📦 deps(thirdparty): update snapshots

2026-06-29 16:09:10 +00:00
parent 90c6c04c3f
commit f7f50d9fea
314 changed files with 31913 additions and 351 deletions
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+# Hybrid Search
+
+Combines vector similarity and keyword (BM25) matching for balanced search results on a single collection.
+
+## Usage
+
+```bash
+uv run scripts/hybrid_search.py --query "USER_QUERY" --collection "CollectionName" [--alpha 0.7] [--limit 10] [--properties "prop1,prop2"] [--target-vector "vector_name"] [--json]
+```
+
+## Parameters
+
+| Parameter | Flag | Required | Default | Description |
+|-----------|------|----------|---------|-------------|
+| `--query` | `-q` | Yes | — | Search query text |
+| `--collection` | `-c` | Yes | — | Collection name |
+| `--alpha` | `-a` | No | `0.7` | Balance between vector (1.0) and keyword (0.0) |
+| `--limit` | `-l` | No | `10` | Maximum number of results |
+| `--properties` | `-p` | No | all | Comma-separated properties to search |
+| `--target-vector` | `-t` | No | — | Target vector name for named vector collections |
+| `--json` | — | No | `false` | Output in JSON format |
+
+## Output
+
+- **Default**: Markdown table with object properties and score
+- **JSON**: Array of objects with properties and search metadata
+
+## Examples
+
+Basic hybrid search:
+
+```bash
+uv run scripts/hybrid_search.py --query "climate change effects" --collection "Articles"
+```
+
+Keyword-heavy search (lower alpha):
+
+```bash
+uv run scripts/hybrid_search.py --query "product SKU-1234" --collection "Products" --alpha 0.3
+```
+
+Search specific properties with named vector:
+
+```bash
+uv run scripts/hybrid_search.py --query "renewable energy" --collection "Papers" --properties "title,abstract" --target-vector "title_vector"
+```
+