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refactor: install external providers from module (#2637)
# What does this PR do?
Today, external providers are installed via the `external_providers_dir`
in the config. This necessitates users to understand the `ProviderSpec`
and set up their directories accordingly. This process splits up the
config for the stack across multiple files, directories, and formats.
Most (if not all) external providers today have a
[get_provider_spec](559cb18fbb/src/ramalama_stack/provider.py (L9)
)
method that sits unused. Utilizing this method rather than the
providers.d route allows for a much easier installation process for
external providers and limits the amount of extra configuration a
regular user has to do to get their stack off the ground.
To accomplish this and wire it throughout the build process, Introduce
the concept of a `module` for users to specify for an external provider
upon build time. In order to facilitate this, align the build and run
spec to use `Provider` class rather than the stringified provider_type
that build currently uses.
For example, say this is in your build config:
```
- provider_id: ramalama
provider_type: remote::ramalama
module: ramalama_stack
```
during build (in the various `build_...` scripts), additionally to
installing any pip dependencies we will also install this module and use
the `get_provider_spec` method to retrieve the ProviderSpec that is
currently specified using `providers.d`.
In production so far, providing instructions for installing external
providers for users has been difficult: they need to install the module
as a pre-req, create the providers.d directory, copy in the provider
spec, and also copy in the necessary build/run yaml files. Accessing an
external provider should be as easy as possible, and pointing to its
installable module aligns more with the rest of our build and dependency
management process.
For now, `external_providers_dir` still exists as an alternate more
declarative method of using external providers.
## Test Plan
added an integration test installing an external provider from module
and more unit test coverage for `get_provider_registry`
( the warning in yellow is expected, the module is installed inside of
the build env, not where we are running the command)
<img width="1119" height="400" alt="Screenshot 2025-07-24 at 11 30
48 AM"
src="https://github.com/user-attachments/assets/1efbaf45-b9e8-451a-bd63-264ed664706d"
/>
<img width="1154" height="618" alt="Screenshot 2025-07-24 at 11 31
14 AM"
src="https://github.com/user-attachments/assets/feb2b3ea-c5dd-418e-9662-9a3bd5dd6bdc"
/>
---------
Signed-off-by: Charlie Doern <cdoern@redhat.com>
This commit is contained in:
parent
85223ccc4d
commit
de6919ecdd
44 changed files with 1687 additions and 595 deletions
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@ -9,10 +9,91 @@
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LLAMA_STACK_DIR=${LLAMA_STACK_DIR:-}
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LLAMA_STACK_CLIENT_DIR=${LLAMA_STACK_CLIENT_DIR:-}
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TEST_PYPI_VERSION=${TEST_PYPI_VERSION:-}
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PYPI_VERSION=${PYPI_VERSION:-}
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# This timeout (in seconds) is necessary when installing PyTorch via uv since it's likely to time out
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# Reference: https://github.com/astral-sh/uv/pull/1694
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UV_HTTP_TIMEOUT=${UV_HTTP_TIMEOUT:-500}
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set -euo pipefail
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# Define color codes
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RED='\033[0;31m'
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GREEN='\033[0;32m'
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NC='\033[0m' # No Color
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SCRIPT_DIR=$(dirname "$(readlink -f "$0")")
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source "$SCRIPT_DIR/common.sh"
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# Usage function
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usage() {
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echo "Usage: $0 --env-name <conda_env_name> --build-file-path <build_file_path> --normal-deps <pip_dependencies> [--external-provider-deps <external_provider_deps>] [--optional-deps <special_pip_deps>]"
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echo "Example: $0 --env-name my-conda-env --build-file-path ./my-stack-build.yaml --normal-deps 'numpy pandas scipy' --external-provider-deps 'foo' --optional-deps 'bar'"
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exit 1
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}
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# Parse arguments
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env_name=""
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build_file_path=""
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normal_deps=""
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external_provider_deps=""
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optional_deps=""
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while [[ $# -gt 0 ]]; do
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key="$1"
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case "$key" in
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--env-name)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --env-name requires a string value" >&2
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usage
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fi
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env_name="$2"
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shift 2
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;;
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--build-file-path)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --build-file-path requires a string value" >&2
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usage
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fi
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build_file_path="$2"
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shift 2
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;;
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--normal-deps)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --normal-deps requires a string value" >&2
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usage
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fi
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normal_deps="$2"
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shift 2
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;;
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--external-provider-deps)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --external-provider-deps requires a string value" >&2
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usage
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fi
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external_provider_deps="$2"
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shift 2
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;;
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--optional-deps)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --optional-deps requires a string value" >&2
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usage
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fi
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optional_deps="$2"
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shift 2
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;;
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*)
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echo "Unknown option: $1" >&2
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usage
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;;
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esac
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done
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# Check required arguments
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if [[ -z "$env_name" || -z "$build_file_path" || -z "$normal_deps" ]]; then
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echo "Error: --env-name, --build-file-path, and --normal-deps are required." >&2
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usage
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fi
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if [ -n "$LLAMA_STACK_DIR" ]; then
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echo "Using llama-stack-dir=$LLAMA_STACK_DIR"
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fi
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@ -20,50 +101,18 @@ if [ -n "$LLAMA_STACK_CLIENT_DIR" ]; then
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echo "Using llama-stack-client-dir=$LLAMA_STACK_CLIENT_DIR"
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fi
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if [ "$#" -lt 3 ]; then
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echo "Usage: $0 <distribution_type> <conda_env_name> <build_file_path> <pip_dependencies> [<special_pip_deps>]" >&2
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echo "Example: $0 <distribution_type> my-conda-env ./my-stack-build.yaml 'numpy pandas scipy'" >&2
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exit 1
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fi
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special_pip_deps="$4"
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set -euo pipefail
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env_name="$1"
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build_file_path="$2"
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pip_dependencies="$3"
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# Define color codes
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RED='\033[0;31m'
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GREEN='\033[0;32m'
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NC='\033[0m' # No Color
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# this is set if we actually create a new conda in which case we need to clean up
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ENVNAME=""
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SCRIPT_DIR=$(dirname "$(readlink -f "$0")")
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source "$SCRIPT_DIR/common.sh"
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ensure_conda_env_python310() {
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local env_name="$1"
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local pip_dependencies="$2"
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local special_pip_deps="$3"
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# Use only global variables set by flag parser
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local python_version="3.12"
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# Check if conda command is available
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if ! is_command_available conda; then
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printf "${RED}Error: conda command not found. Is Conda installed and in your PATH?${NC}" >&2
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exit 1
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fi
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# Check if the environment exists
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if conda env list | grep -q "^${env_name} "; then
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printf "Conda environment '${env_name}' exists. Checking Python version...\n"
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# Check Python version in the environment
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current_version=$(conda run -n "${env_name}" python --version 2>&1 | cut -d' ' -f2 | cut -d'.' -f1,2)
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if [ "$current_version" = "$python_version" ]; then
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printf "Environment '${env_name}' already has Python ${python_version}. No action needed.\n"
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else
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else
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printf "Conda environment '${env_name}' does not exist. Creating with Python ${python_version}...\n"
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conda create -n "${env_name}" python="${python_version}" -y
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ENVNAME="${env_name}"
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# setup_cleanup_handlers
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fi
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eval "$(conda shell.bash hook)"
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conda deactivate && conda activate "${env_name}"
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"$CONDA_PREFIX"/bin/pip install uv
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if [ -n "$TEST_PYPI_VERSION" ]; then
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# these packages are damaged in test-pypi, so install them first
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uv pip install fastapi libcst
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uv pip install --extra-index-url https://test.pypi.org/simple/ \
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llama-stack=="$TEST_PYPI_VERSION" \
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"$pip_dependencies"
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if [ -n "$special_pip_deps" ]; then
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IFS='#' read -ra parts <<<"$special_pip_deps"
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"$normal_deps"
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if [ -n "$optional_deps" ]; then
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IFS='#' read -ra parts <<<"$optional_deps"
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for part in "${parts[@]}"; do
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echo "$part"
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uv pip install $part
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done
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fi
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if [ -n "$external_provider_deps" ]; then
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IFS='#' read -ra parts <<<"$external_provider_deps"
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for part in "${parts[@]}"; do
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echo "$part"
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uv pip install "$part"
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done
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fi
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else
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# Re-installing llama-stack in the new conda environment
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if [ -n "$LLAMA_STACK_DIR" ]; then
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if [ ! -d "$LLAMA_STACK_DIR" ]; then
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printf "${RED}Warning: LLAMA_STACK_DIR is set but directory does not exist: $LLAMA_STACK_DIR${NC}\n" >&2
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exit 1
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fi
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printf "Installing from LLAMA_STACK_DIR: $LLAMA_STACK_DIR\n"
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uv pip install --no-cache-dir -e "$LLAMA_STACK_DIR"
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else
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fi
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uv pip install --no-cache-dir "$SPEC_VERSION"
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fi
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if [ -n "$LLAMA_STACK_CLIENT_DIR" ]; then
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if [ ! -d "$LLAMA_STACK_CLIENT_DIR" ]; then
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printf "${RED}Warning: LLAMA_STACK_CLIENT_DIR is set but directory does not exist: $LLAMA_STACK_CLIENT_DIR${NC}\n" >&2
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exit 1
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fi
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printf "Installing from LLAMA_STACK_CLIENT_DIR: $LLAMA_STACK_CLIENT_DIR\n"
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uv pip install --no-cache-dir -e "$LLAMA_STACK_CLIENT_DIR"
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fi
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# Install pip dependencies
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printf "Installing pip dependencies\n"
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uv pip install $pip_dependencies
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if [ -n "$special_pip_deps" ]; then
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IFS='#' read -ra parts <<<"$special_pip_deps"
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uv pip install $normal_deps
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if [ -n "$optional_deps" ]; then
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IFS='#' read -ra parts <<<"$optional_deps"
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for part in "${parts[@]}"; do
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echo "$part"
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uv pip install $part
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done
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fi
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if [ -n "$external_provider_deps" ]; then
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IFS='#' read -ra parts <<<"$external_provider_deps"
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for part in "${parts[@]}"; do
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echo "Getting provider spec for module: $part and installing dependencies"
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package_name=$(echo "$part" | sed 's/[<>=!].*//')
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python3 -c "
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import importlib
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import sys
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try:
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module = importlib.import_module(f'$package_name.provider')
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spec = module.get_provider_spec()
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if hasattr(spec, 'pip_packages') and spec.pip_packages:
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print('\\n'.join(spec.pip_packages))
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except Exception as e:
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print(f'Error getting provider spec for $package_name: {e}', file=sys.stderr)
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" | uv pip install -r -
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done
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fi
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fi
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mv "$build_file_path" "$CONDA_PREFIX"/llamastack-build.yaml
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echo "Build spec configuration saved at $CONDA_PREFIX/llamastack-build.yaml"
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}
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ensure_conda_env_python310 "$env_name" "$pip_dependencies" "$special_pip_deps"
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ensure_conda_env_python310 "$env_name" "$build_file_path" "$normal_deps" "$optional_deps" "$external_provider_deps"
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