--- 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) ```