Merge branch 'main' into fix/clean-hang-solution

This commit is contained in:
Andy Lee
2025-08-09 16:49:51 -07:00
committed by GitHub
16 changed files with 477 additions and 281 deletions

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@@ -49,14 +49,25 @@ Based on our experience developing LEANN, embedding models fall into three categ
- **Cons**: Slower inference, longer index build times
- **Use when**: Quality is paramount and you have sufficient compute resources. **Highly recommended** for production use
### Quick Start: OpenAI Embeddings (Fastest Setup)
### Quick Start: Cloud and Local Embedding Options
**OpenAI Embeddings (Fastest Setup)**
For immediate testing without local model downloads:
```bash
# Set OpenAI embeddings (requires OPENAI_API_KEY)
--embedding-mode openai --embedding-model text-embedding-3-small
```
**Ollama Embeddings (Privacy-Focused)**
For local embeddings with complete privacy:
```bash
# First, pull an embedding model
ollama pull nomic-embed-text
# Use Ollama embeddings
--embedding-mode ollama --embedding-model nomic-embed-text
```
<details>
<summary><strong>Cloud vs Local Trade-offs</strong></summary>