diff --git a/README.md b/README.md index 872a038c0d3e4ee4bd54197df01f2c5b0e423e35..c916ea9890359e9414b151281dd228970ac0bd40 100644 --- a/README.md +++ b/README.md @@ -12,3 +12,23 @@ tags: startup_duration_timeout: 1h fullWidth: true --- + +## The MTEB Leaderboard repository + +This repository contains the code for pushing and updating the MTEB leaderboard daily. + +| Relevant Links | Decription | +|------------------------------------------|------------------------------| +| [mteb](https://github.com/embeddings-benchmark/mteb) | The implementation of the benchmark. Here you e.g. find the code to run your model on the benchmark. | +| [leaderboard](https://huggingface.co/spaces/mteb/leaderboard) | The leaderboard itself, here you can view results of model run on MTEB. | +| [results](https://github.com/embeddings-benchmark/results) | The results of MTEB is stored here. Though you can publish them to the leaderboard [adding](https://github.com/embeddings-benchmark/mteb/blob/main/docs/adding_a_model.md) the result to your model card. | + +## Developer setup + +To setup the repository: + +``` +git clone {repo_url} +# potentially create virtual environment using python 3.9 +pip install -r requirements.txt +``` \ No newline at end of file diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl index 879d8af17c912e750b8a6683d0a25e7fe0f19db1..38d2b63e1d2420d5cdf12559fe9fef3166426fd6 100644 --- a/all_data_tasks/0/default.jsonl +++ b/all_data_tasks/0/default.jsonl @@ -1,25 +1,209 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification 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--git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl index 744caacf00658c025795e3ac934aa99a9faf851b..8c3475c965832ab4507ac08e72e70994950da247 100644 --- a/all_data_tasks/1/default.jsonl +++ b/all_data_tasks/1/default.jsonl @@ -1,25 +1,205 @@ -{"index":4,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":61.91,"GeoreviewClusteringP2P (rus-Cyrl)":74.06,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":60.01,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":51.66} -{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72} -{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P 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+{"index":56,"Rank":75,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""} diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl index b0694ad6e21f73c55e5a478f1f5027b0b53d1f56..fd34c2b730d79240b61bfbbc7898cd0e69ec062a 100644 --- a/all_data_tasks/18/default.jsonl +++ b/all_data_tasks/18/default.jsonl @@ -1,57 +1,61 @@ {"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86} -{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, 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-{"index":61,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47} -{"index":35,"Rank":35,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43} -{"index":67,"Rank":36,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33} -{"index":36,"Rank":37,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25} -{"index":60,"Rank":38,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2} -{"index":70,"Rank":39,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14} -{"index":16,"Rank":40,"Model":"bert-base-15lang-cased<\/a>","Model Size 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-{"index":7,"Rank":47,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72} -{"index":69,"Rank":48,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56} -{"index":2,"Rank":49,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34} -{"index":53,"Rank":50,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28} -{"index":68,"Rank":51,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21} -{"index":56,"Rank":52,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12} -{"index":59,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model 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+{"index":15,"Rank":13,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26} +{"index":38,"Rank":14,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26} +{"index":10,"Rank":15,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26} +{"index":45,"Rank":16,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92} +{"index":1,"Rank":17,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88} +{"index":36,"Rank":18,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88} +{"index":44,"Rank":19,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, 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(Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.3} +{"index":51,"Rank":27,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.28} +{"index":52,"Rank":28,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.27} +{"index":70,"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23} +{"index":54,"Rank":30,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.22} +{"index":21,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.16} +{"index":57,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16} +{"index":50,"Rank":33,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.13} +{"index":69,"Rank":34,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01} +{"index":4,"Rank":35,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96} +{"index":29,"Rank":36,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.69} +{"index":80,"Rank":37,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.65} +{"index":48,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48} +{"index":68,"Rank":39,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47} +{"index":39,"Rank":40,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43} +{"index":75,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33} +{"index":40,"Rank":42,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25} +{"index":67,"Rank":43,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2} +{"index":78,"Rank":44,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14} +{"index":17,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13} +{"index":16,"Rank":46,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06} +{"index":30,"Rank":47,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04} +{"index":79,"Rank":48,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89} +{"index":18,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84} +{"index":41,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81} +{"index":35,"Rank":51,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77} +{"index":7,"Rank":52,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million 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+{"index":49,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63} diff --git a/all_data_tasks/23/default.jsonl b/all_data_tasks/23/default.jsonl index 5f5a6386e234bada1e541d7e51ebd697eaa505e5..a9d1ab184341508fa2d07f84f5c7a91f2a7dcae7 100644 --- a/all_data_tasks/23/default.jsonl +++ b/all_data_tasks/23/default.jsonl @@ -1,44 +1,47 @@ -{"index":12,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97} -{"index":11,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification 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(Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.22,"AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"LeCaRDv2":22.68,"LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalSummarization":59.99} +{"index":2,"Rank":6,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":39.22,"AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"LeCaRDv2":22.68,"LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalSummarization":59.99} +{"index":4,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.31,"AILAStatutes":41.8,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":82.1,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalSummarization":70.64} +{"index":6,"Rank":8,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43} +{"index":7,"Rank":9,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalSummarization":59.0} +{"index":8,"Rank":10,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalSummarization":58.55} +{"index":9,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million 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fp32)":0.41,"Average":31.12,"LEMBNarrativeQARetrieval":19.34,"LEMBNeedleRetrieval":16.0,"LEMBPasskeyRetrieval":24.5,"LEMBQMSumRetrieval":21.54,"LEMBSummScreenFDRetrieval":60.43,"LEMBWikimQARetrieval":44.92} +{"index":10,"Rank":12,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.81,"LEMBNarrativeQARetrieval":18.27,"LEMBNeedleRetrieval":20.0,"LEMBPasskeyRetrieval":23.25,"LEMBQMSumRetrieval":16.32,"LEMBSummScreenFDRetrieval":54.8,"LEMBWikimQARetrieval":46.23} +{"index":9,"Rank":13,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.26,"LEMBNarrativeQARetrieval":19.64,"LEMBNeedleRetrieval":12.25,"LEMBPasskeyRetrieval":14.75,"LEMBQMSumRetrieval":13.08,"LEMBSummScreenFDRetrieval":46.98,"LEMBWikimQARetrieval":44.88} diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl index 9ae6af4db16fcdb1bfc16d967a864e8f0fa6e5f8..e23a313c8ee437cd8988d65b247d2ca2c9148e37 100644 --- a/all_data_tasks/27/default.jsonl +++ b/all_data_tasks/27/default.jsonl @@ -1,7 +1,7 @@ {"index":5,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97} {"index":15,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69} -{"index":9,"Rank":3,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69} -{"index":3,"Rank":4,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71} +{"index":9,"Rank":3,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69} +{"index":3,"Rank":4,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71} {"index":14,"Rank":5,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26} {"index":12,"Rank":6,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0} {"index":4,"Rank":7,"Model":"gbert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":27.0,"BlurbsClusteringP2P":35.36,"BlurbsClusteringS2S":11.27,"TenKGnadClusteringP2P":37.16,"TenKGnadClusteringS2S":24.23} @@ -16,4 +16,4 @@ {"index":10,"Rank":16,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":10.03,"BlurbsClusteringP2P":11.37,"BlurbsClusteringS2S":8.01,"TenKGnadClusteringP2P":15.89,"TenKGnadClusteringS2S":4.84} {"index":7,"Rank":17,"Model":"gelectra-large<\/a>","Model Size 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fp32)":1.04,"Average":39.11,"AFQMC":15.69,"ATEC":20.27,"BQ":36.33,"LCQMC":63.3,"PAWSX":12.16,"QBQTC":22.53,"STS22 (zh)":61.75,"STSB":80.84} +{"level_0":62,"index":159,"Rank":63,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.48,"AFQMC":17.63,"ATEC":26.18,"BQ":37.66,"LCQMC":50.11,"PAWSX":32.75,"QBQTC":24.48,"STS22 (zh)":52.82,"STSB":50.18} +{"level_0":63,"index":289,"Rank":64,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":20.86,"AFQMC":3.76,"ATEC":10.09,"BQ":19.31,"LCQMC":42.15,"PAWSX":6.14,"QBQTC":6.12,"STS22 (zh)":33.7,"STSB":45.6} +{"level_0":64,"index":11,"Rank":76,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":49.41,"STSB":""} +{"level_0":65,"index":67,"Rank":110,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.18,"STSB":""} +{"level_0":66,"index":74,"Rank":117,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":60.0,"STSB":""} +{"level_0":67,"index":91,"Rank":134,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":25.49,"STSB":""} +{"level_0":68,"index":92,"Rank":135,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":6.52,"STSB":""} +{"level_0":69,"index":126,"Rank":167,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":64.04,"STSB":""} +{"level_0":70,"index":138,"Rank":178,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":58.54,"STSB":""} +{"level_0":71,"index":139,"Rank":179,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.78,"STSB":""} +{"level_0":72,"index":189,"Rank":214,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":30.55,"ATEC":37.35,"BQ":47.17,"LCQMC":75.32,"PAWSX":17.46,"QBQTC":33.7,"STS22 (zh)":"","STSB":81.52} +{"level_0":73,"index":191,"Rank":215,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":31.87,"ATEC":38.8,"BQ":47.67,"LCQMC":75.34,"PAWSX":17.25,"QBQTC":34.48,"STS22 (zh)":"","STSB":82.03} +{"level_0":74,"index":254,"Rank":267,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.02,"STSB":""} +{"level_0":75,"index":255,"Rank":268,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.15,"STSB":""} +{"level_0":76,"index":256,"Rank":269,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":44.93,"STSB":""} +{"level_0":77,"index":258,"Rank":271,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":16.35,"STSB":""} +{"level_0":78,"index":260,"Rank":273,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":4.78,"STSB":""} +{"level_0":79,"index":261,"Rank":274,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.32,"STSB":""} +{"level_0":80,"index":263,"Rank":276,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":27.32,"STSB":""} +{"level_0":81,"index":264,"Rank":277,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":31.16,"STSB":""} +{"level_0":82,"index":270,"Rank":283,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""} +{"level_0":83,"index":271,"Rank":284,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""} +{"level_0":84,"index":272,"Rank":285,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""} +{"level_0":85,"index":275,"Rank":287,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""} +{"level_0":86,"index":278,"Rank":288,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""} diff --git a/refresh.py b/refresh.py index 4d546d7f56cbab74dfa87eedebc7e095c6c78d2d..9249b2a089304dd34461d2ee9424fb3682c7b2ea 100644 --- a/refresh.py +++ b/refresh.py @@ -1,17 +1,19 @@ -from functools import reduce import json +from __future__ import annotations + import os import re +from functools import reduce +from typing import Any +import pandas as pd from datasets import load_dataset from huggingface_hub import hf_hub_download from huggingface_hub.repocard import metadata_load -import pandas as pd from tqdm.autonotebook import tqdm +from envs import API, LEADERBOARD_CONFIG, MODEL_META, REPO_ID, RESULTS_REPO from utils.model_size import get_model_parameters_memory -from envs import LEADERBOARD_CONFIG, MODEL_META, REPO_ID, RESULTS_REPO, API - MODEL_CACHE = {} TASKS_CONFIG = LEADERBOARD_CONFIG["tasks"] @@ -33,20 +35,46 @@ TASK_TO_METRIC["Summarization"].append("cosine_spearman") TASK_TO_METRIC["PairClassification"].append("cos_sim_ap") TASK_TO_METRIC["PairClassification"].append("cosine_ap") -EXTERNAL_MODELS = {k for k, v in MODEL_META["model_meta"].items() if v.get("is_external", False)} -EXTERNAL_MODEL_TO_LINK = {k: v["link"] for k, v in MODEL_META["model_meta"].items() if v.get("link", False)} -EXTERNAL_MODEL_TO_DIM = {k: v["dim"] for k, v in MODEL_META["model_meta"].items() if v.get("dim", False)} -EXTERNAL_MODEL_TO_SEQLEN = {k: v["seq_len"] for k, v in MODEL_META["model_meta"].items() if v.get("seq_len", False)} -EXTERNAL_MODEL_TO_SIZE = {k: v["size"] for k, v in MODEL_META["model_meta"].items() if v.get("size", False)} -PROPRIETARY_MODELS = {k for k, v in MODEL_META["model_meta"].items() if v.get("is_proprietary", False)} + +EXTERNAL_MODELS = { + k for k, v in MODEL_META["model_meta"].items() if v.get("is_external", False) +} +EXTERNAL_MODEL_TO_LINK = { + k: v["link"] for k, v in MODEL_META["model_meta"].items() if v.get("link", False) +} +EXTERNAL_MODEL_TO_DIM = { + k: v["dim"] for k, v in MODEL_META["model_meta"].items() if v.get("dim", False) +} +EXTERNAL_MODEL_TO_SEQLEN = { + k: v["seq_len"] + for k, v in MODEL_META["model_meta"].items() + if v.get("seq_len", False) +} +EXTERNAL_MODEL_TO_SIZE = { + k: v["size"] for k, v in MODEL_META["model_meta"].items() if v.get("size", False) +} +PROPRIETARY_MODELS = { + k for k, v in MODEL_META["model_meta"].items() if v.get("is_proprietary", False) +} TASK_DESCRIPTIONS = {k: v["task_description"] for k, v in TASKS_CONFIG.items()} TASK_DESCRIPTIONS["Overall"] = "Overall performance across MTEB tasks." -SENTENCE_TRANSFORMERS_COMPATIBLE_MODELS = {k for k, v in MODEL_META["model_meta"].items() if v.get("is_sentence_transformers_compatible", False)} +SENTENCE_TRANSFORMERS_COMPATIBLE_MODELS = { + k + for k, v in MODEL_META["model_meta"].items() + if v.get("is_sentence_transformers_compatible", False) +} MODELS_TO_SKIP = MODEL_META["models_to_skip"] CROSS_ENCODERS = MODEL_META["cross_encoders"] -BI_ENCODERS = [k for k, _ in MODEL_META["model_meta"].items() if k not in CROSS_ENCODERS + ["bm25"]] -INSTRUCT_MODELS = {k for k, v in MODEL_META["model_meta"].items() if v.get("uses_instruct", False)} -NOINSTRUCT_MODELS = {k for k, v in MODEL_META["model_meta"].items() if not v.get("uses_instruct", False)} +BI_ENCODERS = [ + k for k, _ in MODEL_META["model_meta"].items() if k not in CROSS_ENCODERS + ["bm25"] +] +INSTRUCT_MODELS = { + k for k, v in MODEL_META["model_meta"].items() if v.get("uses_instruct", False) +} +NOINSTRUCT_MODELS = { + k for k, v in MODEL_META["model_meta"].items() if not v.get("uses_instruct", False) +} + TASK_TO_TASK_TYPE = {task_category: [] for task_category in TASKS} for board_config in BOARDS_CONFIG.values(): @@ -61,12 +89,28 @@ MODEL_INFOS = {} # with open(model_infos_path) as f: # MODEL_INFOS = json.load(f) -def add_rank(df): - cols_to_rank = [col for col in df.columns if col not in ["Model", "Model Size (Million Parameters)", "Memory Usage (GB, fp32)", "Embedding Dimensions", "Max Tokens"]] + +def add_rank(df: pd.DataFrame) -> pd.DataFrame: + cols_to_rank = [ + col + for col in df.columns + if col + not in [ + "Model", + "Model Size (Million Parameters)", + "Memory Usage (GB, fp32)", + "Embedding Dimensions", + "Max Tokens", + ] + ] if len(cols_to_rank) == 1: df.sort_values(cols_to_rank[0], ascending=False, inplace=True) else: - df.insert(len(df.columns) - len(cols_to_rank), "Average", df[cols_to_rank].mean(axis=1, skipna=False)) + df.insert( + len(df.columns) - len(cols_to_rank), + "Average", + df[cols_to_rank].mean(axis=1, skipna=False), + ) df.sort_values("Average", ascending=False, inplace=True) df.insert(0, "Rank", list(range(1, len(df) + 1))) df = df.round(2) @@ -75,24 +119,25 @@ def add_rank(df): return df -def make_clickable_model(model_name, link=None): +def make_clickable_model(model_name: str, link: None | str = None) -> str: if link is None: link = "https://huggingface.co/" + model_name # Remove user from model name - return ( - f'{model_name.split("/")[-1]}' - ) + return f'{model_name.split("/")[-1]}' def add_lang(examples): if not (examples["eval_language"]) or (examples["eval_language"] == "default"): examples["mteb_dataset_name_with_lang"] = examples["mteb_dataset_name"] else: - examples["mteb_dataset_name_with_lang"] = examples["mteb_dataset_name"] + f' ({examples["eval_language"]})' + examples["mteb_dataset_name_with_lang"] = ( + examples["mteb_dataset_name"] + f' ({examples["eval_language"]})' + ) return examples -def norm(names): return set([name.split(" ")[0] for name in names]) +def norm(names: str) -> set: + return set([name.split(" ")[0] for name in names]) def add_task(examples): @@ -111,17 +156,21 @@ def add_task(examples): return examples -def filter_metric_external(x, task, metrics): - # This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks. - if x['mteb_dataset_name'] in ['LEMBNeedleRetrieval', 'LEMBPasskeyRetrieval']: - return x["mteb_task"] == task and x['metric'] == 'ndcg_at_1' +def filter_metric_external(x, task, metrics) -> bool: + # This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks. + if x["mteb_dataset_name"] in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]: + return bool(x["mteb_task"] == task and x["metric"] == "ndcg_at_1") else: - return x["mteb_task"] == task and x["metric"] in metrics + return bool(x["mteb_task"] == task and x["metric"] in metrics) -def filter_metric_fetched(name, metric, expected_metrics): - # This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks. - return metric == 'ndcg_at_1' if name in ['LEMBNeedleRetrieval', 'LEMBPasskeyRetrieval'] else metric in expected_metrics +def filter_metric_fetched(name: str, metric: str, expected_metrics) -> bool: + # This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks. + return bool( + metric == "ndcg_at_1" + if name in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"] + else metric in expected_metrics + ) def get_dim_seq_size(model): @@ -140,12 +189,20 @@ def get_dim_seq_size(model): config_path = hf_hub_download(model.modelId, filename="config.json") config = json.load(open(config_path)) if not dim: - dim = config.get("hidden_dim", config.get("hidden_size", config.get("d_model", ""))) - seq = config.get("n_positions", config.get("max_position_embeddings", config.get("n_ctx", config.get("seq_length", "")))) + dim = config.get( + "hidden_dim", config.get("hidden_size", config.get("d_model", "")) + ) + seq = config.get( + "n_positions", + config.get( + "max_position_embeddings", + config.get("n_ctx", config.get("seq_length", "")), + ), + ) if dim == "" or seq == "": raise Exception(f"Could not find dim or seq for model {model.modelId}") - + # Get model file size without downloading. Parameters in million parameters and memory in GB parameters, memory = get_model_parameters_memory(model) return dim, seq, parameters, memory @@ -160,27 +217,54 @@ def get_external_model_results(): for model in EXTERNAL_MODELS: if model not in EXTERNAL_MODEL_RESULTS: models_to_run.append(model) - EXTERNAL_MODEL_RESULTS[model] = {k: {v[0]: []} for k, v in TASK_TO_METRIC.items()} + EXTERNAL_MODEL_RESULTS[model] = { + k: {v[0]: []} for k, v in TASK_TO_METRIC.items() + } ## only if we want to re-calculate all instead of using the cache... it's likely they haven't changed ## but if your model results have changed, delete it from the "EXTERNAL_MODEL_RESULTS.json" file else: - EXTERNAL_MODEL_RESULTS = {model: {k: {v[0]: []} for k, v in TASK_TO_METRIC.items()} for model in EXTERNAL_MODELS} + EXTERNAL_MODEL_RESULTS = { + model: {k: {v[0]: []} for k, v in TASK_TO_METRIC.items()} + for model in EXTERNAL_MODELS + } models_to_run = EXTERNAL_MODELS pbar = tqdm(models_to_run, desc="Fetching external model results") for model in pbar: pbar.set_description(f"Fetching external model results for {model!r}") - ds = load_dataset(RESULTS_REPO, model, trust_remote_code=True, download_mode='force_redownload', verification_mode="no_checks") + ds = load_dataset( + RESULTS_REPO, + model, + trust_remote_code=True, + download_mode="force_redownload", + verification_mode="no_checks", + ) ds = ds.map(add_lang) ds = ds.map(add_task) - base_dict = {"Model": make_clickable_model(model, link=EXTERNAL_MODEL_TO_LINK.get(model, f"https://huggingface.co/spaces/{REPO_ID}"))} + base_dict = { + "Model": make_clickable_model( + model, + link=EXTERNAL_MODEL_TO_LINK.get( + model, f"https://huggingface.co/spaces/{REPO_ID}" + ), + ) + } for task, metrics in TASK_TO_METRIC.items(): - ds_dict = ds.filter(lambda x: filter_metric_external(x, task, metrics))["test"].to_dict() - ds_dict = {k: round(v, 2) for k, v in zip(ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"])} + ds_dict = ds.filter(lambda x: filter_metric_external(x, task, metrics))[ + "test" + ].to_dict() + ds_dict = { + k: round(v, 2) + for k, v in zip( + ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"] + ) + } # metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat - EXTERNAL_MODEL_RESULTS[model][task][metrics[0]].append({**base_dict, **ds_dict}) + EXTERNAL_MODEL_RESULTS[model][task][metrics[0]].append( + {**base_dict, **ds_dict} + ) # Save & cache EXTERNAL_MODEL_RESULTS with open("EXTERNAL_MODEL_RESULTS.json", "w") as f: @@ -189,7 +273,7 @@ def get_external_model_results(): return EXTERNAL_MODEL_RESULTS -def download_or_use_cache(modelId): +def download_or_use_cache(modelId: str): global MODEL_CACHE if modelId in MODEL_CACHE: return MODEL_CACHE[modelId] @@ -203,7 +287,15 @@ def download_or_use_cache(modelId): return meta -def get_mteb_data(tasks=["Clustering"], langs=[], datasets=[], fillna=True, add_emb_dim=True, task_to_metric=TASK_TO_METRIC, rank=True): +def get_mteb_data( + tasks: list = ["Clustering"], + langs: list = [], + datasets: list = [], + fillna: bool = True, + add_emb_dim: bool = True, + task_to_metric: dict = TASK_TO_METRIC, + rank: bool = True, +) -> pd.DataFrame: global MODEL_INFOS with open("EXTERNAL_MODEL_RESULTS.json", "r") as f: @@ -212,46 +304,62 @@ def get_mteb_data(tasks=["Clustering"], langs=[], datasets=[], fillna=True, add_ api = API models = list(api.list_models(filter="mteb")) # Legacy names changes; Also fetch the old results & merge later - if ('MLSUMClusteringP2P (fr)' in datasets): - datasets.append('MLSUMClusteringP2P') - if ('MLSUMClusteringS2S (fr)' in datasets): - datasets.append('MLSUMClusteringS2S') - if ('PawsXPairClassification (fr)' in datasets): - datasets.append('PawsX (fr)') + if "MLSUMClusteringP2P (fr)" in datasets: + datasets.append("MLSUMClusteringP2P") + if "MLSUMClusteringS2S (fr)" in datasets: + datasets.append("MLSUMClusteringS2S") + if "PawsXPairClassification (fr)" in datasets: + datasets.append("PawsX (fr)") # Initialize list to models that we cannot fetch metadata from df_list = [] for model in external_model_results: results_list = [] for task in tasks: # Not all models have InstructionRetrieval, other new tasks - if task not in external_model_results[model]: continue + if task not in external_model_results[model]: + continue results_list += external_model_results[model][task][task_to_metric[task][0]] if len(datasets) > 0: - res = {k: v for d in results_list for k, v in d.items() if (k == "Model") or any([x in k for x in datasets])} + res = { + k: v + for d in results_list + for k, v in d.items() + if (k == "Model") or any([x in k for x in datasets]) + } elif langs: # Would be cleaner to rely on an extra language column instead langs_format = [f"({lang})" for lang in langs] - res = {k: v for d in results_list for k, v in d.items() if any([k.split(" ")[-1] in (k, x) for x in langs_format])} + res = { + k: v + for d in results_list + for k, v in d.items() + if any([k.split(" ")[-1] in (k, x) for x in langs_format]) + } else: res = {k: v for d in results_list for k, v in d.items()} # Model & at least one result if len(res) > 1: if add_emb_dim: - res["Model Size (Million Parameters)"] = EXTERNAL_MODEL_TO_SIZE.get(model, "") - res["Memory Usage (GB, fp32)"] = round(res["Model Size (Million Parameters)"] * 1e6 * 4 / 1024**3, 2) if res["Model Size (Million Parameters)"] != "" else "" + res["Model Size (Million Parameters)"] = EXTERNAL_MODEL_TO_SIZE.get( + model, "" + ) + res["Memory Usage (GB, fp32)"] = ( + round(res["Model Size (Million Parameters)"] * 1e6 * 4 / 1024**3, 2) + if res["Model Size (Million Parameters)"] != "" + else "" + ) res["Embedding Dimensions"] = EXTERNAL_MODEL_TO_DIM.get(model, "") res["Max Tokens"] = EXTERNAL_MODEL_TO_SEQLEN.get(model, "") df_list.append(res) pbar = tqdm(models, desc="Fetching model metadata") for model in pbar: - if model.modelId in MODELS_TO_SKIP: continue + if model.modelId in MODELS_TO_SKIP: + continue pbar.set_description(f"Fetching {model.modelId!r} metadata") meta = download_or_use_cache(model.modelId) - MODEL_INFOS[model.modelId] = { - "metadata": meta - } + MODEL_INFOS[model.modelId] = {"metadata": meta} if "model-index" not in meta: continue # meta['model-index'][0]["results"] is list of elements like: @@ -270,13 +378,45 @@ def get_mteb_data(tasks=["Clustering"], langs=[], datasets=[], fillna=True, add_ # }, # Use "get" instead of dict indexing to skip incompat metadata instead of erroring out if len(datasets) > 0: - task_results = [sub_res for sub_res in meta["model-index"][0]["results"] if (sub_res.get("task", {}).get("type", "") in tasks) and any([x in sub_res.get("dataset", {}).get("name", "") for x in datasets])] + task_results = [ + sub_res + for sub_res in meta["model-index"][0]["results"] + if (sub_res.get("task", {}).get("type", "") in tasks) + and any( + [x in sub_res.get("dataset", {}).get("name", "") for x in datasets] + ) + ] elif langs: - task_results = [sub_res for sub_res in meta["model-index"][0]["results"] if (sub_res.get("task", {}).get("type", "") in tasks) and (sub_res.get("dataset", {}).get("config", "default") in ("default", *langs))] + task_results = [ + sub_res + for sub_res in meta["model-index"][0]["results"] + if (sub_res.get("task", {}).get("type", "") in tasks) + and ( + sub_res.get("dataset", {}).get("config", "default") + in ("default", *langs) + ) + ] else: - task_results = [sub_res for sub_res in meta["model-index"][0]["results"] if (sub_res.get("task", {}).get("type", "") in tasks)] + task_results = [ + sub_res + for sub_res in meta["model-index"][0]["results"] + if (sub_res.get("task", {}).get("type", "") in tasks) + ] try: - out = [{res["dataset"]["name"].replace("MTEB ", ""): [round(score["value"], 2) for score in res["metrics"] if filter_metric_fetched(res["dataset"]["name"].replace("MTEB ", ""), score["type"], task_to_metric.get(res["task"]["type"]))][0]} for res in task_results] + out = [ + { + res["dataset"]["name"].replace("MTEB ", ""): [ + round(score["value"], 2) + for score in res["metrics"] + if filter_metric_fetched( + res["dataset"]["name"].replace("MTEB ", ""), + score["type"], + task_to_metric.get(res["task"]["type"]), + ) + ][0] + } + for res in task_results + ] except Exception as e: print("ERROR", model.modelId, e) continue @@ -287,7 +427,9 @@ def get_mteb_data(tasks=["Clustering"], langs=[], datasets=[], fillna=True, add_ if add_emb_dim: # The except clause triggers on gated repos, we can use external metadata for those try: - MODEL_INFOS[model.modelId]["dim_seq_size"] = list(get_dim_seq_size(model)) + MODEL_INFOS[model.modelId]["dim_seq_size"] = list( + get_dim_seq_size(model) + ) except: name_without_org = model.modelId.split("/")[-1] # EXTERNAL_MODEL_TO_SIZE[name_without_org] refers to millions of parameters, so for memory usage @@ -297,12 +439,29 @@ def get_mteb_data(tasks=["Clustering"], langs=[], datasets=[], fillna=True, add_ EXTERNAL_MODEL_TO_DIM.get(name_without_org, ""), EXTERNAL_MODEL_TO_SEQLEN.get(name_without_org, ""), EXTERNAL_MODEL_TO_SIZE.get(name_without_org, ""), - round(EXTERNAL_MODEL_TO_SIZE[name_without_org] * 1e6 * 4 / 1024 ** 3, 2) if name_without_org in EXTERNAL_MODEL_TO_SIZE else "", + round( + EXTERNAL_MODEL_TO_SIZE[name_without_org] + * 1e6 + * 4 + / 1024**3, + 2, + ) + if name_without_org in EXTERNAL_MODEL_TO_SIZE + else "", ) - out["Embedding Dimensions"], out["Max Tokens"], out["Model Size (Million Parameters)"], out["Memory Usage (GB, fp32)"] = tuple(MODEL_INFOS[model.modelId]["dim_seq_size"]) + ( + out["Embedding Dimensions"], + out["Max Tokens"], + out["Model Size (Million Parameters)"], + out["Memory Usage (GB, fp32)"], + ) = tuple(MODEL_INFOS[model.modelId]["dim_seq_size"]) df_list.append(out) model_siblings = model.siblings or [] - if model.library_name == "sentence-transformers" or "sentence-transformers" in model.tags or "modules.json" in {file.rfilename for file in model_siblings}: + if ( + model.library_name == "sentence-transformers" + or "sentence-transformers" in model.tags + or "modules.json" in {file.rfilename for file in model_siblings} + ): SENTENCE_TRANSFORMERS_COMPATIBLE_MODELS.add(out["Model"]) # # Save & cache MODEL_INFOS @@ -315,27 +474,38 @@ def get_mteb_data(tasks=["Clustering"], langs=[], datasets=[], fillna=True, add_ df = df.groupby("Model", as_index=False).first() # Put 'Model' column first cols = sorted(list(df.columns)) - base_columns = ["Model", "Model Size (Million Parameters)", "Memory Usage (GB, fp32)", "Embedding Dimensions", "Max Tokens"] + base_columns = [ + "Model", + "Model Size (Million Parameters)", + "Memory Usage (GB, fp32)", + "Embedding Dimensions", + "Max Tokens", + ] if len(datasets) > 0: # Update legacy column names to be merged with newer ones # Update 'MLSUMClusteringP2P (fr)' with values from 'MLSUMClusteringP2P' - if ('MLSUMClusteringP2P (fr)' in datasets) and ('MLSUMClusteringP2P' in cols): - df['MLSUMClusteringP2P (fr)'] = df['MLSUMClusteringP2P (fr)'].fillna(df['MLSUMClusteringP2P']) - datasets.remove('MLSUMClusteringP2P') - if ('MLSUMClusteringS2S (fr)' in datasets) and ('MLSUMClusteringS2S' in cols): - df['MLSUMClusteringS2S (fr)'] = df['MLSUMClusteringS2S (fr)'].fillna(df['MLSUMClusteringS2S']) - datasets.remove('MLSUMClusteringS2S') - if ('PawsXPairClassification (fr)' in datasets) and ('PawsX (fr)' in cols): + if ("MLSUMClusteringP2P (fr)" in datasets) and ("MLSUMClusteringP2P" in cols): + df["MLSUMClusteringP2P (fr)"] = df["MLSUMClusteringP2P (fr)"].fillna( + df["MLSUMClusteringP2P"] + ) + datasets.remove("MLSUMClusteringP2P") + if ("MLSUMClusteringS2S (fr)" in datasets) and ("MLSUMClusteringS2S" in cols): + df["MLSUMClusteringS2S (fr)"] = df["MLSUMClusteringS2S (fr)"].fillna( + df["MLSUMClusteringS2S"] + ) + datasets.remove("MLSUMClusteringS2S") + if ("PawsXPairClassification (fr)" in datasets) and ("PawsX (fr)" in cols): # for the first bit no model has it, hence no column for it. We can remove this in a month or so if "PawsXPairClassification (fr)" not in cols: - df['PawsXPairClassification (fr)'] = df['PawsX (fr)'] + df["PawsXPairClassification (fr)"] = df["PawsX (fr)"] else: - df['PawsXPairClassification (fr)'] = df['PawsXPairClassification (fr)'].fillna(df['PawsX (fr)']) + df["PawsXPairClassification (fr)"] = df[ + "PawsXPairClassification (fr)" + ].fillna(df["PawsX (fr)"]) # make all the columns the same - datasets.remove('PawsX (fr)') - cols.remove('PawsX (fr)') - df.drop(columns=['PawsX (fr)'], inplace=True) - cols.append('PawsXPairClassification (fr)') + datasets.remove("PawsX (fr)") + cols.remove("PawsX (fr)") + df.drop(columns=["PawsX (fr)"], inplace=True) # Filter invalid columns cols = [col for col in cols if col in base_columns + datasets or any([col.startswith(d) for d in datasets])] @@ -364,7 +534,7 @@ def find_tasks(df_columns: list[str], tasks: list[str]) -> list[str]: # Get dict with a task list for each task category # E.g. {"Classification": ["AmazonMassiveIntentClassification (en)", ...], "PairClassification": ["SprintDuplicateQuestions", ...]} -def get_mteb_average(task_dict: dict): +def get_mteb_average(task_dict: dict) -> tuple[Any, dict]: all_tasks = reduce(lambda x, y: x + y, task_dict.values()) DATA_OVERALL = get_mteb_data( tasks=list(task_dict.keys()), @@ -375,11 +545,21 @@ def get_mteb_average(task_dict: dict): ) # Debugging: # DATA_OVERALL.to_csv("overall.csv") + DATA_OVERALL.insert( + 1, + f"Average ({len(all_tasks)} datasets)", + DATA_OVERALL[find_tasks(DATA_OVERALL.columns, all_tasks)].mean(axis=1, skipna=False), + ) - DATA_OVERALL.insert(1, f"Average ({len(all_tasks)} datasets)", DATA_OVERALL[find_tasks(DATA_OVERALL.columns, all_tasks)].mean(axis=1, skipna=False)) for i, (task_category, task_category_list) in enumerate(task_dict.items()): - DATA_OVERALL.insert(i + 2, f"{task_category} Average ({len(task_category_list)} datasets)", DATA_OVERALL[find_tasks(DATA_OVERALL.columns, task_category_list)].mean(axis=1, skipna=False)) - DATA_OVERALL.sort_values(f"Average ({len(all_tasks)} datasets)", ascending=False, inplace=True) + DATA_OVERALL.insert( + i + 2, + f"{task_category} Average ({len(task_category_list)} datasets)", + DATA_OVERALL[find_tasks(DATA_OVERALL.columns, task_category_list)].mean(axis=1, skipna=False), + ) + DATA_OVERALL.sort_values( + f"Average ({len(all_tasks)} datasets)", ascending=False, inplace=True + ) # Start ranking from 1 DATA_OVERALL.insert(0, "Rank", list(range(1, len(DATA_OVERALL) + 1))) @@ -387,15 +567,32 @@ def get_mteb_average(task_dict: dict): DATA_TASKS = {} for task_category, task_category_list in task_dict.items(): - DATA_TASKS[task_category] = add_rank(DATA_OVERALL[["Model", "Model Size (Million Parameters)", "Memory Usage (GB, fp32)"] + find_tasks(DATA_OVERALL.columns, task_category_list)]) - DATA_TASKS[task_category] = DATA_TASKS[task_category][DATA_TASKS[task_category].iloc[:, 4:].ne("").any(axis=1)] + DATA_TASKS[task_category] = add_rank( + DATA_OVERALL[ + ["Model", "Model Size (Million Parameters)", "Memory Usage (GB, fp32)"] + + find_tasks(DATA_OVERALL.columns, task_category_list) + ] + ) + DATA_TASKS[task_category] = DATA_TASKS[task_category][ + DATA_TASKS[task_category].iloc[:, 4:].ne("").any(axis=1) + ] # Fill NaN after averaging DATA_OVERALL.fillna("", inplace=True) - data_overall_rows = ["Rank", "Model", "Model Size (Million Parameters)", "Memory Usage (GB, fp32)", "Embedding Dimensions", "Max Tokens", f"Average ({len(all_tasks)} datasets)"] + data_overall_rows = [ + "Rank", + "Model", + "Model Size (Million Parameters)", + "Memory Usage (GB, fp32)", + "Embedding Dimensions", + "Max Tokens", + f"Average ({len(all_tasks)} datasets)", + ] for task_category, task_category_list in task_dict.items(): - data_overall_rows.append(f"{task_category} Average ({len(task_category_list)} datasets)") + data_overall_rows.append( + f"{task_category} Average ({len(task_category_list)} datasets)" + ) DATA_OVERALL = DATA_OVERALL[data_overall_rows] DATA_OVERALL = DATA_OVERALL[DATA_OVERALL.iloc[:, 5:].ne("").any(axis=1)] @@ -403,13 +600,10 @@ def get_mteb_average(task_dict: dict): return DATA_OVERALL, DATA_TASKS -def refresh_leaderboard(): +def refresh_leaderboard() -> tuple[list, dict]: """ The main code to refresh and calculate results for the leaderboard. It does this by fetching the results from the external models and the models in the leaderboard, then calculating the average scores for each task category. - - Returns: - dict: A dictionary containing the overall leaderboard and the task category leaderboards. """ # get external model results and cache them @@ -418,15 +612,14 @@ def refresh_leaderboard(): boards_data = {} all_data_tasks = [] - pbar_tasks = tqdm(BOARDS_CONFIG.items(), desc="Fetching leaderboard results for ???", total=len(BOARDS_CONFIG), leave=True) + pbar_tasks = tqdm( + BOARDS_CONFIG.items(), + desc="Fetching leaderboard results for ???", + total=len(BOARDS_CONFIG), + leave=True, + ) for board, board_config in pbar_tasks: - # To add only a single new board, you can uncomment the below to be faster - # if board != "rar-b": continue - - boards_data[board] = { - "data_overall": None, - "data_tasks": {} - } + boards_data[board] = {"data_overall": None, "data_tasks": {}} pbar_tasks.set_description(f"Fetching leaderboard results for {board!r}") pbar_tasks.refresh() if board_config["has_overall"]: @@ -436,25 +629,26 @@ def refresh_leaderboard(): all_data_tasks.extend(data_tasks.values()) else: for task_category, task_category_list in board_config["tasks"].items(): - data_task_category = get_mteb_data(tasks=[task_category], datasets=task_category_list) - data_task_category.drop(columns=["Embedding Dimensions", "Max Tokens"], inplace=True) + data_task_category = get_mteb_data( + tasks=[task_category], datasets=task_category_list + ) + data_task_category.drop( + columns=["Embedding Dimensions", "Max Tokens"], inplace=True + ) boards_data[board]["data_tasks"][task_category] = data_task_category all_data_tasks.append(data_task_category) return all_data_tasks, boards_data -def write_out_results(item, item_name: str): +def write_out_results(item: dict, item_name: str) -> None: """ Due to their complex structure, let's recursively create subfolders until we reach the end of the item and then save the DFs as jsonl files Args: - item (dict): The item to save - item_name (str): The name of the item - - Returns: - None + item: The item to save + item_name: The name of the item """ main_folder = item_name @@ -476,7 +670,8 @@ def write_out_results(item, item_name: str): print(f"Saving {main_folder} to {main_folder}/default.jsonl") os.makedirs(main_folder, exist_ok=True) - item.reset_index().to_json(f"{main_folder}/default.jsonl", orient="records", lines=True) + item.reset_index(inplace=True) + item.to_json(f"{main_folder}/default.jsonl", orient="records", lines=True) elif isinstance(item, str): print(f"Saving {main_folder} to {main_folder}/default.txt") @@ -495,22 +690,25 @@ def write_out_results(item, item_name: str): raise Exception(f"Unknown type {type(item)}") -def load_results(data_path): +def load_results(data_path: str) -> list | dict | pd.DataFrame | str | None: """ Do the reverse of `write_out_results` to reconstruct the item Args: - data_path (str): The path to the data to load + data_path: The path to the data to load Returns: - dict: The loaded data + The loaded data """ if os.path.isdir(data_path): # if the folder just has numbers from 0 to N, load as a list all_files_in_dir = list(os.listdir(data_path)) if set(all_files_in_dir) == set([str(i) for i in range(len(all_files_in_dir))]): ### the list case - return [load_results(os.path.join(data_path, str(i))) for i in range(len(os.listdir(data_path)))] + return [ + load_results(os.path.join(data_path, str(i))) + for i in range(len(os.listdir(data_path))) + ] else: if len(all_files_in_dir) == 1: file_name = all_files_in_dir[0] @@ -519,7 +717,10 @@ def load_results(data_path): else: ### the dict case return {file_name: load_results(os.path.join(data_path, file_name))} else: - return {file_name: load_results(os.path.join(data_path, file_name)) for file_name in all_files_in_dir} + return { + file_name: load_results(os.path.join(data_path, file_name)) + for file_name in all_files_in_dir + } elif data_path.endswith(".jsonl"): df = pd.read_json(data_path, orient="records", lines=True) @@ -537,11 +738,11 @@ def load_results(data_path): if __name__ == "__main__": - print(f"Refreshing leaderboard statistics...") + print("Refreshing leaderboard statistics...") all_data_tasks, boards_data = refresh_leaderboard() - print(f"Done calculating, saving...") + print("Done calculating, saving...") # save them so that the leaderboard can use them. They're quite complex though - # but we can't use pickle files because of git-lfs. + # but we can't use pickle files because of git-lfs. write_out_results(all_data_tasks, "all_data_tasks") write_out_results(boards_data, "boards_data")