| { |
| "name": "DevOps Q&A Dataset", |
| "version": "2.1", |
| "created_at": "2026-01-17T15:33:14.462877", |
| "description": "High-quality DevOps questions and answers for AI training", |
| "statistics": { |
| "total_items": 17695, |
| "categories": { |
| "devops": 17695 |
| }, |
| "sources": { |
| "huggingface": 17695 |
| }, |
| "average_quality_score": 0.817, |
| "quality_distribution": { |
| "high (>0.8)": 8524, |
| "medium (0.7-0.8)": 9171, |
| "low (<0.7)": 0 |
| } |
| }, |
| "collection": { |
| "sources_stats": { |
| "huggingface": { |
| "status": "active", |
| "fetched": 43206, |
| "saved": 0, |
| "ban_until": null, |
| "errors": 0 |
| }, |
| "github_gists": { |
| "status": "active", |
| "fetched": 4072, |
| "saved": 0, |
| "ban_until": null, |
| "errors": 0 |
| }, |
| "official_docs": { |
| "status": "active", |
| "fetched": 1093, |
| "saved": 0, |
| "ban_until": null, |
| "errors": 0 |
| } |
| }, |
| "quality_validation": { |
| "total_checked": 43207, |
| "accepted": 18508, |
| "rejected": 24699, |
| "acceptance_rate": 0.4283565163052283, |
| "top_rejection_reasons": { |
| "Quality score too low": 13822, |
| "Question too long": 10057, |
| "Contains toxic content": 464, |
| "Contains spam keywords": 337, |
| "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 |
| } |
| }, |
| "deduplication": { |
| "total_checked": 18508, |
| "exact_duplicates": 813, |
| "semantic_duplicates": 0, |
| "unique": 17695, |
| "unique_rate": 0.9560730494921115, |
| "hashes_in_cache": 26825, |
| "embeddings_in_cache": 3487 |
| } |
| }, |
| "files": { |
| "created": [ |
| "output/devops_dataset.jsonl", |
| "output/devops_dataset.jsonl.gz", |
| "output/devops_dataset.parquet" |
| ], |
| "total_size_mb": 42.87, |
| "checksums": { |
| "devops_dataset.jsonl": "206769ae3d67102d806cdb37c3696314", |
| "devops_dataset.jsonl.gz": "f56acab16d54712dd9d376679cc67abc", |
| "devops_dataset.parquet": "43f1db572b3323866eb126b71463f0bc" |
| } |
| }, |
| "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" |
| } |
