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greenpeft-surrogate-data

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run_id
string
method
string
backbone
string
family
string
params_b
float64
rank
float64
quant_bits
int64
is_adapter_method
float64
gpu_total_gb
float64
status
string
fits
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trainable_param_pct
float64
accuracy
float64
peak_gpu_memory_gb
float64
energy_kwh
float64
carbon_kgco2eq
float64
wall_clock_seconds
float64
carbon_derived_kg
float64
log_params_b
float64
params_x_bits
float64
log_params_x_bits
float64
weight_bytes_gb
float64
trainable_frac
float64
trainable_params_b
float64
optimizer_state_gb
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gradient_gb
float64
memory_proxy_gb
float64
vram_pressure
float64
is_quantized
int64
adapter_capacity
float64
log1p_rank
float64
is_full_finetune
int64
energy_per_acc_point
float64
vram_efficiency
float64
throughput_proxy
float64
has_adapter_config
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gpu_budget_known
int64
is_seed_outlier
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config_id
string
measurement_pass
string
energy_measurement_valid
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analysis_role
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split_reason
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data_source
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is_empirical
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data_quality_flag
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0.000016
0.000008
0.000064
0.000032
1.000095
0.064109
0
16
2.833213
0
0.000348
0.215008
0.008817
1
1
0
lora_fa_tiny_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_fa_tiny_classification_seed42_remeasured
lora_fa
tiny
qwen
0.5
16
16
1
15.6
ok
1
0.001589
0.9151
4.259
0.000316
0.000206
113.4
0.000206
-0.30103
8
0.90309
1
0.000016
0.000008
0.000064
0.000032
1.000095
0.064109
0
16
2.833213
0
0.000346
0.214863
0.008818
1
1
0
lora_fa_tiny_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_medium_classification_seed2024_remeasured
lora
medium
qwen
1.5
16
16
1
15.6
ok
1
0.002817
0.9495
12.696
0.000379
0.000247
135.7
0.000247
0.176091
24
1.380211
3
0.000028
0.000042
0.000338
0.000169
3.000507
0.19234
0
16
2.833213
0
0.000399
0.074787
0.007369
1
1
0
lora_medium_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_medium_classification_seed42_remeasured
lora
medium
qwen
1.5
16
16
1
15.6
ok
1
0.002817
0.9461
10.618
0.00037
0.000241
134.35
0.000241
0.176091
24
1.380211
3
0.000028
0.000042
0.000338
0.000169
3.000507
0.19234
0
16
2.833213
0
0.000392
0.089103
0.007443
1
1
0
lora_medium_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_small_classification_seed13_remeasured
lora
small
llama
1.1
16
16
1
15.6
ok
1
0.00434
0.9404
10.423
0.000315
0.000205
113.16
0.000205
0.041393
17.6
1.245513
2.2
0.000043
0.000048
0.000382
0.000191
2.200573
0.141062
0
16
2.833213
0
0.000335
0.090224
0.008837
1
1
0
lora_small_classification_seed13
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_small_classification_seed2024_remeasured
lora
small
llama
1.1
16
16
1
15.6
ok
1
0.00434
0.9415
8.433
0.000309
0.000201
112.82
0.000201
0.041393
17.6
1.245513
2.2
0.000043
0.000048
0.000382
0.000191
2.200573
0.141062
0
16
2.833213
0
0.000328
0.111645
0.008864
1
1
0
lora_small_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_small_classification_seed42_remeasured
lora
small
llama
1.1
16
16
1
15.6
ok
1
0.00434
0.9495
8.506
0.000311
0.000202
112.54
0.000202
0.041393
17.6
1.245513
2.2
0.000043
0.000048
0.000382
0.000191
2.200573
0.141062
0
16
2.833213
0
0.000327
0.111627
0.008886
1
1
1
lora_small_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_tiny_classification_seed13_remeasured
lora
tiny
qwen
0.5
16
16
1
15.6
ok
1
0.004362
0.9163
3.586
0.000335
0.000218
117.8
0.000218
-0.30103
8
0.90309
1
0.000044
0.000022
0.000174
0.000087
1.000262
0.064119
0
16
2.833213
0
0.000366
0.255521
0.008489
1
1
0
lora_tiny_classification_seed13
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_tiny_classification_seed2024_remeasured
lora
tiny
qwen
0.5
16
16
1
15.6
ok
1
0.004362
0.9186
4.261
0.000332
0.000216
119.01
0.000216
-0.30103
8
0.90309
1
0.000044
0.000022
0.000174
0.000087
1.000262
0.064119
0
16
2.833213
0
0.000361
0.215583
0.008403
1
1
0
lora_tiny_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
lora_tiny_classification_seed42_remeasured
lora
tiny
qwen
0.5
16
16
1
15.6
ok
1
0.004362
0.9174
4.253
0.000332
0.000216
118.03
0.000216
-0.30103
8
0.90309
1
0.000044
0.000022
0.000174
0.000087
1.000262
0.064119
0
16
2.833213
0
0.000361
0.215707
0.008472
1
1
0
lora_tiny_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_large_classification_seed13_remeasured
qlora
large
qwen
3
16
4
1
15.6
ok
1
0.004324
0.9472
6.835
0.00094
0.000611
337.85
0.000611
0.477121
12
1.079181
1.5
0.000043
0.00013
0.001038
0.000519
1.501557
0.096254
1
16
2.833213
0
0.000992
0.138581
0.00296
1
1
0
qlora_large_classification_seed13
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_large_classification_seed2024_remeasured
qlora
large
qwen
3
16
4
1
15.6
ok
1
0.004324
0.9484
6.828
0.000945
0.000614
340.52
0.000614
0.477121
12
1.079181
1.5
0.000043
0.00013
0.001038
0.000519
1.501557
0.096254
1
16
2.833213
0
0.000996
0.138899
0.002937
1
1
0
qlora_large_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_large_classification_seed42_remeasured
qlora
large
qwen
3
16
4
1
15.6
ok
1
0.004324
0.9495
6.83
0.000928
0.000603
338.46
0.000603
0.477121
12
1.079181
1.5
0.000043
0.00013
0.001038
0.000519
1.501557
0.096254
1
16
2.833213
0
0.000978
0.139019
0.002955
1
1
0
qlora_large_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_medium_classification_seed13_remeasured
qlora
medium
qwen
1.5
16
4
1
15.6
ok
1
0.004884
0.9438
8.493
0.000567
0.000368
205.78
0.000368
0.176091
6
0.778151
0.75
0.000049
0.000073
0.000586
0.000293
0.750879
0.048133
1
16
2.833213
0
0.0006
0.111127
0.00486
1
1
0
qlora_medium_classification_seed13
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_medium_classification_seed2024_remeasured
qlora
medium
qwen
1.5
16
4
1
15.6
ok
1
0.004884
0.9461
4.293
0.000581
0.000378
209.27
0.000378
0.176091
6
0.778151
0.75
0.000049
0.000073
0.000586
0.000293
0.750879
0.048133
1
16
2.833213
0
0.000614
0.220382
0.004779
1
1
0
qlora_medium_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_medium_classification_seed42_remeasured
qlora
medium
qwen
1.5
16
4
1
15.6
ok
1
0.004884
0.9404
5.39
0.000565
0.000367
205.86
0.000367
0.176091
6
0.778151
0.75
0.000049
0.000073
0.000586
0.000293
0.750879
0.048133
1
16
2.833213
0
0.000601
0.174471
0.004858
1
1
0
qlora_medium_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_small_classification_seed13_remeasured
qlora
small
llama
1.1
16
4
1
15.6
ok
1
0.008132
0.9358
5.201
0.000465
0.000302
169.37
0.000302
0.041393
4.4
0.643453
0.55
0.000081
0.000089
0.000716
0.000358
0.551073
0.035325
1
16
2.833213
0
0.000497
0.179927
0.005904
1
1
0
qlora_small_classification_seed13
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_small_classification_seed2024_remeasured
qlora
small
llama
1.1
16
4
1
15.6
ok
1
0.008132
0.9358
2.865
0.000471
0.000306
170.88
0.000306
0.041393
4.4
0.643453
0.55
0.000081
0.000089
0.000716
0.000358
0.551073
0.035325
1
16
2.833213
0
0.000504
0.326632
0.005852
1
1
0
qlora_small_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_small_classification_seed42_remeasured
qlora
small
llama
1.1
16
4
1
15.6
ok
1
0.008132
0.9427
2.84
0.000471
0.000306
169.58
0.000306
0.041393
4.4
0.643453
0.55
0.000081
0.000089
0.000716
0.000358
0.551073
0.035325
1
16
2.833213
0
0.000499
0.331937
0.005897
1
1
0
qlora_small_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_tiny_classification_seed13_remeasured
qlora
tiny
qwen
0.5
16
4
1
15.6
ok
1
0.006822
0.9025
3.02
0.000502
0.000326
180.09
0.000326
-0.30103
2
0.30103
0.25
0.000068
0.000034
0.000273
0.000136
0.250409
0.016052
1
16
2.833213
0
0.000556
0.298841
0.005553
1
1
0
qlora_tiny_classification_seed13
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_tiny_classification_seed2024_remeasured
qlora
tiny
qwen
0.5
16
4
1
15.6
ok
1
0.006822
0.9163
2.265
0.0005
0.000325
178.23
0.000325
-0.30103
2
0.30103
0.25
0.000068
0.000034
0.000273
0.000136
0.250409
0.016052
1
16
2.833213
0
0.000546
0.404547
0.005611
1
1
0
qlora_tiny_classification_seed2024
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
qlora_tiny_classification_seed42_remeasured
qlora
tiny
qwen
0.5
16
4
1
15.6
ok
1
0.006822
0.9163
2.08
0.000511
0.000332
180.89
0.000332
-0.30103
2
0.30103
0.25
0.000068
0.000034
0.000273
0.000136
0.250409
0.016052
1
16
2.833213
0
0.000558
0.440529
0.005528
1
1
0
qlora_tiny_classification_seed42
remeasured
0
surrogate_train
measured single-GPU PEFT fine-tuning run
greenpeft_kaggle_t4_benchmark
1
measured_single_gpu_peft_finetuning_run
openllmperf_0
none_inference_only
medium
llama
7
0
16
0
null
ok
1
null
0.582
14.575195
null
null
null
null
0.845098
112
2.049218
14
0
0
0
0
14
null
0
0
0
0
null
0.039931
null
0
0
0
openllmperf_0
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_2
none_inference_only
large
other
20
0
16
0
null
ok
1
null
0.558
31.000977
null
null
null
null
1.30103
320
2.50515
40
0
0
0
0
40
null
0
0
0
0
null
0.017999
null
0
0
0
openllmperf_2
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_3
none_inference_only
medium
llama
7
0
32
0
null
ok
1
null
0.582
27.15918
null
null
null
null
0.845098
224
2.350248
28
0
0
0
0
28
null
0
0
0
0
null
0.021429
null
0
0
0
openllmperf_3
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_4
none_inference_only
medium
llama
10
0
16
0
null
ok
1
null
0.626
26.43457
null
null
null
null
1
160
2.20412
20
0
0
0
0
20
null
0
0
0
0
null
0.023681
null
0
0
0
openllmperf_4
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_5
none_inference_only
large
other
20
0
16
0
null
ok
1
null
0.558
10.958008
null
null
null
null
1.30103
320
2.50515
40
0
0
0
0
40
null
0
0
0
0
null
0.050922
null
0
0
0
openllmperf_5
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_6
none_inference_only
medium
llama
7
0
16
0
null
ok
1
null
0.582
14.575195
null
null
null
null
0.845098
112
2.049218
14
0
0
0
0
14
null
0
0
0
0
null
0.039931
null
0
0
0
openllmperf_6
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_7
none_inference_only
large
other
30
0
16
0
null
ok
1
null
0.612
18.243164
null
null
null
null
1.477121
480
2.681241
60
0
0
0
0
60
null
0
0
0
0
null
0.033547
null
0
0
0
openllmperf_7
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_8
none_inference_only
medium
llama
10
0
16
0
null
ok
1
null
0.626
26.43457
null
null
null
null
1
160
2.20412
20
0
0
0
0
20
null
0
0
0
0
null
0.023681
null
0
0
0
openllmperf_8
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_9
none_inference_only
medium
other
7
0
16
0
null
ok
1
null
0.5
14.37793
null
null
null
null
0.845098
112
2.049218
14
0
0
0
0
14
null
0
0
0
0
null
0.034776
null
0
0
0
openllmperf_9
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_10
none_inference_only
medium
llama
7
0
16
0
null
ok
1
null
0.582
6.022461
null
null
null
null
0.845098
112
2.049218
14
0
0
0
0
14
null
0
0
0
0
null
0.096638
null
0
0
0
openllmperf_10
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_11
none_inference_only
medium
other
7
0
32
0
null
ok
1
null
0.5
26.762695
null
null
null
null
0.845098
224
2.350248
28
0
0
0
0
28
null
0
0
0
0
null
0.018683
null
0
0
0
openllmperf_11
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_12
none_inference_only
medium
llama
7
0
16
0
null
ok
1
null
0.582
6.022461
null
null
null
null
0.845098
112
2.049218
14
0
0
0
0
14
null
0
0
0
0
null
0.096638
null
0
0
0
openllmperf_12
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_13
none_inference_only
medium
other
7
0
16
0
null
ok
1
null
0.5
5.807617
null
null
null
null
0.845098
112
2.049218
14
0
0
0
0
14
null
0
0
0
0
null
0.086094
null
0
0
0
openllmperf_13
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_14
none_inference_only
medium
llama
10
0
32
0
null
ok
1
null
0.626
50.637695
null
null
null
null
1
320
2.50515
40
0
0
0
0
40
null
0
0
0
0
null
0.012362
null
0
0
0
openllmperf_14
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_15
none_inference_only
medium
llama
10
0
16
0
null
ok
1
null
0.626
9.381836
null
null
null
null
1
160
2.20412
20
0
0
0
0
20
null
0
0
0
0
null
0.066725
null
0
0
0
openllmperf_15
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_16
none_inference_only
medium
other
6
0
16
0
null
ok
1
null
0.482
13.670898
null
null
null
null
0.778151
96
1.982271
12
0
0
0
0
12
null
0
0
0
0
null
0.035257
null
0
0
0
openllmperf_16
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_17
none_inference_only
medium
other
6
0
32
0
null
ok
1
null
0.482
13.670898
null
null
null
null
0.778151
192
2.283301
24
0
0
0
0
24
null
0
0
0
0
null
0.035257
null
0
0
0
openllmperf_17
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
openllmperf_18
none_inference_only
medium
other
6
0
16
0
null
ok
1
null
0.482
13.670898
null
null
null
null
0.778151
96
1.982271
12
0
0
0
0
12
null
0
0
0
0
null
0.035257
null
0
0
0
openllmperf_18
single
0
scale_reference
inference-only; no fine-tuning method or training energy
open_llm_perf_leaderboard
1
inference_only_no_finetuning_method_applied
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