|
|
{ |
|
|
"name": "DevOps Q&A Dataset", |
|
|
"version": "2.1", |
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|
"created_at": "2026-01-17T15:33:14.462877", |
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|
"description": "High-quality DevOps questions and answers for AI training", |
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|
"statistics": { |
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|
"total_items": 17695, |
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|
"categories": { |
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|
"devops": 17695 |
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}, |
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"sources": { |
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|
"huggingface": 17695 |
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|
}, |
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|
"average_quality_score": 0.817, |
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|
"quality_distribution": { |
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|
"high (>0.8)": 8524, |
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|
"medium (0.7-0.8)": 9171, |
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|
"low (<0.7)": 0 |
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} |
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|
}, |
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"collection": { |
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|
"sources_stats": { |
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|
"huggingface": { |
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|
"status": "active", |
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|
"fetched": 43206, |
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|
"saved": 0, |
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|
"ban_until": null, |
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|
"errors": 0 |
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|
}, |
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|
"github_gists": { |
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|
"status": "active", |
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|
"fetched": 4072, |
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|
"saved": 0, |
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|
"ban_until": null, |
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|
"errors": 0 |
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|
}, |
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|
"official_docs": { |
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|
"status": "active", |
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|
"fetched": 1093, |
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|
"saved": 0, |
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"ban_until": null, |
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|
"errors": 0 |
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|
} |
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}, |
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|
"quality_validation": { |
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|
"total_checked": 43207, |
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|
"accepted": 18508, |
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|
"rejected": 24699, |
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|
"acceptance_rate": 0.4283565163052283, |
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|
"top_rejection_reasons": { |
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|
"Quality score too low": 13822, |
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|
"Question too long": 10057, |
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|
"Contains toxic content": 464, |
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|
"Contains spam keywords": 337, |
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|
"1 validation error for QAItem\nanswer\n Value error, Answer is too short or empty [type=value_error, input_value='<p>g++ and make</p>\\n', input_type=str]\n For further information visit https": 1 |
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|
} |
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}, |
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|
"deduplication": { |
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|
"total_checked": 18508, |
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|
"exact_duplicates": 813, |
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|
"semantic_duplicates": 0, |
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"unique": 17695, |
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|
"unique_rate": 0.9560730494921115, |
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|
"hashes_in_cache": 26825, |
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|
"embeddings_in_cache": 3487 |
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|
} |
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|
}, |
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|
"files": { |
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|
"created": [ |
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|
"output/devops_dataset.jsonl", |
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|
"output/devops_dataset.jsonl.gz", |
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|
"output/devops_dataset.parquet" |
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], |
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|
"total_size_mb": 42.87, |
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|
"checksums": { |
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|
"devops_dataset.jsonl": "206769ae3d67102d806cdb37c3696314", |
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"devops_dataset.jsonl.gz": "f56acab16d54712dd9d376679cc67abc", |
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|
"devops_dataset.parquet": "43f1db572b3323866eb126b71463f0bc" |
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|
} |
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|
}, |
|
|
"schema": { |
|
|
"id": "Unique identifier (source_id)", |
|
|
"question": "The question text", |
|
|
"answer": "The answer text", |
|
|
"tags": "List of topic tags", |
|
|
"source": "Data source (stack_overflow, github_gists, official_docs)", |
|
|
"category": "Primary category", |
|
|
"quality_score": "Quality score (0-1)", |
|
|
"question_score": "Original source score for question", |
|
|
"answer_score": "Original source score for answer", |
|
|
"has_code": "Whether contains code blocks", |
|
|
"url": "Source URL", |
|
|
"collected_at": "Collection timestamp" |
|
|
}, |
|
|
"license": "CC BY-SA 4.0", |
|
|
"usage": "AI/ML training, research, educational purposes" |
|
|
} |
