Upload 10 files

data/energy/asr.csv

@@ -1,14 +1,14 @@
-,model,total_gpu_energy,energy_score
-0,distil-whisper/distil-large-v2,0.0215211254391082,4
-1,distil-whisper/distil-medium.en,0.0169713990493306,5
-2,distil-whisper/distil-small.en,0.0155685770104072,5
-3,openai/whisper-base,0.016545972820101,5
-4,openai/whisper-tiny,0.0134421291425834,5
-5,openai/whisper-large-v3,0.0866790655098633,1
-6,openai/whisper-small,0.0299651553609939,4
-7,openai/whisper-medium,0.0614216278872628,2
-8,facebook/s2t-small-librispeech-asr,0.0172017677891808,5
-9,facebook/hubert-large-ls960-ft,0.0016150152086776,5
-10,facebook/mms-1b-all,0.0042848547056586,5
-11,facebook/wav2vec2-base-960h,0.0006196989124251,5
-12,asapp/sew-d-base-plus-400k-ft-ls100h,0.0015368147850065,5
+model,total_gpu_energy,energy_score
+distil-whisper/distil-large-v2,0.021521125,4
+distil-whisper/distil-medium.en,0.016971399,5
+distil-whisper/distil-small.en,0.015568577,5
+openai/whisper-base,0.016545973,5
+openai/whisper-tiny,0.013442129,5
+openai/whisper-large-v3,0.086679066,1
+openai/whisper-small,0.029965155,4
+openai/whisper-medium,0.061421628,2
+facebook/s2t-small-librispeech-asr,0.017201768,5
+facebook/hubert-large-ls960-ft,0.001615015,5
+facebook/mms-1b-all,0.004284855,5
+facebook/wav2vec2-base-960h,0.000619699,5
+asapp/sew-d-base-plus-400k-ft-ls100h,0.001536815,5

data/energy/image_captioning.csv

@@ -1,11 +1,11 @@
-,model,total_gpu_energy,energy_score
-0,Salesforce/blip2-flan-t5-xxl,0.1799309656946576,1
-1,Salesforce/blip-image-captioning-large,0.048511440920231,5
-2,Salesforce/blip-image-captioning-base,0.0471183701946671,5
-3,Salesforce/blip2-opt-2.7b,0.1013355289016914,3
-4,Salesforce/blip2-flan-t5-xl,0.1021521071938423,3
-5,Salesforce/blip2-opt-6.7b,0.1749578018550195,1
-6,microsoft/git-large-coco,0.170319617172251,1
-7,microsoft/git-base,0.074705601736656,4
-8,sashakunitsyn/vlrm-blip2-opt-2.7b,0.1033473856222848,3
-9,google/pix2struct-base,0.0457470902087564,5
+model,total_gpu_energy,energy_score
+Salesforce/blip2-flan-t5-xxl,0.179930966,1
+Salesforce/blip-image-captioning-large,0.048511441,5
+Salesforce/blip-image-captioning-base,0.04711837,5
+Salesforce/blip2-opt-2.7b,0.101335529,3
+Salesforce/blip2-flan-t5-xl,0.102152107,3
+Salesforce/blip2-opt-6.7b,0.174957802,1
+microsoft/git-large-coco,0.170319617,1
+microsoft/git-base,0.074705602,4
+sashakunitsyn/vlrm-blip2-opt-2.7b,0.103347386,3
+google/pix2struct-base,0.04574709,5

data/energy/image_classification.csv

@@ -1,24 +1,24 @@
-,model,total_gpu_energy,energy_score
-0,deepmind/vision-perceiver-conv,0.0026413658908688,1
-1,microsoft/beit-base-patch16-224,0.0007415063154269,5
-2,microsoft/resnet-50,0.0003904286734538,5
-3,microsoft/swin-base-patch4-window12-384,0.001530816613541,3
-4,microsoft/resnet-18,0.0002991150448473,5
-5,microsoft/swinv2-large-patch4-window12-192-22k,0.0012905211157493,3
-6,microsoft/swinv2-large-patch4-window12-192-22k,0.0013860879144246,3
-7,microsoft/swinv2-tiny-patch4-window8-256,0.0007677747808859,4
-8,microsoft/swinv2-tiny-patch4-window16-256,0.0008481166784932,4
-9,microsoft/beit-base-patch16-224-pt22k-ft22k,0.0007789863176341,4
-10,apple/mobilevit-small,0.0005120553818661,5
-11,WinKawaks/vit-tiny-patch16-224,0.0003847505022445,5
-12,facebook/convnext-base-384-22k-1k,0.0011152139755038,4
-13,facebook/convnext-tiny-224,0.0004507539994918,5
-14,facebook/convnext-large-224,0.0009730105839629,4
-15,nvidia/mit-b5,0.0024879305181205,1
-16,google/efficientnet-b7,0.0018499837577637,2
-17,google/vit-base-patch32-384,0.0007589946349732,5
-18,google/vit-base-patch16-384,0.0009914635153924,4
-19,google/vit-large-patch32-384,0.0011631231249422,4
-20,google/mobilenet_v2_1.0_224,0.0004064683251744,5
-21,google/vit-base-patch16-224,0.0005825953549653,5
-22,google/bit-50,0.0008317437209498,4
+model,total_gpu_energy,energy_score
+deepmind/vision-perceiver-conv,0.002641366,1
+microsoft/beit-base-patch16-224,0.000741506,5
+microsoft/resnet-50,0.000390429,5
+microsoft/swin-base-patch4-window12-384,0.001530817,3
+microsoft/resnet-18,0.000299115,5
+microsoft/swinv2-large-patch4-window12-192-22k,0.001290521,3
+microsoft/swinv2-large-patch4-window12-192-22k,0.001386088,3
+microsoft/swinv2-tiny-patch4-window8-256,0.000767775,4
+microsoft/swinv2-tiny-patch4-window16-256,0.000848117,4
+microsoft/beit-base-patch16-224-pt22k-ft22k,0.000778986,4
+apple/mobilevit-small,0.000512055,5
+WinKawaks/vit-tiny-patch16-224,0.000384751,5
+facebook/convnext-base-384-22k-1k,0.001115214,4
+facebook/convnext-tiny-224,0.000450754,5
+facebook/convnext-large-224,0.000973011,4
+nvidia/mit-b5,0.002487931,1
+google/efficientnet-b7,0.001849984,2
+google/vit-base-patch32-384,0.000758995,5
+google/vit-base-patch16-384,0.000991464,4
+google/vit-large-patch32-384,0.001163123,4
+google/mobilenet_v2_1.0_224,0.000406468,5
+google/vit-base-patch16-224,0.000582595,5
+google/bit-50,0.000831744,4

data/energy/image_generation.csv

@@ -1,13 +1,13 @@
-,model,total_gpu_energy,energy_score
-0,Mitsua/mitsua-diffusion-one,0.1868119138660782,5
-1,gsdf/Counterfeit-V2.5,0.1873663861152111,5
-2,stabilityai/sd-turbo,0.1898649463362801,5
-3,stabilityai/stable-cascade,1.2143555385669864,2
-4,stabilityai/stable-diffusion-2-1,0.5344667333230447,4
-5,stabilityai/sdxl-turbo,0.385568797871457,5
-6,stabilityai/stable-diffusion-xl-base-1.0,1.6398454721253273,1
-7,dreamlike-art/dreamlike-photoreal-2.0,0.5813318923429195,4
-8,prompthero/openjourney-v4,0.2033673312215128,5
-9,prompthero/openjourney,0.1968802236707196,5
-10,SimianLuo/LCM_Dreamshaper_v7,0.3220444111075465,5
-11,Yntec/epiCPhotoGasm,0.5865744907036616,4
+model,total_gpu_energy,energy_score
+Mitsua/mitsua-diffusion-one,0.186811914,5
+gsdf/Counterfeit-V2.5,0.187366386,5
+stabilityai/sd-turbo,0.189864946,5
+stabilityai/stable-cascade,1.214355539,2
+stabilityai/stable-diffusion-2-1,0.534466733,4
+stabilityai/sdxl-turbo,0.385568798,5
+stabilityai/stable-diffusion-xl-base-1.0,1.639845472,1
+dreamlike-art/dreamlike-photoreal-2.0,0.581331892,4
+prompthero/openjourney-v4,0.203367331,5
+prompthero/openjourney,0.196880224,5
+SimianLuo/LCM_Dreamshaper_v7,0.322044411,5
+Yntec/epiCPhotoGasm,0.586574491,4

data/energy/object_detection.csv

@@ -1,8 +1,8 @@
-,model,total_gpu_energy,energy_score
-0,microsoft/conditional-detr-resnet-50,0.0021445893267811,5
-1,facebook/detr-resnet-50-dc5,0.0032918167167844,4
-2,facebook/detr-resnet-50-dc5,0.0032786110673312,4
-3,facebook/detr-resnet-101,0.0025313982195612,4
-4,hustvl/yolos-tiny,0.0010041655533324,5
-5,hustvl/yolos-small,0.0032811476249165,4
-6,hustvl/yolos-base,0.0079809271347366,1
+model,total_gpu_energy,energy_score
+microsoft/conditional-detr-resnet-50,0.002144589,5
+facebook/detr-resnet-50-dc5,0.003291817,4
+facebook/detr-resnet-50-dc5,0.003278611,4
+facebook/detr-resnet-101,0.002531398,4
+hustvl/yolos-tiny,0.001004166,5
+hustvl/yolos-small,0.003281148,4
+hustvl/yolos-base,0.007980927,1

data/energy/question_answering.csv

@@ -1,19 +1,19 @@
-,model,total_gpu_energy,energy_score
-0,distilbert/distilbert-base-cased-distilled-squad,0.0002399711641988,5
-1,csarron/mobilebert-uncased-squad-v2,0.0009365245547769,5
-2,Intel/dynamic_tinybert,0.0002085715279681,5
-3,Falconsai/question_answering_v2,0.0002254597081453,5
-4,allenai/longformer-large-4096-finetuned-triviaqa,0.0039709631767681,5
-5,mrm8488/longformer-base-4096-finetuned-squadv2,0.0017923508227684,5
-6,mrm8488/bert-tiny-finetuned-squadv2,5.536551651470489e-05,5
-7,deepset/deberta-v3-large-squad2,0.00187668483468,5
-8,deepset/minilm-uncased-squad2,0.0002528152300298,5
-9,deepset/bert-large-uncased-whole-word-masking-squad2,0.0010475373935861,5
-10,deepset/deberta-v3-base-squad2,0.0008124823444305,5
-11,deepset/electra-base-squad2,0.0004686206804507,5
-12,timpal0l/mdeberta-v3-base-squad2,0.0008576797694729,5
-13,google-t5/t5-large,0.0722784560171632,3
-14,google-t5/t5-11b,0.1781301092539731,1
-15,google-t5/t5-3b,0.0876978582415642,3
-16,google-t5/t5-base,0.0343627499346229,5
-17,google-t5/t5-small,0.0206350686469304,5
+model,total_gpu_energy,energy_score
+distilbert/distilbert-base-cased-distilled-squad,0.000239971,5
+csarron/mobilebert-uncased-squad-v2,0.000936525,5
+Intel/dynamic_tinybert,0.000208572,5
+Falconsai/question_answering_v2,0.00022546,5
+allenai/longformer-large-4096-finetuned-triviaqa,0.003970963,5
+mrm8488/longformer-base-4096-finetuned-squadv2,0.001792351,5
+mrm8488/bert-tiny-finetuned-squadv2,5.54E-05,5
+deepset/deberta-v3-large-squad2,0.001876685,5
+deepset/minilm-uncased-squad2,0.000252815,5
+deepset/bert-large-uncased-whole-word-masking-squad2,0.001047537,5
+deepset/deberta-v3-base-squad2,0.000812482,5
+deepset/electra-base-squad2,0.000468621,5
+timpal0l/mdeberta-v3-base-squad2,0.00085768,5
+google-t5/t5-large,0.072278456,3
+google-t5/t5-11b,0.178130109,1
+google-t5/t5-3b,0.087697858,3
+google-t5/t5-base,0.03436275,5
+google-t5/t5-small,0.020635069,5

data/energy/sentence_similarity.csv

@@ -1,20 +1,20 @@
-,model,total_gpu_energy,energy_score
-0,mixedbread-ai/mxbai-embed-large-v1,0.0005904003056571,5
-1,thenlper/gte-base,0.0002454171407777,5
-2,thenlper/gte-large,0.0005946326979277,5
-3,BAAI/bge-base-en-v1.5,0.0002504571170319,5
-4,BAAI/bge-small-en-v1.5,0.0001939280440325,5
-5,Salesforce/SFR-Embedding-Mistral,0.0052209443434179,1
-6,intfloat/e5-large-v2,0.0006023414263211,5
-7,intfloat/e5-base-v2,0.0002532799804022,5
-8,intfloat/multilingual-e5-large-instruct,0.0007218294107957,5
-9,GritLM/GritLM-7B,0.0050252322424057,1
-10,izhx/udever-bloom-3b,0.0021527379999682,3
-11,izhx/udever-bloom-7b1,0.0047042013189127,1
-12,izhx/udever-bloom-1b1,0.0009687734694622,5
-13,WhereIsAI/UAE-Large-V1,0.0006006388138438,5
-14,llmrails/ember-v1,0.0005760768775282,5
-15,nomic-ai/nomic-embed-text-v1,0.0003804615821451,5
-16,avsolatorio/GIST-Embedding-v0,0.0002582692343928,5
-17,avsolatorio/GIST-large-Embedding-v0,0.0005776570454585,5
-18,avsolatorio/GIST-all-MiniLM-L6-v2,0.0001063285017295,5
+model,total_gpu_energy,energy_score
+mixedbread-ai/mxbai-embed-large-v1,0.0005904,5
+thenlper/gte-base,0.000245417,5
+thenlper/gte-large,0.000594633,5
+BAAI/bge-base-en-v1.5,0.000250457,5
+BAAI/bge-small-en-v1.5,0.000193928,5
+Salesforce/SFR-Embedding-Mistral,0.005220944,1
+intfloat/e5-large-v2,0.000602341,5
+intfloat/e5-base-v2,0.00025328,5
+intfloat/multilingual-e5-large-instruct,0.000721829,5
+GritLM/GritLM-7B,0.005025232,1
+izhx/udever-bloom-3b,0.002152738,3
+izhx/udever-bloom-7b1,0.004704201,1
+izhx/udever-bloom-1b1,0.000968773,5
+WhereIsAI/UAE-Large-V1,0.000600639,5
+llmrails/ember-v1,0.000576077,5
+nomic-ai/nomic-embed-text-v1,0.000380462,5
+avsolatorio/GIST-Embedding-v0,0.000258269,5
+avsolatorio/GIST-large-Embedding-v0,0.000577657,5
+avsolatorio/GIST-all-MiniLM-L6-v2,0.000106329,5

data/energy/summarization.csv

@@ -1,12 +1,12 @@
-,model,total_gpu_energy,energy_score
-0,pszemraj/led-large-book-summary,0.004288572430855,5
-1,facebook/bart-large-cnn,0.0020392533536236,5
-2,KipperDev/bart_summarizer_model,0.0007848524889924,5
-3,google/bigbird-pegasus-large-arxiv,0.0035238119579359,5
-4,sshleifer/distilbart-cnn-12-6,0.0014810019070239,5
-5,sshleifer/distilbart-xsum-12-1,0.0010491384226426,5
-6,google-t5/t5-large,0.0086765040523086,4
-7,google-t5/t5-11b,0.0348071709290477,1
-8,google-t5/t5-3b,0.0132400645920431,4
-9,google-t5/t5-base,0.0042301939119302,5
-10,google-t5/t5-small,0.0022662645907879,5
+model,total_gpu_energy,energy_score
+pszemraj/led-large-book-summary,0.004288572,5
+facebook/bart-large-cnn,0.002039253,5
+KipperDev/bart_summarizer_model,0.000784852,5
+google/bigbird-pegasus-large-arxiv,0.003523812,5
+sshleifer/distilbart-cnn-12-6,0.001481002,5
+sshleifer/distilbart-xsum-12-1,0.001049138,5
+google-t5/t5-large,0.008676504,4
+google-t5/t5-11b,0.034807171,1
+google-t5/t5-3b,0.013240065,4
+google-t5/t5-base,0.004230194,5
+google-t5/t5-small,0.002266265,5

data/energy/text_classification.csv

@@ -1,14 +1,14 @@
-,model,total_gpu_energy,energy_score
-0,nlptown/bert-base-multilingual-uncased-sentiment,0.0003565813408208,5
-1,bhadresh-savani/electra-base-emotion,0.0002521368683758,5
-2,distilbert/distilbert-base-uncased-finetuned-sst-2-english,0.000217735979745,5
-3,michelecafagna26/gpt2-medium-finetuned-sst2-sentiment,0.0008015121412091,5
-4,lxyuan/distilbert-base-multilingual-cased-sentiments-student,0.0002214168993539,5
-5,mnoukhov/gpt2-imdb-sentiment-classifier,0.0003187684494589,5
-6,lvwerra/distilbert-imdb,0.0002160219228175,5
-7,Cheng98/bert-large-sst2,0.0009180142621886,5
-8,google-t5/t5-large,0.0079197625858049,4
-9,google-t5/t5-11b,0.0277870788685343,1
-10,google-t5/t5-3b,0.0116805158999608,3
-11,google-t5/t5-base,0.0041263644677552,5
-12,google-t5/t5-small,0.0022160669117411,5
+model,total_gpu_energy,energy_score
+nlptown/bert-base-multilingual-uncased-sentiment,0.000356581,5
+bhadresh-savani/electra-base-emotion,0.000252137,5
+distilbert/distilbert-base-uncased-finetuned-sst-2-english,0.000217736,5
+michelecafagna26/gpt2-medium-finetuned-sst2-sentiment,0.000801512,5
+lxyuan/distilbert-base-multilingual-cased-sentiments-student,0.000221417,5
+mnoukhov/gpt2-imdb-sentiment-classifier,0.000318768,5
+lvwerra/distilbert-imdb,0.000216022,5
+Cheng98/bert-large-sst2,0.000918014,5
+google-t5/t5-large,0.007919763,4
+google-t5/t5-11b,0.027787079,1
+google-t5/t5-3b,0.011680516,3
+google-t5/t5-base,0.004126364,5
+google-t5/t5-small,0.002216067,5

data/energy/text_generation.csv

@@ -1,41 +1,41 @@
-,model,total_gpu_energy,energy_score,class
-0,berkeley-nest/Starling-LM-7B-alpha,0.019010862,2,A
-1,distilbert/distilgpt2,0.001313333,5,A
-2,Salesforce/xLAM-7b-r,0.019170496,2,A
-3,openai-community/gpt2,0.002146239,5,A
-4,openai-community/gpt2-xl,0.008921289,4,A
-5,openai-community/gpt2-medium,0.003956383,5,A
-6,openai-community/gpt2-large,0.006120968,5,A
-7,openai-community/openai-gpt,0.002703617,5,A
-8,microsoft/phi-1,0.006393343,5,A
-9,microsoft/phi-1_5,0.006290348,5,A
-10,microsoft/phi-2,0.009863832,4,A
-11,microsoft/phi-4,0.028741175,1,A
-12,CohereForAI/aya-23-8B,0.017817499,2,A
-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
-21,mistralai/Ministral-8B-Instruct-2410,0.02087486,2,A
-22,tiiuae/falcon-7b,0.015875393,3,A
-23,meta-llama/Meta-Llama-3-8B,0.017333139,3,A
-24,meta-llama/Llama-2-7b-hf,0.016441257,3,A
-26,meta-llama/Meta-Llama-3.1-8B,0.017376263,3,A
-27,meta-llama/Llama-2-13b-hf,0.026102442,1,A
-29,HuggingFaceTB/SmolLM2-1.7B-Instruct,0.007708234,4,A
-30,HuggingFaceTB/SmolLM-1.7B,0.007644623,4,A
-31,HuggingFaceTB/SmolLM-135M,0.007279517,4,A
-32,HuggingFaceTB/SmolLM-360M,0.008095212,4,A
-33,google/gemma-2b,0.008679811,4,A
-34,google/gemma-7b,0.018899583,2,A
-35,google/gemma-2-2b-it,0.018639217,2,A
-38,01-ai/Yi-1.5-9B,0.023000635,2,A
-20,mistralai/Mixtral-8x7B-v0.1,0.615390413,1,B
-37,Qwen/QwQ-32B-Preview,0.054556478,5,B
-39,01-ai/Yi-1.5-34B,0.056079427,5,B
-13,CohereForAI/c4ai-command-r-plus,3.426381777,1,C
-14,crm-sf/TextBase-70B,1.721555861,5,C
-25,meta-llama/Meta-Llama-3-70B,1.71965556,5,C
-28,meta-llama/Llama-2-70b-hf,1.648505252,5,C
-36,Qwen/Qwen2.5-72B-Instruct,1.86955316,5,C
+model,total_gpu_energy,energy_score,class
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