mirror of
https://github.com/hwchase17/langchain
synced 2024-10-29 17:07:25 +00:00
Chakib Benziane
ddd518a161
- Allows using the same wrapper to create multiple tools ```python wrapper = SearxSearchWrapper(searx_host="**") github_tool = SearxSearchResults(name="Github", wrapper=wrapper, kwargs = { "engines": ["github"], }) arxiv_tool = SearxSearchResults(name="Arxiv", wrapper=wrapper, kwargs = { "engines": ["arxiv"] }) ``` - Updated link to searx documentation Agents / Tools / Toolkits - @hwchase17
91 lines
2.9 KiB
Plaintext
91 lines
2.9 KiB
Plaintext
# SearxNG Search API
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This page covers how to use the SearxNG search API within LangChain.
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It is broken into two parts: installation and setup, and then references to the specific SearxNG API wrapper.
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## Installation and Setup
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While it is possible to utilize the wrapper in conjunction with [public searx
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instances](https://searx.space/) these instances frequently do not permit API
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access (see note on output format below) and have limitations on the frequency
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of requests. It is recommended to opt for a self-hosted instance instead.
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### Self Hosted Instance:
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See [this page](https://searxng.github.io/searxng/admin/installation.html) for installation instructions.
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When you install SearxNG, the only active output format by default is the HTML format.
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You need to activate the `json` format to use the API. This can be done by adding the following line to the `settings.yml` file:
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```yaml
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search:
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formats:
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- html
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- json
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```
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You can make sure that the API is working by issuing a curl request to the API endpoint:
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`curl -kLX GET --data-urlencode q='langchain' -d format=json http://localhost:8888`
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This should return a JSON object with the results.
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## Wrappers
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### Utility
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To use the wrapper we need to pass the host of the SearxNG instance to the wrapper with:
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1. the named parameter `searx_host` when creating the instance.
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2. exporting the environment variable `SEARXNG_HOST`.
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You can use the wrapper to get results from a SearxNG instance.
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```python
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from langchain.utilities import SearxSearchWrapper
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s = SearxSearchWrapper(searx_host="http://localhost:8888")
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s.run("what is a large language model?")
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```
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### Tool
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You can also load this wrapper as a Tool (to use with an Agent).
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You can do this with:
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```python
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from langchain.agents import load_tools
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tools = load_tools(["searx-search"],
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searx_host="http://localhost:8888",
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engines=["github"])
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```
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Note that we could _optionally_ pass custom engines to use.
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If you want to obtain results with metadata as *json* you can use:
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```python
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tools = load_tools(["searx-search-results-json"],
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searx_host="http://localhost:8888",
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num_results=5)
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```
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#### Quickly creating tools
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This examples showcases a quick way to create multiple tools from the same
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wrapper.
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```python
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from langchain.tools.searx_search.tool import SearxSearchResults
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wrapper = SearxSearchWrapper(searx_host="**")
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github_tool = SearxSearchResults(name="Github", wrapper=wrapper,
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kwargs = {
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"engines": ["github"],
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})
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arxiv_tool = SearxSearchResults(name="Arxiv", wrapper=wrapper,
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kwargs = {
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"engines": ["arxiv"]
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})
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```
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For more information on tools, see [this page](../modules/agents/tools/getting_started.md)
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