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- README.md +137 -0
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- dataset_manifest.json +482 -0
- qdrant_snapshots/archives/stackoverflow_javascript_vector.snapshot.zst.part_000 +3 -0
- qdrant_snapshots/archives/stackoverflow_javascript_vector.snapshot.zst.part_004 +3 -0
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README.md
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| 1 |
+
---
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| 2 |
+
tags:
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| 3 |
+
- vector-database
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| 4 |
+
- embeddings
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| 5 |
+
- parquet
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| 6 |
+
- qdrant
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| 7 |
+
- stackoverflow
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| 8 |
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- question-answering
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| 9 |
+
pretty_name: StackOverflow Vector Dataset - Javascript
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| 10 |
+
license: cc-by-sa-4.0
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+
size_categories:
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| 12 |
+
- 1M<n<10M
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| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# Javascript StackOverflow Vector Dataset
|
| 16 |
+
|
| 17 |
+
## Summary
|
| 18 |
+
|
| 19 |
+
This repository contains the Javascript shard of the Stack2Graph vector retrieval dataset.
|
| 20 |
+
Each Hugging Face dataset repository contains one programming-language shard and is intended to restore or rebuild the Qdrant collection `stackoverflow_javascript_vector`.
|
| 21 |
+
|
| 22 |
+
The dataset is the vector counterpart to the Stack2Graph RDF knowledge graph. It is designed for hybrid retrieval, graph entry-point finding, and retrieval-augmented generation experiments over Stack Overflow content.
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| 23 |
+
|
| 24 |
+
Stack2Graph source:
|
| 25 |
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[https://github.com/tha-atlas/Stack2Graph](https://github.com/tha-atlas/Stack2Graph)
|
| 26 |
+
|
| 27 |
+
## Repository Layout
|
| 28 |
+
|
| 29 |
+
```text
|
| 30 |
+
README.md
|
| 31 |
+
dataset_manifest.json
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| 32 |
+
qdrant_snapshots/
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| 33 |
+
collections_manifest.json
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| 34 |
+
stackoverflow_javascript_vector.tar.zst
|
| 35 |
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stackoverflow_javascript_vector.snapshot.zst.part_000
|
| 36 |
+
...
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| 37 |
+
question_metadata/
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| 38 |
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r0_00000.parquet
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| 39 |
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chunk_records/
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| 40 |
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r0_00000.parquet
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| 41 |
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question_records/
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| 42 |
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r0_00000.parquet
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| 43 |
+
```
|
| 44 |
+
|
| 45 |
+
- `dataset_manifest.json`: language-scoped manifest listing the files in this shard.
|
| 46 |
+
- `qdrant_snapshots/collections_manifest.json`: language-scoped Qdrant snapshot manifest.
|
| 47 |
+
- `qdrant_snapshots/stackoverflow_javascript_vector.*`: optional Qdrant restore artifact files for `stackoverflow_javascript_vector`.
|
| 48 |
+
- `question_metadata/*.parquet`: question-level metadata used by parent-child chunk retrieval.
|
| 49 |
+
- `chunk_records/*.parquet`: chunk-level vector rows when parent-child indexing is enabled.
|
| 50 |
+
- `question_records/*.parquet`: question-level vector rows when non-chunked export is used.
|
| 51 |
+
|
| 52 |
+
The Hugging Face upload is one repository per language. During upload, the local leading language directory is removed, so local files such as `javascript/chunk_records/r0_00000.parquet` appear in this repository as `chunk_records/r0_00000.parquet`.
|
| 53 |
+
|
| 54 |
+
## Data Model
|
| 55 |
+
|
| 56 |
+
Rows are derived from Stack Overflow questions tagged for Javascript.
|
| 57 |
+
|
| 58 |
+
The current Stack2Graph vector pipeline uses:
|
| 59 |
+
|
| 60 |
+
- dense vectors from `Qwen/Qwen3-Embedding-8B`
|
| 61 |
+
- 4096-dimensional dense embeddings with last-token pooling
|
| 62 |
+
- instruction-aware query embedding for retrieval
|
| 63 |
+
- sparse lexical vectors from `BAAI/bge-m3`
|
| 64 |
+
- unified question text containing title, tags, cleaned problem text, and code
|
| 65 |
+
- optional parent-child indexing where chunk hits collapse back to parent question IDs
|
| 66 |
+
|
| 67 |
+
When Qdrant snapshots are included, they are the fastest restore path. The Parquet files remain the portable fallback for rebuilding the collection.
|
| 68 |
+
|
| 69 |
+
## Coverage
|
| 70 |
+
|
| 71 |
+
This repository contains only the Javascript shard. A Stack Overflow question can appear in more than one language shard when it has multiple programming-language tags.
|
| 72 |
+
|
| 73 |
+
The dataset is not a complete Stack Overflow mirror. Full question and answer graph context lives in the corresponding Stack2Graph knowledge graph artifacts; the vector dataset stores retrieval rows, vectors, sparse weights, and routing metadata.
|
| 74 |
+
|
| 75 |
+
## Recommended Use
|
| 76 |
+
|
| 77 |
+
Use this dataset for:
|
| 78 |
+
|
| 79 |
+
- semantic and hybrid retrieval
|
| 80 |
+
- Qdrant restore or ingestion tests
|
| 81 |
+
- Stack2Graph RAG experiments
|
| 82 |
+
- graph entry-point retrieval before QLever graph expansion
|
| 83 |
+
- vector database benchmarking and diagnostics
|
| 84 |
+
|
| 85 |
+
This dataset is not intended as a standalone supervised training dataset.
|
| 86 |
+
|
| 87 |
+
## Restore With Stack2Graph
|
| 88 |
+
|
| 89 |
+
You do not need to regenerate embeddings to use this dataset.
|
| 90 |
+
|
| 91 |
+
Typical workflow:
|
| 92 |
+
|
| 93 |
+
1. Clone Stack2Graph and configure `.env` with service paths and HF token.
|
| 94 |
+
2. Start local services:
|
| 95 |
+
|
| 96 |
+
```bash
|
| 97 |
+
docker compose up -d
|
| 98 |
+
```
|
| 99 |
+
|
| 100 |
+
3. Download and restore vector artifacts:
|
| 101 |
+
|
| 102 |
+
```bash
|
| 103 |
+
python -m experiment.sources.hf --skip-kg
|
| 104 |
+
```
|
| 105 |
+
|
| 106 |
+
The loader restores Qdrant snapshots when present and falls back to Parquet ingestion when snapshots are unavailable.
|
| 107 |
+
|
| 108 |
+
## Manual Use
|
| 109 |
+
|
| 110 |
+
For manual use, inspect `dataset_manifest.json`, then either:
|
| 111 |
+
|
| 112 |
+
- restore the Qdrant snapshot artifacts under `qdrant_snapshots/`, or
|
| 113 |
+
- ingest the listed Parquet shards into a compatible vector database.
|
| 114 |
+
|
| 115 |
+
The target Qdrant collection name is:
|
| 116 |
+
|
| 117 |
+
```text
|
| 118 |
+
stackoverflow_javascript_vector
|
| 119 |
+
```
|
| 120 |
+
|
| 121 |
+
## Quality Notes
|
| 122 |
+
|
| 123 |
+
- Embedding quality depends on the configured Stack2Graph export pipeline and model versions.
|
| 124 |
+
- Sparse text can be generated from the same unified text as dense embeddings or from a lexical variant, depending on export configuration.
|
| 125 |
+
- Community-generated Stack Overflow content may contain errors, outdated information, bias, or incomplete answers.
|
| 126 |
+
- Rebuilding from Parquet may produce operational differences if Qdrant collection settings differ from the original export.
|
| 127 |
+
|
| 128 |
+
## License And Attribution
|
| 129 |
+
|
| 130 |
+
This dataset is derived from Stack Overflow content and is distributed under `CC-BY-SA-4.0`.
|
| 131 |
+
Preserve required attribution and license notices when redistributing derived artifacts.
|
| 132 |
+
|
| 133 |
+
## Citation
|
| 134 |
+
|
| 135 |
+
If you use this dataset, cite the Stack2Graph project and preserve Stack Overflow attribution requirements:
|
| 136 |
+
|
| 137 |
+
- Stack2Graph: A Structured Knowledge Representation of Stack Overflow Data for Retrieval-based Question Answering
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| 413 |
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| 414 |
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| 415 |
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| 416 |
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| 456 |
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| 458 |
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| 459 |
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| 460 |
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| 466 |
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| 468 |
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| 469 |
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| 470 |
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| 471 |
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| 472 |
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