doc: Clean up README.md a bit
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README.md
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README.md
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AI is Really Cool
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NOTE: If running on an Intel Arc A series graphics processor, fp64 is not supported and may need to either be emulated or have the model quantized.
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This project provides a simple IRC chat client. It runs the neuralchat model, enhanced with a little bit of RAG to fetch news RSS feeds.
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Internally, it is built using PyTorch 2.6 and the Intel IPEX/LLM.
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NOTE: If running on an Intel Arc A series graphics processor, fp64 is not supported and may need to either be emulated or have the model quantized. It has been a while since I've had an A series GPU to test on, so if you run into problems please file an [issue](https://github.com/jketreno/airc/issues)--I have some routines I can put in, but don't have a way to test them.
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# Installation
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This project uses docker containers to build. As this was originally
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written to work on an Intel Arc B580 (Battlemage), it requires a
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kernel that supports that hardware, such as the one documented
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at [Intel Graphics Preview](https://github.com/canonical/intel-graphics-preview), which runs in Ubuntu Oracular (24.10)..
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This project uses docker containers to build. As this was originally written to work on an Intel Arc B580 (Battlemage), it requires a kernel that supports that hardware, such as the one documented at [Intel Graphics Preview](https://github.com/canonical/intel-graphics-preview), which runs in Ubuntu Oracular (24.10)..
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NOTE: You need 'docker compose' installed. See [Install Docker Engine on Ubuntu](https://docs.docker.com/engine/install/ubuntu/)
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@ -21,8 +18,7 @@ NOTE: You need 'docker compose' installed. See [Install Docker Engine on Ubuntu]
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https://www.intel.com/content/www/us/en/support/articles/000093216/graphics/processor-graphics.html
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The A- and B-series discrete GPUs do not support SR-IOV, required for
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the GPU partitioning that Microsoft Windows uses in order to support GPU acceleration in WSL.
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The A- and B-series discrete GPUs do not support SR-IOV, required for the GPU partitioning that Microsoft Windows uses in order to support GPU acceleration in WSL.
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## Building
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@ -37,9 +33,7 @@ docker compose build
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## Running
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In order to download the models, you need to have a Hugging Face
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token. See https://huggingface.co/settings/tokens for information
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on obtaining a token.
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In order to download the models, you need to have a Hugging Face token. See https://huggingface.co/settings/tokens for information on obtaining a token.
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Edit .env to add the following:
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@ -47,20 +41,17 @@ Edit .env to add the following:
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HF_ACCESS_TOKEN=<access token from huggingface>
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```
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NOTE: Models downloaded by most examples will be placed in the
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./cache directory, which is bind mounted to the container.
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NOTE: Models downloaded by most examples will be placed in the ./cache directory, which is bind mounted to the container.
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### AIRC
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To launch the airc shell interactively, with the pytorch 2.6
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environment loaded, use the default entrypoint to launch a shell:
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To launch the airc shell interactively, with the pytorch 2.6 environment loaded, use the default entrypoint to launch a shell:
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```bash
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docker compose run --rm airc shell
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```
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Once in the shell, you can then launch the model-server.py and then
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the airc.py client:
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Once in the shell, you can then launch the model-server.py and then the airc.py client:
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```bash
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docker compose run --rm airc shell
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@ -68,12 +59,9 @@ src/airc.py --ai-server=http://localhost:5000 &
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src/model-server.py
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```
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By default, src/airc.py will connect to irc.libera.chat on the airc-test
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channel. See `python src/airc.py --help` for options.
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By default, src/airc.py will connect to irc.libera.chat on the airc-test channel. See `python src/airc.py --help` for options.
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By separating the model-server into its own process, you can develop
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and tweak the chat backend without losing the IRC connection established
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by airc.
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By separating the model-server into its own process, you can develop and tweak the chat backend without losing the IRC connection established by airc.
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### Jupyter
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@ -81,15 +69,13 @@ by airc.
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docker compose up jupyter -d
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```
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The default port for inbound connections is 8888 (see docker-compose.yml).
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$(pwd)/jupyter is bind mounted to /opt/juypter in the container, which is where notebooks will be saved by default.
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The default port for inbound connections is 8888 (see docker-compose.yml). $(pwd)/jupyter is bind mounted to /opt/juypter in the container, which is where notebooks will be saved by default.
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To access the jupyter notebook, go to `https://localhost:8888/jupyter`.
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### Monitoring
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You can run `ze-monitor` within the launched containers to monitor
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GPU usage.
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You can run `ze-monitor` within the launched containers to monitor GPU usage.
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```bash
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containers=($(docker ps --filter "ancestor=airc" --format "{{.ID}}"))
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@ -111,9 +97,9 @@ Device 1: 8086:A780 (Intel(R) UHD Graphics 770)
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Device 2: 8086:E20B (Intel(R) Graphics [0xe20b])
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```
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You can then launch ze-monitor in that container specifying
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the device you wish to monitor:
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You can then launch ze-monitor in that container specifying the device you wish to monitor:
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```
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docker exec -it 5317c503e771 ze-monitor --device 2
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containers=($(docker ps --filter "ancestor=airc" --format "{{.ID}}"))
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docker exec -it ${containers[0]} ze-monitor --device 2
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```
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