| --- |
| dataset_info: |
| - config_name: go-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: 24219191 |
| num_examples: 182440 |
| download_size: 9956945 |
| dataset_size: 24219191 |
| - config_name: go-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 4796420 |
| num_examples: 167288 |
| - name: valid |
| num_bytes: 219619 |
| num_examples: 7325 |
| - name: test |
| num_bytes: 243580 |
| num_examples: 8122 |
| download_size: 2080283 |
| dataset_size: 5259619 |
| - config_name: go-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: 83936111 |
| num_examples: 182735 |
| download_size: 34378576 |
| dataset_size: 83936111 |
| - config_name: java-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: 38371455 |
| num_examples: 180866 |
| download_size: 15234087 |
| dataset_size: 38371455 |
| - config_name: java-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 4725470 |
| num_examples: 164923 |
| - name: valid |
| num_bytes: 155446 |
| num_examples: 5183 |
| - name: test |
| num_bytes: 328570 |
| num_examples: 10955 |
| download_size: 2059856 |
| dataset_size: 5209486 |
| - config_name: java-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: 122471943 |
| num_examples: 181061 |
| download_size: 44431907 |
| dataset_size: 122471943 |
| - config_name: javascript-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: 13615813 |
| num_examples: 64854 |
| download_size: 6024499 |
| dataset_size: 13615813 |
| - config_name: javascript-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 1602480 |
| num_examples: 58025 |
| - name: valid |
| num_bytes: 108764 |
| num_examples: 3885 |
| - name: test |
| num_bytes: 92079 |
| num_examples: 3291 |
| download_size: 743915 |
| dataset_size: 1803323 |
| - config_name: javascript-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: 45694515 |
| num_examples: 65201 |
| download_size: 18551106 |
| dataset_size: 45694515 |
| - config_name: php-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: 53006567 |
| num_examples: 267725 |
| download_size: 21441456 |
| dataset_size: 53006567 |
| - config_name: php-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 7015010 |
| num_examples: 241241 |
| - name: valid |
| num_bytes: 389351 |
| num_examples: 12982 |
| - name: test |
| num_bytes: 420329 |
| num_examples: 14014 |
| download_size: 3053625 |
| dataset_size: 7824690 |
| - config_name: php-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: 173998597 |
| num_examples: 268237 |
| download_size: 62676806 |
| dataset_size: 173998597 |
| - 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 |
| num_bytes: 82647410 |
| num_examples: 280310 |
| download_size: 33103044 |
| dataset_size: 82647410 |
| - config_name: python-qrels |
| features: |
| - name: query-id |
| dtype: string |
| - name: corpus-id |
| dtype: string |
| - name: score |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 7332380 |
| num_examples: 251820 |
| - name: valid |
| num_bytes: 417349 |
| num_examples: 13914 |
| - name: test |
| num_bytes: 447448 |
| num_examples: 14918 |
| download_size: 3194200 |
| dataset_size: 8197177 |
| - 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: 267462526 |
| num_examples: 280652 |
| download_size: 105273567 |
| dataset_size: 267462526 |
| - 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: 7285353 |
| num_examples: 27570 |
| download_size: 3144098 |
| dataset_size: 7285353 |
| - 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: 39196 |
| num_examples: 1400 |
| - name: test |
| num_bytes: 35302 |
| num_examples: 1261 |
| download_size: 316865 |
| dataset_size: 750234 |
| - 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: 13895860 |
| num_examples: 27588 |
| download_size: 5834046 |
| dataset_size: 13895860 |
| configs: |
| - 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) |
| ``` |
