 0.018165359049485318 400 0.09717792129277648 0.12738703947564595 0.19875304423416926 0.1397535679882335 400 0.3500467030986209 0.40565446005452366 0.4903084005348662 0.41452393551571715 400 0.6224946321414305 0.6713920031240022 0.7545570327695006 0.680820957911161 400 0.083562055059871 0.12944488972430918 0.15645529725672752 0.1245111882230568 400 12.0 13.0 14.0 13.0275
254 fresh-en-1 10 11 Q 16 full_attention 200 0 200 0.6233514178544283 0.8477539476007223 1.1313497941941022 0.864531800642144 200 0.09261990860104562 0.12799295783042908 0.16213646531105042 0.12703987561166286 200 11.083121410511584 12.33530870232173 13.516670229505364 12.303993275644102 200 0.692695088156974 0.7709567938951081 0.8447918893440852 0.7689995797277563 200 0.012248285507573719 0.019806210387773356 0.029575802469652645 0.020589419749336493 200 0.12059200021166196 0.14568953492165526 0.1819297448828569 0.14910866795322417 200 0.40007387310569625 0.43991574423397506 0.4870083295202077 0.44172911545795057 200 0.6633287162181966 0.702975283069781 0.7459089131971716 0.7032529186849978 200 0.08783156294418897 0.11597740218955471 0.13523742874716974 0.11330198812926309 200 12.0 13.0 13.0 12.82
255 fresh-en-1 10 11 K 16 full_attention 200 0 200 0.6800970683805645 0.847108400426805 0.9841707344166932 0.842388323675841 200 0.0932523988187313 0.18622612953186035 0.2628218740224838 0.18055713117122651 200 6.831904644430433 10.135327225600486 12.63554945002832 10.042840061771924 200 0.4269940402769021 0.6334579516000304 0.78972184062677 0.6276775038607453 200 0.017751430611250053 0.038580493450923 0.08946885431236626 0.046074088112288365 200 0.12633302196797447 0.1970723329010813 0.32237500984223744 0.2120215437822686 200 0.4337426493856024 0.5097912751392226 0.5820843687969331 0.5114911555571688 200 0.7047975019694904 0.7459314267217192 0.8060394526965863 0.7514484662784647 200 0.06533122729366882 0.09748410784204035 0.12131077370282961 0.09361191047261495 200 11.0 12.0 13.0 12.22
256 fresh-en-1 10 11 V 16 full_attention 200 0 200 0.7686313582584262 0.9857306042686105 1.1916024396196008 0.9675404566898942 200 0.0949378065764904 0.12796563655138016 0.21206880509853362 0.1381375689804554 200 11.073414657827414 12.676510619831506 13.880663018912692 12.610443800586177 200 0.6920884161142133 0.7922819137394691 0.8675414386820433 0.7881527375366361 200 0.010178904699318604 0.01747881414906011 0.029660328925843533 0.018491370356752187 200 0.10627799103028163 0.1370622484430256 0.19449539198847193 0.14159127914808728 200 0.38537925019478797 0.4288803086713212 0.4663899522615944 0.4283227395377166 200 0.6557914448707022 0.6953265317172332 0.7364893087064365 0.6973511955899485 200 0.09234897368639247 0.1197079753559683 0.1391725013906082 0.11682758756430534 200 12.0 13.0 14.0 12.9
257 fresh-en-1 10 11 QKV 16 full_attention 200 0 200 0.7310712728649378 0.9247950157150626 1.100934425368905 0.9188851007819175 200 0.09555794224143029 0.14651821553707123 0.1867323637008667 0.14397828802466392 200 10.181497428447223 12.162679164102345 13.51513785670134 11.95559962381206 200 0.6363435892779514 0.7601674477563966 0.8446961160438338 0.7472249764882537 200 0.012257180879865775 0.021033367430259478 0.03809874098679807 0.023718019033761684 200 0.11219114064328034 0.1534239971476366 0.21174015876909552 0.15776689704574276 200 0.40151250960251883 0.44164458518768407 0.5117346580720709 0.45302702288091495 200 0.6732404801270179 0.7152158421781707 0.7554212286570804 0.7151006381798125 200 0.08130715972510741 0.1125337841224287 0.13469992492262145 0.10986820736768976 200 12.0 13.0 13.0 12.735
258 fresh-en-1 10 11 JS 16 full_attention 200 0 200 0.012129754142551973 0.02756568178301677 0.053156213027978086 0.03111563401675994 200 0.0035617715446278455 0.008189627435058355 0.022515043430030347 0.012655710716499015 200 2.772891556438018 5.620292373824549 8.392975529674137 5.65763210199563 200 0.17330572227737612 0.3512682733640343 0.5245609706046336 0.3536020063747269 200 0.06042468716479553 0.12312224875165927 0.3180355820918079 0.17066951470487632 200 0.1990284378536723 0.3222974385676557 0.577510841922257 0.36134668632905187 200 0.5958839053122645 0.7174585738399295 0.8489595309124881 0.7218225477606007 200 0.8345675211164408 0.8958787219369339 0.953208964678737 0.8971598878108424 200 0.01245711316804196 0.028983649447609384 0.05255686712975372 0.03081421530304316 200 6.0 9.0 10.099999999999994 8.225
259 fresh-en-1 10 11 sqrtJS 16 full_attention 200 0 200 0.3480386174749583 0.543599259108305 0.7279269386082887 0.5426706708426354 200 0.05968044437468052 0.09049655869603157 0.1500500649213791 0.10147279778495431 200 7.786795436381748 11.167258724565684 12.856941973850715 10.717228882353261 200 0.48667471477385926 0.6979536702853553 0.8035588733656697 0.6698268051470788 200 0.016297805213144903 0.028850671209787696 0.07032379809211387 0.03941906345986685 200 0.126183576611211 0.17118246445915597 0.27297499398166714 0.1883892132250232 200 0.4253922406250987 0.4836082610551373 0.5842930396744872 0.49745094528228123 200 0.6902138798479083 0.7384927740399874 0.8014818866030737 0.7431939922447773 200 0.07471577023129482 0.09971293189387676 0.128884513148028 0.09995610012552845 200 12.0 12.0 13.0 12.375
260 fresh-en-1 11 12 Q 8 linear_attention 400 0 400 0.7567769389599562 1.0795705001801252 1.7580996453762059 1.1694565903116017 400 0.18596988320350646 0.29172611236572266 0.4819856643676758 0.31001477092504504 400 5.524607274825687 6.414253687847145 6.880443063052533 6.308297452353024 400 0.6905759093532109 0.8017817109808931 0.8600553828815666 0.788537181544128 400 0.023245134263822177 0.035317468085793564 0.06400953881333335 0.03964568935568683 400 0.21995468508733446 0.25814923850456784 0.31921119443047025 0.2647836258684623 400 0.3848805435459116 0.4195852463063549 0.4855266401589614 0.42801073949973056 400 0.6484030977828479 0.6830797912060882 0.7350299329888763 0.6863293791390171 400 0.09359781213000229 0.11960744618172511 0.1483041568860997 0.12006861918145079 400 6.0 7.0 7.0 6.8175
261 fresh-en-1 11 12 K 8 linear_attention 400 0 400 0.5281048333272338 0.8310451991856098 1.4153220526874066 0.9152459127036855 400 0.12563560381531716 0.21257421374320984 0.3468866616487503 0.22543062875047326 400 5.941233116580824 6.53863616173657 6.964164763719883 6.492122490216555 400 0.742654139572603 0.8173295202170713 0.8705205954649854 0.8115153112770693 400 0.021248283466748612 0.03192810778996481 0.04950315486757437 0.033915335080159884 400 0.20772005638230942 0.24559798928419585 0.2896104520395671 0.24772033961933929 400 0.37449797872241064 0.4094081479182775 0.46352951685001714 0.4142904575526047 400 0.6394769970639034 0.6769673642323686 0.7263123591199059 0.6801635151190543 400 0.08979062402246012 0.1212878312681364 0.15436371857201703 0.12109071700773352 400 6.0 7.0 7.0 6.7875
262 fresh-en-1 11 12 V 8 linear_attention 400 0 400 0.40966571010649205 0.7090068785473704 1.3721489839255814 0.822325454945676 400 0.0932987503707409 0.17045152187347412 0.3586284995079041 0.20707087761722506 400 5.70724240881158 6.530690915793778 7.17927972446588 6.47746376894724 400 0.7134053011014475 0.8163363644742222 0.897409965558235 0.809682971118405 400 0.01633113148272599 0.03214076854143387 0.05738976178152401 0.034936112599367214 400 0.19416638584896312 0.2435624165748207 0.30346263875665414 0.245877599984745 400 0.360049786245077 0.4113513954222471 0.47683463113878694 0.41534938462501414 400 0.6313436976228772 0.683580585877189 0.7369502103048826 0.6839693390150956 400 0.08468630236873252 0.12112264009059343 0.15558656302894555 0.12173724458077556 400 6.0 7.0 7.0 6.8
263 fresh-en-1 11 12 QKV 8 linear_attention 400 0 400 0.6695722434669733 0.9737617634236813 1.4699242446571588 1.0259376918058842 400 0.15512494146823883 0.24131304770708084 0.37777670025825505 0.25822414975613356 400 5.917319637446901 6.573636620480408 6.968569728815417 6.508530547434167 400 0.7396649546808626 0.821704577560051 0.8710712161019272 0.8135663184292709 400 0.0211445407853598 0.03099748534940353 0.05028049688278485 0.03342526924951561 400 0.21369708065143506 0.24717857328140533 0.2961957323016306 0.250994432492419 400 0.3753533510823 0.4094599139837099 0.4594258168986935 0.4134366145626896 400 0.6394669697597971 0.6769448204384146 0.715005530353559 0.6761832911579259 400 0.09667641657455553 0.12475849116511666 0.1550902544220896 0.124751852060638 400 6.0 7.0 7.0 6.86
264 fresh-en-1 12 13 Q 16 linear_attention 400 0 400 0.40015879357233647 0.6367415268905461 0.9498837446328253 0.6584214791984414 400 0.053000422194600105 0.10679681226611137 0.21886933296918876 0.12330687199253589 400 7.900701295613523 11.646988774273883 13.565833801249099 11.169689381342009 400 0.49379383097584517 0.7279367983921177 0.8478646125780687 0.6981055863338755 400 0.011962247618184348 0.024916378273358276 0.06834302681699897 0.033075099284526115 400 0.1179872683467821 0.16569685816194646 0.2649923981204602 0.17874599109264844 400 0.38778811481556 0.45604739048671195 0.5857442320003411 0.4715996333051211 400 0.6629149618346649 0.7209183367904728 0.7998450453295818 0.7251634450902051 400 0.06120596826559935 0.09968537422661808 0.1256721898950002 0.09558489290132244 400 11.0 12.0 13.0 12.325
265 fresh-en-1 12 13 K 16 linear_attention 400 0 400 0.3927572287619114 0.5375448940321803 0.7774453839287162 0.565406767456443 400 0.049797373637557034 0.07518744841217995 0.1224941782653332 0.08126530165784061 400 10.335213078032655 12.68344582330926 14.048625770169288 12.365775688776461 400 0.645950817377041 0.7927153639568287 0.8780391106355805 0.7728609805485288 400 0.009260105482935049 0.01743246431054096 0.03654036661214121 0.021138451426572388 400 0.10327901904619319 0.1349392011451908 0.19822484513796557 0.14440075104755393 400 0.3664113750642849 0.423616482568947 0.5049829225435034 0.43129149945616496 400 0.643231395495744 0.6959097085110486 0.7615328337640832 0.6990269813214163 400 0.06919068340026685 0.11007263677564436 0.13499486824500956 0.10656551438191535 400 12.0 13.0 13.0 12.595
266 fresh-en-1 12 13 V 16 linear_attention 400 0 400 0.3575849617598578 0.4940988947637379 0.6994051075074822 0.5102940507073072 400 0.04921595938503742 0.07432536780834198 0.12480693981051447 0.08175155418924987 400 9.18300042738304 11.822130690188416 13.535588381373007 11.550608502097361 400 0.57393752671144 0.738883168136776 0.8459742738358129 0.7219130313810851 400 0.012137938596258436 0.023559714933594798 0.04949017537220834 0.027914165765983254 400 0.11513807661584576 0.15112549001669207 0.224298238511075 0.16088247286924087 400 0.38371161510986945 0.4512482306128598 0.5533690730604433 0.46237825614832745 400 0.664523578389823 0.7248640452356558 0.795254827341673 0.7286026835665986 400 0.05957107863163338 0.09388339442183025 0.12476552595569422 0.09261185332096161 400 11.0 12.0 13.0 12.2025
267 fresh-en-1 12 13 QKV 16 linear_attention 400 0 400 0.4490968918427825 0.6040551688056439 0.772013966459781 0.6097000751754967 400 0.056225146353244784 0.08773870766162872 0.14940151125192652 0.09616111494600772 400 9.310497508280006 12.463384370486093 14.001834520812338 12.040878292479833 400 0.5819060942675004 0.7789615231553808 0.8751146575507711 0.7525548932799896 400 0.009513837982407871 0.018917363782731116 0.047899355805696736 0.024104700080375643 400 0.1075846235782156 0.14413174851535884 0.22382376080225969 0.1559608068805977 400 0.3710945911912024 0.43201796985240454 0.5350885532393697 0.44223589811974845 400 0.6432294246449133 0.6999073139039137 0.7763119762949903 0.7049439654665777 400 0.06982721825175492 0.11029844876864406 0.13662473491330956 0.10616657765486029 400 12.0 13.0 13.0 12.6025
268 fresh-en-1 13 14 Q 16 linear_attention 400 0 400 0.38587391609326005 0.6040984917199239 0.9251342911273243 0.6330764132403419 400 0.05596090294420719 0.10490240156650543 0.17073518931865694 0.10768222124082967 400 9.049924681683754 11.20894886640028 12.745485458953814 11.019996260893349 400 0.5656202926052346 0.7005593041500175 0.7965928411846134 0.6887497663058343 400 0.017023126484248807 0.028495393526881914 0.05119803810629733 0.03193805800542335 400 0.12355473699501456 0.16101374796579332 0.22482045349795793 0.16916563044889554 400 0.42063078432393225 0.48025343701919054 0.5569519138818774 0.4854138120642995 400 0.6984053024785097 0.7484979737849548 0.8014359438012052 0.7488587160328416 400 0.05877644099045833 0.08314924996652645 0.11196985507825112 0.08361870610330539 400 11.0 12.0 13.0 11.9275
269 fresh-en-1 13 14 K 16 linear_attention 400 0 400 0.43110426678322256 0.6153574767522514 0.93125104540959 0.6522414822975406 400 0.06342344433069229 0.10198630392551422 0.17182498276233674 0.11229783963412046 400 9.466881356501704 11.26579073181909 12.882829360778084 11.182182592684812 400 0.5916800847813565 0.7041119207386931 0.8051768350486302 0.6988864120428008 400 0.01613104306962981 0.028015269875100807 0.04600683653386488 0.030472140818704318 400 0.12392575955873118 0.16394327476466236 0.2241900720502706 0.17025395484046738 400 0.4159190131955582 0.4775634959011829 0.5445528443290275 0.47872412709523054 400 0.6873734845036722 0.7383968589247769 0.7847045412168916 0.7388570560911569 400 0.06455250246653593 0.09181227828863649 0.11854492766760194 0.0919839941054243 400 11.0 12.0 13.0 12.195
270 fresh-en-1 13 14 V 16 linear_attention 400 0 400 0.2900645933113992 0.48444348643533885 0.9060238415375352 0.5558347255448461 400 0.04291451759636402 0.08081001043319702 0.15883952975273133 0.0956442926172167 400 9.082088108694267 11.182737128421905 12.937344798062185 11.029474177962703 400 0.5676305067933917 0.6989210705263691 0.8085840498788865 0.6893421361226689 400 0.015782789673193617 0.02871844968737506 0.05078076652324791 0.03287630538483202 400 0.12097299468637882 0.16364300191529996 0.2316634520292726 0.17091962330260344 400 0.4107163934931436 0.4782539947641684 0.5566652830327425 0.4834321985556987 400 0.6858478089555013 0.7493497825824824 0.8054376502573247 0.7476701447073734 400 0.057861569823473076 0.0836187740495665 0.11742488317182441 0.08550577094016727 400 11.0 12.0 13.0 11.9875
271 fresh-en-1 13 14 QKV 16 linear_attention 400 0 400 0.44669262883253397 0.623176051536575 0.895405951049179 0.6510813516378403 400 0.06379591152071953 0.09507973119616508 0.15422177463769912 0.10377238671295345 400 9.936992727120396 11.636051701966881 13.048391316169603 11.536166028030898 400 0.6210620454450247 0.7272532313729301 0.8155244572606002 0.7210103767519311 400 0.015080325965394503 0.02500251873711617 0.04067634708726738 0.027247416794218743 400 0.11910349186550723 0.15268726401867833 0.20756579424184052 0.15914044390480855 400 0.408817362329244 0.4631131582779432 0.526147748039087 0.4668917532067847 400 0.684571216698779 0.7332940035915071 0.7834012840377015 0.7323544734283491 400 0.06558309125821403 0.09340692378298066 0.11996441808490575 0.09349140361054459 400 11.0 12.0 13.0 12.25
272 fresh-en-1 14 15 Q 16 full_attention 200 0 200 0.6563409255351871 0.8885973512660712 1.1189436026848854 0.8895391296368325 200 0.10744329616427421 0.13625537604093552 0.16880006939172745 0.13614295069128274 200 10.06622890678192 11.3995462231671 12.568105344479184 11.298629109686868 200 0.62913930667387 0.7124716389479437 0.785506584029949 0.7061643193554292 200 0.018204254305053534 0.026904311137326876 0.03929820876447321 0.02843344256938163 200 0.1273237626847258 0.15231394655018 0.18881087880584652 0.15567140948879182 200 0.43790628827696393 0.48271703602284305 0.5308263678853762 0.4824258262657118 200 0.7068053089766504 0.7451939087679385 0.7798337437196036 0.7443418419102259 200 0.0686915516833074 0.08643757504508862 0.10901966952622595 0.08786601411126468 200 11.0 12.0 13.0 12.09
273 fresh-en-1 14 15 K 16 full_attention 200 0 200 0.4422917545773089 0.6692723147571087 0.8980086565949023 0.6666717913839966 200 0.08063044473528862 0.13187910616397858 0.26484550237655635 0.1580746714770794 200 6.496921061890318 8.634981013580475 10.647325722358193 8.592294287572662 200 0.4060575663681449 0.5396863133487797 0.6654578576473871 0.5370183929732913 200 0.03351509067240662 0.056861881560029734 0.09751663408847647 0.06317353693975691 200 0.16137887751080895 0.2089274880791548 0.307736514048632 0.22779521059396768 200 0.5046569457559306 0.5892182690968026 0.6774019030472233 0.5882521444102824 200 0.7691001509701026 0.8213856097899936 0.8655278039685198 0.8219825699711337 200 0.03543520661033324 0.0521927683576505 0.07109596605144249 0.05222577504585699 200 10.0 11.0 11.099999999999994 10.58
274 fresh-en-1 14 15 V 16 full_attention 200 0 200 0.38464598446153103 0.5482084071263671 0.8379248509416356 0.5899795142468065 200 0.06866812258958817 0.11133556813001633 0.24260862022638316 0.13773065745830537 200 6.216467446575847 8.988623652207185 10.989150092716981 8.848462383194583 200 0.38852921541099045 0.561788978262949 0.6868218807948113 0.5530288989496615 200 0.030398839890936464 0.05200406482839079 0.10492072590861068 0.061358771557470666 200 0.16093596423522352 0.2045543545965087 0.3259517905663392 0.2280630588249819 200 0.49637822330059916 0.5724431643306074 0.6667465477694386 0.5754301473773614 200 0.7521417976747519 0.8015559040088436 0.842109261694103 0.7990237153134504 200 0.049456321819029994 0.06213600352255539 0.08528731593998064 0.06430578171829107 200 10.0 11.0 12.0 11.16
275 fresh-en-1 14 15 QKV 16 full_attention 200 0 200 0.6223420369904489 0.778354502748698 0.9231582049280405 0.7789445933763637 200 0.10168107002973557 0.1296810358762741 0.18023506850004192 0.1366561456397176 200 8.41350180833179 10.523084858081432 11.822431940106984 10.315722761810889 200 0.5258438630207368 0.6576928036300895 0.7389019962566865 0.6447326726131806 200 0.02355731133370658 0.034697786419297105 0.060114480614131806 0.03902258723578814 200 0.1334137715490158 0.16518611109273196 0.2417386911606085 0.1778114040581989 200 0.4630055955557551 0.5157883506966777 0.589183515042034 0.5209355972429051 200 0.7326387455106063 0.7717549500481755 0.8128654685207433 0.7724085128803674 200 0.05658227244761688 0.07334248693672096 0.0939632807903904 0.07454463698491803 200 11.0 12.0 12.0 11.63
276 fresh-en-1 14 15 JS 16 full_attention 200 0 200 0.018004731212204205 0.03348266697184954 0.059227829484098035 0.03692166017076658 200 0.004639329807832837 0.010504491161555052 0.025016705133020872 0.013612156253657304 200 3.274025923895891 5.125033934823258 7.78695510128457 5.334980079610843 200 0.20462662024349318 0.32031462092645363 0.4866846938302856 0.3334362549756777 200 0.07031469472045071 0.14146500516297272 0.25914426730502294 0.16129882478698312 200 0.2029433759326427 0.32494952021570706 0.5013753590550546 0.34711214847798033 200 0.6287480978828671 0.7532603672391712 0.8900012906240546 0.7571391532104915 200 0.8834822446646576 0.9343652837231533 0.9743636498315802 0.9299282811985253 200 0.004901058654277581 0.013966580533476772 0.028204854633257292 0.015356057073776968 200 5.0 7.0 9.0 7.035
277 fresh-en-1 14 15 sqrtJS 16 full_attention 200 0 200 0.4415515260305256 0.5724745735060424 0.7562368151731789 0.5807246377062983 200 0.06811262890696526 0.10248782485723495 0.15816269665956495 0.10990720879286528 200 7.529556492098475 10.043100982924784 11.830367405808222 9.857777920876396 200 0.4705972807561547 0.627693811432799 0.7393979628630138 0.6161111200547748 200 0.02349704647211202 0.03954228448838887 0.07499737416111749 0.04573978544263805 200 0.13440912438352798 0.1823663584313931 0.2529708800712911 0.19014998749873235 200 0.4534672937478886 0.5284547764820187 0.6352246885760922 0.5384655484043196 200 0.737841351853865 0.7883864326779022 0.8530867643748598 0.789249829856754 200 0.046555005837892384 0.07025507592106536 0.09329942047575829 0.07066103067246497 200 10.0 11.0 12.0 11.305
278 fresh-en-1 15 16 Q 8 linear_attention 400 0 400 0.2711366474628448 0.539630301296711 0.9237230136990549 0.573938003234798 400 0.06328783221542836 0.12822913378477097 0.2760877221822739 0.14860856218729168 400 5.576764567866008 6.681737031598869 7.362441183548381 6.579373347122547 400 0.697095570983251 0.8352171289498587 0.9203051479435477 0.8224216683903184 400 0.012370874578419209 0.028184786627722263 0.06207479661467802 0.0328838024600782 400 0.19149372017339686 0.24407549472571974 0.3228724132773278 0.25115620622294166 400 0.35086566362338967 0.4071006429210248 0.48109258782423536 0.41288698567939136 400 0.6123027580780799 0.6550810994024083 0.7184733863773753 0.6595501142579798 400 0.11872841197973748 0.1463155329486811 0.1737485704960282 0.14680050892723961 400 7.0 7.0 7.0 7.0025
279 fresh-en-1 15 16 K 8 linear_attention 400 0 400 0.34259005822241306 0.5003784280270338 0.7856600016355515 0.5381201247498393 400 0.06735700890421867 0.11001741141080856 0.19674786627292637 0.12210885928012431 400 6.251888971033041 7.025771520366799 7.396969407384826 6.892041953274288 400 0.7814861213791301 0.8782214400458499 0.9246211759231032 0.861505244159286 400 0.011646288671032264 0.01980928311826797 0.03994475122366749 0.023928021941082102 400 0.18092751893393544 0.21356752463073111 0.27390740614220743 0.22162753673329508 400 0.34312823181484314 0.38427251972638876 0.4490570748420421 0.3913343810625774 400 0.6107786398562652 0.6495456871563821 0.6937249247544216 0.6514891970104955 400 0.12386306464319126 0.14860336645650923 0.17426210665525194 0.14963481543350796 400 7.0 7.0 7.0 6.995
280 fresh-en-1 15 16 V 8 linear_attention 400 0 400 0.32907226383686067 0.47515508625656366 0.727832093089819 0.5049836496147327 400 0.06769566759467124 0.1027485616505146 0.1874361485242844 0.11676882148720324 400 5.945369281835923 6.912787387200893 7.3764059772068675 6.765377967118086 400 0.7431711602294904 0.8640984234001117 0.9220507471508584 0.8456722458897608 400 0.012077009402636885 0.022467939320686185 0.04936930644935354 0.027807225289983296 400 0.1816270836641393 0.2133201308117083 0.2924820619928854 0.22703727848122437 400 0.34614924678364245 0.38837277611282234 0.47123153788227584 0.39795358557295385 400 0.6189158925670177 0.6598919231859717 0.7159850313211588 0.6623270262518922 400 0.11070638041674453 0.14096662480505417 0.16865267685249227 0.14042823882967237 400 7.0 7.0 7.0 6.96
281 fresh-en-1 15 16 QKV 8 linear_attention 400 0 400 0.3923039147630334 0.5221432708203793 0.8025936536490917 0.5630558036244474 400 0.07713610976934433 0.11622476205229759 0.21189949959516538 0.13013154728338122 400 6.155570420277679 7.017005264912422 7.408260599098569 6.907467952094582 400 0.7694463025347099 0.8771256581140527 0.9260325748873212 0.8634334940118228 400 0.011410804437885837 0.020012503240417603 0.04280531834209489 0.023445391863559872 400 0.18253702129454166 0.22002798493699968 0.28081590109501725 0.2258137937300615 400 0.34338422188178963 0.38652627350977825 0.4507843386809182 0.39107108723694867 400 0.6111723327343769 0.642529598383496 0.6877122119536123 0.6455973608547378 400 0.13406645195545083 0.1538841811553101 0.1776088371211376 0.1546207257540409 400 7.0 7.0 7.0 7.005
282 fresh-en-1 16 17 Q 16 linear_attention 400 0 400 0.09337918295641431 0.30953697045333683 0.5907246937509627 0.3352472458622651 400 0.01392392572015524 0.05418849736452103 0.10268680155277254 0.05841724322293885 400 8.905798445796412 11.64138146547818 12.921808616472704 11.213610030850402 400 0.5566124028622758 0.7275863415923862 0.807613038529544 0.7008506269281501 400 0.01588112491850402 0.024960488715059535 0.0531152409056388 0.03173127547388234 400 0.12080590748803613 0.15235131259761714 0.2515795113947713 0.17120790128583668 400 0.41127631446019447 0.4632548207555784 0.5408936029680277 0.4723083477384988 400 0.6856202056846542 0.7341247612521012 0.7819669842072424 0.7346803970212874 400 0.06677120987431369 0.09165393634143856 0.11694633328234391 0.09132242361102115 400 11.0 12.0 13.0 12.19
283 fresh-en-1 16 17 K 16 linear_attention 400 0 400 0.3151325881015509 0.4342981765512377 0.6140281042549759 0.4490922313547344 400 0.043734886497259144 0.0605989508330822 0.0972646735608578 0.066486811270006 400 10.724829550181356 12.228698399775592 13.22123826722373 12.06350940830659 400 0.6703018468863348 0.7642936499859745 0.8263273917014832 0.7539693380191619 400 0.014011608106958827 0.020559842157920602 0.0327910838453225 0.022651020110824805 400 0.11532941394132296 0.14109018363332754 0.18747700691390254 0.14804679437938673 400 0.4007285213311116 0.4402400299003572 0.4938822597033423 0.4448768679799309 400 0.6807477272333515 0.7168661065576287 0.7564023618453122 0.7174010597407197 400 0.07520501474426387 0.09555361683928279 0.1174611252098421 0.09637732141903163 400 12.0 12.0 13.0 12.3675
284 fresh-en-1 16 17 V 16 linear_attention 400 0 400 0.27350447163917124 0.4227070201886818 0.5940568962134422 0.4355280553940247 400 0.03790762796998024 0.0634639710187912 0.10251315906643868 0.06916116249281913 400 9.488318210046588 11.943810424407413 13.194843364123189 11.569463788469852 400 0.5930198881279117 0.7464881515254633 0.8246777102576993 0.7230914867793657 400 0.014172994549902618 0.022640399642703552 0.045752280059905594 0.027438945403027885 400 0.11746019499638564 0.1448118464364499 0.21618551729597588 0.15761362888869188 400 0.4033386966923207 0.45345510537966793 0.5382468362442999 0.46324582845119655 400 0.6809839603722169 0.7250734270160011 0.7918636445196023 0.7326652321697534 400 0.05918017447726996 0.09173037870574513 0.11421132244248275 0.08876760141047736 400 11.0 12.0 13.0 12.07
285 fresh-en-1 16 17 QKV 16 linear_attention 400 0 400 0.3224496560636908 0.42696445202454925 0.5670095440000296 0.43686625730391826 400 0.04111108183860779 0.05806395970284939 0.0970219224691391 0.06411537552252412 400 10.860585927689414 12.332699332159685 13.303101069674536 12.185908437883166 400 0.6787866204805884 0.7707937082599803 0.8314438168546585 0.7616192773676979 400 0.013515142884425336 0.019824265945808238 0.03154781249084804 0.021555262088733596 400 0.11412806625684199 0.13841783456198153 0.18926734850591428 0.14527515172162736 400 0.3977816898172273 0.43762988539490966 0.4904281217063621 0.4405206492400464 400 0.6755264447647816 0.7127760679403246 0.7514245675042959 0.7138758245488483 400 0.07636906628376562 0.09805705282596408 0.12102353951834258 0.09836263774009961 400 12.0 12.0 13.0 12.405
286 fresh-en-1 17 18 Q 16 linear_attention 400 0 400 0.11021345909684897 0.338476461940445 0.5653739788569512 0.3405843933156575 400 0.026052736118435862 0.07995821535587311 0.13885354250669482 0.08218945023138076 400 6.162025730218611 8.99159508324555 11.725378448703385 8.919756278077184 400 0.3851266081386632 0.5619746927028468 0.7328361530439615 0.557484767379824 400 0.024304100746185248 0.05196265211061707 0.10643682706639745 0.06018104605127638 400 0.17018972562575307 0.23483492126133199 0.3455615882768044 0.24680718492958292 400 0.46116669656987885 0.5377724947820358 0.6371559538064466 0.543455840799756 400 0.7051735457206023 0.7583936969854026 0.8222305189114208 0.7598993752124531 400 0.059531921278669256 0.08999373682597112 0.11876229663901106 0.08958152678238605 400 11.0 12.0 13.0 12.06
287 fresh-en-1 17 18 K 16 linear_attention 400 0 400 0.15282106256345288 0.2809805085416883 0.3931443728040904 0.2805546534269524 400 0.03894457146525383 0.06303644925355911 0.09764739125967026 0.06536894329823553 400 7.3855785843073045 9.157039695880897 11.198219663289356 9.194545587901052 400 0.46159866151920653 0.5723149809925561 0.6998887289555847 0.5746590992438158 400 0.028586844203425207 0.04981955388290905 0.07775894252854917 0.052215458874604034 400 0.18311199374376386 0.23556353868911 0.2917889990107006 0.2369250187215229 400 0.4688927293553796 0.5302337887860165 0.598830161758717 0.5316404632385534 400 0.7062751739942418 0.7549123075430664 0.7949916084244423 0.7523710404851436 400 0.07047217719716797 0.09150435392256773 0.11898176092652953 0.09317170063363989 400 11.0 12.0 13.0 12.2175
288 fresh-en-1 17 18 V 16 linear_attention 400 0 400 0.2774945611832664 0.35947241412941366 0.4619440575130284 0.36702827518805864 400 0.08454172611236573 0.11752297729253769 0.152948434650898 0.1176844159886241 400 4.7442536498612 6.612855922287933 9.075520340124022 6.771454527052574 400 0.296515853116325 0.4133034951429958 0.5672200212577514 0.4232159079407859 400 0.05086594555205776 0.09463530374021031 0.1581669652134941 0.09970563673992572 400 0.2417635412718359 0.32240931247017585 0.4163903103217813 0.3248960376505816 400 0.5231054962188049 0.6011278080230325 0.683815776468913 0.603343330494613 400 0.742005256697775 0.7967629643358549 0.8412049897339837 0.794810194985394 400 0.051316181520563414 0.07325260415466169 0.10211204573590976 0.07517182314839194 400 10.0 12.0 13.0 11.505
289 fresh-en-1 17 18 QKV 16 linear_attention 400 0 400 0.25511412443593146 0.3471266374690458 0.45071079235058276 0.35192665737500645 400 0.06657342314720154 0.09271714463829994 0.12381824478507043 0.09386549964547157 400 6.329031530953002 8.233270933419504 10.36751110898895 8.237898656319253 400 0.39556447068456263 0.514579433338719 0.6479694443118094 0.5148686660199533 400 0.036218878426732264 0.06288898101822214 0.10186895192560877 0.06701920651092315 400 0.21196174945463794 0.27092794646834495 0.324364166615514 0.2700074613094992 400 0.48644151171128663 0.549135193708908 0.6287772443816939 0.5563556252063723 400 0.7166055126248112 0.7651511031305743 0.8091479921400628 0.7650183684967555 400 0.06448574450155656 0.0875607241866814 0.11268813041886952 0.08823208961729008 400 11.0 12.0 13.0 12.045
290 fresh-en-1 18 19 Q 16 full_attention 200 0 200 0.4311848957557231 0.507052164291963 0.6162233195267618 0.5107508661586325 200 0.060883527249097825 0.0817686878144741 0.11165664494037628 0.08477950628846884 200 10.267074556881408 12.053063406863082 13.55564874112228 11.928605507424567 200 0.641692159805088 0.7533164629289426 0.8472280463201425 0.7455378442140355 200 0.012021317325446302 0.021830902157727136 0.03722575109736039 0.02369911731587978 200 0.1305501675613611 0.16279934066108026 0.20521098282814415 0.1658020674863059 200 0.39593018685692877 0.4437525128426434 0.5087399537918276 0.44761150660493654 200 0.6545650693567531 0.6931784178368067 0.7447730326426625 0.6973884541790099 200 0.09329714259774999 0.11905223206513435 0.14710723192008082 0.11925183171336029 200 12.0 13.0 14.0 13.005
291 fresh-en-1 18 19 K 16 full_attention 200 0 200 0.22670026507694274 0.30704461922869086 0.4183166562113911 0.3150407258141786 200 0.039362269267439846 0.056449003517627716 0.08684100806713105 0.0604136099293828 200 7.396835134695401 10.406239556138406 12.041620069769985 10.129963886301061 200 0.46230219591846256 0.6503899722586504 0.7526012543606241 0.6331227428938163 200 0.021915179915932743 0.035839364439629914 0.07754615250883176 0.04206697492328054 200 0.14859099883759383 0.18178755308565453 0.2955799235864016 0.1952872559673132 200 0.443392592852635 0.5233448032550203 0.6079653084854294 0.5245941471393899 200 0.7104302998560672 0.7471288199464352 0.7901370207663001 0.7501334067637319 200 0.07855729515968833 0.09740128403048563 0.11067932950297159 0.09652463636806345 200 12.0 12.0 13.0 12.46
292 fresh-en-1 18 19 V 16 full_attention 200 0 200 0.19400029163807633 0.26802419405430555 0.7444141902960837 0.34145368648692964 200 0.03089746590703726 0.044242747128009796 0.09369491934776303 0.054221234880387784 200 11.256714352597237 12.289513119609753 13.580736845983463 12.20946932958521 200 0.7035446470373273 0.7680945699756095 0.8487960528739664 0.7630918330990756 200 0.011875960653144007 0.02012824268777999 0.02812072543826031 0.02157557949596511 200 0.13053710679682953 0.15637861453178792 0.1861536813133661 0.16196019077726412 200 0.39005189977281957 0.43376370914656515 0.4878899524965831 0.43821051609594314 200 0.6380715811022685 0.6832696695651446 0.7298022814893581 0.6826428343630974 200 0.105279133664871 0.12693181904971995 0.15821533083162037 0.12834481768224765 200 13.0 13.0 14.0 13.12
293 fresh-en-1 18 19 QKV 16 full_attention 200 0 200 0.31665201601572335 0.39338733768090606 0.5794233224354685 0.41706886326428505 200 0.04845853969454765 0.06443605571985245 0.0888820044696331 0.06650541638955473 200 11.007434277440948 12.080045669666244 13.410993294223736 12.089160451072276 200 0.6879646423400593 0.7550028543541403 0.8381870808889835 0.7555725281920173 200 0.01287010285103627 0.02163322757509914 0.030237538393672932 0.02213954175105454 200 0.1312497628212408 0.15828317223401697 0.1958847498207491 0.1603144957098266 200 0.3972756301685534 0.4453810209838822 0.48398942204827167 0.44485647950146784 200 0.6651939623777732 0.6972101794953363 0.7309527729056692 0.6971647468186949 200 0.09977808790465417 0.11870345155728651 0.1370675737754651 0.11832447995976308 200 12.0 13.0 13.0 12.965
294 fresh-en-1 18 19 JS 16 full_attention 200 0 200 0.011181799773294188 0.020532311007855242 0.036456327223640984 0.023194204544329865 200 0.004730595322325826 0.011461302638053894 0.025105519965291017 0.014161832590471022 200 1.7412255463230686 2.659619212849171 4.217517466409308 2.8566335462318433 200 0.10882659664519179 0.16622620080307318 0.2635948416505817 0.1785395966394902 200 0.186248787168078 0.3343939097149974 0.5459485804755462 0.3479876147285212 200 0.37021580694925976 0.5612792278356824 0.7436607439631449 0.5598981971998174 200 0.8284835735130546 0.8959170292033419 0.952508250082405 0.8940651980407996 200 0.9457998846249187 0.9721946631458249 0.9865427685131878 0.9696579546258809 200 0.0032790084639732243 0.006570122373840076 0.01298995768820614 0.00743597117095286 200 3.0 5.0 6.0 4.545
295 fresh-en-1 18 19 sqrtJS 16 full_attention 200 0 200 0.30193768690805883 0.3825230540242046 0.45287913030479104 0.3826136138779111 200 0.06877774968743325 0.10705734044313431 0.1584443613886833 0.11202324468642473 200 5.280599074492594 7.197478374739278 8.886627395716664 7.092955534662397 200 0.3300374421557871 0.4498423984212049 0.5554142122322915 0.4433097209163998 200 0.05336540868347305 0.0815335800050039 0.13533071359772827 0.09134531188350514 200 0.2066737892973911 0.2802597576393344 0.3744575598529207 0.287352390095275 200 0.5709947479340537 0.636453290661577 0.7013767933232948 0.6394547653851447 200 0.7891912367314837 0.8343033990581601 0.8732837537132458 0.8324792919488169 200 0.045984321058947716 0.05991051438894515 0.07563192302723536 0.06042171254999941 200 10.0 11.0 12.0 10.665
296 fresh-en-1 19 20 Q 8 linear_attention 400 0 400 0.1669487931765616 0.3607848957180977 0.6931610012426973 0.410217474353849 400 0.05229693911969662 0.10168685764074326 0.27130539715290075 0.13658672756515444 400 3.8522452858604623 5.371966498725807 6.603127491725998 5.329706811730791 400 0.4815306607325578 0.6714958123407259 0.8253909364657498 0.6662133514663489 400 0.030221015224022017 0.0698875323073061 0.15381598753968753 0.08070423305533554 400 0.2365747761013695 0.3089826393959058 0.43295096518653253 0.3198429092928105 400 0.4089720336405216 0.4922276664695664 0.6179908730739344 0.5058147722473455 400 0.6820258312389749 0.7755111152843578 0.8335079475059852 0.7674403842557654 400 0.04597965340383984 0.08583720637001785 0.1264873408641523 0.08557084511623253 400 5.0 6.0 7.0 6.1625
297 fresh-en-1 19 20 K 8 linear_attention 400 0 400 0.24076348687522114 0.37530899699777365 0.5617913661524654 0.39355633352941366 400 0.05804447829723358 0.10762063413858414 0.2099820077419281 0.12182375728152692 400 4.086322977661162 5.506324176655856 6.669362162591686 5.409461825292958 400 0.5107903722076452 0.688290522081982 0.8336702703239608 0.6761827281616197 400 0.028502297388318925 0.06469647797532935 0.13682192031180637 0.07621358134977661 400 0.20792188052625313 0.2839024676300036 0.42101042044324855 0.3033901752094671 400 0.3969658851053383 0.48115138500216087 0.5939299379550633 0.4900535095677916 400 0.6941012592948048 0.7869372845924716 0.8468555717827664 0.7768774297560458 400 0.048694880244755594 0.0803396814938182 0.12319150367942093 0.08427186059809469 400 5.0 6.0 7.0 6.145
298 fresh-en-1 19 20 V 8 linear_attention 400 0 400 0.29485651399008933 0.38210237585008144 0.5098383449949324 0.4015845881862333 400 0.07950440570712089 0.10472380369901657 0.14245635718107225 0.10834775455296039 400 4.664195094318613 5.499528094296002 6.575111898001579 5.580150773864391 400 0.5830243867898266 0.6874410117870002 0.8218889872501973 0.6975188467330489 400 0.03095963461312918 0.0649529756526238 0.10217059357767191 0.06581726863174843 400 0.21033675903760674 0.2693376143233327 0.34880853406705975 0.27575926999406536 400 0.3998346753079063 0.48935780717891786 0.5589212354807838 0.484013013274646 400 0.6938323414041523 0.7821831014716134 0.8382690015081081 0.7730889045096074 400 0.046839980923763166 0.07964465367848908 0.12154470969641071 0.08256188418928931 400 6.0 6.0 7.0 6.1725
299 fresh-en-1 19 20 QKV 8 linear_attention 400 0 400 0.2895806004293263 0.41380413877777755 0.5908717142418027 0.42657199458801187 400 0.07591332346200944 0.10958828404545784 0.1958449184894562 0.1290421062335372 400 4.4357837395409705 5.53182679381454 6.645874515744391 5.520771682619832 400 0.5544729674426213 0.6914783492268175 0.8307343144680489 0.690096460327479 400 0.029107884071064693 0.06373960453391098 0.11479004728519476 0.07005115593812697 400 0.22216170939544147 0.28768649637532595 0.38790090691655543 0.29597808011186333 400 0.3997630330317304 0.48265860232217883 0.5730654786817836 0.48778681564858106 400 0.6878482048322893 0.779512916738056 0.8374141693449785 0.7709493579211607 400 0.051382973422210085 0.08402486592549027 0.12246324777035782 0.0853742846969992 400 6.0 6.0 7.0 6.2025
300 fresh-en-1 20 21 Q 16 linear_attention 400 0 400 0.10556338662281632 0.1702877018833533 0.5006994354538621 0.2359837639743637 400 0.013436282984912395 0.025442440062761307 0.07741060778498651 0.03515632544178516 400 10.39298870288527 12.380351729083086 13.881980716585488 12.252051462896505 400 0.6495617939303294 0.7737719830676929 0.867623794786593 0.7657532164310316 400 0.010171551914208599 0.01949154040685766 0.03596662935133431 0.021689419201811937 400 0.11116455393606761 0.14171180462769878 0.18636323836834381 0.14765098724229075 400 0.3870003806517106 0.4413192794953636 0.5122803529954421 0.44567193247636155 400 0.6548255183310671 0.7014329292618093 0.7596170279911209 0.7065847281339503 400 0.084031583321219 0.11449742305194535 0.1426332172305131 0.11410944509573691 400 12.0 13.0 14.0 12.8325
301 fresh-en-1 20 21 K 16 linear_attention 400 0 400 0.1254141354933381 0.31875117239542305 0.4695759161841125 0.31453744126600214 400 0.015699871070683002 0.045685237273573875 0.07883117273449898 0.04893102428875864 400 10.493287817718581 12.323432574516353 13.639358357092167 12.126749688150348 400 0.6558304886074113 0.7702145359072721 0.8524598973182604 0.7579218555093967 400 0.01153838086220905 0.019889338830224618 0.034985729954510957 0.022536353009470687 400 0.11546060425145166 0.14182870106815737 0.1944304074122134 0.14985991516274125 400 0.394215054763074 0.4464655049684253 0.5157728110244876 0.4512684057224494 400 0.6663585935024191 0.7085837816420428 0.7526289974216942 0.7089678009597737 400 0.09081340613406973 0.11619876945044194 0.13910362367582935 0.11538286864432899 400 12.0 13.0 13.0 12.8775
302 fresh-en-1 20 21 V 16 linear_attention 400 0 400 0.25217119075823574 0.32624402130022645 0.4832525714300574 0.34900206910388076 400 0.03371674492955208 0.05066070333123207 0.07956316694617271 0.05547551088035107 400 9.845477528903364 11.865905141689801 13.46786708092047 11.765443984716676 400 0.6153423455564603 0.7416190713556126 0.8417416925575294 0.7353402490447922 400 0.012534201979382278 0.02322674343366416 0.04167419692951993 0.025509746670976247 400 0.11845330388847569 0.15247917265409766 0.20862972636857557 0.15833545665699386 400 0.39739705739933784 0.460859824204532 0.5327016368707144 0.46253117447757086 400 0.669278317553092 0.7213211804999263 0.7713056755743141 0.7208012258463148 400 0.0794525392913978 0.10616823729404243 0.1355381088861538 0.10667965292390058 400 12.0 13.0 13.0 12.6275
303 fresh-en-1 20 21 QKV 16 linear_attention 400 0 400 0.2158252321649343 0.3058822457678616 0.4426770078018308 0.32152505216770805 400 0.02840803787112236 0.04321477375924587 0.07283187955617906 0.04780787133146078 400 10.695067264134522 12.471487618407613 13.598548378642471 12.253714191361828 400 0.6684417040084076 0.7794679761504758 0.8499092736651545 0.7658571369601143 400 0.011773084417610121 0.018861756473651455 0.03306781498827839 0.02137352325329592 400 0.11477124887498903 0.1399193807328054 0.1897439512600233 0.14763040284353285 400 0.39483599207289943 0.43927910978017354 0.5012091569335229 0.44528549358863173 400 0.6670881935719456 0.7058763958976542 0.7495148225919139 0.706972063091183 400 0.09079675272378648 0.11481036310159395 0.14047209104347333 0.11550730197743743 400 12.0 13.0 13.0 12.88
304 fresh-en-1 21 22 Q 16 linear_attention 400 0 400 0.06384462246205659 0.17670703050680459 0.3051427816972137 0.1783992947047227 400 0.008537944965064525 0.019847989082336426 0.04315142333507538 0.02371753485291265 400 11.671821628997062 13.624235699940158 14.597915958091974 13.341410534878078 400 0.7294888518123164 0.8515147312462599 0.9123697473807484 0.8338381584298798 400 0.006403124275131964 0.011625187335285184 0.024721559600750283 0.01419021938387527 400 0.0973642688887752 0.1190732743997841 0.17316350045642953 0.1294566812477966 400 0.34999135350359767 0.38975334941419776 0.45282206139405345 0.3990459855676275 400 0.62320587929238 0.6612313282788462 0.7118820228051657 0.6648889018559109 400 0.10298115201791763 0.1346651935603197 0.16243770176032532 0.13333913666379016 400 13.0 13.0 14.0 13.2625
305 fresh-en-1 21 22 K 16 linear_attention 400 0 400 0.07246483792550863 0.22561558743473142 0.35786427110433583 0.22181170293828473 400 0.0084521958604455 0.02611955627799034 0.04820340760052205 0.027845182007877157 400 12.27069476884793 13.88397595736042 14.749479648176408 13.657958988402155 400 0.7669184230529956 0.8677484973350262 0.9218424780110255 0.8536224367751347 400 0.005652270414502424 0.010160509633652256 0.020261310386206936 0.011952356216040237 400 0.09532105401830814 0.11783834080437176 0.16055031323718438 0.12385020293634608 400 0.345382030078494 0.3833532434341703 0.441932155785918 0.38922357247356737 400 0.612796262428149 0.6518430956842234 0.7008728843911339 0.6543664877335331 400 0.11126180936841043 0.14258726219098045 0.166288509203652 0.14055452408609004 400 13.0 13.0 14.0 13.4575
306 fresh-en-1 21 22 V 16 linear_attention 400 0 400 0.14645517671015112 0.20409299293532968 0.3581325825769454 0.22789953315776074 400 0.017025454342365267 0.025588324293494225 0.04577934369444848 0.028921679761260748 400 12.08852557688836 13.522871150127056 14.646276087226953 13.412076382157728 400 0.7555328485555225 0.845179446882941 0.9153922554516846 0.838254773884858 400 0.0061618695853761915 0.012212046552993742 0.021571331274238784 0.013407440161870671 400 0.09927100304554601 0.12081479649674734 0.16150543220824096 0.12729382309273476 400 0.34993501766472984 0.39383123961459815 0.44475855450160806 0.3971812251404107 400 0.6220754410744784 0.6634335838380786 0.7090832538792318 0.6650051577631586 400 0.09823440081829309 0.13191439281451312 0.15887990445001454 0.13080731147180194 400 12.0 13.0 14.0 13.2
307 fresh-en-1 21 22 QKV 16 linear_attention 400 0 400 0.12880816871766002 0.21573365828953683 0.3277927831746638 0.2218316895258613 400 0.014228214789181948 0.024697483517229557 0.04338475912809373 0.02736534890020266 400 12.39878788299557 13.933333931945104 14.79044721812707 13.729729242531308 400 0.7749242426872232 0.870833370746569 0.9244029511329419 0.8581080776582067 400 0.00545195686218553 0.009888358030941104 0.019363249409110845 0.011459434525819833 400 0.09733048825230976 0.11618109800585436 0.15495674991204322 0.12205374658200668 400 0.3420926328768988 0.38092598778433384 0.4388426519969296 0.3854986705735986 400 0.6127734391661812 0.6500593070293752 0.697628564398646 0.6525462479273656 400 0.10886333608344433 0.14088437661784875 0.1670452230926111 0.13943321976226694 400 13.0 13.0 14.0 13.4325
308 fresh-en-1 22 23 Q 16 full_attention 200 0 200 0.3592355742584914 0.4290063641965389 0.5183386398013681 0.4358051378687378 200 0.05295615456998348 0.08061966672539711 0.12658628970384597 0.08682604677975178 200 8.498477804325665 10.389816369128663 12.540282437340775 10.431883194149066 200 0.5311548627703541 0.6493635230705415 0.7837676523337984 0.6519926996343166 200 0.01839256076685949 0.035997972876121255 0.058846210823366635 0.038183476836575574 200 0.13509375279852576 0.19369463025565364 0.263116682752461 0.19706982427250996 200 0.4226903900728656 0.49702955245723746 0.5538745436937531 0.4937323321627609 200 0.6849005184152759 0.7440087642227886 0.7830875008357476 0.7395746941226733 200 0.06609867796105949 0.0894409030977984 0.11773693285425921 0.09111001414597193 200 11.0 12.0 13.0 12.155
309 fresh-en-1 22 23 K 16 full_attention 200 0 200 0.32855844057630745 0.405355604365468 0.49803007435984903 0.4135330396937206 200 0.07885837256908418 0.10642682388424873 0.17981866300106045 0.11188872553408145 200 5.406684024131497 7.824861847479696 9.994388355191575 7.962303150587487 200 0.33791775150821857 0.489053865467481 0.6246492721994734 0.4976439469117179 200 0.04006673833221058 0.06967575043832355 0.13066206326311705 0.07497381053769142 200 0.19550840055564703 0.2703558381079888 0.37832679497243243 0.2741570887804091 200 0.5171382798255001 0.5720287824146004 0.6373187901905935 0.569206297494602 200 0.7475374164771328 0.7864549121757407 0.8264046719552145 0.7851415259666082 200 0.05528499658551932 0.06977050443179608 0.0807711393336097 0.07044546433674666 200 11.0 11.0 12.0 11.48
310 fresh-en-1 22 23 V 16 full_attention 200 0 200 0.18909952223766596 0.25209691270720214 0.3402364259818569 0.2632962192245759 200 0.03445771336555481 0.06500118225812912 0.14765326529741285 0.08498518273234368 200 3.7907766066634667 7.604634218782142 11.037576690480968 7.432812717686302 200 0.23692353791646667 0.47528963867388385 0.6898485431550605 0.46455079485539386 200 0.029973636053918434 0.07359972122606995 0.21477279383423586 0.1024102973704517 200 0.16090193943222877 0.28487560712478993 0.49306594634220835 0.30398565210836764 200 0.49545155390891044 0.5872090868164739 0.6985055282853629 0.5938313081564036 200 0.7466452297397497 0.8175944880420538 0.8688542602800692 0.8086692862370422 200 0.0410416809296553 0.05915167581360657 0.088387367754954 0.061955791457909866 200 9.900000000000002 11.0 12.0 10.92
311 fresh-en-1 22 23 QKV 16 full_attention 200 0 200 0.3165625500259921 0.3903192594880238 0.4747440696693957 0.39382400568167214 200 0.05849056728184223 0.08628058061003685 0.1325710192322731 0.0935366622172296 200 6.609176746232382 9.043481104332157 11.62641145284913 9.02073667887968 200 0.4130735466395239 0.5652175690207598 0.7266507158030706 0.56379604242998 200 0.025078482539711726 0.05128207313746439 0.09472850067847781 0.05787633461985751 200 0.1533327697107659 0.22689142102930943 0.33277540974781106 0.2369125603220013 200 0.46867103693328954 0.538736420168326 0.605079627042817 0.5383087529349373 200 0.7142758519297637 0.7724137837943109 0.8124701520823968 0.7661928601375356 200 0.05926498734040882 0.0789352885292616 0.09938865574208369 0.08012805172165825 200 11.0 12.0 12.099999999999994 11.81
312 fresh-en-1 22 23 JS 16 full_attention 200 0 200 0.0006548373678775478 0.005710974774956412 0.010046254622852756 0.005727734705190684 200 0.0003446378308581188 0.002191954874433577 0.005025189882144332 0.0028395897474547383 200 2.0805880696920287 3.456884827849072 4.795167555360664 3.4264856378474575 200 0.1300367543557518 0.216055301740567 0.2996979722100415 0.2141553523654661 200 0.15577992324836368 0.24189662990558702 0.44600929059296407 0.2787465944918049 200 0.31801049757627503 0.4574181097015638 0.6713400086388607 0.4804506375313599 200 0.7890561926977303 0.8653031491092444 0.93487827550346 0.8635734485331668 200 0.9305897464303312 0.9601534309674675 0.9821965403596922 0.9579355198906288 200 0.003565159552665757 0.008419251055247715 0.01576835887178605 0.009210318846961947 200 4.0 5.0 7.0 5.425
313 fresh-en-1 22 23 sqrtJS 16 full_attention 200 0 200 0.06319582018768415 0.21820172836305574 0.2689065179089084 0.19664797570407244 200 0.018564413674175738 0.046818315982818604 0.07088856622576714 0.048208457650616765 200 6.231787440009218 8.087427799617846 9.606946661964134 7.942121688052594 200 0.38948671500057613 0.5054642374761154 0.6004341663727584 0.4963826055032871 200 0.04436429250269472 0.06522627446553322 0.10450701511879815 0.07312091215983446 200 0.18335785834009402 0.23800731424651156 0.32609806366392924 0.24993717399838947 200 0.5431624918329219 0.6045795630472731 0.6805249844030334 0.6099194619996151 200 0.773016331414066 0.8156516430145131 0.8662197142008561 0.8177819383249778 200 0.042215155369451175 0.06066362336116296 0.08112226200805865 0.06092651660864405 200 10.0 11.0 12.0 10.86
314 fresh-en-2 0 1 Q 16 linear_attention 400 0 400 2.4726752978749573 3.7375750923529267 4.850858685933053 3.6861189761641437 400 0.46132279336452486 0.8543250560760498 1.1934852480888367 0.8383005390316248 400 6.370148327369052 8.569242898757494 10.582774403795472 8.509324284369315 400 0.39813427046056576 0.5355776811723434 0.661423400237217 0.5318327677730822 400 0.034126061746137866 0.05780951991934226 0.1007820661802688 0.06362601097720445 400 0.1641044477471998 0.22125739735807703 0.30661290944083297 0.2265869632546195 400 0.5068489897298353 0.5937344584591551 0.6911788683528843 0.5988805846990324 400 0.7512344768410083 0.8079303279028176 0.8646909538119537 0.8071989728185577 400 0.04174391912420662 0.06480786376597439 0.09439553022675148 0.06659055561126649 400 10.0 11.0 12.0 11.115
315 fresh-en-2 0 1 K 16 linear_attention 400 0 400 2.9589993285480887 3.6147952508181334 4.718218704406172 3.7445520730968567 400 0.4922227650880814 0.7032828629016876 0.9911369681358339 0.7268326603621245 400 7.514437478258538 9.898047495738098 11.573468821562177 9.685346151940486 400 0.4696523423911586 0.6186279684836311 0.723341801347636 0.6053341344962804 400 0.025498166889913056 0.041098731578761385 0.07528234231793031 0.0467694330856743 400 0.14839073747428455 0.18401677417925733 0.2528621414643858 0.19402203840318355 400 0.4637833956027394 0.5404437625709599 0.6572332192339179 0.5527928895103493 400 0.725146747672929 0.7744256398733314 0.8421464561317874 0.7802984129646038 400 0.04984795481484179 0.07412155184761895 0.09673434123797693 0.07391592663543128 400 10.900000000000006 12.0 12.0 11.5675
316 fresh-en-2 0 1 V 16 linear_attention 400 0 400 1.601429042359814 2.718538397923112 4.425311133172363 2.9363659172540064 400 0.3051665127277374 0.5337409377098083 1.0304036021232605 0.6539870547875762 400 6.511655664285719 8.95473583228312 11.4190294810497 8.917105365731068 400 0.40697847901785744 0.559670989517695 0.7136893425656062 0.5573190853581917 400 0.026744660791879857 0.05245099216047753 0.09714217914207937 0.05869019282004693 400 0.1530797588129219 0.20582640260625115 0.29660369427235606 0.2165936337414439 400 0.47062371731904123 0.5715773292677548 0.6824480474656865 0.5758182051673303 400 0.7402655687431883 0.8064928996490706 0.8758530033052949 0.8059241440180978 400 0.03513627097313222 0.05950396458654637 0.08867234972764908 0.060757833076099776 400 9.0 11.0 12.0 10.9
317 fresh-en-2 0 1 QKV 16 linear_attention 400 0 400 2.877012618817389 3.5474699581973255 4.493177025020123 3.66330001636059 400 0.4910459160804749 0.7071874737739563 0.9930141746997834 0.7431290470808745 400 7.605499827453808 9.428086651037585 11.062832651678335 9.378469791354695 400 0.475343739215863 0.5892554156898491 0.6914270407298959 0.5861543619596684 400 0.02975228032444027 0.04647046364289961 0.07358272721981475 0.04946543302789688 400 0.15542508394133997 0.19372789644610697 0.2510150381644268 0.20077961029927172 400 0.4938348442305548 0.5556642334671317 0.6580205748407775 0.5663213427535048 400 0.7366804415922553 0.7830993735245134 0.8439915024416458 0.7875184033498662 400 0.04918868848191448 0.07251381658806932 0.09602754578482219 0.0732631741612165 400 10.0 12.0 12.0 11.49
318 fresh-en-2 1 2 Q 16 linear_attention 400 0 400 0.6467387733049691 1.2311389315873384 1.8427374650724233 1.238258186922467 400 0.11037619113922119 0.22918583452701569 0.37181766927242277 0.23878039263188838 400 7.666329272037907 9.810243845300857 11.781536222731383 9.707409332745465 400 0.4791455795023692 0.6131402403313035 0.7363460139207114 0.6067130832965916 400 0.02387048511732007 0.04206322101995855 0.07247004450019576 0.04660961999145874 400 0.13632660638494107 0.18128874868907635 0.25978036721515263 0.19189095232877765 400 0.45573278083647095 0.5323556112577286 0.6308779086002292 0.5381222745281744 400 0.7333901962123509 0.7991498825958216 0.8738924153588391 0.8032625103647323 400 0.03089682737632073 0.06159943465153084 0.09036398803526896 0.06147530041301772 400 9.0 11.0 12.0 10.855
319 fresh-en-2 1 2 K 16 linear_attention 400 0 400 0.8913048025220632 1.256248516496271 1.8419503295794135 1.317925817295909 400 0.13660329878330232 0.21154297143220901 0.3379586696624756 0.22862691062502563 400 8.447188401575257 10.739624947687648 12.042823060074989 10.468261262682963 400 0.5279492750984536 0.671226559230478 0.7526764412546868 0.6542663289176852 400 0.021906145052908697 0.03265399671790962 0.05960815708481322 0.03746161168453016 400 0.13342658054123857 0.16530705564374365 0.22179004827313162 0.1722901887717966 400 0.4469838121164075 0.4976041223841733 0.5964288855435161 0.5108754707313077 400 0.7228842970993927 0.7712707521745725 0.8696657159262754 0.7834203764667115 400 0.03288613354617825 0.07264717896387868 0.09801402770291148 0.07015424052433737 400 9.0 12.0 12.0 11.2625
320 fresh-en-2 1 2 V 16 linear_attention 400 0 400 0.5403325803228655 1.1034665680490434 2.0374572062864904 1.2351520844992774 400 0.09745831266045571 0.20665869861841202 0.41894162297248844 0.2381142215244472 400 7.318665325830582 9.895466420169896 11.806494366824161 9.702305093905842 400 0.4574165828644114 0.6184666512606185 0.7379058979265101 0.6063940683691151 400 0.023679125423100085 0.04112691671292894 0.07907946082274686 0.04763484476235912 400 0.13688282687279663 0.182339471738797 0.2641602463956752 0.19311368117776517 400 0.4534282422636782 0.5283937569638961 0.6366183464678434 0.5384767898898049 400 0.7327250310213732 0.7925347524700868 0.8910489723762006 0.8041736424847039 400 0.024614203013904705 0.0644507245582922 0.09088542137492452 0.06024673015478619 400 9.0 11.0 12.0 10.795
321 fresh-en-2 1 2 QKV 16 linear_attention 400 0 400 0.878587561333552 1.2940925732254982 1.877209843322635 1.346116238751565 400 0.1360565632581711 0.21797826886177063 0.34693442583084116 0.22969867292791604 400 8.621025371466557 10.694252395723801 12.212494194587105 10.510285401402925 400 0.5388140857166598 0.6683907747327376 0.7632808871616941 0.6568928375876828 400 0.020675578964494037 0.033075438937304795 0.057062049988076555 0.036740563565140695 400 0.12957713084095532 0.1647783320134272 0.2172512957660002 0.1702304113937264 400 0.43987812749485644 0.49825836045590266 0.5864941104902756 0.5071068021861384 400 0.7262666567270635 0.776021957305673 0.8709535333453802 0.7840463441972022 400 0.03214527515774681 0.07192751393777477 0.09553289445336813 0.06913423036648955 400 9.0 11.0 12.0 11.2275
322 fresh-en-2 2 3 Q 16 full_attention 200 0 200 1.0245461883954705 1.468230809085071 1.870929591357708 1.4721055381374026 200 0.27064292430877684 0.3516651839017868 0.4466122210025787 0.35912626929581165 200 6.220617909210992 8.74608467859909 11.104585684205976 8.723040167139187 200 0.388788619325687 0.5466302924124431 0.6940366052628735 0.5451900104461992 200 0.029389973000521926 0.055292712329868564 0.10480621041744652 0.06194972526936301 200 0.18119372125826563 0.2407592321613739 0.340973026424329 0.2529695794603423 200 0.47287612193373557 0.5388058863535494 0.6219638667939771 0.5442941717340591 200 0.7370295036279807 0.7769191257507782 0.8712316291882225 0.7921125460713233 200 0.02097259430022871 0.06569261947406238 0.09258158458521229 0.059666472932346594 200 9.0 11.0 12.0 11.055
323 fresh-en-2 2 3 K 16 full_attention 200 0 200 1.047112238497357 1.3830288252793252 1.6823188211303202 1.3870920732570813 200 0.2405281513929367 0.30231399834156036 0.3850120991468429 0.3106417492032051 200 7.2917843396224 9.400851595908183 10.8279290061043 9.210093915964974 200 0.4557365212264 0.5875532247442614 0.6767455628815188 0.5756308697478109 200 0.031845273768464966 0.0467995407937716 0.0796240975505653 0.05189737358849848 200 0.18319685191509907 0.22729200392876242 0.2810025984757502 0.22800687197114072 200 0.47485990545348766 0.5331804342386007 0.615801808437866 0.5416787462808252 200 0.7361404674228293 0.7790113353487463 0.8596767360412226 0.7921691180448177 200 0.023651014209028386 0.06261707083707935 0.08731257263524209 0.05803785389371713 200 9.900000000000002 11.0 12.0 10.94
324 fresh-en-2 2 3 V 16 full_attention 200 0 200 1.319590831536334 1.6047782362438738 2.436248807935043 1.7316110165239662 200 0.28553804755210876 0.34063076972961426 0.4763486683368682 0.3643722167611122 200 7.714245961968656 10.004611715539575 11.033487342111782 9.607310112547317 200 0.482140372623041 0.6252882322212234 0.6895929588819864 0.6004568820342073 200 0.030009263889161565 0.03995084165326538 0.07162707373498824 0.04689369341071964 200 0.17848458070015924 0.20853301539657854 0.27018445710617073 0.21590573780832556 200 0.4737672318727135 0.5158876035964943 0.5829604398099849 0.5267435143700123 200 0.7354610994158117 0.7717946942656582 0.848727381471732 0.7834530778144226 200 0.02437345767900418 0.0740901848620152 0.09869208400377266 0.06531558853789118 200 10.0 12.0 12.0 11.26
325 fresh-en-2 2 3 QKV 16 full_attention 200 0 200 1.1746613873168825 1.510028968565166 2.0858569553587585 1.555826693035633 200 0.28438410758972166 0.3382027745246887 0.4241101145744324 0.3472541347891092 200 7.2575944999530355 9.508067081538398 11.0402235143104 9.32555196008267 200 0.4535996562470647 0.5942541925961499 0.6900139696444 0.5828469975051669 200 0.02994973474423352 0.04551877659702507 0.08030585122282001 0.0507103968599783 200 0.18697113209949143 0.223359743917515 0.2870124131716494 0.22866373544002264 200 0.46995368469248416 0.5211731689492343 0.5982711448874869 0.5313307769316011 200 0.7317361846740532 0.7699960939205248 0.8574193990555813 0.7850918204550286 200 0.023050843473959227 0.07008059645349982 0.09458089018701459 0.0627653209542192 200 10.0 12.0 12.0 11.15
326 fresh-en-2 2 3 JS 16 full_attention 200 0 200 0.04602197141357465 0.07628454504492765 0.1473817919920748 0.08694661521343278 200 0.018520138412714004 0.037362802773714066 0.10735419690608977 0.05066753458697349 200 1.4161641426749698 3.258386667467023 5.506307537049726 3.432265370737158 200 0.08851025891718561 0.20364916671668895 0.3441442210656079 0.21451658567107237 200 0.12705090325975432 0.2606942211190351 0.6865422169867628 0.32840330493091907 200 0.32065657972711803 0.5216855022234688 0.8383881975030106 0.5430453325998795 200 0.7088595794927229 0.8122219251794255 0.9368725031561941 0.8176237296849093 200 0.8909261078428391 0.9403066200847392 0.97681748180342 0.9366664684168806 200 0.0049321402912174805 0.013636212932307625 0.02948606380393602 0.01560636028815923 200 3.0 7.0 9.0 6.28
327 fresh-en-2 2 3 sqrtJS 16 full_attention 200 0 200 0.619015127280727 0.8163227243348956 1.0459965398535132 0.8165744480350986 200 0.13608818650245666 0.1932932659983635 0.32764911055564877 0.21182226568460463 200 5.032549758296777 9.057259810463414 10.919899757335635 8.51093830816483 200 0.31453435989354855 0.5660787381539634 0.6824937348334772 0.5319336442603019 200 0.03101657788279797 0.05110258394874739 0.1452888043355792 0.06963123683933645 200 0.1743225468570771 0.2408677450329705 0.40932954352313083 0.2626818735898847 200 0.47965442934278435 0.5493611268914893 0.6477410004917799 0.5567935643343007 200 0.7380118569484899 0.7810466112897226 0.8285687368273159 0.7808712610072976 200 0.05596665307328854 0.07573437118325474 0.09884046993322032 0.07700475198656906 200 11.0 12.0 12.0 11.61
328 fresh-en-2 3 4 Q 8 linear_attention 400 0 400 0.6649561457335949 1.219953540712595 2.6155741229653366 1.4194106929237023 400 0.12555328309535982 0.2721608132123947 0.9420243918895721 0.3764429011940956 400 4.342626532963589 6.78315662109759 7.37305452280333 6.434599875350081 400 0.5428283166204486 0.8478945776371988 0.9216318153504163 0.8043249844187601 400 0.012147427648664935 0.02562745062251169 0.1203167404662752 0.0421885130965534 400 0.18393789221082077 0.22123033414880283 0.34739905509138547 0.2430227498164566 400 0.34435490376934663 0.39991197067760337 0.6099910540013264 0.4318689205754995 400 0.6180068245846253 0.6682703104159602 0.8193543337700204 0.6833205233169053 400 0.07401470150915074 0.13653564529018658 0.1705915605731225 0.13170581241029286 400 6.0 7.0 7.0 6.83
329 fresh-en-2 3 4 K 8 linear_attention 400 0 400 0.7907507222145796 1.0601140707731247 1.778627359867096 1.179323242297396 400 0.14650939404964447 0.22052498906850815 0.4083239674568177 0.2603167027235031 400 5.886050009413602 7.128247930683139 7.540898162097042 6.914662869931459 400 0.7357562511767003 0.8910309913353924 0.9426122702621302 0.8643328587414324 400 0.008697375319168928 0.017470938767710283 0.05130655890112122 0.024679419176510172 400 0.16954972910896252 0.2015994590747333 0.2871624720706391 0.21593759971974952 400 0.32622308055882765 0.36873658603901566 0.4859077896777362 0.386379829688384 400 0.5964214954438735 0.638564818487333 0.7078618772415729 0.6473389019138014 400 0.11623127697520029 0.14770897092565854 0.17734121500350544 0.14731616216919974 400 7.0 7.0 7.0 6.98
330 fresh-en-2 3 4 V 8 linear_attention 400 0 400 0.6409734182059765 1.1392776817083359 2.0076001793146134 1.262079943222925 400 0.15022560954093933 0.28189654648303986 0.511130201816559 0.3171920324675739 400 5.362236076145741 6.40234703545636 7.178733999284263 6.32240716531783 400 0.6702795095182176 0.800293379432045 0.8973417499105328 0.7903008956647287 400 0.016343231888317926 0.035648936230736325 0.07027356911442384 0.0404301325382454 400 0.1885725024063895 0.24561921844135487 0.32716741924271 0.2513250867221497 400 0.35794038360670954 0.42953137045847345 0.5204793817786948 0.43472537312952186 400 0.6342681062884282 0.6932246356319096 0.7546039497955589 0.6929044262707964 400 0.09024454040332917 0.12160453726992959 0.1563652022050162 0.12285383392297845 400 6.0 7.0 7.0 6.7975
331 fresh-en-2 3 4 QKV 8 linear_attention 400 0 400 0.8190693102777005 1.2374368868768215 2.0703954823315143 1.3594063983578235 400 0.16075235605239868 0.2730579078197479 0.6301734447479249 0.3255896874144673 400 4.959206473016802 6.922076403074476 7.408050546007524 6.630065698013279 400 0.6199008091271002 0.8652595503843095 0.9260063182509405 0.8287582122516599 400 0.011415176960488212 0.022246092054211717 0.08759449033298618 0.03370551922904639 400 0.17829053065297845 0.21636819156727227 0.31219373655668065 0.2306513543269615 400 0.33929205434070236 0.3913489735529303 0.5654442385400866 0.41544940221099624 400 0.610030256648355 0.6560877196120638 0.7783386092981099 0.6686280734096068 400 0.09340406401752387 0.14042774014893095 0.17038689285478967 0.1382610003952424 400 6.0 7.0 7.0 6.88
332 fresh-en-2 4 5 Q 16 linear_attention 400 0 400 0.725871973251924 1.0927817510673776 1.5961486818268895 1.1253464498047834 400 0.10975784584879877 0.18688800185918808 0.2976639986038208 0.1973886680416763 400 9.144606080305957 11.040169195289979 12.496462929297083 10.866760702057006 400 0.5715378800191223 0.6900105747056237 0.7810289330810677 0.6791725438785629 400 0.018690875850746854 0.029950210817585296 0.04997799682419388 0.03326568349847979 400 0.13244567607840554 0.16490335915965082 0.2269102612737338 0.17379559340795736 400 0.42736637948507855 0.48774343052685587 0.549301814980305 0.490055095945324 400 0.7045730417174718 0.7512496564513784 0.7940561148582901 0.7505738880845146 400 0.05455163907838704 0.07978707782077019 0.10669837238701026 0.08015655235566392 400 11.0 12.0 13.0 11.885
333 fresh-en-2 4 5 K 16 linear_attention 400 0 400 0.7027743351995014 1.0270605832338333 1.4451884102076293 1.0504304503949242 400 0.0982924208045006 0.158344566822052 0.25590928792953493 0.1688550974894315 400 10.099886239607773 11.599622033851986 12.989180781691285 11.5346830629833 400 0.6312428899754858 0.7249763771157491 0.8118237988557053 0.7209176914364562 400 0.015452961870328416 0.02529037138910336 0.038945084216842604 0.026745010809668623 400 0.12199724220370352 0.15624526801278849 0.2039877630209418 0.15954533835265047 400 0.41387715423113053 0.4634863119309324 0.5152386558045284 0.46594189616232984 400 0.6849287187239039 0.729512620392049 0.7682730044586318 0.7295995038739145 400 0.06233885228403613 0.09175859392497465 0.11921372220079468 0.09076558242948948 400 11.0 12.0 13.0 12.19
334 fresh-en-2 4 5 V 16 linear_attention 400 0 400 0.3912558341631666 0.7567285923287272 1.4041822212748232 0.8495371565574896 400 0.0663964070379734 0.12796133011579514 0.2679863154888154 0.1549627908412367 400 8.374620571223424 10.606467197484676 12.448486754287075 10.463980054535737 400 0.523413785701464 0.6629041998427923 0.7780304221429422 0.6539987534084836 400 0.019019787686590774 0.033900906573831394 0.06070305565304318 0.03813133572886742 400 0.12892018755390666 0.1717914621526032 0.24626076836233604 0.18104937137524169 400 0.4349675972836492 0.5063901590932871 0.5820374696287731 0.5067521537595934 400 0.7032583166341785 0.7617751636612572 0.8195526071417653 0.7621059172178071 400 0.04370974010358383 0.07521794210632365 0.10608964861710969 0.07601459659773907 400 11.0 12.0 13.0 11.6975
335 fresh-en-2 4 5 QKV 16 linear_attention 400 0 400 0.7460156418848783 1.031875939690508 1.4543714209692553 1.0767503266842686 400 0.10474185049533845 0.1573282852768898 0.24366632252931594 0.16944135958328843 400 10.207025642508965 11.713868773294205 12.859551962901216 11.613506462098563 400 0.6379391026568103 0.7321167983308878 0.803721997681326 0.7258441538811602 400 0.01628077823305949 0.024393484965163602 0.037836518075872974 0.026007124251734917 400 0.12201895770099955 0.15177858648333475 0.19615813002495547 0.1557016226925138 400 0.41793552184923105 0.4626178792637087 0.5167179543600329 0.46530940687917977 400 0.688528433931907 0.7289389029787537 0.7678191916111183 0.7286986550684604 400 0.06668354919908978 0.09001803136812575 0.11782002194271543 0.0915935307849647 400 12.0 12.0 13.0 12.255
336 fresh-en-2 5 6 Q 16 linear_attention 400 0 400 0.851574399881065 1.2328358069062233 1.5754466176033022 1.2165507366415114 400 0.11595259755849838 0.17790406197309494 0.2672141402959824 0.18582824332639575 400 10.144826996279729 12.008939442383436 13.365911937171992 11.824821217034492 400 0.6340516872674831 0.7505587151489648 0.8353694960732495 0.7390513260646557 400 0.013138349574289217 0.022156076450375393 0.03847724505680397 0.024922356338413044 400 0.11762685243736877 0.1454348504320823 0.19613596622563284 0.1532684082947824 400 0.40208604723231467 0.4542885664670485 0.5241036642734235 0.4605019504457323 400 0.6766171783356322 0.7193171977320212 0.7668489052364801 0.7212409207161873 400 0.07826354912288486 0.10406458114392117 0.13074453552784537 0.10453888194747897 400 12.0 13.0 13.0 12.59
337 fresh-en-2 5 6 K 16 linear_attention 400 0 400 0.9205419819802045 1.1929860822856426 1.6117078525945545 1.232341660541133 400 0.11639174073934555 0.1654318869113922 0.24083938598632812 0.1722104798257351 400 11.2425955977831 12.841281073341943 14.014298838035334 12.693759180085504 400 0.7026622248614437 0.8025800670838714 0.8758936773772084 0.793359948755344 400 0.009446074381172054 0.016398801405100253 0.028210600112351745 0.018032661692684072 400 0.10973146554507106 0.13357254108664002 0.17607224719933948 0.13933373904712135 400 0.380094123444762 0.4251938429473503 0.4847483025007229 0.4290067602332053 400 0.6481372226254637 0.6922385834963585 0.735282831410127 0.6913632434448346 400 0.09058379240300399 0.12305143931827142 0.1516150179540596 0.12143871867012197 400 12.0 13.0 14.0 13.005
338 fresh-en-2 5 6 V 16 linear_attention 400 0 400 0.5877458011265845 1.0415548998862505 1.6692363888956607 1.0993071420257912 400 0.08654429689049721 0.16079697757959366 0.28185429871082307 0.1784923622198403 400 9.666959968871874 11.661491825981747 13.450360318454951 11.570768604118362 400 0.6041849980544921 0.7288432391238592 0.8406475199034344 0.7231730377573976 400 0.012637319389519576 0.0248027543790892 0.04367492999764239 0.027166561649826143 400 0.11794271700146419 0.15820390294402253 0.2139079334873493 0.163147184023073 400 0.3962766279875749 0.46450052856377977 0.5360973813516796 0.4648366761414968 400 0.6663316704905683 0.7227860066702889 0.7806851775714538 0.7229276692082195 400 0.06730682886119302 0.10217063375077115 0.1356192559712031 0.10113584053353626 400 11.0 13.0 13.0 12.47
339 fresh-en-2 5 6 QKV 16 linear_attention 400 0 400 0.9811203271150589 1.241085309535265 1.5243493417277933 1.2490848219452892 400 0.1201214000582695 0.1651734933257103 0.22961021214723587 0.17032992394641042 400 11.593473803256467 12.887066835429433 13.868540450188148 12.765544117641005 400 0.7245921127035292 0.8054416772143396 0.8667837781367592 0.7978465073525628 400 0.010246019390033518 0.01610368278507807 0.02533929999020915 0.017375070757173147 400 0.11095594144439093 0.1312068290102344 0.16660866388975967 0.13606221543516797 400 0.3856590041449349 0.4242404428273526 0.47629094480940665 0.42769903019994243 400 0.651606565151038 0.6906464399673401 0.7311633193461577 0.691344675342286 400 0.09264199161897599 0.12293169084725383 0.146209308056351 0.12200012320293563 400 12.0 13.0 14.0 13.035
340 fresh-en-2 6 7 Q 16 full_attention 200 0 200 0.7084877190412954 0.891278566326946 1.190908943209797 0.9346836907370016 200 0.14625512659549714 0.1908891573548317 0.23112499713897705 0.19082701101899147 200 7.430946544754058 9.826049778536241 11.886749461918031 9.778457250033208 200 0.46443415904712865 0.6141281111585151 0.7429218413698769 0.6111535781270755 200 0.02306910792070793 0.04188844713478518 0.07687796072289552 0.0459701504999428 200 0.14504629658108995 0.20955932631660323 0.29963729855234367 0.2124838574456277 200 0.45324123542547307 0.5194880072347068 0.5878879896926795 0.5194799418647656 200 0.7280539693123357 0.7787105701394436 0.8184943264888118 0.7755183294087458 200 0.046265510909362914 0.06914927135246665 0.09332641915006186 0.06955375247738518 200 11.0 11.0 12.0 11.465
341 fresh-en-2 6 7 K 16 full_attention 200 0 200 0.7711761617567391 0.9527064354624599 1.1831206265371292 0.9592799371527508 200 0.13922533094882966 0.17159172892570496 0.21165581047534943 0.17055463761091233 200 8.95639531920853 10.630897386457768 12.00468645647468 10.573144460786565 200 0.5597747074505331 0.6644310866536105 0.7502929035296675 0.6608215287991603 200 0.022187558960486683 0.033675476373778906 0.05243177549838167 0.03548082048283872 200 0.13912682933089573 0.16810065736711596 0.2383755651750977 0.1818558068230242 200 0.4479396457250513 0.4999939116488935 0.5482019217638111 0.499304907322295 200 0.7240805969317379 0.7683510928462524 0.8017344645478868 0.7637475068882661 200 0.050507847914963024 0.07618105889748847 0.09610291650551317 0.07379344110875108 200 11.0 12.0 12.0 11.64
342 fresh-en-2 6 7 V 16 full_attention 200 0 200 0.965393504453823 1.2215298768132925 1.4691833076998586 1.2404682144988328 200 0.16483497470617295 0.21228660643100739 0.25303093791007997 0.21185518980026244 200 8.799200835959866 10.940147770778243 12.439363305464369 10.840030299488305 200 0.5499500522474916 0.6837592356736402 0.777460206591523 0.677501893718019 200 0.019082667602235537 0.03083357565031819 0.054588137943556374 0.03318183728543704 200 0.13517085108942417 0.17056743183901052 0.2416841350071954 0.17545959436426078 200 0.4330909404135759 0.49026814352583253 0.5534017136700364 0.49009559399154495 200 0.7151451145593026 0.7577580225714826 0.7910534176273512 0.7547349806654077 200 0.05646891683339313 0.0797621571999549 0.10362217799586106 0.07947750627937097 200 11.0 12.0 13.0 11.9
343 fresh-en-2 6 7 QKV 16 full_attention 200 0 200 0.8439604148734361 1.0644298213301226 1.261562438122928 1.0658534347102977 200 0.1528593808412552 0.19050481170415878 0.22889656126499175 0.18935274064540863 200 8.836788695124728 10.754828477231866 12.225580782317998 10.629566412326012 200 0.5522992934452955 0.6721767798269916 0.7640987988948749 0.6643479007703758 200 0.02058208541327704 0.03251359570599585 0.05404294824057522 0.035148194787918224 200 0.13284157694416462 0.1788917007838831 0.24630757684507618 0.18245421864570616 200 0.44224690712953507 0.4957507159009583 0.5472988236519651 0.49561188525174443 200 0.7187324301286275 0.7608959973387576 0.7927744143058353 0.7594865973331963 200 0.05245626007919535 0.07794464082226368 0.09899585052478131 0.07606100718288497 200 11.0 12.0 12.0 11.755
344 fresh-en-2 6 7 JS 16 full_attention 200 0 200 0.02392248858304811 0.04078545750178364 0.07289505623994046 0.04433911242503797 200 0.006813149619847536 0.012385479174554348 0.033921096846461295 0.0166567829658743 200 2.2212617656104263 5.472744621966769 7.795142491361117 5.2085862491113835 200 0.13882886035065164 0.3420465388729231 0.48719640571006984 0.32553664056946147 200 0.07017116877961757 0.12823873508735031 0.41354198376766177 0.18576687870653763 200 0.21498545207837663 0.3169572328970117 0.6440030615827387 0.36982071258550403 200 0.6315613984189503 0.7645023129881782 0.9087314605696031 0.7661572128480736 200 0.8797246356687405 0.9362302054984842 0.9748901003878205 0.9285459982454779 200 0.005088591712897109 0.013080652225355354 0.029537841067918073 0.016327182162954226 200 4.0 7.0 9.0 6.975
345 fresh-en-2 6 7 sqrtJS 16 full_attention 200 0 200 0.4461918576504104 0.6388791813515127 0.8278976137051358 0.6368944962022942 200 0.08254119008779526 0.11129002645611763 0.18417678624391556 0.12279642166569829 200 6.93346311189749 10.118440127963417 11.935910340242762 9.699909515080263 200 0.43334144449359313 0.6324025079977136 0.7459943962651726 0.6062443446925164 200 0.022699839718099902 0.03875150949571206 0.08717669813312172 0.049379957173508314 200 0.133885100412968 0.17813627303394444 0.3036569467751457 0.19936827184516573 200 0.45232076974069135 0.5352846335625829 0.639442797795787 0.5414969846474517 200 0.7297303629015461 0.7925243460125426 0.8421283591605325 0.7870725151767829 200 0.04920873150533187 0.06861594240979486 0.09464068989405404 0.07117687340126778 200 10.0 11.0 12.0 11.355
346 fresh-en-2 7 8 Q 8 linear_attention 400 0 400 0.9475403716787696 1.5199985392391682 2.848604653775692 1.7078595669660717 400 0.21024447530508042 0.33023060858249664 0.6954267799854279 0.3863687488436699 400 5.973736047039369 6.550707073679574 7.141183501729546 6.552726626284552 400 0.7467170058799211 0.8188383842099467 0.8926479377161932 0.819090828285569 400 0.01718036458227772 0.03160603047934095 0.04845670865572198 0.03245687391515133 400 0.18596667118917806 0.22121750133592655 0.2773823498721183 0.22682021241034392 400 0.35483474844208424 0.4061881828475223 0.45742931466400816 0.40664474310705456 400 0.6399590823657548 0.6916321935628398 0.743822165988582 0.69155443727545 400 0.08928886839364199 0.11413019781625386 0.14220257878763606 0.11534609467094653 400 6.0 7.0 7.0 6.76
347 fresh-en-2 7 8 K 8 linear_attention 400 0 400 0.27919708881527183 1.2571341320872307 2.025203455239535 1.2936672358692158 400 0.05680582076311113 0.26616765558719635 0.4585825264453888 0.2758914006408304 400 6.0886081299349115 6.763737825909624 7.281722084110023 6.719104450220252 400 0.7610760162418639 0.845467228238703 0.9102152605137529 0.8398880562775315 400 0.01409160583417988 0.026111136705904134 0.044847044451208774 0.02809281506659452 400 0.17946903723998078 0.209847332683745 0.25088347108160275 0.21325637751392498 400 0.34328151625327247 0.3883191772211009 0.44634769264310353 0.39326432352075824 400 0.627628318180166 0.6808509069008989 0.7419748195123717 0.6833779277095695 400 0.09511912369629705 0.1189512207006724 0.15235469143409813 0.12147274598106943 400 6.0 7.0 7.0 6.815
348 fresh-en-2 7 8 V 8 linear_attention 400 0 400 0.5560215732082725 1.2039144802838564 2.0314424350857734 1.2734395997726824 400 0.12547250613570213 0.3106498569250107 0.5931588768959046 0.33314794417470694 400 4.820614982297824 6.128494330842684 7.094957404951281 6.026502389966515 400 0.602576872787228 0.7660617913553355 0.8868696756189102 0.7533127987458144 400 0.01822307230110612 0.043625390655713345 0.0942202083191823 0.05117037549818112 400 0.18951182730331725 0.2371647744489458 0.3537573652581782 0.25748651524732225 400 0.36106797176007294 0.4341225222042292 0.5424168887721682 0.445176640232646 400 0.6394117038635599 0.7372037470835603 0.81168816496379 0.7310775114703125 400 0.0632972994900409 0.09417504359183901 0.14013009375203275 0.09834316311824985 400 6.0 6.0 7.0 6.39
349 fresh-en-2 7 8 QKV 8 linear_attention 400 0 400 0.8897886473685503 1.4389472343027592 2.232282324135304 1.5217388226371258 400 0.1941849946975708 0.31244826316833496 0.5063274621963503 0.3405528075248003 400 5.909960235656925 6.612152601503761 7.118650009035148 6.55432970176772 400 0.7387450294571156 0.8265190751879701 0.8898312511293935 0.819291212720965 400 0.017686950399966022 0.02998483017147148 0.050521024781157074 0.032546556111570715 400 0.1897255665647159 0.2178013326265698 0.27631897953375517 0.22587070717356475 400 0.361817887432852 0.4006645456961199 0.4651564330240367 0.4073860225363804 400 0.6406827407529547 0.6955173933204172 0.749012257004246 0.6957762279234827 400 0.09207785183231391 0.11367357252237731 0.1433481835512107 0.11655922520866949 400 6.0 7.0 7.0 6.7775
350 fresh-en-2 8 9 Q 16 linear_attention 400 0 400 0.7115360419731587 1.0439937710762024 1.3857736611738802 1.0443064531049457 400 0.09236290529370308 0.14059225469827652 0.22423778474330908 0.15928514771163463 400 10.329231396140152 12.50995647189253 13.753422460182032 12.13841180441078 400 0.6455769622587595 0.7818722794932831 0.859588903761377 0.7586507377756737 400 0.010889786745102558 0.018598754397082296 0.03660020219070337 0.02440184357454656 400 0.10994611336698411 0.13598514571417475 0.1933031960350892 0.14976845845028763 400 0.38287847598554936 0.43292014856463196 0.5154933732154057 0.44311698135985655 400 0.6578383762955569 0.7086164120112666 0.7677076496489134 0.7119455855672101 400 0.07573352171213578 0.107449156005896 0.1366202930602535 0.10643264475801736 400 12.0 13.0 13.0 12.64
351 fresh-en-2 8 9 K 16 linear_attention 400 0 400 0.6807672576513142 0.974963310174644 1.2984531952999534 0.9798759545030771 400 0.09328625351190567 0.13503039628267288 0.2059700295329094 0.14318987669423222 400 10.599212184993458 12.667955982703834 13.891067934837128 12.378879961150792 400 0.6624507615620912 0.7917472489189896 0.8681917459273205 0.7736799975719245 400 0.010121289752088163 0.017535346976904887 0.03397217460359147 0.021134973098446478 400 0.10942133532498555 0.1391963540590544 0.18547684764023045 0.14790627644423307 400 0.38234734224822253 0.42822365600308504 0.5020354918323987 0.4364086050737439 400 0.6521138471737558 0.6943136286478239 0.7503942786056949 0.6984117187126725 400 0.08238852002209573 0.11823542816280877 0.14455765341816013 0.11489309234760356 400 12.0 13.0 14.0 12.845
352 fresh-en-2 8 9 V 16 linear_attention 400 0 400 0.4831611223286018 0.7940475479699671 1.3342432292178272 0.8646432308707154 400 0.06950774565339089 0.1110759899020195 0.2090410217642784 0.12714619062840937 400 10.272105042495769 12.430409776684805 13.710094886495344 12.145875429365494 400 0.6420065651559855 0.7769006110428003 0.856880930405959 0.7591172143353434 400 0.011134949176327338 0.019144482466073233 0.03717444247163193 0.022881927123128996 400 0.1097338134388892 0.14129537357717215 0.19121580522678916 0.1488918302125328 400 0.38390648797839433 0.4366837985809124 0.5160729927614417 0.4443359596968593 400 0.6601182355654198 0.7059374978885744 0.7620222794863211 0.7096365849417546 400 0.07539219480736424 0.10731985245973782 0.13805845186798446 0.10680251068936006 400 12.0 13.0 13.0 12.635
353 fresh-en-2 8 9 QKV 16 linear_attention 400 0 400 0.7645834688097238 1.021525981836021 1.2748212238773704 1.0192790886823786 400 0.09697603061795235 0.1280551478266716 0.18325358629226687 0.13993709091097117 400 11.107424645658568 13.168533920400463 14.203771042584014 12.789787453575755 400 0.6942140403536605 0.823033370025029 0.8877356901615009 0.7993617158484847 400 0.00843078246283047 0.014334507730421782 0.029365461584506727 0.019042905592287513 400 0.10368784826509282 0.12621936810909629 0.17411956204555842 0.13835261192646756 400 0.3641499531736103 0.40935860854645095 0.48851941828314227 0.4199359174776645 400 0.6396587235724812 0.6797688431514963 0.7452839228530924 0.6883678002534177 400 0.08084619378954223 0.12310327325881887 0.1498354664474026 0.119379236478552 400 12.0 13.0 14.0 12.92
354 fresh-en-2 9 10 Q 16 linear_attention 400 0 400 0.5841197005007416 0.9401031583547592 1.4729133268818264 0.9903671794326511 400 0.07781185954809189 0.13904079049825668 0.2652950644493104 0.17575458633713426 400 8.834842438419205 12.49349293170403 14.012138705808312 11.782312319754995 400 0.5521776524012003 0.7808433082315018 0.8757586691130195 0.7363945199846872 400 0.00945783380741601 0.018711113818747217 0.054068444625634635 0.034537719667985134 400 0.10940713010122523 0.14094804669279787 0.2511805370281058 0.17006863473202954 400 0.3753042159680791 0.4394531111199811 0.5342787203728024 0.4539802792505677 400 0.648604145073041 0.7021013378739127 0.7742851065618969 0.7105254654141082 400 0.07752604852166226 0.10976186862783553 0.1395437819744613 0.10913923282606021 400 12.0 13.0 13.0 12.63
355 fresh-en-2 9 10 K 16 linear_attention 400 0 400 0.6156108346767724 0.861966734752059 1.2304173525422812 0.8947859468188836 400 0.07210212349891662 0.1157320886850357 0.1794776350259781 0.12220309496857226 400 11.17057074991446 13.114997978301568 14.24247764727429 12.887838262200114 400 0.6981606718696538 0.819687373643848 0.8901548529546431 0.8054898913875072 400 0.008226670554726416 0.014665154393878506 0.0288223512483474 0.016937872218062325 400 0.10241423667129484 0.1284378685409256 0.17829718634563343 0.13687032016345868 400 0.3615746771455679 0.40800557286487094 0.47561984330350465 0.41474870243072537 400 0.6370494619733148 0.679463546304351 0.7393533882566252 0.6832193307346404 400 0.09515347412595569 0.12293742099214601 0.1470742924190727 0.12220169709481282 400 12.0 13.0 14.0 13.0075
356 fresh-en-2 9 10 V 16 linear_attention 400 0 400 0.41676295064389707 0.6541136433370411 1.1477090947329998 0.7216081794322236 400 0.05224834531545639 0.0884949117898941 0.15900364518165588 0.09917690190020949 400 11.030330260303392 12.9876210359939 14.1534030556992 12.767455621218362 400 0.689395641268962 0.8117263147496188 0.8845876909812 0.7979659763261476 400 0.00869801466718456 0.015462821384912647 0.030036444452319472 0.017772697435181093 400 0.10577751807946256 0.13057452366330297 0.18282527047182515 0.13808400618176797 400 0.3663485393564446 0.41596230948055457 0.4825421954347549 0.4204635050595473 400 0.635758083038972 0.6874030391119894 0.7468218358665392 0.6895351184726354 400 0.08417754588432542 0.1168618598251707 0.14936358399080804 0.11774560372145527 400 12.0 13.0 14.0 12.9075
357 fresh-en-2 9 10 QKV 16 linear_attention 400 0 400 0.6403672892600298 0.9104771688580513 1.2211272411979737 0.9242272769659757 400 0.07458450347185135 0.11616862937808037 0.18310137242078783 0.134665567856282 400 10.772418672648032 13.380891517420249 14.482153948894448 12.828896672718257 400 0.673276167040502 0.8363057198387656 0.905134621805903 0.801806042044891 400 0.006987202117806005 0.013048999080038901 0.032352025308508364 0.02051454900092564 400 0.0994989242761261 0.12471060054240976 0.19908812856916658 0.14293030111576446 400 0.3540012165816263 0.40184301910594145 0.48065173784775683 0.41348121852942255 400 0.6272533863571255 0.6733312325553102 0.7396207959319867 0.6791005129726806 400 0.09278804322953894 0.1260527955764632 0.15369825164569187 0.12467007454416365 400 12.0 13.0 14.0 13.0675
358 fresh-en-2 10 11 Q 16 full_attention 200 0 200 0.6217361217597499 0.8588953739963472 1.0879042023792862 0.8613086555473274 200 0.08656363412737847 0.11629294976592064 0.159348963201046 0.12042190544307232 200 11.3953228520266 12.512731300762585 13.4132782416839 12.47613037042567 200 0.7122076782516625 0.7820457062976616 0.8383298901052437 0.7797581481516044 200 0.012856526402063846 0.018579958774202508 0.026938991010733104 0.019195891105872546 200 0.11513253343128332 0.13881364299826554 0.17143097159637222 0.14102982263703945 200 0.39080525786206677 0.4308645946931363 0.47394323563994545 0.4325617177089401 200 0.6635725741124127 0.7006620171496789 0.7435008072174482 0.7021341925663233 200 0.08176240805240446 0.11046676702898083 0.13614845093563396 0.10948950681123809 200 12.0 13.0 13.0 12.65
359 fresh-en-2 10 11 K 16 full_attention 200 0 200 0.6621845734771341 0.8579957305919379 1.0429124694317577 0.8506134263938293 200 0.09501790776848792 0.17020879685878754 0.25952345728874204 0.17819154888391495 200 7.307132658341592 10.469349695381915 12.537312808304588 10.130102374869383 200 0.4566957911463495 0.6543343559613697 0.7835820505190367 0.6331313984293364 200 0.01841277878927808 0.035339641805613276 0.07932333009002468 0.043750259883175345 200 0.12773404649456147 0.20972890196376165 0.3066036272778399 0.20850696095522572 200 0.43167387097240234 0.49689485396721034 0.5804362123769544 0.5058431771795857 200 0.7057683465062268 0.7578576540823418 0.7957970965701755 0.7523645144562694 200 0.059384090110283 0.08781282492575032 0.119986607189019 0.08902220527905698 200 11.0 12.0 13.0 12.04
360 fresh-en-2 10 11 V 16 full_attention 200 0 200 0.7910943925846368 0.97863654140383 1.2328994596377014 0.9979268654249609 200 0.09664468690752984 0.12546798586845398 0.19318059533834456 0.13570110753178596 200 11.792154294328554 12.78981509951631 13.738854911050506 12.782749446567596 200 0.7370096433955347 0.7993634437197694 0.8586784319406566 0.7989218404104748 200 0.010976020692748436 0.01673302741598156 0.023789421906500623 0.017062277585833733 200 0.11088898793367176 0.12723890935876303 0.16986177556046966 0.13482035420128782 200 0.38509818859334677 0.42274297853856635 0.45433023531308514 0.42177799257752263 200 0.6527571320931893 0.6909240875029913 0.7220980546231547 0.6933899255987148 200 0.09048084929841958 0.11973222303212816 0.1435584635712541 0.11529275691700139 200 12.0 13.0 13.099999999999994 12.8
361 fresh-en-2 10 11 QKV 16 full_attention 200 0 200 0.7359494174830615 0.9326356733217835 1.145884907245636 0.9298488935478963 200 0.09351496696472168 0.14523176848888397 0.18735939413309097 0.14044940054416657 200 10.717571898623689 12.14954155138565 13.478252681728977 12.129532125072826 200 0.6698482436639805 0.7593463469616031 0.842390792608061 0.7580957578170516 200 0.012473213794830885 0.02112817180101991 0.03285864636076488 0.021954165683340247 200 0.11469601524654695 0.14721384419545386 0.19606222929122147 0.1517285537708352 200 0.39547905106435316 0.4473112548724165 0.48655219965937613 0.4446178318221039 200 0.6678676742594226 0.7140064867943439 0.7477165556982082 0.7120801330591198 200 0.07804972536981533 0.10655233864527767 0.13865592130473667 0.1069933877044463 200 12.0 13.0 13.0 12.665
362 fresh-en-2 10 11 JS 16 full_attention 200 0 200 0.011709015141423152 0.023373060074845853 0.043107747244721384 0.027677225003011473 200 0.0032383885001763704 0.006865991745144129 0.021535840816795822 0.012058183691115118 200 2.617147312838424 5.815193020227113 8.254860065664781 5.656953591645987 200 0.1635717070524015 0.36344956376419457 0.5159287541040488 0.3535595994778742 200 0.06255034166302798 0.11676127799835936 0.3412924810466721 0.17408890896488177 200 0.20915395264079262 0.31149713702621673 0.5872563399457557 0.3647079617739476 200 0.5989962260400519 0.7132297614635023 0.847698837654311 0.7207813611467898 200 0.8365399310151895 0.8915830096437295 0.9519819496264191 0.8918119046965123 200 0.012226791247638183 0.03101575282505921 0.05147123162550377 0.03220087854244019 200 6.0 9.0 10.0 8.37
363 fresh-en-2 10 11 sqrtJS 16 full_attention 200 0 200 0.35895347251789644 0.4935784398112446 0.6759456943720579 0.5069780787237687 200 0.05690678879618645 0.08286124840378761 0.14674851298332212 0.09638299074023962 200 7.737020182887723 11.242860968377068 12.887845618082206 10.77721058656071 200 0.4835637614304827 0.7026788105235667 0.8054903511301379 0.6735756616600443 200 0.016098762050105 0.028208400768005237 0.07119894107235233 0.03943889962605179 200 0.12761073696529185 0.16533935603053623 0.27651501951729623 0.1893869334868225 200 0.42097097663387156 0.4825174697427024 0.5681556709248554 0.49465358437463036 200 0.6907857172104901 0.7337084473227219 0.7925056622144059 0.7367745111306826 200 0.07294075788625516 0.10327805304595494 0.12654921058093285 0.10235385037661761 200 11.900000000000002 13.0 13.0 12.465
364 fresh-en-2 11 12 Q 8 linear_attention 400 0 400 0.6585037915036083 1.0366052743047476 1.698347765207291 1.1118832486122847 400 0.16585994511842728 0.269122451543808 0.43194699883461 0.2857397244684398 400 5.766887318107972 6.378005840331815 6.852469356128504 6.321907947598501 400 0.7208609147634965 0.7972507300414768 0.856558669516063 0.7902384934498127 400 0.023923220807822908 0.03633008552499549 0.055318651316807625 0.03887859885409399 400 0.21862549407077378 0.2562246356982312 0.30286513784294067 0.25898151301622235 400 0.3876836843206582 0.42757348431976333 0.4813609725200964 0.4313953994975205 400 0.6551193536133514 0.69607563471175 0.7344531629696013 0.6942436689199457 400 0.09674992031996818 0.12030398602912987 0.14672931704266212 0.12076796230809421 400 6.0 7.0 7.0 6.85
365 fresh-en-2 11 12 K 8 linear_attention 400 0 400 0.49835739079862834 0.7622699113562703 1.3046596046537162 0.8510331864375621 400 0.11305943652987481 0.18373078852891922 0.31755511164665223 0.20454091554507614 400 6.03529956471883 6.582391198098376 7.071376965194263 6.570515051296469 400 0.7544124455898538 0.822798899762297 0.8839221206492829 0.8213143814120586 400 0.018760209145151592 0.030766260270822285 0.04650504642563264 0.03174970339675074 400 0.2043056066508603 0.23715554416801127 0.28217950789867813 0.24020283982354568 400 0.37136537348366455 0.4104696007016865 0.4550114125341802 0.4128543082569678 400 0.637871213879049 0.6825733554181741 0.7160147989598735 0.6795736259618192 400 0.09710450856524641 0.126263593032124 0.15787816234856153 0.12643945319755479 400 6.0 7.0 7.0 6.8625
366 fresh-en-2 11 12 V 8 linear_attention 400 0 400 0.3862847808748484 0.691340209916234 1.2980188675224782 0.7843743969663046 400 0.08824722766876221 0.17121456563472748 0.3284576952457428 0.19910946891643108 400 5.685854589832213 6.454718360893167 7.123990747555283 6.426016882038779 400 0.7107318237290267 0.8068397951116458 0.8904988434444103 0.8032521102548473 400 0.01756658559201633 0.03420048970005613 0.05814292239942435 0.03652053052395963 400 0.19868639168482918 0.2452863847769825 0.30573357075116564 0.2489749251396205 400 0.3672617946409735 0.4211076946593562 0.48303015310338276 0.42379699164288737 400 0.6323070484406675 0.6859270871107883 0.7393421987609231 0.6866842719410409 400 0.0879796133077167 0.12453906611247592 0.1577216280429513 0.1248050757446608 400 6.0 7.0 7.0 6.79
367 fresh-en-2 11 12 QKV 8 linear_attention 400 0 400 0.5960858000442386 0.9248353596776724 1.3828169412910942 0.9651207965565846 400 0.14527591764926912 0.22725511342287064 0.3509412556886673 0.2391181750036776 400 6.063482297071264 6.539409334908655 6.95838795906213 6.520378251282575 400 0.757935287133908 0.8174261668635818 0.8697984948827663 0.8150472814103219 400 0.02138451755322308 0.03190743977307786 0.04562484202200335 0.032932086800386305 400 0.21624988597682096 0.24726052579291943 0.2805743548299556 0.24793255908994405 400 0.3804082681794955 0.4168007836452087 0.4570258765267173 0.4175042367290196 400 0.6434106658886266 0.6822706703654456 0.7172646386012852 0.6810418443972257 400 0.10341423148344439 0.1269471468572378 0.15234006823375013 0.12737356391466184 400 7.0 7.0 7.0 6.9275
368 fresh-en-2 12 13 Q 16 linear_attention 400 0 400 0.5140243185684085 0.7920748987235129 1.1551996864378453 0.8140374513078131 400 0.06810176596045495 0.13050541281700134 0.251472294330597 0.14869230702053757 400 7.874273309005751 11.88183766573001 13.534692318513763 11.31794255617015 400 0.49214208181285946 0.7426148541081257 0.8459182699071102 0.7073714097606344 400 0.012143157628396328 0.023106402567392298 0.06879571274137361 0.03242616866654701 400 0.1164679432137447 0.15833257620357294 0.2773857082299796 0.17768206318013377 400 0.39273568915913487 0.45555855734480527 0.5680478718475891 0.4686920617749388 400 0.660196853867253 0.7149244874266525 0.7869323944033125 0.7203228783552319 400 0.06899433487709615 0.10371179677678083 0.13568015701791938 0.10345697955422561 400 12.0 13.0 13.0 12.52
369 fresh-en-2 12 13 K 16 linear_attention 400 0 400 0.44422444636002184 0.6919434266164899 0.9595235832035541 0.7011545427032979 400 0.05618530847132206 0.09301932528614998 0.15045668482780455 0.10033432116732001 400 10.896132260288613 12.92931383462771 14.296623088959658 12.67545317468886 400 0.6810082662680383 0.8080821146642319 0.8935389430599786 0.7922158234180537 400 0.007943026983376742 0.015833201310398573 0.03122808843760217 0.018803924330804918 400 0.1054994942503602 0.13410669269866463 0.18984302195683495 0.1430864474045428 400 0.363691579874421 0.4145974071768297 0.480399693824184 0.421414109193494 400 0.6353106666018974 0.6837706148599079 0.7386731066289942 0.6855477444922334 400 0.0843145747951138 0.11882039731830371 0.15189258629770644 0.11832944097123402 400 12.0 13.0 14.0 12.885
370 fresh-en-2 12 13 V 16 linear_attention 400 0 400 0.376494140806608 0.541369981598109 0.7962690744549036 0.5764037169746007 400 0.04890311174094677 0.08070170879364014 0.13778375983238222 0.0900493144756183 400 9.527226237796368 12.360909484199293 13.843344504417884 11.99486402921892 400 0.595451639862273 0.7725568427624558 0.8652090315261177 0.7496790018261825 400 0.010386004584463192 0.019626876421897258 0.04529328083330095 0.024739735408045672 400 0.11004525402605796 0.14458336260850846 0.20806728621438073 0.15546372474206735 400 0.3737145111206523 0.43525136714895185 0.5446724807047612 0.44695648296364354 400 0.6523517020951934 0.707901832186951 0.7778340035212765 0.7104704246967427 400 0.07093523604405214 0.10413444660212752 0.13966353078490817 0.10520553208159095 400 12.0 13.0 13.0 12.5425
371 fresh-en-2 12 13 QKV 16 linear_attention 400 0 400 0.5387952663935721 0.7266457374207675 0.9496303943917156 0.7384376674389932 400 0.06586806327104569 0.10212142392992973 0.17609018981456756 0.11457111104391515 400 9.476262916606661 12.947377101791986 14.181008159236807 12.363944172275371 400 0.5922664322879163 0.8092110688619991 0.8863130099523004 0.7727465107672107 400 0.008551307445155348 0.01571810774166306 0.04589590617656452 0.02225628328954557 400 0.107075439997774 0.13595151685328521 0.23367813466074183 0.15390933474586632 400 0.3684700040285315 0.41702953683889665 0.5146765833114179 0.4303525675793141 400 0.6381493072555713 0.6832719126453037 0.7575018798145321 0.690981991446235 400 0.08155230895063056 0.11706748204150516 0.15319979313781287 0.11643783478021458 400 12.0 13.0 14.0 12.855
372 fresh-en-2 13 14 Q 16 linear_attention 400 0 400 0.42049874875228854 0.6985972025431693 1.0954076325055213 0.7200234394970175 400 0.06011932790279389 0.10995443910360336 0.19416973143815996 0.12071008232887834 400 9.162027009890991 11.446607892785817 13.212946769971035 11.356921255088993 400 0.572626688118187 0.7154129932991136 0.8258091731231897 0.7098075784430621 400 0.014062248601453034 0.02651961574055583 0.04975589869505585 0.02934730008147822 400 0.12073815146540877 0.15511095905245254 0.21539201670479174 0.16448574644534125 400 0.3992550324521137 0.4702941416850507 0.5472397187304222 0.4716237269053883 400 0.6768506602356483 0.7412111068388272 0.8046870765854471 0.738592453266898 400 0.061167809322643624 0.09106666122986318 0.12516601039308387 0.09257473676133615 400 11.0 12.0 13.0 12.145
373 fresh-en-2 13 14 K 16 linear_attention 400 0 400 0.4758277563843876 0.6827202637214214 1.057620588410646 0.7333224972593598 400 0.06510360017418862 0.11021097749471664 0.2081768810749054 0.12774660379625857 400 8.980181122005643 11.521050686512435 13.314499401001456 11.309624952967015 400 0.5612613201253527 0.7200656679070272 0.832156212562591 0.7068515595604384 400 0.013446529720084784 0.02591748653125247 0.052113450811571156 0.030320957863654064 400 0.12136523098862693 0.15721476075394644 0.2321326793025227 0.170089630661764 400 0.39901906867964754 0.46555782945250557 0.5501973891413354 0.4713077309972695 400 0.673487442721642 0.730033003203183 0.7944826314665893 0.7323775137275578 400 0.06511153296210259 0.09582224228560879 0.1289328561222271 0.09687990705826895 400 11.0 12.0 13.0 12.275
374 fresh-en-2 13 14 V 16 linear_attention 400 0 400 0.30862216246314345 0.5312029414344579 1.0219840514473617 0.6212735211847757 400 0.045331576839089394 0.08282066881656647 0.20124808400869373 0.10813434640411287 400 8.992598925655413 11.350617520662826 13.248108879949134 11.201552822160334 400 0.5620374328534633 0.7094135950414266 0.8280068049968209 0.7000970513850209 400 0.013847991994298562 0.02730766245917689 0.05194945383731177 0.031540521598602086 400 0.12092832728121225 0.15668393060403474 0.23699532797560094 0.16993667231881587 400 0.4000641499410667 0.4737242153864769 0.550510154174634 0.47554504123131885 400 0.6743398373025041 0.7361090009961326 0.8028703638614197 0.7394394933665182 400 0.061502177138027525 0.08960915296860791 0.1258830479843296 0.09198020681054957 400 11.0 12.0 13.0 12.115
375 fresh-en-2 13 14 QKV 16 linear_attention 400 0 400 0.48345836913213136 0.677657678257674 1.068379379063845 0.733251446299837 400 0.0650777868926525 0.10329722985625267 0.1931288555264473 0.11795299745164811 400 9.848221217927714 11.954553764669317 13.426058184609053 11.750584120806014 400 0.6155138261204821 0.7471596102918323 0.8391286365380658 0.7344115075503759 400 0.012780828555945102 0.02256014342544023 0.0416439350857866 0.025719569482384595 400 0.11656162320577884 0.15067448433241595 0.21081136887559945 0.1578423051113009 400 0.3940907516459466 0.45018347929992764 0.5230745381936387 0.45582092482299785 400 0.669903351195225 0.7207791397968842 0.7866715311365536 0.7245171354178033 400 0.06856908740434238 0.1011358195210721 0.12883521299310802 0.10015703404234326 400 11.0 13.0 13.0 12.4025
376 fresh-en-2 14 15 Q 16 full_attention 200 0 200 0.7049972745124251 0.8899055793881416 1.1669517185539007 0.9203884942614241 200 0.1240799032151699 0.1511080414056778 0.186514076590538 0.1534906815737486 200 9.503825882184657 11.174141047488817 12.702964606742553 11.119277171337721 200 0.593989117636541 0.6983838154680511 0.7939352879214095 0.6949548232086076 200 0.017303233253231038 0.02879216623273185 0.04556924952720596 0.03038624733290586 200 0.1349017368789534 0.16770862522174174 0.21542470858880955 0.17112763128678515 200 0.43059907741352055 0.47592402079533874 0.5434344902613643 0.4803329820455383 200 0.6934577041475769 0.7381528979159269 0.7885428321222366 0.7401341938504029 200 0.061372071255080755 0.08446531177219777 0.11785570645136519 0.08705442820343615 200 11.0 12.0 13.0 12.055
377 fresh-en-2 14 15 K 16 full_attention 200 0 200 0.45457539928611373 0.6414374079322442 0.8653815173543988 0.6461106917937286 200 0.07908274456858636 0.12040147557854652 0.22711606472730636 0.144260450899601 200 7.204369813443333 8.645827316830077 10.507961661652688 8.749846571517578 200 0.4502731133402083 0.5403642073018798 0.656747603853293 0.5468654107198486 200 0.03484372072810417 0.056709255645598214 0.08139181294403315 0.05838574212628363 200 0.15131892568507502 0.21290678939925223 0.27013355097804137 0.21577672181211788 200 0.5125191982669594 0.5870638359900611 0.6600453982861173 0.5871069600615655 200 0.7756898716995415 0.8133486899155924 0.8557175525727936 0.8165585936352225 200 0.03781294526171493 0.05061813563414566 0.07682514540786327 0.05352413251675745 200 10.0 11.0 12.0 10.68
378 fresh-en-2 14 15 V 16 full_attention 200 0 200 0.4376588855870069 0.5745079589542001 0.8202009979984722 0.5979214567807503 200 0.07054382637143135 0.11756329610943794 0.201433789730072 0.13071663424372673 200 6.993813354137333 9.502488411628033 11.173564591082418 9.307959857131271 200 0.4371133346335833 0.593905525726752 0.6983477869426511 0.5817474910707044 200 0.02879716657027992 0.045587345657064605 0.08585920150173122 0.05179412105106945 200 0.16116937969705944 0.19552122153860346 0.2935391270012225 0.21266438212015878 200 0.48055182039679933 0.5499934886925004 0.6207462725634811 0.5523162002499324 200 0.725393864829569 0.7791946311405197 0.8346104175327279 0.783780711555217 200 0.044673435958950854 0.06134272989925878 0.09588651958489398 0.06685632775907234 200 10.0 11.0 12.0 11.28
379 fresh-en-2 14 15 QKV 16 full_attention 200 0 200 0.6537230805493891 0.7794557483866811 0.911126397177577 0.7828541885322192 200 0.11116750985383987 0.12902627885341644 0.15805570930242538 0.13244120195508002 200 9.07384844548802 10.53057160834012 12.056999577608554 10.55645541397451 200 0.5671155278430012 0.6581607255212575 0.7535624736005346 0.6597784633734068 200 0.02180200952197641 0.03462583220526033 0.050887279333119116 0.03563068161830936 200 0.1369891791787797 0.16929981055153218 0.21023479356583566 0.17131985011908718 200 0.45246805026559067 0.511033573909291 0.5692540338094116 0.5111686588743951 200 0.7185958869888703 0.7621207160887895 0.8114361646969457 0.7644355925077724 200 0.053444759849850344 0.07224500930324185 0.10663638382072271 0.0755794682677014 200 11.0 12.0 13.0 11.7
380 fresh-en-2 14 15 JS 16 full_attention 200 0 200 0.014904379848849203 0.026413629350372503 0.0540445632568435 0.03173870663458047 200 0.004110403498634696 0.0087392907589674 0.019521798379719256 0.011973647387931123 200 2.861618878531048 5.263653175745896 7.449828850302678 5.275311005872961 200 0.1788511799081905 0.3289783234841185 0.4656143031439174 0.32970693786706007 200 0.07651338448512326 0.13598132604987107 0.3060867089903157 0.16751286446273184 200 0.2222518855844168 0.3230173395912448 0.528403858435191 0.3538174925693752 200 0.63932631152739 0.7556958862192491 0.8842163670081871 0.7586556977394497 200 0.8747839717769333 0.9299194141226115 0.9748954353768851 0.9263114769021038 200 0.0043998137459033675 0.013607161124437913 0.029801979308480706 0.016334177442489106 200 5.0 7.0 9.0 7.1
381 fresh-en-2 14 15 sqrtJS 16 full_attention 200 0 200 0.38702396722510457 0.506677265977487 0.707418407453224 0.5327011090918677 200 0.06411192044615746 0.09348417446017265 0.13972039222717286 0.10226278582587839 200 7.170381058306093 10.101540135856517 12.000093265242583 9.853055460709545 200 0.4481488161441308 0.6313462584910323 0.7500058290776614 0.6158159662943465 200 0.022221571063954997 0.038928103948196784 0.08209690865050921 0.046867267852027876 200 0.13829966249706946 0.1801738810065037 0.2613564666782947 0.19297507424713756 200 0.45189410439643896 0.5258846711689636 0.6351730220499668 0.5368699061987069 200 0.727661096728591 0.783550899996448 0.8467842429308771 0.7843328184845805 200 0.04680053111145946 0.07342024934251046 0.09930788474187263 0.07250668411934788 200 10.0 12.0 12.099999999999994 11.415
382 fresh-en-2 15 16 Q 8 linear_attention 400 0 400 0.2320575937628746 0.5322947492823005 0.9188685007393361 0.559514098247746 400 0.0472423680126667 0.11171611398458481 0.2524071633815766 0.13249188045505433 400 6.092628934655876 6.9917212111703595 7.5293326445809345 6.8600262858100844 400 0.7615786168319845 0.8739651513962949 0.9411665805726168 0.8575032857262606 400 0.00893016740475101 0.020601516766076564 0.044723156428977937 0.025025582764470027 400 0.17497371085421026 0.21793800585465006 0.2865698437033712 0.2267381196699099 400 0.331596422282716 0.38473894855222435 0.4587044440794619 0.39070012922871017 400 0.6003033099244138 0.6480833171909904 0.6998345051171003 0.6499021649704855 400 0.1194707958933655 0.14829763454647954 0.17762547775044726 0.14859746028409979 400 7.0 7.0 7.0 6.9825
383 fresh-en-2 15 16 K 8 linear_attention 400 0 400 0.34262026101350784 0.4971428979188204 0.7807130020111799 0.5310543482680805 400 0.06791906505823135 0.09871680662035942 0.17410916537046434 0.11112485434859991 400 6.518257990587267 7.143171478334613 7.50875932857435 7.062172275708563 400 0.8147822488234083 0.8928964347918267 0.9385949160717938 0.8827715344635704 400 0.009346055173906798 0.017135851433285092 0.03247454087671984 0.019491178117720123 400 0.17530283539612135 0.20274180443933637 0.24309324932461412 0.2063879982120222 400 0.33364534112453303 0.3716677462837455 0.4277645887028576 0.377350375956223 400 0.6017706266195831 0.6417687834736032 0.6821793213838873 0.6431848589515745 400 0.12444789018833036 0.15167583006297886 0.17584070087276774 0.15103809420178305 400 7.0 7.0 7.0 6.9925
384 fresh-en-2 15 16 V 8 linear_attention 400 0 400 0.32602587770670655 0.4621168877929449 0.7086701847612858 0.49040348157519476 400 0.06605661436915397 0.09446703270077705 0.16306437849998476 0.10618776489049196 400 6.263861332508568 6.992001949390662 7.47726908207445 6.907336182267288 400 0.782982666563571 0.8740002436738328 0.9346586352593063 0.863417022783411 400 0.009987057034498651 0.020594920497567996 0.03959538698888185 0.0234216272444666 400 0.17644309316809192 0.21015049973555658 0.2636617949382394 0.2158625973810412 400 0.33610390574607335 0.3806103899526042 0.4435405500634746 0.3867185703502098 400 0.607336420564203 0.6523536741265021 0.7024837519510545 0.6543994685092415 400 0.10984429635563063 0.1420636937652275 0.17200168756686693 0.14167503409984736 400 7.0 7.0 7.0 6.965
385 fresh-en-2 15 16 QKV 8 linear_attention 400 0 400 0.37200659178197387 0.5081001911312342 0.7878896970301866 0.5486908619687892 400 0.0702376864850521 0.10316241160035133 0.18526293486356737 0.11697604967281222 400 6.563621919816764 7.1215012116356835 7.511731622909114 7.080342978912206 400 0.8204527399770954 0.8901876514544604 0.9389664528636392 0.8850428723640258 400 0.009285830694326213 0.017622664738356546 0.031262753237405336 0.018961252042295266 400 0.1760623462927111 0.20970139901764695 0.24491636633738073 0.20956979455483943 400 0.3360903035758347 0.3763538170686719 0.4228447583942967 0.3765759853725727 400 0.6017050275108086 0.6392522680250385 0.6790912422993212 0.6395308363905688 400 0.12947080538561662 0.15434068220642166 0.17772254938263024 0.15408179181000842 400 7.0 7.0 7.0 7.0
386 fresh-en-2 16 17 Q 16 linear_attention 400 0 400 0.1085345599334687 0.3044695033458993 0.5816921635996553 0.3317287538452365 400 0.01683701928704977 0.049399444833397865 0.11030996143817902 0.058014235245063904 400 9.229399787565718 11.886896362316751 13.234198517401213 11.516750571159532 400 0.5768374867228574 0.7429310226447969 0.8271374073375758 0.7197969106974708 400 0.013932597831426786 0.023068006376980647 0.04890615759698003 0.028173328629623212 400 0.12057433153286591 0.15549514767286884 0.23648735264615434 0.16957008243780244 400 0.403095806095696 0.45259752386454255 0.5251389796537858 0.4608624075511165 400 0.6753789030552525 0.7160758468890634 0.7680216261011761 0.7186141916510397 400 0.07696109625121009 0.10065438455511688 0.1241151191308039 0.10036718667623962 400 12.0 13.0 13.0 12.4725
387 fresh-en-2 16 17 K 16 linear_attention 400 0 400 0.33116912653204056 0.46913142944686115 0.6506060735322535 0.4812123993656132 400 0.04388701356947422 0.0646263025701046 0.09916348606348042 0.0697169864596799 400 10.87705579406867 12.457501568607814 13.464126368375455 12.270798161065265 400 0.6798159871292919 0.7785938480379884 0.8415078980234659 0.7669248850665791 400 0.012556199623217088 0.018957782145829757 0.031399088282413314 0.02108005474020307 400 0.1145285039390494 0.13915957265075468 0.17745788813584668 0.14421377076112074 400 0.3928316145957058 0.4363479765460262 0.490318864802938 0.44091555492957424 400 0.6700197563849883 0.7034869357897249 0.7515198644850047 0.7073033561722883 400 0.08374345367302802 0.10508455141487005 0.12361803168150694 0.10423911605414356 400 12.0 13.0 13.0 12.585
388 fresh-en-2 16 17 V 16 linear_attention 400 0 400 0.28255533720366655 0.423395493067801 0.6171590889338404 0.4434045745941694 400 0.03979641795158386 0.06506848335266113 0.10764199793338779 0.07013003543019294 400 10.09951054613533 11.958473006345713 13.328806294171443 11.820632508603271 400 0.6312194091334581 0.7474045628966071 0.8330503933857152 0.7387895317877045 400 0.013360505256380906 0.022530927727687042 0.03894903736665824 0.02482202165340298 400 0.11826739633807055 0.14877456166822284 0.20391101382022597 0.15686592937223254 400 0.39400684420372545 0.45158922151833314 0.513464475044495 0.4533322668834755 400 0.6707049864585859 0.7164318789297386 0.7706257095443808 0.7183819383351073 400 0.07070406254588904 0.0964823347720808 0.12163351131454482 0.0971764623563012 400 12.0 12.0 13.0 12.345
389 fresh-en-2 16 17 QKV 16 linear_attention 400 0 400 0.32350265779532494 0.42999072023667395 0.5844419991131872 0.4470250720006879 400 0.04192870482802391 0.062201663851737976 0.094621791690588 0.06564131278079004 400 11.124814148890323 12.440573657442897 13.514234330125452 12.349607539070137 400 0.6953008843056452 0.7775358535901811 0.8446396456328408 0.7718504711918835 400 0.012262465718847473 0.019074341063877013 0.02921511806282596 0.02036726513200726 400 0.1145015379225922 0.14024794291861875 0.18191238830038425 0.14600216013468897 400 0.3919264023828508 0.4331876597144522 0.47996719785151387 0.43598256306971395 400 0.6669100879930713 0.6986729381404595 0.7363915671355837 0.701304738617103 400 0.08882192647304224 0.10731304228675474 0.12782467412950016 0.10747044825949968 400 12.0 13.0 13.0 12.6875
390 fresh-en-2 17 18 Q 16 linear_attention 400 0 400 0.13763023200444877 0.3529496125411242 0.5568669612053784 0.35054396654159065 400 0.030687961168587206 0.0800715796649456 0.13235853016376498 0.08292097771074623 400 6.658014901675 9.243927936934593 11.321158567131214 9.065815690553787 400 0.4161259313546875 0.5777454960584121 0.7075724104457009 0.5666134806596117 400 0.027552196919900872 0.04872440847686482 0.09354124706469702 0.05642254382577788 400 0.17142501418176423 0.22711146033201887 0.3262057494171524 0.2415134645887589 400 0.4663069913505754 0.5318772971829004 0.613014221545787 0.536602171746518 400 0.7105110959780384 0.7602443471740941 0.8198411769674526 0.7629732328056466 400 0.05998198612638311 0.0889009804126683 0.11650302900768214 0.08845847442436043 400 11.0 12.0 13.0 12.0125
391 fresh-en-2 17 18 K 16 linear_attention 400 0 400 0.19883154276758433 0.2954140636138618 0.40346070094965397 0.29965475216333287 400 0.04514831975102425 0.0642731711268425 0.09372542873024942 0.06783392469864338 400 7.906841109318626 9.591328927092752 11.05916798171566 9.513039838876228 400 0.49417756933241413 0.599458057943297 0.6911979988572288 0.5945649899297643 400 0.029784235439758857 0.044544895554277306 0.06823767220344004 0.047517636753710076 400 0.18330129880890875 0.22452382334950755 0.2783122954801211 0.2281208903763998 400 0.46882541920942256 0.5182381573417467 0.5724095001831397 0.519114885578425 400 0.7086208819167649 0.7491074952133822 0.7917617115412752 0.7491364760497023 400 0.07306811501924196 0.09330699933777993 0.11448166563062899 0.0936800138964556 400 12.0 12.0 13.0 12.2525
392 fresh-en-2 17 18 V 16 linear_attention 400 0 400 0.28444457799196243 0.3630967023782432 0.45597007940523326 0.3637144808400626 400 0.0793171465396881 0.1099793016910553 0.14340544492006302 0.11055116172879935 400 5.449002454264216 7.169715087298332 9.159322458861219 7.292064867678073 400 0.3405626533915135 0.44810719295614576 0.5724576536788262 0.4557540542298796 400 0.04979031588999661 0.08210726814932501 0.12908788777952088 0.08534510477266291 400 0.2275076766560479 0.304358772877504 0.3852397863253127 0.30553109295196634 400 0.5202239070530834 0.5809983232691766 0.6408350362306928 0.5804667233276897 400 0.7446693264412652 0.7903827221443913 0.8341884896091187 0.7887792027778626 400 0.05523496896452342 0.07734455379774244 0.1007349571650742 0.077462259151827 400 11.0 12.0 13.0 11.6325
393 fresh-en-2 17 18 QKV 16 linear_attention 400 0 400 0.2726540342206135 0.3497917263302952 0.4507372446823866 0.35851804855599767 400 0.06908265724778176 0.09028414636850357 0.11531217396259309 0.0914928696397692 400 6.99736486634175 8.626527176708391 10.199950754906038 8.621321676547014 400 0.43733530414635935 0.5391579485442745 0.6374969221816273 0.5388326047841884 400 0.037909002368310844 0.05698295606792783 0.08577167323521356 0.05969194416241507 400 0.20867346104384704 0.25352088080773016 0.318953709083286 0.2581033836577386 400 0.4847197183754404 0.5421503847934435 0.596555002856954 0.5405944285523794 400 0.7239841826850536 0.7607130600760493 0.8091307269586864 0.7625232584955556 400 0.06783719863765901 0.08910564246661917 0.10996562019324782 0.08922603927521826 400 11.0 12.0 13.0 12.08
394 fresh-en-2 18 19 Q 16 full_attention 200 0 200 0.42757751084864143 0.5230707763694227 0.623913636431098 0.523064110004343 200 0.05711409337818623 0.07461196184158325 0.09367594867944717 0.07470580890774726 200 11.466939779549499 12.33142999800727 13.481048622419559 12.43487338785972 200 0.7166837362218437 0.7707143748754544 0.8425655389012224 0.7771795867412326 200 0.012456870719173582 0.019833247767654966 0.02635437368042571 0.019425617263753484 200 0.11472723122608172 0.14210603154735793 0.17203850183889974 0.1431110726478567 200 0.39747848194073016 0.4376963473520394 0.4673599444431738 0.4334353424413451 200 0.6624763710759516 0.7010310731547114 0.7276196839336242 0.698137449359788 200 0.08707615862431772 0.10363501618374782 0.13017170704975234 0.10571968263476972 200 12.0 13.0 13.0 12.61
395 fresh-en-2 18 19 K 16 full_attention 200 0 200 0.20267673855414617 0.26819515600800514 0.38065635652746993 0.2836863338272087 200 0.030279337987303735 0.04774639382958412 0.07978882864117622 0.05156202740967274 200 6.9299383809995305 11.589019573828669 12.560871745914906 10.804585159062722 200 0.43312114881247066 0.7243137233642918 0.7850544841196816 0.6752865724414201 200 0.0182534377753106 0.025375051020589817 0.08725504007676868 0.03835028287723017 200 0.12665546188124854 0.15545078681979718 0.32251684503747546 0.18796522027918108 200 0.42949668474000813 0.4730632412117409 0.5794746658855122 0.48465156572000195 200 0.6993039538116211 0.734882659380923 0.7727455707432611 0.7347246414117103 200 0.0715860178744928 0.09003949689377036 0.1137184324089872 0.09046827534980585 200 12.0 12.0 13.0 12.2
396 fresh-en-2 18 19 V 16 full_attention 200 0 200 0.20082818543305622 0.29495606874115765 0.6489377400837838 0.34538337372941896 200 0.030973949842154982 0.04259492643177509 0.08486507013440128 0.04948415517807007 200 11.270526070956597 12.5153241698754 13.15626103425461 12.304607497077141 200 0.7044078794347873 0.7822077606172125 0.8222663146409132 0.7690379685673213 200 0.01441057002181766 0.01856220547063987 0.027984429958809228 0.02051271267254148 200 0.11948379833520846 0.1426770442590663 0.18009878482584504 0.14739157076583984 200 0.40052369223218276 0.4364863712970779 0.49386150582910465 0.44035768244442025 200 0.6644330382050988 0.6972576949266994 0.7391482885838664 0.6989389518054057 200 0.08870273412087466 0.10777155010632213 0.13419630339558541 0.11004420455784586 200 12.0 13.0 13.0 12.72
397 fresh-en-2 18 19 QKV 16 full_attention 200 0 200 0.3187912561465055 0.3973900239216164 0.5418821140192449 0.4125086717179511 200 0.04147509410977364 0.05560419522225857 0.07609003633260726 0.05739068113267422 200 11.783751877479908 12.551006713767334 13.390163316749993 12.594410992552143 200 0.7364844923424942 0.7844379196104584 0.8368852072968745 0.787150687034509 200 0.012993802096629491 0.018319966636286975 0.023853459206771628 0.018279396113407467 200 0.1188703471968148 0.1370972023157161 0.16924785426310193 0.1398349652228136 200 0.3940755289456063 0.429976479939846 0.4579784135669662 0.425522191419923 200 0.6661560316585446 0.6937954723285793 0.7228878057773872 0.6928534788094453 200 0.08730105550587129 0.10398373882169466 0.1271444609130742 0.10548742279737996 200 12.0 13.0 13.0 12.61
398 fresh-en-2 18 19 JS 16 full_attention 200 0 200 0.008706798572291063 0.015453939310873466 0.03442741068347459 0.01911709053846181 200 0.0037327888188883667 0.009708748199045658 0.0266639232635498 0.012770538186305202 200 1.5059478175314827 2.3283594286352995 4.116339641849155 2.6889541231606904 200 0.09412173859571767 0.14552246428970622 0.2572712276155722 0.16805963269754315 200 0.19252173614791507 0.3914527550231741 0.6416584119354828 0.3951190433640895 200 0.3956409484070341 0.6260428077448426 0.8054351139186814 0.6035878985229525 200 0.7962501512945249 0.8953137420203126 0.9632413753752798 0.8845474427626331 200 0.9318388328149693 0.9669840990752945 0.9886394396485646 0.9622941005012189 200 0.0023902814363606756 0.0070997641679930515 0.015701510673880717 0.00834999646838886 200 2.0 5.0 7.0 4.69
399 fresh-en-2 18 19 sqrtJS 16 full_attention 200 0 200 0.2726464945706539 0.3351541784359142 0.4111551860230975 0.33943474419385894 200 0.06109372414648533 0.09853297099471092 0.16328971683979032 0.10558945152908564 200 4.581190917138312 6.8349791647576525 9.555185215208226 7.015182438322473 200 0.2863244323211445 0.4271861977973533 0.5971990759505141 0.43844890239515455 200 0.04496617828490613 0.08939369954827804 0.16617676051723185 0.09804455836945618 200 0.2054372444484531 0.3007280504621388 0.42127846114557815 0.30452780939168195 200 0.5441094234248772 0.6236289718739731 0.7210506092576822 0.624288171046703 200 0.7732819012082369 0.8172121234100993 0.8676815183336485 0.8195356628470304 200 0.04113805877573698 0.05931367226440325 0.0796330337137415 0.060107127351147156 200 10.0 11.0 12.0 10.84
400 fresh-en-2 19 20 Q 8 linear_attention 400 0 400 0.19636926748789849 0.3737413245253265 0.7455098735168579 0.4317249461938627 400 0.0561393216252327 0.11652319878339767 0.2691425144672395 0.14500154570676385 400 3.781425561090029 5.3601973546721355 6.5043925661095265 5.285367241796815 400 0.47267819513625364 0.6700246693340169 0.8130490707636908 0.6606709052246019 400 0.032848339172776526 0.07035480165704709 0.15937204783001485 0.082338023266222 400 0.23558289767644666 0.3080199574311538 0.43976827110062566 0.32248501975995725 400 0.41137546752474796 0.49757233928735234 0.6189178983533311 0.507225095286354 400 0.6986783501620449 0.7781729574854495 0.8393759392324694 0.7729004649541511 400 0.04611218775255068 0.07977457802361287 0.12533499807559303 0.08310780628550236 400 5.0 6.0 7.0 6.1575
401 fresh-en-2 19 20 K 8 linear_attention 400 0 400 0.2715590732172132 0.3915023892186582 0.5892058109864593 0.41847740480676293 400 0.06700540557503701 0.13213234394788742 0.21548925787210468 0.13812848344445228 400 3.9644857074188375 5.237713909518571 6.379980753076168 5.185816127496865 400 0.4955607134273547 0.6547142386898214 0.797497594134521 0.6482270159371081 400 0.036274632940844334 0.07534056217791668 0.14541673298290295 0.0849890932502861 400 0.2211288538878345 0.31495851303457045 0.43831249732726235 0.32375402667934283 400 0.41497044143403233 0.5085400588304572 0.603827091783469 0.5096543621422766 400 0.7146781850739098 0.793135609397762 0.8452458740866686 0.7871139775394203 400 0.052284735010082274 0.07615704305699926 0.11636898154706803 0.08089804937152166 400 5.0 6.0 7.0 6.08
402 fresh-en-2 19 20 V 8 linear_attention 400 0 400 0.2860807956662029 0.3882336001843214 0.5453923731110991 0.4017216757388087 400 0.07818588316440582 0.11009020358324051 0.1486593157052994 0.11164668465964496 400 4.679217592501005 5.462776386624757 6.442537551489562 5.508469296504302 400 0.5849021990626256 0.6828470483280946 0.8053171939361953 0.6885586620630377 400 0.03453524964039636 0.06635097192331006 0.10138396037154597 0.0677175304641024 400 0.2205279695088007 0.27653192198698834 0.35001018067429557 0.2832949663385313 400 0.4159615513000868 0.49343059615356283 0.564648585632793 0.4910596547834028 400 0.7143338810062791 0.7825154308458101 0.8369935778249042 0.7766638077569504 400 0.053039416667978005 0.07703381392118297 0.11406830664335589 0.08069623203013988 400 6.0 6.0 7.0 6.145
403 fresh-en-2 19 20 QKV 8 linear_attention 400 0 400 0.31194027569144966 0.42065423633903265 0.5931314354762435 0.44246456083026714 400 0.08693632557988167 0.12472729757428169 0.2035938858985901 0.13940269940532743 400 4.334423673019394 5.407631796753555 6.391932861852066 5.379497786397486 400 0.5418029591274243 0.6759539745941944 0.7989916077315082 0.6724372232996858 400 0.03593967170483023 0.06848439796484443 0.12081438677746437 0.07498650116350601 400 0.2384753246246652 0.3019447968162412 0.39957510590191697 0.30958533981383385 400 0.4246707545636565 0.4912165863537561 0.5835972253436295 0.5000045410854458 400 0.7149501127286828 0.7797110573051228 0.8321428663735164 0.7773511702333551 400 0.053740398757915045 0.07950203808466441 0.11619507676837203 0.08234057986134341 400 6.0 6.0 7.0 6.1775
404 fresh-en-2 20 21 Q 16 linear_attention 400 0 400 0.0944188019959256 0.1680199622642249 0.46999255025293685 0.22138458650631945 400 0.014066648390144109 0.025365962646901608 0.07215343192219735 0.03527150228386745 400 9.94542153212465 12.332537448822226 13.834321524744075 12.054440117128793 400 0.6215888457577906 0.7707835905513891 0.8646450952965047 0.7534025073205496 400 0.01043627378188883 0.01982540165800768 0.04058536642190044 0.023772514248491125 400 0.11415238065793695 0.1449168858870434 0.20887553905260986 0.15565118911152287 400 0.3784897791639427 0.43984841018365184 0.520770652627754 0.4469525918593737 400 0.6491178740153054 0.6989797713652504 0.7700941628948379 0.7045989875848571 400 0.08196609391826343 0.11121721888997373 0.135585486809666 0.11011050524863669 400 12.0 13.0 13.0 12.6825
405 fresh-en-2 20 21 K 16 linear_attention 400 0 400 0.1553449919214472 0.3284362788544968 0.46580453640781344 0.3255010169596062 400 0.019309617951512335 0.04998108930885792 0.07802436202764514 0.051652491395361724 400 10.112869596649878 12.140647900375713 13.555393678617923 12.014119017021844 400 0.6320543497906174 0.7587904937734821 0.8472121049136202 0.7508824385638653 400 0.012022797635518475 0.02119245906767083 0.03880949552275217 0.023374987505603538 400 0.11746402116903758 0.14708840406711504 0.1997164962097928 0.1538883251724416 400 0.3946804893592625 0.4507209224256568 0.5191507282247122 0.45227312175362405 400 0.6591835646087836 0.7053762308186753 0.7572995643437069 0.706362779427598 400 0.08826001029498089 0.10980113125194035 0.12963658655305632 0.10953078095266065 400 12.0 13.0 13.0 12.7125
406 fresh-en-2 20 21 V 16 linear_attention 400 0 400 0.24610960150603206 0.33345380052924156 0.4636389989871532 0.34665939436585175 400 0.036685409024357796 0.05327794328331947 0.07877509221434596 0.0563099325960502 400 9.650735735217621 11.961758330819446 13.591701403209575 11.774095242182323 400 0.6031709834511013 0.7476098956762154 0.8494813377005984 0.7358809526363952 400 0.011812593219218053 0.022506431471185556 0.04386037725062987 0.02540942495557738 400 0.11711459138056532 0.15849506971870725 0.22093748543810188 0.16407553907762198 400 0.39415425732103515 0.45199717380316057 0.5252389259368915 0.4552764471878465 400 0.6606170728395946 0.7035443625468585 0.7654001386290459 0.7079187180077756 400 0.08322719339825481 0.11206296650910452 0.1340001316373146 0.10957291798143194 400 12.0 13.0 13.0 12.6925
407 fresh-en-2 20 21 QKV 16 linear_attention 400 0 400 0.2192056284286082 0.3048442618455738 0.43132772911340006 0.3180543637496885 400 0.031235205940902233 0.04505884647369385 0.0744130350649357 0.04928936725482345 400 10.54853366147434 12.336939471102387 13.434625556564349 12.12591724181429 400 0.6592833538421462 0.7710587169438992 0.8396640972852718 0.7578698276133932 400 0.012730165462966956 0.019794543040218077 0.034453411946210745 0.022181090789244334 400 0.1196964550855682 0.147663426437664 0.19485974580928841 0.153904185983046 400 0.3977922079599433 0.44243689923627283 0.5042185415706971 0.4464144991842383 400 0.659661631623256 0.6982276061626742 0.7470673451632667 0.701594577851577 400 0.09097804809875128 0.11217887654075043 0.1320368256478356 0.11200223589373332 400 12.0 13.0 13.0 12.7825
408 fresh-en-2 21 22 Q 16 linear_attention 400 0 400 0.07465632332023234 0.1763467611745 0.3216036592843012 0.1842719748154923 400 0.00944373616948724 0.02016234863549471 0.04492337629199029 0.02447875889018178 400 11.489974358685906 13.529115638552211 14.41965328360699 13.176239360514693 400 0.7181233974178691 0.8455697274095132 0.9012283302254369 0.8235149600321683 400 0.007306449433027784 0.012175655442994992 0.026167930132232127 0.015299707206320883 400 0.09850261001602743 0.11986406603030042 0.16879798242503982 0.1288752609688239 400 0.3564816515023045 0.3966787826978869 0.4716702216214862 0.407213556426683 400 0.6328487142250238 0.668187681932958 0.7269915450220852 0.6743946039483469 400 0.09442408962594716 0.1262257020568354 0.15097898995177586 0.12492133267363645 400 12.0 13.0 14.0 13.04
409 fresh-en-2 21 22 K 16 linear_attention 400 0 400 0.08607032083673402 0.23734343308024108 0.3494748550467193 0.23013745411095443 400 0.009764208178967237 0.02878650091588497 0.044984512403607374 0.028351587974466384 400 12.306782893026407 13.69663516776928 14.384490019313473 13.50020783840073 400 0.7691739308141504 0.85603969798558 0.8990306262070921 0.8437629899000456 400 0.007487278337847642 0.011211372182066085 0.020006431855014405 0.012703791839631391 400 0.09973423736048238 0.11633916168143431 0.1514512248690472 0.12222266447256452 400 0.35975750019190544 0.39224237876476253 0.44387400091772616 0.3964694375989395 400 0.6342348600367494 0.6641490677655085 0.702789232772759 0.666704540574569 400 0.10663006013771607 0.13163995043804105 0.15472944548814763 0.1312462945499237 400 13.0 13.0 14.0 13.215
410 fresh-en-2 21 22 V 16 linear_attention 400 0 400 0.15097150593064726 0.2187712574377656 0.33062250157818207 0.23200085987729835 400 0.017389082722365858 0.026713361032307148 0.044422946870327 0.02900975369149819 400 12.123516251089276 13.443493024263015 14.24772073244708 13.28422429438394 400 0.7577197656930797 0.8402183140164384 0.8904825457779425 0.8302640183989962 400 0.008199111451688336 0.012677791288831078 0.021316724204018932 0.01402975999582461 400 0.10064683133587765 0.11903770139027724 0.15727264642600053 0.12513866998148138 400 0.36375490990386006 0.3964178184364736 0.44596621778918694 0.4018450259454208 400 0.6404647585238622 0.6741458008304297 0.7094336916910313 0.6748553358775312 400 0.09421735261008773 0.12281289406550458 0.1455637953736346 0.12207746365194243 400 12.0 13.0 14.0 12.9775
411 fresh-en-2 21 22 QKV 16 linear_attention 400 0 400 0.1377473527798429 0.22763161081820726 0.32312043346464636 0.22664083327341358 400 0.015442042518407107 0.025853493250906467 0.04127332791686058 0.027464078390039504 400 12.578656784241392 13.779425358663643 14.399339272468593 13.571881802743754 400 0.786166049015087 0.8612140849164777 0.8999587045292871 0.8482426126714846 400 0.007410816896254725 0.010743431989218625 0.01813311245291724 0.012353065752644533 400 0.0991115348925056 0.11310238370270181 0.14767937554256752 0.11974534817076432 400 0.3574570285066608 0.38745698551623375 0.434436467421694 0.3931747333994167 400 0.6314371797980757 0.6616147261190861 0.7001875144950055 0.6635699854491495 400 0.10619212825382134 0.1306143631814062 0.15330991255189336 0.13017780839078574 400 13.0 13.0 14.0 13.195
412 fresh-en-2 22 23 Q 16 full_attention 200 0 200 0.4077480868436396 0.5050136065110564 0.6341044765431434 0.5159503794205375 200 0.0643241509795189 0.09346378222107887 0.14473298937082288 0.10397742537781596 200 8.361438404634018 10.518244704039269 12.30221077821351 10.401023852394692 200 0.5225899002896262 0.6573902940024543 0.7688881736383444 0.6500639907746683 200 0.020038711503719456 0.034744588510674135 0.06090474549722623 0.038727804176916285 200 0.14226534576937322 0.18904798433998926 0.26578619389687175 0.19816989772034468 200 0.43839015202788456 0.4945601244139046 0.5553302326674202 0.4969300791234712 200 0.7050979452291856 0.7439753273532166 0.7826048305770043 0.7433319831584491 200 0.07203942007137484 0.09260553752437467 0.11093091531183412 0.09204702738079593 200 11.0 12.0 13.0 12.275
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414 fresh-en-2 22 23 V 16 full_attention 200 0 200 0.23842049092054368 0.31944643915630877 0.5010916820261624 0.33829028678825124 200 0.04843153841793537 0.10620660334825516 0.23915957659482945 0.12683624900877477 200 3.3867849355124995 6.319961977706251 9.887261323639493 6.481598718751385 200 0.21167405846953122 0.3949976236066407 0.6179538327274683 0.40509991992196154 200 0.04121874843574775 0.10212129352471129 0.24833903577570068 0.1260952975866286 200 0.18909270740037554 0.3281606458752409 0.5219596541903744 0.34333320647224697 200 0.5287464002532282 0.6194831380739054 0.7541563252536652 0.6364672949888174 200 0.7859215117997448 0.8312104503023139 0.8866019380897033 0.8345750326931796 200 0.03668195491471114 0.052776126478365964 0.0787661586026387 0.05470767903080984 200 9.0 10.5 12.0 10.4
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sqrtJS,1.0,0.9999998807907104,1.0,1.0000001192092896
1 metric fraction_ranked_heads p10 median p90
2 Q 0.0 0.0 0.0 0.0
3 Q 0.01 0.01737431848049164 0.024207810163497927 0.040043223857879645
4 Q 0.02 0.03474863696098328 0.048415620326995853 0.08008644771575929
5 Q 0.03 0.05212295544147492 0.07262343049049377 0.12012967157363894
6 Q 0.04 0.06949727392196656 0.09683124065399171 0.16017289543151858
7 Q 0.05 0.08687159240245819 0.12103905081748964 0.20021611928939823
8 Q 0.06 0.10424591088294984 0.14524686098098755 0.24025934314727787
9 Q 0.07 0.1211215353012085 0.16653286457061767 0.2672112132310868
10 Q 0.08 0.13758879113197328 0.1866253399848938 0.2897918859720231
11 Q 0.09 0.15409120869636533 0.2066990005970001 0.31256913959980015
12 Q 0.1 0.1704423189163208 0.22684958279132844 0.33550719261169437
13 Q 0.11 0.18685218268632892 0.24672719120979308 0.3587276176214219
14 Q 0.12 0.20320073175430298 0.26654049336910246 0.3818341631889343
15 Q 0.13 0.2185632281303406 0.2842993640899658 0.4009770392179489
16 Q 0.14 0.23300261771678926 0.29968256413936617 0.4171214056015015
17 Q 0.15 0.24738164186477662 0.31521878242492674 0.4339162802696229
18 Q 0.16 0.2617198959589005 0.33065110981464385 0.4502217667102814
19 Q 0.17 0.27588961946964263 0.3461452317237854 0.4671484246253968
20 Q 0.18 0.28989240133762356 0.36176909863948825 0.48383628845214843
21 Q 0.19 0.3038723428249359 0.37690478861331944 0.49967317867279054
22 Q 0.2 0.31729141473770145 0.39086237251758577 0.5133090174198152
23 Q 0.21 0.3308429169654846 0.40473467111587524 0.5271751768589019
24 Q 0.22 0.34424016618728637 0.41847694337368013 0.5408917760848999
25 Q 0.23 0.35749383318424227 0.43224998950958254 0.5541337549686433
26 Q 0.24 0.3707662565708161 0.44598378241062164 0.5676164312362671
27 Q 0.25 0.3840065896511078 0.4597482681274414 0.5813789308071137
28 Q 0.26 0.3959834885597229 0.4717606556415558 0.59273619389534
29 Q 0.27 0.40793633854389194 0.4838629364967346 0.6042708117961885
30 Q 0.28 0.41990083503723147 0.4957883661985397 0.6155164992809296
31 Q 0.29 0.43169007074832916 0.5077187478542328 0.6270478644371033
32 Q 0.3 0.4436528295278549 0.5198427975177765 0.6385741269588471
33 Q 0.31 0.45551044392585754 0.5318721652030944 0.6500959353446962
34 Q 0.32 0.4669456263780594 0.54321497797966 0.6602133111953736
35 Q 0.33 0.4783005748987198 0.5542978835105896 0.6699534819126131
36 Q 0.34 0.489512093782425 0.5653712165355682 0.6796446554660798
37 Q 0.35000000000000003 0.5007768940925599 0.5764826774597168 0.6897173345088959
38 Q 0.36 0.5119028506278991 0.5876066887378693 0.6997994785308838
39 Q 0.37 0.5230448249578475 0.5987306010723115 0.7098377628326416
40 Q 0.38 0.5336348724365235 0.6092551350593567 0.7187074544429779
41 Q 0.39 0.5439174950122833 0.6192927420139313 0.7270798141956332
42 Q 0.4 0.5542610394954681 0.6291231215000153 0.7353755784034729
43 Q 0.41000000000000003 0.5646437027454376 0.6390299117565155 0.7439257018566132
44 Q 0.42 0.5748950352668762 0.6490671348571777 0.7523526072502136
45 Q 0.43 0.5851743149757386 0.6589171504974365 0.7608411180973053
46 Q 0.44 0.5953397953510284 0.6685371780395508 0.7689071040153503
47 Q 0.45 0.6051786983013153 0.677568256855011 0.7761169922351837
48 Q 0.46 0.6151465620994567 0.6867305719852448 0.7839144046306611
49 Q 0.47000000000000003 0.6249501769542695 0.6958632254600525 0.7911958630084992
50 Q 0.48 0.6349154961109161 0.7050456881523132 0.7986984915733337
51 Q 0.49 0.6446966435909272 0.714237357378006 0.8061714801788331
52 Q 0.5 0.6545684337615967 0.7233335077762604 0.813521409034729
53 Q 0.51 0.6634617981910705 0.7313682210445405 0.8198267560005188
54 Q 0.52 0.6725652790069581 0.7394421458244325 0.8261420361995697
55 Q 0.53 0.6815666716098786 0.7475150763988495 0.832404525756836
56 Q 0.54 0.6905837512016297 0.7556244969367982 0.8387663238048554
57 Q 0.55 0.6994967448711396 0.7637638449668884 0.8448444211483003
58 Q 0.56 0.7084609444141389 0.7719143807888031 0.851097755432129
59 Q 0.5700000000000001 0.7170961196422577 0.7795686781406403 0.8568183658123018
60 Q 0.58 0.7257474212646484 0.787055605649948 0.8623757457733154
61 Q 0.59 0.7343528516292571 0.7944879209995269 0.8678745765686036
62 Q 0.6 0.7428667426109313 0.8020348846912384 0.8736727249622345
63 Q 0.61 0.751394653558731 0.8095412027835845 0.8792897477149964
64 Q 0.62 0.7598428263664245 0.817003585100174 0.8849687988758088
65 Q 0.63 0.7679615499973298 0.8239835953712463 0.8901845357418061
66 Q 0.64 0.7756900873184204 0.8307234752178192 0.8947618057727814
67 Q 0.65 0.783534129858017 0.837240344285965 0.8993717551231385
68 Q 0.66 0.79137437748909 0.843800311088562 0.9040085859298707
69 Q 0.67 0.7991621415615082 0.8503664135932922 0.9089032695293426
70 Q 0.68 0.8068775184154511 0.8569483280181884 0.9138754611015321
71 Q 0.6900000000000001 0.81456493973732 0.8633548069000244 0.9184835515022278
72 Q 0.7000000000000001 0.8220234143733979 0.8694061756134034 0.9226034843921662
73 Q 0.71 0.8295537467002868 0.8754319489002227 0.9266780784130096
74 Q 0.72 0.8370579061508179 0.8815048468112945 0.930839075088501
75 Q 0.73 0.8444442536830902 0.8876474845409393 0.9349904763698579
76 Q 0.74 0.8517861280441283 0.8937022399902343 0.9392964746952057
77 Q 0.75 0.8590913534164428 0.8997131586074829 0.9435038268566132
78 Q 0.76 0.8657438101768494 0.9048986363410949 0.9468678944110871
79 Q 0.77 0.8724173781871796 0.910088735818863 0.9502578182220459
80 Q 0.78 0.8789712898731232 0.9152951538562775 0.953789341211319
81 Q 0.79 0.8854904797077179 0.9204946565628052 0.9572178978919983
82 Q 0.8 0.891982980966568 0.9256745159626008 0.9608542692661286
83 Q 0.81 0.8984787909984588 0.9308709681034089 0.9645308711528778
84 Q 0.8200000000000001 0.904705398797989 0.9356072580814362 0.9675366463661194
85 Q 0.8300000000000001 0.9108241984844209 0.9402387380599976 0.9703989825248719
86 Q 0.84 0.9170105950832367 0.9447744297981262 0.9733367812633514
87 Q 0.85 0.9230920946598052 0.9493771553039552 0.976245310306549
88 Q 0.86 0.9291698956489562 0.9540431928634643 0.9791290521621705
89 Q 0.87 0.9352708640098572 0.9585881996154785 0.9820211317539215
90 Q 0.88 0.9408319525718689 0.9626672923564912 0.9843749580383301
91 Q 0.89 0.9459624199867249 0.9662620210647583 0.9860894491672516
92 Q 0.9 0.9510724818706513 0.96986643075943 0.9878358781337738
93 Q 0.91 0.9562040007114411 0.9734911298751832 0.9896683590412141
94 Q 0.92 0.9613230566978455 0.9771507596969604 0.9915475554466248
95 Q 0.93 0.9663616073131561 0.9807081019878388 0.9934325048923492
96 Q 0.9400000000000001 0.9713375053405762 0.9840153193473815 0.9950843453407288
97 Q 0.9500000000000001 0.9761145877838135 0.9866794228553772 0.9959036231040955
98 Q 0.96 0.9808916702270508 0.9893435263633727 0.9967229008674622
99 Q 0.97 0.9856687526702881 0.9920076298713685 0.9975421786308288
100 Q 0.98 0.9904458351135254 0.994671733379364 0.9983614563941956
101 Q 0.99 0.9952229175567627 0.9973358368873596 0.999180781364441
102 Q 1.0 0.9999998807907104 1.0 1.0000001192092896
103 K 0.0 0.0 0.0 0.0
104 K 0.01 0.01654582941532135 0.023448383808135985 0.039481280565261845
105 K 0.02 0.0330916588306427 0.04689676761627197 0.07896256113052369
106 K 0.03 0.04963748824596405 0.07034515142440795 0.11844384169578552
107 K 0.04 0.0661833176612854 0.09379353523254394 0.15792512226104738
108 K 0.05 0.08272914707660675 0.11724191904067993 0.19740640282630922
109 K 0.06 0.0992749764919281 0.1406903028488159 0.23688768339157104
110 K 0.07 0.1154492797255516 0.16131282150745394 0.2636175501346588
111 K 0.08 0.13137356448173523 0.1809262776374817 0.28626059031486517
112 K 0.09 0.14729287779331207 0.2005068141222 0.30902923345565797
113 K 0.1 0.1631060603260994 0.21992731988430025 0.3321889847517014
114 K 0.11 0.17888272017240525 0.2393816989660263 0.35505529940128333
115 K 0.12 0.19464654493331907 0.25845629155635835 0.378376546382904
116 K 0.13 0.20965741169452667 0.27578357636928563 0.3976377201080322
117 K 0.14 0.22374130892753605 0.2914238291978836 0.41461005926132205
118 K 0.15 0.23782149672508238 0.3068800508975983 0.43140474140644075
119 K 0.16 0.25175367575883867 0.3223154044151306 0.44771281838417054
120 K 0.17 0.26563248360157016 0.3378386235237122 0.4644449923038483
121 K 0.18 0.2796056665182114 0.3530931955575943 0.4817081689834596
122 K 0.19 0.2932958579063416 0.3681097024679184 0.49799002408981324
123 K 0.2 0.3067180436849594 0.38210111260414126 0.5115388381481173
124 K 0.21 0.3199918949604035 0.39623517155647275 0.5249912676811218
125 K 0.22 0.3333051850795746 0.4102067911624908 0.5387681150436401
126 K 0.23 0.34653794288635253 0.42409759104251865 0.5528232893943786
127 K 0.24 0.35974573945999144 0.4380839931964874 0.5664957237243653
128 K 0.25 0.37291785776615144 0.4519532322883606 0.5801074922084809
129 K 0.26 0.384872496008873 0.4642051994800568 0.5911368012428284
130 K 0.27 0.39681819951534275 0.47636784374713903 0.6021544194221496
131 K 0.28 0.40870070672035225 0.4885217934846878 0.6135927557945252
132 K 0.29 0.4205945941209793 0.5005989354848861 0.6241933698654176
133 K 0.3 0.4325110739469528 0.5127486765384675 0.6355258464813233
134 K 0.31 0.4442179522514343 0.5247822642326355 0.6468103218078614
135 K 0.32 0.45583432936668394 0.5362907946109772 0.6569152936935425
136 K 0.33 0.4673587625026703 0.5474274563789367 0.6670719122886658
137 K 0.34 0.47873131132125857 0.5587722098827362 0.6774317479133606
138 K 0.35000000000000003 0.49004184484481816 0.5698711425065994 0.6873960781097412
139 K 0.36 0.5014507284164428 0.5810222160816192 0.6975013160705567
140 K 0.37 0.5127376890182496 0.5921002018451691 0.7073392987251281
141 K 0.38 0.5235232629776001 0.6026276862621307 0.7162758450508119
142 K 0.39 0.5339364340305328 0.6124646723270416 0.7249888377189637
143 K 0.4 0.5444318759441377 0.6223917484283448 0.7333481669425964
144 K 0.41000000000000003 0.5548466427326203 0.6322715127468109 0.7420074286460877
145 K 0.42 0.5651789243221282 0.642231079339981 0.7505033988952636
146 K 0.43 0.5754836821556091 0.6520547556877136 0.7586206340789795
147 K 0.44 0.5857347345352173 0.6619505846500396 0.7667404103279115
148 K 0.45 0.595584272146225 0.6711941003799439 0.7740319669246674
149 K 0.46 0.6055839660167694 0.6804516804218292 0.7814083921909333
150 K 0.47000000000000003 0.6155420253276825 0.6897563314437867 0.788986647129059
151 K 0.48 0.6254948527812957 0.6990441572666168 0.7967307019233704
152 K 0.49 0.6354581391811371 0.7082551157474517 0.8044977717399598
153 K 0.5 0.6453050136566162 0.7175862789154053 0.8124186098575592
154 K 0.51 0.6544364266395569 0.7258522117137909 0.8187114622592927
155 K 0.52 0.6634779360294343 0.7339593029022217 0.8250258047580719
156 K 0.53 0.6724951410293579 0.7421017563343049 0.8311313891410828
157 K 0.54 0.6815666937828064 0.7503498685359955 0.8374199008941651
158 K 0.55 0.6906708002090455 0.7584902405738831 0.8436271393299104
159 K 0.56 0.6997027945518494 0.7666817247867586 0.8499409723281861
160 K 0.5700000000000001 0.7084085998535157 0.7744602155685425 0.855674866437912
161 K 0.58 0.7171198775768279 0.782093459367752 0.8611813712120056
162 K 0.59 0.7259483613967895 0.7897086620330811 0.8667407891750335
163 K 0.6 0.7347933828830718 0.7973713934421539 0.872250589132309
164 K 0.61 0.7434831933975219 0.804972927570343 0.878096629858017
165 K 0.62 0.7521167180538177 0.8126032769680023 0.8837950630187988
166 K 0.63 0.7605078415870666 0.8197759139537811 0.888842754840851
167 K 0.64 0.7684811193943024 0.8264838278293609 0.8935688529014587
168 K 0.65 0.7765250539779663 0.8332662999629974 0.8981407761573792
169 K 0.66 0.7844998223781586 0.839933078289032 0.9029493284225464
170 K 0.67 0.7923307213783264 0.8466307187080384 0.9077160177230835
171 K 0.68 0.8002330765724183 0.8533342480659485 0.9124865460395813
172 K 0.6900000000000001 0.8081206042766572 0.8598504793643952 0.9172539837360382
173 K 0.7000000000000001 0.8157313001155854 0.8660956025123596 0.9214256882667542
174 K 0.71 0.8233990607261658 0.8722559475898742 0.9255271220207214
175 K 0.72 0.8309884355068207 0.8783128225803375 0.9297294902801514
176 K 0.73 0.8385065405368805 0.8844152855873108 0.9339916477203369
177 K 0.74 0.846130084991455 0.8906441295146943 0.9383736855983734
178 K 0.75 0.8537726521492004 0.8967804312705994 0.9426405429840088
179 K 0.76 0.8605813899040222 0.9020169365406037 0.9458947782516479
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183 K 0.8 0.8873664689064027 0.9231710612773896 0.9600775682926178
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185 K 0.8200000000000001 0.900476526260376 0.9334009754657746 0.9668706696033479
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190 K 0.87 0.9321331479549407 0.9572086131572723 0.981397498369217
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195 K 0.92 0.9593397746086121 0.9762697958946227 0.9911036093235016
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197 K 0.9400000000000001 0.9698303661346436 0.9834258210659027 0.9947616651058198
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202 K 0.99 0.9949717187881469 0.9972376155853271 0.9991268994808197
203 K 1.0 0.9999998807907104 1.0 1.0000001192092896
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210 V 0.06 0.10370263409614562 0.14585562229156493 0.2590952367782594
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212 V 0.08 0.1368465223312378 0.18790233314037325 0.30851807403564463
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225 V 0.21 0.3303861356973648 0.409612797498703 0.5450934979915619
226 V 0.22 0.34372555625438694 0.42380967140197756 0.558682193517685
227 V 0.23 0.3571029105186463 0.43807668566703795 0.5721341028213501
228 V 0.24 0.37046848487854 0.4522347277402878 0.5861496005058289
229 V 0.25 0.38361903131008146 0.46644602715969086 0.599850219488144
230 V 0.26 0.3955929044485092 0.4787029314041138 0.6115220782756805
231 V 0.27 0.4073226959705353 0.49086178421974186 0.6222544310092927
232 V 0.28 0.41961391782760626 0.5030666255950929 0.6332944786548615
233 V 0.29 0.431655185341835 0.5154197633266449 0.644315850019455
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+42
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@@ -0,0 +1,42 @@
test_3d_reader_and_exact_block (tests.test_pilot.PilotTests.test_3d_reader_and_exact_block) ... ok
test_bfloat16 (tests.test_pilot.PilotTests.test_bfloat16) ... ok
test_directional_replacement_error_and_scaling (tests.test_pilot.PilotTests.test_directional_replacement_error_and_scaling) ... ok
test_end_to_end_synthetic_groups_and_savings (tests.test_pilot.PilotTests.test_end_to_end_synthetic_groups_and_savings) ... Inventory: 4 tensors, 33792 bytes
tensor: sampling 4 objects
block: sampling 22 objects
block: verified 100/109
{"model": "synthetic", "revision": "test", "tensor_count": 4, "parameter_count": 8448, "model_weight_bytes": 33792, "ndim_counts": {"2": 2, "3": 2}, "elapsed_seconds": 0.09181240666657686, "analysis_budget_seconds": 60, "peak_rss_kib": 55188, "python": "3.14.4", "numpy": "2.5.4", "seed": 20261109, "limitations": ["No inference or functional equivalence measured", "No exhaustive pair search", "Block search uses per-role/shape/scale reservoirs of 256", "Different block scales overlap; savings must not be added", "Block savings count only verified disjoint sampled blocks, no extrapolation", "Spectral probes use aligned bounded subvolumes, not whole tensors", "Shared encoding is theoretical, not a runnable compressed checkpoint", "No cross-role grouping, neuron permutation alignment, or training"], "completed": true}
ok
test_no_transitive_chaining (tests.test_pilot.PilotTests.test_no_transitive_chaining) ... ok
test_ranged_download_preserves_prefix (tests.test_pilot.PilotTests.test_ranged_download_preserves_prefix) ... Weight download 36/36 bytes (100.0%)
ok
test_causal_convolution_and_norm_boundary (tests.test_functional.FunctionalTests.test_causal_convolution_and_norm_boundary) ... ok
test_causality_and_identical_function_metrics (tests.test_functional.FunctionalTests.test_causality_and_identical_function_metrics) ... ok
test_neuron_function_metrics_and_targeted_replacement (tests.test_functional.FunctionalTests.test_neuron_function_metrics_and_targeted_replacement) ... ok
test_nonrotary_gain_identity_and_rotary_negative_control (tests.test_functional.FunctionalTests.test_nonrotary_gain_identity_and_rotary_negative_control) ... ok
test_streamed_projection_embedding_and_output_head (tests.test_functional.FunctionalTests.test_streamed_projection_embedding_and_output_head) ... ok
test_uniform_rmsnorm_function_bound_is_tight (tests.test_functional.FunctionalTests.test_uniform_rmsnorm_function_bound_is_tight) ... ok
test_assignment_against_exhaustive_and_inverse (tests.test_crossqkv.CrossQKVTests.test_assignment_against_exhaustive_and_inverse) ... ok
test_cached_mode_rejects_future_state_reuse (tests.test_crossqkv.CrossQKVTests.test_cached_mode_rejects_future_state_reuse) ... ok
test_controls_cover_multiple_projection_layers (tests.test_crossqkv.CrossQKVTests.test_controls_cover_multiple_projection_layers) ... ok
test_head_matrix_metrics_and_gram_are_diagnostic (tests.test_crossqkv.CrossQKVTests.test_head_matrix_metrics_and_gram_are_diagnostic) ... ok
test_probability_identity_and_nontrivial_queries (tests.test_crossqkv.CrossQKVTests.test_probability_identity_and_nontrivial_queries) ... ok
test_profile_matches_canonical_and_head_sum (tests.test_crossqkv.CrossQKVTests.test_profile_matches_canonical_and_head_sum) ... ok
test_recipient_value_gate_output_and_gqa_group_stay_fixed (tests.test_crossqkv.CrossQKVTests.test_recipient_value_gate_output_and_gqa_group_stay_fixed) ... ok
test_topk_tail_rank_can_change_with_tiny_probability_difference (tests.test_crossqkv.CrossQKVTests.test_topk_tail_rank_can_change_with_tiny_probability_difference) ... ok
test_continuous_limits_and_undefined_zero (tests.test_dominance.DominanceTests.test_continuous_limits_and_undefined_zero) ... ok
test_joint_recomputation_null_and_saved_raw (tests.test_dominance.DominanceTests.test_joint_recomputation_null_and_saved_raw) ... baseline layer 0
baseline layer 1
ok
test_js_identity_and_disjoint (tests.test_dominance.DominanceTests.test_js_identity_and_disjoint) ... ok
test_mask_ranks_vary_by_token_and_recipient (tests.test_dominance.DominanceTests.test_mask_ranks_vary_by_token_and_recipient) ... ok
test_mixed_layer_forward_and_effective_qkv (tests.test_dominance.DominanceTests.test_mixed_layer_forward_and_effective_qkv) ... baseline layer 0
baseline layer 1
baseline layer 0
baseline layer 1
ok
----------------------------------------------------------------------
Ran 25 tests in 22.226s
OK
@@ -0,0 +1,482 @@
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]
File diff suppressed because it is too large Load Diff
@@ -0,0 +1,7 @@
test_known_activity (tests.test_activation.ActivationTests.test_known_activity) ... ok
test_zero_and_scale (tests.test_activation.ActivationTests.test_zero_and_scale) ... ok
----------------------------------------------------------------------
Ran 2 tests in 0.038s
OK
Binary file not shown.
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@@ -0,0 +1,288 @@
{
"passed": true,
"reference_commit": "fd3cf0140de03f7619ac95b5cfed05b711ff9e22",
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16
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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],
"limitations": "FP32 CPU semantics on tiny synthetic configurations; not full-checkpoint BF16 kernel equivalence"
}
+48
View File
@@ -0,0 +1,48 @@
{
"scope": "all 23 adjacent layer transitions; source attention head contribution to next effective Q/K/V",
"samples": "4 previously authored zh/en texts, first32 tokens, descriptive",
"primary_queries": [
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31
],
"influence": "L2 change / baseline token recipient-head L2; QKV score sqrt(mean of three squared relative changes))",
"linear_QK": "after causal convolution/SiLU and delta-rule L2 normalization; Q additionally divided by sqrt(key dim)",
"full_QK": "QK norm and partial RoPE applied; K/V repeated to query heads for indexing (not independent KV observations)",
"single_ablation": "remove complete source head projected output at all tokens; recompute source postattention normalization, MLP, residual and next input normalization",
"joint_ablation": "weak/strong/random half and all attention heads; one coherent token-varying removal mask for each recipient query head; ranking uses QKV single effects; no fitting",
"continuous": "effective heads=1/sum(p^2); fraction=effective/H; concentration=(sum(p^2)-1/H)/(1-1/H)",
"zero_total": "undefined concentration (NaN arrays), count explicitly",
"cost_budget_seconds": 7200,
"no_training": true,
"keep_all_weights_and_caches": true,
"limitations": [
"not final LM quality or pruning proof",
"individual effects not additive; normalized scores not true contribution probabilities",
"token-varying masks are input-specific diagnostic and not a deployable fixed head subset",
"linear attention does not have an ordinary softmax probability matrix",
"Q/K/V scales handled separately; combined QKV is a declared balanced relative-effect score"
]
}
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