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docs: update document to match usage
- llama stack run has changed args/flags - llama stack build has more new templates - add llama stack list Signed-off-by: Wen Zhou <wenzhou@redhat.com>
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1 changed files with 62 additions and 28 deletions
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@ -64,10 +64,9 @@ options:
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--template TEMPLATE Name of the example template config to use for build. You may use `llama stack build --list-templates` to check out the available templates (default: None)
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--list-templates Show the available templates for building a Llama Stack distribution (default: False)
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--image-type {conda,container,venv}
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Image Type to use for the build. This can be either conda or container or venv. If not specified, will use the image type from the template config. (default:
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conda)
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Image Type to use for the build. If not specified, will use the image type from the template config. (default: None)
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--image-name IMAGE_NAME
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[for image-type=conda|container|venv] Name of the conda or virtual environment to use for the build. If not specified, currently active Conda environment will be used if
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[for image-type=conda|container|venv] Name of the conda or virtual environment to use for the build. If not specified, currently active environment will be used if
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found. (default: None)
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--print-deps-only Print the dependencies for the stack only, without building the stack (default: False)
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--run Run the stack after building using the same image type, name, and other applicable arguments (default: False)
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@ -89,32 +88,53 @@ llama stack build --list-templates
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------------------------------+-----------------------------------------------------------------------------+
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| Template Name | Description |
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+------------------------------+-----------------------------------------------------------------------------+
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| hf-serverless | Use (an external) Hugging Face Inference Endpoint for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| together | Use Together.AI for running LLM inference |
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| watsonx | Use watsonx for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| vllm-gpu | Use a built-in vLLM engine for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| experimental-post-training | Experimental template for post training |
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+------------------------------+-----------------------------------------------------------------------------+
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| remote-vllm | Use (an external) vLLM server for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| fireworks | Use Fireworks.AI for running LLM inference |
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| together | Use Together.AI for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| tgi | Use (an external) TGI server for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| bedrock | Use AWS Bedrock for running LLM inference and safety |
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| starter | Quick start template for running Llama Stack with several popular providers |
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+------------------------------+-----------------------------------------------------------------------------+
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| meta-reference-gpu | Use Meta Reference for running LLM inference |
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| sambanova | Use SambaNova for running LLM inference and safety |
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+------------------------------+-----------------------------------------------------------------------------+
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| nvidia | Use NVIDIA NIM for running LLM inference |
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| remote-vllm | Use (an external) vLLM server for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| cerebras | Use Cerebras for running LLM inference |
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| postgres-demo | Quick start template for running Llama Stack with several popular providers |
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+------------------------------+-----------------------------------------------------------------------------+
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| passthrough | Use Passthrough hosted llama-stack endpoint for LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| open-benchmark | Distribution for running open benchmarks |
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+------------------------------+-----------------------------------------------------------------------------+
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| ollama | Use (an external) Ollama server for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| nvidia | Use NVIDIA NIM for running LLM inference, evaluation and safety |
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+------------------------------+-----------------------------------------------------------------------------+
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| meta-reference-gpu | Use Meta Reference for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| llama_api | Distribution for running e2e tests in CI |
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+------------------------------+-----------------------------------------------------------------------------+
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| hf-serverless | Use (an external) Hugging Face Inference Endpoint for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| hf-endpoint | Use (an external) Hugging Face Inference Endpoint for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| groq | Use Groq for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| fireworks | Use Fireworks.AI for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| experimental-post-training | Experimental template for post training |
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+------------------------------+-----------------------------------------------------------------------------+
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| dell | Dell's distribution of Llama Stack. TGI inference via Dell's custom |
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| | container |
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+------------------------------+-----------------------------------------------------------------------------+
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| ci-tests | Distribution for running e2e tests in CI |
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+------------------------------+-----------------------------------------------------------------------------+
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| cerebras | Use Cerebras for running LLM inference |
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+------------------------------+-----------------------------------------------------------------------------+
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| bedrock | Use AWS Bedrock for running LLM inference and safety |
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+------------------------------+-----------------------------------------------------------------------------+
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```
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You may then pick a template to build your distribution with providers fitted to your liking.
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@ -256,6 +276,7 @@ $ llama stack build --template ollama --image-type container
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...
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Containerfile created successfully in /tmp/tmp.viA3a3Rdsg/ContainerfileFROM python:3.10-slim
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...
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```
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You can now edit ~/meta-llama/llama-stack/tmp/configs/ollama-run.yaml and run `llama stack run ~/meta-llama/llama-stack/tmp/configs/ollama-run.yaml`
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```
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@ -305,30 +326,28 @@ Now, let's start the Llama Stack Distribution Server. You will need the YAML con
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```
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llama stack run -h
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usage: llama stack run [-h] [--port PORT] [--image-name IMAGE_NAME] [--env KEY=VALUE] [--tls-keyfile TLS_KEYFILE] [--tls-certfile TLS_CERTFILE]
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[--image-type {conda,container,venv}]
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config
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usage: llama stack run [-h] [--port PORT] [--image-name IMAGE_NAME] [--env KEY=VALUE]
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[--image-type {conda,venv}] [--enable-ui]
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[config | template]
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Start the server for a Llama Stack Distribution. You should have already built (or downloaded) and configured the distribution.
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positional arguments:
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config Path to config file to use for the run
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config | template Path to config file to use for the run or name of known template (`llama stack list` for a list). (default: None)
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options:
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-h, --help show this help message and exit
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--port PORT Port to run the server on. It can also be passed via the env var LLAMA_STACK_PORT. (default: 8321)
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--image-name IMAGE_NAME
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Name of the image to run. Defaults to the current environment (default: None)
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--env KEY=VALUE Environment variables to pass to the server in KEY=VALUE format. Can be specified multiple times. (default: [])
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--tls-keyfile TLS_KEYFILE
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Path to TLS key file for HTTPS (default: None)
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--tls-certfile TLS_CERTFILE
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Path to TLS certificate file for HTTPS (default: None)
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--image-type {conda,container,venv}
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Image Type used during the build. This can be either conda or container or venv. (default: conda)
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--env KEY=VALUE Environment variables to pass to the server in KEY=VALUE format. Can be specified multiple times. (default: None)
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--image-type {conda,venv}
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Image Type used during the build. This can be either conda or venv. (default: None)
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--enable-ui Start the UI server (default: False)
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```
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**Note:** Container images built with `llama stack build --image-type container` cannot be run using `llama stack run`. Instead, they must be run directly using Docker or Podman commands as shown in the container building section above.
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```
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# Start using template name
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llama stack run tgi
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@ -372,6 +391,7 @@ INFO: Application startup complete.
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INFO: Uvicorn running on http://['::', '0.0.0.0']:8321 (Press CTRL+C to quit)
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INFO: 2401:db00:35c:2d2b:face:0:c9:0:54678 - "GET /models/list HTTP/1.1" 200 OK
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```
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### Listing Distributions
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Using the list command, you can view all existing Llama Stack distributions, including stacks built from templates, from scratch, or using custom configuration files.
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@ -391,6 +411,20 @@ Example Usage
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llama stack list
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```
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```
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------------------------------+-----------------------------------------------------------------------------+--------------+------------+
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| Stack Name | Path | Build Config | Run Config |
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+------------------------------+-----------------------------------------------------------------------------+--------------+------------+
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| together | /home/wenzhou/.llama/distributions/together | Yes | No |
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+------------------------------+-----------------------------------------------------------------------------+--------------+------------+
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| bedrock | /home/wenzhou/.llama/distributions/bedrock | Yes | No |
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+------------------------------+-----------------------------------------------------------------------------+--------------+------------+
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| starter | /home/wenzhou/.llama/distributions/starter | No | No |
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+------------------------------+-----------------------------------------------------------------------------+--------------+------------+
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| remote-vllm | /home/wenzhou/.llama/distributions/remote-vllm | Yes | Yes |
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+------------------------------+-----------------------------------------------------------------------------+--------------+------------+
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```
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### Removing a Distribution
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Use the remove command to delete a distribution you've previously built.
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llama stack rm llamastack-test
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```
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To keep your environment organized and avoid clutter, consider using `llama stack list` to review old or unused distributions and `llama stack rm <name>` to delete them when they’re no longer needed.
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To keep your environment organized and avoid clutter, consider using `llama stack list` to review old or unused distributions and `llama stack rm <name>` to delete them when they're no longer needed.
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### Troubleshooting
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