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asr_energyscore.csv

@@ -0,0 +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

image_caption_energyscore.csv

@@ -0,0 +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

image_classification_energyscore.csv

@@ -0,0 +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

image_generation_energyscore.csv

@@ -0,0 +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

object_detection_energyscore.csv

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+,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

question_answering_energyscore.csv

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+,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

sentence_similarity_energyscore.csv

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+,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

summarization_energyscore.csv

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+,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

text_classification_energyscore.csv

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+,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

text_gen_energyscore.csv

@@ -0,0 +1,42 @@
+,model,total_gpu_energy,energy_score,class
+0,berkeley-nest/Starling-LM-7B-alpha,0.019010862430899778,2,a
+1,distilbert/distilgpt2,0.001313333,5,a
+2,Salesforce/xLAM-7b-r,0.019170495614162064,2,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-4,0.028741174659586477,1,a
+12,CohereForAI/aya-23-8B,0.017817499,2,a
+15,allenai/OLMo-1.7-7B-hf,0.016831335687282234,3,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,0.017333138866497677,3,a
+24,meta-llama/Llama-2-7b-hf,0.016441257,3,a
+26,meta-llama/Meta-Llama-3.1-8B,0.017376263067664155,3,a
+27,meta-llama/Llama-2-13b-hf,0.026102442270826032,1,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,0.018639216578023365,2,a
+38,01-ai/Yi-1.5-9B,0.023000634511603835,2,a
+,Salesforce/XGen3-medium,,,a
+,mistralai/Mixtral-8x7B-v0.1,0.615390413,1,b
+,Qwen/QwQ-32B-Preview,0.054556478,5,b
+,01-ai/Yi-1.5-34B,0.056079427,5,b
+,CohereForAI/c4ai-command-r-plus,3.426381777,1,c
+,Salesforce/TextBase-70B,1.721555861,5,c
+,meta-llama/Meta-Llama-3-70B,1.71965556,5,c
+,meta-llama/Llama-2-70b-hf,1.648505252,5,c
+,Qwen/Qwen2.5-72B-Instruct,1.86955316,5,c