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Greenfield SkillOpt: 3 epochs for deepset Haystack skill. Pipeline DAG model, document stores, retrievers, evaluation, deployment. Epoch 1 — Prominence: Hard-gate on Pipeline DAG vs LCEL pipe model Epoch 2 — Decision Guidance: Where to Start, Framework Routing Guide Epoch 3 — Pattern Expansion: Hybrid RAG pattern, evaluation pipeline, deployment 11 files: SKILL.md, 6 references, 3 templates, 1 script.
40 lines
1.6 KiB
Markdown
40 lines
1.6 KiB
Markdown
# Haystack FAQ and Troubleshooting
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## Installation
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**Q: Installation fails?**
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A: `pip install haystack-ai` (not `haystack` — that's an older, deprecated package).
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**Q: Module not found for integration?**
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A: Install integration packages separately: `pip install elasticsearch-haystack pinecone-haystack weaviate-haystack chroma-haystack`.
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## Common Errors
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**Q: Pipeline.run() returns empty results?**
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A: Check that your indexing pipeline actually ran and wrote documents. Verify with `document_store.count_documents()`.
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**Q: "Component X has no output slot Y"?**
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A: Connection mismatch. Each component has typed input/output slots. Check the component's documentation for slot names.
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**Q: Prompt rendering issues?**
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A: PromptBuilder uses Jinja2. Variable names must match what you pass in `pipeline.run()`. `{{documents}}` vs `{{docs}}` is a common error.
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**Q: Embedding mismatch between indexing and query?**
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A: Use the same model in both `SentenceTransformersDocumentEmbedder` and `SentenceTransformersTextEmbedder`. Different models produce incompatible embeddings.
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## Performance
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**Q: Retrieval too slow?**
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A: For production, use a vector database with ANN indexing (Elasticsearch, Pinecone, Weaviate). InMemory scales poorly beyond ~100K documents.
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**Q: Pipeline warm-up too slow?**
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A: Model loading happens on `warm_up()`. For production, warm up once and reuse the pipeline instance.
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## Deployment
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**Q: How to deploy Haystack?**
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A: Use Hayhooks. Serialize your pipeline to YAML, deploy via Hayhooks REST API.
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**Q: Can I use multiple pipelines?**
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A: Yes — run separate Hayhooks instances or use a proxy to route requests.
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