| --- |
| dataset_info: |
| - config_name: corpus |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
| dtype: string |
| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: corpus |
| num_bytes: 6074846 |
| num_examples: 27588 |
| download_size: 2609576 |
| dataset_size: 6074846 |
| - config_name: go-corpus |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: corpus |
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| num_examples: 182735 |
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| dataset_size: 38310307 |
| - config_name: go-qrels |
| features: |
| - name: query-id |
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| - name: corpus-id |
| dtype: string |
| - name: score |
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| splits: |
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| num_examples: 167288 |
| - name: valid |
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| num_examples: 7325 |
| - name: test |
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| num_examples: 8122 |
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| dataset_size: 5259830 |
| - config_name: go-queries |
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| - name: title |
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| - name: partition |
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| - name: text |
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| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: queries |
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| num_examples: 182735 |
| download_size: 22518511 |
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| - config_name: java-corpus |
| features: |
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| - name: title |
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| - name: partition |
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| - name: text |
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| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
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| splits: |
| - name: corpus |
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| dataset_size: 52844259 |
| - config_name: java-qrels |
| features: |
| - name: query-id |
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| - name: corpus-id |
| dtype: string |
| - name: score |
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| - name: valid |
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| - name: test |
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| num_examples: 10955 |
| download_size: 2059850 |
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| - config_name: java-queries |
| features: |
| - name: _id |
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| - name: title |
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| - name: partition |
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| - name: text |
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| - name: language |
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| - name: meta_information |
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| - name: resource |
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| splits: |
| - name: queries |
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| - config_name: javascript-corpus |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
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| - name: text |
| dtype: string |
| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: corpus |
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| num_examples: 65201 |
| download_size: 9148280 |
| dataset_size: 20940791 |
| - config_name: javascript-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
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| splits: |
| - name: train |
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| num_examples: 58025 |
| - name: valid |
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| num_examples: 3885 |
| - name: test |
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| num_examples: 3291 |
| download_size: 743674 |
| dataset_size: 1803408 |
| - config_name: javascript-queries |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
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| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
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| splits: |
| - name: queries |
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| num_examples: 65201 |
| download_size: 12144058 |
| dataset_size: 28240438 |
| - config_name: php-corpus |
| features: |
| - name: _id |
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| - name: title |
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| - name: partition |
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| - name: text |
| dtype: string |
| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
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| splits: |
| - name: corpus |
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| download_size: 28610118 |
| dataset_size: 75580225 |
| - config_name: php-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
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| - name: valid |
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| num_examples: 12982 |
| - name: test |
| num_bytes: 420420 |
| num_examples: 14014 |
| download_size: 3053262 |
| dataset_size: 7824890 |
| - config_name: php-queries |
| features: |
| - name: _id |
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| - name: title |
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| - name: partition |
| dtype: string |
| - name: text |
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| - name: language |
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| - name: meta_information |
| struct: |
| - name: resource |
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| splits: |
| - name: queries |
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| num_examples: 268237 |
| download_size: 41855424 |
| dataset_size: 108819401 |
| - config_name: python-corpus |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
| dtype: string |
| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: corpus |
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| num_examples: 280652 |
| download_size: 45683292 |
| dataset_size: 114964501 |
| - config_name: python-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
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| num_examples: 251820 |
| - name: valid |
| num_bytes: 417420 |
| num_examples: 13914 |
| - name: test |
| num_bytes: 447540 |
| num_examples: 14918 |
| download_size: 3193423 |
| dataset_size: 8197340 |
| - config_name: python-queries |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
| dtype: string |
| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: queries |
| num_bytes: 164228951 |
| num_examples: 280652 |
| download_size: 68811755 |
| dataset_size: 164228951 |
| - config_name: ruby-corpus |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
| dtype: string |
| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: corpus |
| num_bytes: 6074846 |
| num_examples: 27588 |
| download_size: 2609576 |
| dataset_size: 6074846 |
| - config_name: ruby-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 675736 |
| num_examples: 24927 |
| - name: valid |
| num_bytes: 39200 |
| num_examples: 1400 |
| - name: test |
| num_bytes: 35308 |
| num_examples: 1261 |
| download_size: 316849 |
| dataset_size: 750244 |
| - config_name: ruby-queries |
| features: |
| - name: _id |
| dtype: string |
| - name: title |
| dtype: string |
| - name: partition |
| dtype: string |
| - name: text |
| dtype: string |
| - name: language |
| dtype: string |
| - name: meta_information |
| struct: |
| - name: resource |
| dtype: string |
| splits: |
| - name: queries |
| num_bytes: 8891575 |
| num_examples: 27588 |
| download_size: 3948111 |
| dataset_size: 8891575 |
| configs: |
| - config_name: corpus |
| data_files: |
| - split: corpus |
| path: corpus/corpus-* |
| - config_name: go-corpus |
| data_files: |
| - split: corpus |
| path: go-corpus/corpus-* |
| - config_name: go-qrels |
| data_files: |
| - split: train |
| path: go-qrels/train-* |
| - split: valid |
| path: go-qrels/valid-* |
| - split: test |
| path: go-qrels/test-* |
| - config_name: go-queries |
| data_files: |
| - split: queries |
| path: go-queries/queries-* |
| - config_name: java-corpus |
| data_files: |
| - split: corpus |
| path: java-corpus/corpus-* |
| - config_name: java-qrels |
| data_files: |
| - split: train |
| path: java-qrels/train-* |
| - split: valid |
| path: java-qrels/valid-* |
| - split: test |
| path: java-qrels/test-* |
| - config_name: java-queries |
| data_files: |
| - split: queries |
| path: java-queries/queries-* |
| - config_name: javascript-corpus |
| data_files: |
| - split: corpus |
| path: javascript-corpus/corpus-* |
| - config_name: javascript-qrels |
| data_files: |
| - split: train |
| path: javascript-qrels/train-* |
| - split: valid |
| path: javascript-qrels/valid-* |
| - split: test |
| path: javascript-qrels/test-* |
| - config_name: javascript-queries |
| data_files: |
| - split: queries |
| path: javascript-queries/queries-* |
| - config_name: php-corpus |
| data_files: |
| - split: corpus |
| path: php-corpus/corpus-* |
| - config_name: php-qrels |
| data_files: |
| - split: train |
| path: php-qrels/train-* |
| - split: valid |
| path: php-qrels/valid-* |
| - split: test |
| path: php-qrels/test-* |
| - config_name: php-queries |
| data_files: |
| - split: queries |
| path: php-queries/queries-* |
| - config_name: python-corpus |
| data_files: |
| - split: corpus |
| path: python-corpus/corpus-* |
| - config_name: python-qrels |
| data_files: |
| - split: train |
| path: python-qrels/train-* |
| - split: valid |
| path: python-qrels/valid-* |
| - split: test |
| path: python-qrels/test-* |
| - config_name: python-queries |
| data_files: |
| - split: queries |
| path: python-queries/queries-* |
| - config_name: ruby-corpus |
| data_files: |
| - split: corpus |
| path: ruby-corpus/corpus-* |
| - config_name: ruby-qrels |
| data_files: |
| - split: train |
| path: ruby-qrels/train-* |
| - split: valid |
| path: ruby-qrels/valid-* |
| - split: test |
| path: ruby-qrels/test-* |
| - config_name: ruby-queries |
| data_files: |
| - split: queries |
| path: ruby-queries/queries-* |
| --- |
| Employing the MTEB evaluation framework's dataset version, utilize the code below for assessment: |
|
|
| ```python |
| import mteb |
| import logging |
| from sentence_transformers import SentenceTransformer |
| from mteb import MTEB |
| |
| logger = logging.getLogger(__name__) |
| |
| model_name = 'intfloat/e5-base-v2' |
| model = SentenceTransformer(model_name) |
| tasks = mteb.get_tasks( |
| tasks=[ |
| "AppsRetrieval", |
| "CodeFeedbackMT", |
| "CodeFeedbackST", |
| "CodeTransOceanContest", |
| "CodeTransOceanDL", |
| "CosQA", |
| "SyntheticText2SQL", |
| "StackOverflowQA", |
| "COIRCodeSearchNetRetrieval", |
| "CodeSearchNetCCRetrieval", |
| ] |
| ) |
| evaluation = MTEB(tasks=tasks) |
| results = evaluation.run( |
| model=model, |
| overwrite_results=True |
| ) |
| print(result) |
| ``` |
| Employing the MTEB evaluation framework's dataset version, utilize the code below for assessment: |
|
|
| ```python |
| import mteb |
| import logging |
| from sentence_transformers import SentenceTransformer |
| from mteb import MTEB |
| |
| logger = logging.getLogger(__name__) |
| |
| model_name = 'intfloat/e5-base-v2' |
| model = SentenceTransformer(model_name) |
| tasks = mteb.get_tasks( |
| tasks=[ |
| "AppsRetrieval", |
| "CodeFeedbackMT", |
| "CodeFeedbackST", |
| "CodeTransOceanContest", |
| "CodeTransOceanDL", |
| "CosQA", |
| "SyntheticText2SQL", |
| "StackOverflowQA", |
| "COIRCodeSearchNetRetrieval", |
| "CodeSearchNetCCRetrieval", |
| ] |
| ) |
| evaluation = MTEB(tasks=tasks) |
| results = evaluation.run( |
| model=model, |
| overwrite_results=True |
| ) |
| print(result) |
| ``` |
