metadata
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- config_name: java-corpus
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- config_name: javascript-corpus
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- config_name: ruby-corpus
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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:
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)