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## MemGPT + Autogen | ||
[examples/agent_groupchat.py](https://github.com/cpacker/MemGPT/blob/main/memgpt/autogen/examples/agent_groupchat.py) contains an example of a groupchat where one of the agents is powered by MemGPT. | ||
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If you are using OpenAI, you can also run it using the [example notebook](https://github.com/cpacker/MemGPT/blob/main/memgpt/autogen/examples/memgpt_coder_autogen.ipynb). | ||
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In the next section, we detail how to set up MemGPT+Autogen to run with local LLMs. | ||
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## Connect Autogen + MemGPT to non-OpenAI LLMs (AutoGen+MemGPT+OpenLLMs) | ||
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In WebUI enable the [openai extension](https://github.com/oobabooga/text-generation-webui/tree/main/extensions/openai)! This is for non-MemGPT Autogen agents. | ||
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To get MemGPT to work with a local LLM, you need to have the LLM running on a server that takes API requests. | ||
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For the purposes of this example, we're going to serve (host) the LLMs using [oobabooga web UI](https://github.com/oobabooga/text-generation-webui#starting-the-web-ui), but if you want to use something else you can! This also assumes your running web UI locally - if you're running on e.g. Runpod, you'll want to follow Runpod specific instructions (for example use [TheBloke's one-click UI and API](https://github.com/TheBlokeAI/dockerLLM/blob/main/README_Runpod_LocalLLMsUIandAPI.md)) | ||
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### Part 1: Get AutoGen working | ||
1. Install oobabooga web UI using the instructions [here](https://github.com/oobabooga/text-generation-webui#starting-the-web-ui) | ||
2. Once installed, launch the web server with `python server.py` | ||
3. Navigate to the web app (if local, this is probably [`http://127.0.0.1:7860`](http://localhost:7860)), select the model you want to use, adjust your GPU and CPU memory settings, and click "load" | ||
4. After the model is successfully loaded, navigate to the "Session" tab, and select and enable the "openai" extension. Then click "Apply flags/extensions and restart". The WebUI will then restart. | ||
5. Once the WebUI has reloaded, double-check that your selected model and parameters are still selected -- If not, then select your model and re-apply your settings and click "load" once more. | ||
5. Assuming steps 1-4 went correctly, the LLM is now properly hosted on a port you can point MemGPT to! | ||
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### Part 2: Get MemGPT working | ||
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1. In your terminal where you're running MemGPT (depending if you are on macOS or Windows), run either of the following: | ||
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***(Running WebUI locally)*** | ||
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For macOS : | ||
```sh | ||
# the default port will be 5000 | ||
export OPENAI_API_BASE=http://127.0.0.1:5000 | ||
export BACKEND_TYPE=webui | ||
``` | ||
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For Windows (while using PowerShell & running WebUI locally): | ||
```sh | ||
$env:OPENAI_API_BASE = "http://127.0.0.1:5000" | ||
$env:BACKEND_TYPE = "webui" | ||
``` | ||
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***(Running WebUI on Runpod)*** | ||
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For macOS : | ||
```sh | ||
export OPENAI_API_BASE=https://yourpodaddresshere-5000.proxy.runpod.net | ||
export BACKEND_TYPE=webui | ||
``` | ||
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For Windows (while using PowerShell): | ||
```sh | ||
$env:OPENAI_API_BASE = "https://yourpodaddresshere-5000.proxy.runpod.net" | ||
$env:BACKEND_TYPE = "webui" | ||
``` | ||
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### Important Notes | ||
- When exporting/setting the environment variables: Ensure that you do NOT include `/v1` as part of the address. MemGPT will automatically append the /v1 to the address. | ||
- For non-MemGPT Autogen agents: the [config](https://github.com/cpacker/MemGPT/blob/main/memgpt/autogen/examples/agent_groupchat.py#L38) should specify `/v1` in the address. | ||
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- Make sure you are using port 5000 (unless configured otherwise) when exporting the environment variables. MemGPT uses the non-OpenAI API, which is by default on port 5000 for WebUI. | ||
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- In the following steps, you will finish configuring Autogen to work with MemGPT+OpenLLMs. There is a `config_list` that will state to include `/v1` as part of the LocalHost address, as well as using port 5001 (instead of port 5000) which you must keep included (this is separate from the MemGPT `OPENAI_API_BASE` address you exported earlier, so AutoGen can connect to port 5001, which the "/v1" must remain). | ||
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WebUI exposes a lot of parameters that can dramatically change LLM outputs, to change these you can modify the [WebUI settings file](https://github.com/cpacker/MemGPT/blob/main/memgpt/local_llm/webui/settings.py). | ||
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⁉️ If you have problems getting WebUI setup, please use the [official web UI repo for support](https://github.com/oobabooga/text-generation-webui)! There will be more answered questions about web UI there vs here on the MemGPT repo. | ||
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### Example groupchat | ||
Going back to the example we first mentioned, [examples/agent_groupchat.py](https://github.com/cpacker/MemGPT/blob/main/memgpt/autogem/examples/agent_groupchat.py) contains an example of a groupchat where one of the agents is powered by MemGPT. | ||
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In order to run this example on a local LLM, go to lines 32-55 in [examples/agent_groupchat.py](https://github.com/cpacker/MemGPT/blob/main/memgpt/autogem/examples/agent_groupchat.py) and fill in the config files with your local LLM's deployment details. For example, if you are using webui, it will look something like this: | ||
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``` | ||
config_list = [ | ||
{ | ||
"model": "dolphin-2.1-mistral-7b", # this indicates the MODEL, not the WRAPPER (no concept of wrappers for AutoGen) | ||
"api_base": "http://127.0.0.1:5001/v1" | ||
"api_key": "NULL", # this is a placeholder | ||
"api_type": "open_ai", | ||
}, | ||
] | ||
config_list_memgpt = [ | ||
{ | ||
"model": "airoboros-l2-70b-2.1", # this specifies the WRAPPER MemGPT will use, not the MODEL | ||
}, | ||
] | ||
``` | ||
`config_list` is used by non-MemGPT agents, which expect an OpenAI-compatible API. | ||
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`config_list_memgpt` is used by MemGPT agents. Currently, MemGPT interfaces with the LLM backend by exporting `OPENAI_API_BASE` and `BACKEND_TYPE` as described above. Note that MemGPT does not use the OpenAI-compatible API (it uses the direct API). | ||
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If you're using WebUI and want to run the non-MemGPT agents with a local LLM instead of OpenAI, enable the [openai extension](https://github.com/oobabooga/text-generation-webui/tree/main/extensions/openai) and point `config_list`'s `api_base` to the appropriate URL (usually port 5001). | ||
Then, for MemGPT agents, export `OPENAI_API_BASE` and `BACKEND_TYPE` as described in [Local LLM support](../local_llm) (usually port 5000). | ||
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