| --- |
| license: apache-2.0 |
| --- |
| # ZAYA1-74B-Preview |
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| ZAYA1-74B-Preview is a mixture of experts language model with 4B active and 74B total parameters. This is a reasoning-base checkpoint which has not been tuned for chat or undergone RL post-training. ZAYA1-74B-Preview was trained end to end on AMD. |
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| Learn more on our [blog](https://www.zyphra.com/post/zaya1-74b-preview). |
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|
| ## Quickstart |
| ### Prerequisites |
| We recommend installing the following libraries in a fresh python environment (tested with python 3.12). |
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| To use ZAYA1-74B-preview, install `zaya1-pr` branch from our fork of `vllm` library (the command will trigger a full build of vLLM from source): |
| ```bash |
| pip install "vllm @ git+https://github.com/Zyphra/vllm.git@zaya1-pr" |
| ``` |
|
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| If you want to run in transformers, install `zaya1` branch from our fork of `transformers` library as well: |
| ```bash |
| pip install "transformers @ git+https://github.com/Zyphra/transformers.git@zaya1" |
| ``` |
|
|
| ### Deployment |
| To start vLLM server, run the following command: |
| ```bash |
| vllm serve Zyphra/ZAYA1-74B-Preview --port 8010 \ |
| --mamba-cache-dtype float32 --dtype bfloat16 \ |
| --reasoning-parser qwen3 --enable-auto-tool-choice --tool-call-parser zaya_xml |
| ``` |
|
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| For parallel deployment we recommend using DP with EP as TP for CCA is not supported in the branch above. If running on 8 GPUs, set extra flags `-dp 8 -ep` to run with DP=EP=8. |
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| Once the server is up, you can query a model with `curl` like in the following example: |
| ```bash |
| curl http://localhost:8010/v1/chat/completions \ |
| -H "Content-Type: application/json" \ |
| -d '{ |
| "model": "Zyphra/ZAYA1-74B-Preview", |
| "messages": [ |
| {"role": "system", "content": "You are a helpful assistant."}, |
| {"role": "user", "content": "Hello. How is it going?"} |
| ] |
| }' |
| ``` |