This commit is contained in:
Debadeepta Dey 2021-09-01 20:28:19 -07:00 коммит произвёл Gustavo Rosa
Родитель a39fac9b8e
Коммит 563d0a744f
7 изменённых файлов: 121 добавлений и 10 удалений

6
.vscode/launch.json поставляемый
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@ -236,7 +236,7 @@
"request": "launch",
"program": "${cwd}/scripts/main.py",
"console": "integratedTerminal",
"args": ["--full", "--algos", "proxynas_natsbench_space", "--datasets", "cifar100"],
"args": ["--full", "--algos", "proxynas_natsbench_space", "--datasets", "cifar10"],
"justMyCode": true
},
{
@ -718,7 +718,7 @@
"request": "launch",
"program": "${cwd}/scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py",
"console": "integratedTerminal",
"args": ["--results-dir", "F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_nofreeze",
"args": ["--results-dir", "F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_scu",
"--out-dir", "F:\\archai_experiment_reports"]
},
{
@ -772,7 +772,7 @@
"request": "launch",
"program": "${cwd}/scripts/reports/fear_plots/cross_exp_plots.py",
"console": "integratedTerminal",
"args": ["--dataset", "natsbench_sss_cifar10",
"args": ["--dataset", "natsbench_imagenet16-120",
"--conf-location", "scripts/reports/fear_plots/cross_exp_conf.yaml"]
},
{

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@ -23,7 +23,7 @@ nas:
trainer:
plotsdir: ''
use_val: False
top1_acc_threshold: 0.15 # after some accuracy we will shift into training only the last 'n' layers
top1_acc_threshold: 0.2 # after some accuracy we will shift into training only the last 'n' layers
apex:
_copy: '/common/apex'
aux_weight: '_copy: /nas/eval/model_desc/aux_weight'

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@ -62,6 +62,26 @@
@REM python scripts/reports/analysis_freeze_natsbench_space_new.py --results-dir D:\\archaiphilly\\phillytools\\ft_fb512_ftlr0.1_fte5_ct256_ftt0.6_scu --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_freeze_natsbench_space_new.py --results-dir D:\\archaiphilly\\phillytools\\ft_fb512_ftlr0.1_fte10_ct256_ftt0.6_scu --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_classifier --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c16 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c15 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c14 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c12 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c11 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c10 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c9 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.55_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.50_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.45_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte5_ct256_ftt0.40_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte10_ct256_ftt0.6_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte15_ct256_ftt0.6_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte20_ct256_ftt0.6_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte25_ct256_ftt0.6_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_fb1024_ftlr0.1_fte30_ct256_ftt0.6_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_reg_b1024_e01 --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_reg_b1024_e02 --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_reg_b1024_e04 --out-dir D:\\archai_experiment_reports
@ -118,6 +138,26 @@
@REM python scripts/reports/analysis_freeze_natsbench_space_new.py --results-dir D:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_scu --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_freeze_natsbench_space_new.py --results-dir D:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte10_ct256_ftt0.3_scu --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_classifier --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c16 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c15 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c14 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c12 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c11 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c10 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.3_c9 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.25_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.20_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.15_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte5_ct256_ftt0.10_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte10_ct256_ftt0.3_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte15_ct256_ftt0.3_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte20_ct256_ftt0.3_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte25_ct256_ftt0.3_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_c100_fb512_ftlr0.1_fte30_ct256_ftt0.3_c13 --out-dir F:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_c100_reg_b256_e10 --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_c100_reg_b256_e20 --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_c100_reg_b256_e30 --out-dir D:\\archai_experiment_reports
@ -265,6 +305,21 @@ python scripts/reports/analysis_freeze_natsbench_space.py --results-dir D:\\arch
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_i16_reg_b512_e20_scu --out-dir D:\\archai_experiment_reports
@REM python scripts/reports/analysis_regular_natsbench_space.py --results-dir D:\\archaiphilly\\phillytools\\nb_i16_reg_b512_e30_scu --out-dir D:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_classifier --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c16 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c12 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c11 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c10 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c9 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.25_c13 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.15_c13 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.10_c13 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte15_ct256_ftt0.2_c13 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte20_ct256_ftt0.2_c13 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte25_ct256_ftt0.2_c13 --out-dir F:\\archai_experiment_reports
python scripts/reports/fear_analysis/analysis_freeze_natsbench_space_new.py --results-dir F:\\archaiphilly\\phillytools\\ft_i6_fb512_ftlr0.1_fte30_ct256_ftt0.2_c13 --out-dir F:\\archai_experiment_reports
@REM Flower 102

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@ -80,7 +80,7 @@ def main():
# a = parse_a_job(job_dir)
# parallel parsing of yaml logs
num_workers = 8
num_workers = 6
with Pool(num_workers) as p:
a = p.map(parse_a_job, job_dirs)
@ -283,6 +283,22 @@ def main():
fig.show()
# scatter plot between time to threshold accuracy and fear evaluation
all_freeze_evals_last_scaled = [x*100.0 for x in all_freeze_evals_last]
fig = px.scatter(x=all_cond_time_last, y=all_freeze_evals_last_scaled, labels={'x': 'Time to reach threshold train accuracy (s)', 'y': 'FEAR Accuracy'})
fig.update_layout(font=dict(
size=48,
))
savename = os.path.join(out_dir, 'cond_time_vs_fear_acc.html')
fig.write_html(savename)
savename_pdf = os.path.join(out_dir, 'cond_time_vs_fear_acc.pdf')
fig.write_image(savename_pdf, engine="kaleido", width=1500, height=1500, scale=1)
fig.show()
# histogram of training accuracies
fig = px.histogram(all_reg_evals, labels={'x': 'Test Accuracy', 'y': 'Counts'})
savename = os.path.join(out_dir, 'distribution_of_reg_evals.html')

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@ -68,7 +68,7 @@ def main():
# a = parse_a_job(job_dir)
# parallel parsing of yaml logs
num_workers = 8
num_workers = 6
with Pool(num_workers) as p:
a = p.map(parse_a_job, job_dirs)

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@ -46,7 +46,6 @@ natsbench_cifar10:
# ft_fb256_ftlr1.5_fte10_ct256_ftt0.6: 'fear stage 2: batch 256, lr 1.5, <br> epochs 10, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6: 'fear stage 2: batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte10_ct256_ftt0.6: 'fear stage 2: batch 1024, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.6'
ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_scu: 'fear stage 2: batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
#ft_fb1024_ftlr0.1_fte10_ct256_ftt0.6_scu: 'fear stage 2: batch 1024, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.6'
# ft_fb512_ftlr0.1_fte5_ct256_ftt0.6: 'fear stage 2: batch 512, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb512_ftlr0.1_fte10_ct256_ftt0.6: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.6'
@ -60,7 +59,28 @@ natsbench_cifar10:
# ft_fb512_ftlr0.1_fte10_ct256_ftt0.6_c9: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.6, frozen till: cell 9'
# ft_fb256_ftlr0.1_fte5_ct256_ftt0.6_c9: 'fear stage 2: batch 256, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6, frozen till: cell 9'
# ft_fb256_ftlr0.1_fte10_ct256_ftt0.6_c9: 'fear stage 2: batch 256, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.6, frozen till: cell 9'
ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_nofreeze: 'ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_nofreeze'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_nofreeze: 'fear stage 2: nofreeze, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_classifier: 'fear stage 2: last layer, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c16: 'fear stage 2: c16 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c15: 'fear stage 2: c15 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_scu: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c14: 'fear stage 2: c14 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c12: 'fear stage 2: c12 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c11: 'fear stage 2: c11 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c10: 'fear stage 2: c10 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.6_c9: 'fear stage 2: c9 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.6'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.55_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.55'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.50_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.50'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.45_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.45'
# ft_fb1024_ftlr0.1_fte5_ct256_ftt0.40_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.40'
ft_fb1024_ftlr0.1_fte10_ct256_ftt0.6_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.6'
ft_fb1024_ftlr0.1_fte15_ct256_ftt0.6_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 15, stage 1: batch 256, thresh 0.6'
ft_fb1024_ftlr0.1_fte20_ct256_ftt0.6_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 20, stage 1: batch 256, thresh 0.6'
ft_fb1024_ftlr0.1_fte25_ct256_ftt0.6_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 25, stage 1: batch 256, thresh 0.6'
ft_fb1024_ftlr0.1_fte30_ct256_ftt0.6_c13: 'fear stage 2: c13 onwards, batch 1024, lr 0.1, <br> epochs 30, stage 1: batch 256, thresh 0.6'
zero_cost:
@ -168,7 +188,6 @@ natsbench_imagenet16-120:
# ft_i6_fb512_ftlr0.1_fte5_ct256_ftt0.2: 'fear stage 2: batch 512, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte5_ct256_ftt0.2_scu: 'fear stage 2: batch 512, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.2 scu'
ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_scu: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c14: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2 c14'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c15: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2 c15'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c16: 'fear stage 2: batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2 c16'
@ -209,7 +228,27 @@ natsbench_imagenet16-120:
# ft_i6_fb2048_ftlr0.1_fte10_ct256_ftt0.1_scu: 'fear stage 2: batch 2048, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.1 val scu'
# ft_i6_fb1024_ftlr0.1_fte5_ct256_ftt0.1_scu: 'fear stage 2: batch 1024, lr 0.1, <br> epochs 5, stage 1: batch 256, thresh 0.1 val scu'
# ft_i6_fb1024_ftlr0.1_fte10_ct256_ftt0.1_scu: 'fear stage 2: batch 1024, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.1 val'
ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_nofreeze: 'ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_nofreeze'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_nofreeze: 'fear stage 2: nofreeze, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_classifier: 'fear stage 2: last layer, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c16: 'fear stage 2: c16 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c15: 'fear stage 2: c15 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c14: 'fear stage 2: c14 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_scu: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c12: 'fear stage 2: c12 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c11: 'fear stage 2: c11 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c10: 'fear stage 2: c10 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.2_c9: 'fear stage 2: c9 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.2'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.25_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.25'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.15_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.15'
# ft_i6_fb512_ftlr0.1_fte10_ct256_ftt0.10_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 10, stage 1: batch 256, thresh 0.10'
ft_i6_fb512_ftlr0.1_fte15_ct256_ftt0.2_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 15, stage 1: batch 256, thresh 0.2'
ft_i6_fb512_ftlr0.1_fte20_ct256_ftt0.2_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 20, stage 1: batch 256, thresh 0.2'
ft_i6_fb512_ftlr0.1_fte25_ct256_ftt0.2_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 25, stage 1: batch 256, thresh 0.2'
ft_i6_fb512_ftlr0.1_fte30_ct256_ftt0.2_c13: 'fear stage 2: c13 onwards, batch 512, lr 0.1, <br> epochs 30, stage 1: batch 256, thresh 0.2'
zero_cost:
zc_imagenet16-120: 'zero cost score at initialization'

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@ -10,6 +10,7 @@ darts_cifar10:
rs_darts_reg_e5: 'rs_darts_reg_e5'
rs_darts_reg_e10: 'rs_darts_reg_e10'
rs_darts_reg_e15: 'rs_darts_reg_e15'
rs_darts_reg_e50: 'rs_darts_reg_e50'
regular:
rs_darts_far_ftt0.6_fte10_ratio_1.2: 'rs_darts_far_ftt0.6_fte10_ratio_1.2'