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data/energy/asr.csv CHANGED
@@ -1,14 +1,14 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-06-16-46-40,automatic_speech_recognition,distil-whisper/distil-large-v2,EnergyStarAI/ASR,0.021521125439108245
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- 0,2024-09-06-18-09-36,automatic_speech_recognition,distil-whisper/distil-medium.en,EnergyStarAI/ASR,0.01697139904933067
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- 0,2024-09-06-17-50-02,automatic_speech_recognition,distil-whisper/distil-small.en,EnergyStarAI/ASR,0.015568577010407213
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- 0,2024-09-06-17-01-57,automatic_speech_recognition,openai/whisper-base,EnergyStarAI/ASR,0.016545972820101083
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- 0,2024-09-06-16-55-44,automatic_speech_recognition,openai/whisper-tiny,EnergyStarAI/ASR,0.013442129142583425
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- 0,2024-09-06-16-45-14,automatic_speech_recognition,openai/whisper-large-v3,EnergyStarAI/ASR,0.0866790655098633
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- 0,2024-09-06-17-24-50,automatic_speech_recognition,openai/whisper-small,EnergyStarAI/ASR,0.029965155360993912
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- 0,2024-09-06-19-00-06,automatic_speech_recognition,openai/whisper-medium,EnergyStarAI/ASR,0.06142162788726289
10
- 0,2024-09-06-17-58-44,automatic_speech_recognition,facebook/s2t-small-librispeech-asr,EnergyStarAI/ASR,0.01720176778918088
11
- 0,2024-09-06-17-58-06,automatic_speech_recognition,facebook/hubert-large-ls960-ft,EnergyStarAI/ASR,0.0016150152086776615
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- 0,2024-09-06-17-49-54,automatic_speech_recognition,facebook/mms-1b-all,EnergyStarAI/ASR,0.004284854705658603
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- 0,2024-09-06-16-52-49,automatic_speech_recognition,facebook/wav2vec2-base-960h,EnergyStarAI/ASR,0.0006196989124251928
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- 0,2024-09-06-17-54-41,automatic_speech_recognition,asapp/sew-d-base-plus-400k-ft-ls100h,EnergyStarAI/ASR,0.0015368147850065128
 
1
+ model,total_gpu_energy,energy_score
2
+ distil-whisper/distil-large-v2,0.021521125,4
3
+ distil-whisper/distil-medium.en,0.016971399,5
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+ distil-whisper/distil-small.en,0.015568577,5
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+ openai/whisper-base,0.016545973,5
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+ openai/whisper-tiny,0.013442129,5
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+ openai/whisper-large-v3,0.086679066,1
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+ openai/whisper-small,0.029965155,4
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+ openai/whisper-medium,0.061421628,2
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+ facebook/s2t-small-librispeech-asr,0.017201768,5
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+ facebook/hubert-large-ls960-ft,0.001615015,5
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+ facebook/mms-1b-all,0.004284855,5
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+ facebook/wav2vec2-base-960h,0.000619699,5
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+ asapp/sew-d-base-plus-400k-ft-ls100h,0.001536815,5
data/energy/image_captioning.csv CHANGED
@@ -1,11 +1,11 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-10-17-56-18,image_to_text,Salesforce/blip2-flan-t5-xxl,EnergyStarAI/image_captioning,0.17993096569465764
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- 0,2024-09-10-17-44-55,image_to_text,Salesforce/blip-image-captioning-large,EnergyStarAI/image_captioning,0.048511440920231054
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- 0,2024-09-10-17-50-11,image_to_text,Salesforce/blip2-flan-t5-xl,EnergyStarAI/image_captioning,0.10215210719384231
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- 0,2024-09-10-18-41-13,image_to_text,Salesforce/blip2-opt-6.7b,EnergyStarAI/image_captioning,0.17495780185501958
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- 0,2024-09-10-17-57-20,image_to_text,microsoft/git-base,EnergyStarAI/image_captioning,0.07470560173665604
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- 0,2024-09-10-17-47-55,image_to_text,sashakunitsyn/vlrm-blip2-opt-2.7b,EnergyStarAI/image_captioning,0.10334738562228481
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- 0,2024-09-10-17-48-49,image_to_text,google/pix2struct-base,EnergyStarAI/image_captioning,0.04574709020875645
 
1
+ model,total_gpu_energy,energy_score
2
+ Salesforce/blip2-flan-t5-xxl,0.179930966,1
3
+ Salesforce/blip-image-captioning-large,0.048511441,5
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+ Salesforce/blip-image-captioning-base,0.04711837,5
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+ Salesforce/blip2-opt-2.7b,0.101335529,3
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+ Salesforce/blip2-flan-t5-xl,0.102152107,3
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+ Salesforce/blip2-opt-6.7b,0.174957802,1
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+ microsoft/git-large-coco,0.170319617,1
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+ microsoft/git-base,0.074705602,4
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+ sashakunitsyn/vlrm-blip2-opt-2.7b,0.103347386,3
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+ google/pix2struct-base,0.04574709,5
data/energy/image_classification.csv CHANGED
@@ -1,24 +1,24 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-05-15-55-25,image_classification,deepmind/vision-perceiver-conv,EnergyStarAI/image_classification,0.002641365890868874
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- 0,2024-09-05-15-50-25,image_classification,microsoft/swinv2-tiny-patch4-window8-256,EnergyStarAI/image_classification,0.0007677747808859881
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- 0,2024-09-04-22-49-34,image_classification,apple/mobilevit-small,EnergyStarAI/image_classification,0.0005120553818661943
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- 0,2024-09-04-22-49-24,image_classification,facebook/convnext-base-384-22k-1k,EnergyStarAI/image_classification,0.0011152139755038703
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- 0,2024-09-04-22-09-33,image_classification,google/bit-50,EnergyStarAI/image_classification,0.0008317437209498735
 
1
+ model,total_gpu_energy,energy_score
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+ deepmind/vision-perceiver-conv,0.002641366,1
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+ apple/mobilevit-small,0.000512055,5
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+ facebook/convnext-base-384-22k-1k,0.001115214,4
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+ facebook/convnext-tiny-224,0.000450754,5
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+ nvidia/mit-b5,0.002487931,1
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+ google/efficientnet-b7,0.001849984,2
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+ google/vit-base-patch16-384,0.000991464,4
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+ google/mobilenet_v2_1.0_224,0.000406468,5
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+ google/vit-base-patch16-224,0.000582595,5
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+ google/bit-50,0.000831744,4
data/energy/image_generation.csv CHANGED
@@ -1,13 +1,13 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-04-17-08-46,image_generation_tiny_sd,Mitsua/mitsua-diffusion-one,EnergyStarAI/image_generation,0.18681191386607826
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- 0,2024-09-04-17-08-08,image_generation_tiny_sd,Yntec/epiCPhotoGasm,EnergyStarAI/image_generation,0.5865744907036616
 
1
+ model,total_gpu_energy,energy_score
2
+ Mitsua/mitsua-diffusion-one,0.186811914,5
3
+ gsdf/Counterfeit-V2.5,0.187366386,5
4
+ stabilityai/sd-turbo,0.189864946,5
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+ dreamlike-art/dreamlike-photoreal-2.0,0.581331892,4
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+ prompthero/openjourney,0.196880224,5
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+ SimianLuo/LCM_Dreamshaper_v7,0.322044411,5
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+ Yntec/epiCPhotoGasm,0.586574491,4
data/energy/object_detection.csv CHANGED
@@ -1,8 +1,8 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-06-18-40-32,object_detection,microsoft/conditional-detr-resnet-50,EnergyStarAI/object_detection,0.0021445893267811656
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- 0,2024-09-06-18-19-50,object_detection,facebook/detr-resnet-50-dc5,EnergyStarAI/object_detection,0.003291816716784446
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- 0,2024-09-06-16-41-05,object_detection,hustvl/yolos-base,EnergyStarAI/object_detection,0.007980927134736682
 
1
+ model,total_gpu_energy,energy_score
2
+ microsoft/conditional-detr-resnet-50,0.002144589,5
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+ facebook/detr-resnet-50-dc5,0.003291817,4
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+ facebook/detr-resnet-50-dc5,0.003278611,4
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+ hustvl/yolos-base,0.007980927,1
data/energy/question_answering.csv CHANGED
@@ -1,19 +1,19 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-06-14-58-58,question_answering,distilbert/distilbert-base-cased-distilled-squad,EnergyStarAI/extractive_qa,0.0002399711641988489
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- 0,2024-09-06-15-15-47,question_answering,mrm8488/longformer-base-4096-finetuned-squadv2,EnergyStarAI/extractive_qa,0.0017923508227684515
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- 0,2024-09-06-01-22-27,question_answering,mrm8488/bert-tiny-finetuned-squadv2,EnergyStarAI/extractive_qa,5.536551651470489e-05
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- 0,2024-09-05-22-53-25,question_answering,timpal0l/mdeberta-v3-base-squad2,EnergyStarAI/extractive_qa,0.0008576797694729521
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- 0,2024-09-06-01-24-00,question_answering_t5,google-t5/t5-small,EnergyStarAI/extractive_qa,0.020635068646930498
 
1
+ model,total_gpu_energy,energy_score
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+ csarron/mobilebert-uncased-squad-v2,0.000936525,5
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+ Intel/dynamic_tinybert,0.000208572,5
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+ allenai/longformer-large-4096-finetuned-triviaqa,0.003970963,5
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data/energy/sentence_similarity.csv CHANGED
@@ -1,20 +1,20 @@
1
- ,timestamp,task,model,dataset,total_gpu_energy
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- 0,2024-09-10-14-27-29,sentence_similarity_udever-bloom-7b1,mixedbread-ai/mxbai-embed-large-v1,EnergyStarAI/sentence_similarity,0.0005904003056571127
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- 0,2024-09-10-14-33-30,sentence_similarity_udever-bloom-7b1,BAAI/bge-small-en-v1.5,EnergyStarAI/sentence_similarity,0.00019392804403253194
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- 0,2024-09-10-14-26-55,sentence_similarity_udever-bloom-7b1,Salesforce/SFR-Embedding-Mistral,EnergyStarAI/sentence_similarity,0.005220944343417955
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- 0,2024-09-10-14-28-29,sentence_similarity_udever-bloom-7b1,intfloat/multilingual-e5-large-instruct,EnergyStarAI/sentence_similarity,0.000721829410795749
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15
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1
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2
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3
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8
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11
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13
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20
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data/energy/summarization.csv CHANGED
@@ -1,12 +1,12 @@
1
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1
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2
+ pszemraj/led-large-book-summary,0.004288572,5
3
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5
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6
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11
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data/energy/text_classification.csv CHANGED
@@ -1,14 +1,14 @@
1
- timestamp,task,model,dataset,total_gpu_energy
2
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7
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14
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1
+ model,total_gpu_energy,energy_score
2
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3
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4
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5
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6
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7
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8
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9
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10
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11
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12
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13
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14
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data/energy/text_generation.csv CHANGED
@@ -1,52 +1,41 @@
1
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2
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19
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20
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21
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22
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23
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25
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26
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27
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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42
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43
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44
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46
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47
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48
- 0,2024-09-03-20-33-55,text_generation,google/gemma-2b,EnergyStarAI/text_generation,0.016848587562192385
49
- 0,2024-09-03-22-09-00,text_generation,google/gemma-7b,EnergyStarAI/text_generation,0.05101926195426358
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52
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1
+ model,total_gpu_energy,energy_score,class
2
+ berkeley-nest/Starling-LM-7B-alpha,0.019010862,2,A
3
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4
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5
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6
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7
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8
+ openai-community/gpt2-large,0.006120968,5,A
9
+ openai-community/openai-gpt,0.002703617,5,A
10
+ microsoft/phi-1,0.006393343,5,A
11
+ microsoft/phi-1_5,0.006290348,5,A
12
+ microsoft/phi-2,0.009863832,4,A
13
+ microsoft/phi-4,0.028741175,1,A
14
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15
+ allenai/OLMo-1.7-7B-hf,0.016831336,3,A
16
+ allenai/OLMo-1B-hf,0.005593808,5,A
17
+ facebook/opt-2.7b,0.008059587,4,A
18
+ facebook/opt-125m,0.001943623,5,A
19
+ mistralai/Mistral-7B-v0.1,0.019130424,2,A
20
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21
+ tiiuae/falcon-7b,0.015875393,3,A
22
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23
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24
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25
+ meta-llama/Llama-2-13b-hf,0.026102442,1,A
26
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27
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28
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29
+ HuggingFaceTB/SmolLM-360M,0.008095212,4,A
30
+ google/gemma-2b,0.008679811,4,A
31
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32
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33
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34
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35
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36
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37
+ CohereForAI/c4ai-command-r-plus,3.426381777,1,C
38
+ crm-sf/TextBase-70B,1.721555861,5,C
39
+ meta-llama/Meta-Llama-3-70B,1.71965556,5,C
40
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41
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