added enhanced search params (#2195)

This commit is contained in:
Prateek Chhikara
2025-02-05 12:34:52 -08:00
committed by GitHub
parent 90096d6954
commit b08b50cbc6
2 changed files with 48 additions and 1 deletions

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---
title: Advanced Retrieval
---
Mem0's **Advanced Retrieval** feature delivers superior search results by leveraging state-of-the-art search algorithms. Beyond the default search functionality, Mem0 offers the following advanced retrieval modes:
1. **Keyword Search**
This mode emphasizes keywords within the query, returning memories that contain the most relevant keywords alongside those from the default search. By default, this parameter is set to `false`. Enabling it enhances search recall, though it may slightly impact precision.
```python
client.search(query, keyword_search=True, user_id='alex')
```
2. **Reranking**
Reranking allows you to reorder the memories returned by the default search based on relevance. This parameter is set to `false` by default. When enabled, it reorders the memories based on the relevance score.
```python
client.search(query, rerank=True, user_id='alex')
```
3. **Filtering**
Filtering enables you to narrow down the search results by applying specific criteria. This parameter is set to `false` by default. Activating it enhances search precision, potentially reducing recall by a small margin.
```python
client.search(query, filter_memories=True, user_id='alex')
```
**Note:** You can enable or disable these search modes by passing the respective parameters to the `search` method. There is no required sequence for these modes, and any combination can be used based on your needs.
### Latency Numbers
Here are the typical latency ranges for each search mode:
| **Mode** | **Latency** |
|---------------------|------------------|
| **Keyword Search** | **>10ms** |
| **Reranking** | **150-200ms** |
| **Filtering** | **200-300ms** |
If you have any questions, please feel free to reach out to us using one of the following methods:
<Snippet file="get-help.mdx" />

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"platform/quickstart", "platform/quickstart",
{ {
"group": "Features", "group": "Features",
"pages": ["features/selective-memory", "features/custom-categories", "features/custom-instructions", "features/direct-import", "features/async-client", "features/memory-export"] "pages": ["features/advanced-retrieval", "features/selective-memory", "features/custom-categories", "features/custom-instructions", "features/direct-import", "features/async-client", "features/memory-export"]
} }
] ]
}, },