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Add support for Mem0 REST API Server in OSS package (#2240)

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Deshraj Yadav
2025-02-21 01:05:55 -08:00
committed by GitHub
parent 3db028c719
commit 244fd2231d
18 changed files with 433 additions and 176 deletions
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122
docs/api-reference/memory/v2-search-memories.mdx
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@@ -1,83 +1,51 @@
---
title: 'V2 Search Memories'
title: 'Search Memories (v2)'
openapi: post /v2/memories/search/
---
Mem0 offers two versions of the search API: v1 and v2. Here's how they differ:
The v2 search API is powerful and flexible, allowing for more precise memory retrieval. It supports complex logical operations (AND, OR) and comparison operators for advanced filtering capabilities. The comparison operators include:
- `in`: Matches any of the values specified
- `gte`: Greater than or equal to
- `lte`: Less than or equal to
- `gt`: Greater than
- `lt`: Less than
- `ne`: Not equal to
- `icontains`: Case-insensitive containment check
<Tabs>
<Tab title="v1 Search">
<CodeGroup>
```python Code
related_memories = m.search(query="What are Alice's hobbies?", user_id="alice")
```
<CodeGroup>
```python Code
related_memories = m.vsearch(
query="What are Alice's hobbies?",
version="v2",
filters={
"AND": [
{
"user_id": "alice"
},
{
"agent_id": {"in": ["travel-agent", "sports-agent"]}
}
]
},
)
```
```json Output
[
{
"id":"ea925981-272f-40dd-b576-be64e4871429",
"memory":"Likes to play cricket and plays cricket on weekends.",
"metadata":{
"category":"hobbies"
},
"score":0.32116443111457704,
"created_at":"2024-07-26T10:29:36.630547-07:00",
"updated_at":"None",
"user_id":"alice"
}
]
```
</CodeGroup>
</Tab>
<Tab title="v2 Search">
<CodeGroup>
```python Code
related_memories = m.vsearch(
query="What are Alice's hobbies?",
filters={
"AND":[
{
"user_id":"alice"
},
{
"agent_id":{
"in":[
"travelling",
"sports"
]
}
}
]
},
version="v2"
)
```
```json Output
{
"memories": [
{
"id": "ea925981-272f-40dd-b576-be64e4871429",
"memory": "Likes to play cricket and plays cricket on weekends.",
"metadata": {
"category": "hobbies"
},
"score": 0.32116443111457704,
"created_at": "2024-07-26T10:29:36.630547-07:00",
"updated_at": null,
"user_id": "alice",
"agent_id": "sports"
}
],
}
```
</CodeGroup>
</Tab>
</Tabs>
Key difference between v1 and v2 search:
• **Filters**: v2 allows you to apply filters to narrow down search results based on specific criteria. This includes support for complex logical operations (AND, OR) and comparison operators (IN, gte, lte, gt, lt, ne, icontains) for advanced filtering capabilities.
The v2 search API is more powerful and flexible, allowing for more precise memory retrieval.
```json Output
{
"memories": [
{
"id": "ea925981-272f-40dd-b576-be64e4871429",
"memory": "Likes to play cricket and plays cricket on weekends.",
"metadata": {
"category": "hobbies"
},
"score": 0.32116443111457704,
"created_at": "2024-07-26T10:29:36.630547-07:00",
"updated_at": null,
"user_id": "alice",
"agent_id": "sports-agent"
}
],
}
```
</CodeGroup>