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https://github.com/meta-llama/llama-stack.git
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refactor: install external provider via module
using `module` in the provider class and the fact that `build` and `run` configs BOTH use the `class Provider` now, enables us to point to an external provider via a `module`. For example, say this is in your build config: ``` - provider_id: ramalama provider_type: remote::ramalama module: ramalama_stack ``` during build (in the various scripts), additionally to installing any pip dependencies we will also install this module and use the `get_provider_spec` method to retreive the ProviderSpec that is currently specified using `providers.d`. Most (if not all) external providers today have a `get_provider_spec` 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. 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. Using the module is a more seamless discovery method Signed-off-by: Charlie Doern <cdoern@redhat.com>
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6 changed files with 508 additions and 232 deletions
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@ -27,52 +27,103 @@ RUN_CONFIG_PATH=/app/run.yaml
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BUILD_CONTEXT_DIR=$(pwd)
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if [ "$#" -lt 4 ]; then
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# This only works for templates
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echo "Usage: $0 <template_or_config> <image_name> <container_base> <pip_dependencies> [<run_config>] [<special_pip_deps>]" >&2
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exit 1
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fi
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set -euo pipefail
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template_or_config="$1"
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shift
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image_name="$1"
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shift
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container_base="$1"
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shift
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pip_dependencies="$1"
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shift
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# Handle optional arguments
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run_config=""
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special_pip_deps=""
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# Check if there are more arguments
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# The logics is becoming cumbersom, we should refactor it if we can do better
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if [ $# -gt 0 ]; then
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# Check if the argument ends with .yaml
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if [[ "$1" == *.yaml ]]; then
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run_config="$1"
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shift
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# If there's another argument after .yaml, it must be special_pip_deps
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if [ $# -gt 0 ]; then
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special_pip_deps="$1"
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fi
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else
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# If it's not .yaml, it must be special_pip_deps
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special_pip_deps="$1"
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fi
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fi
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# Define color codes
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RED='\033[0;31m'
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NC='\033[0m' # No Color
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# Usage function
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usage() {
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echo "Usage: $0 --image-name <image_name> --container-base <container_base> --normal-deps <pip_dependencies> [--run-config <run_config>] [--external-provider-deps <external_provider_deps>] [--optional-deps <special_pip_deps>]"
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echo "Example: $0 --image-name llama-stack-img --container-base python:3.12-slim --normal-deps 'numpy pandas' --run-config ./run.yaml --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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image_name=""
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container_base=""
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normal_deps=""
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external_provider_deps=""
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optional_deps=""
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run_config=""
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template_or_config=""
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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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--image-name)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --image-name requires a string value" >&2
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usage
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fi
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image_name="$2"
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shift 2
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;;
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--container-base)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --container-base requires a string value" >&2
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usage
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fi
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container_base="$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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--run-config)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --run-config requires a string value" >&2
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usage
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fi
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run_config="$2"
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shift 2
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;;
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--template-or-config)
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if [[ -z "$2" || "$2" == --* ]]; then
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echo "Error: --template-or-config requires a string value" >&2
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usage
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fi
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template_or_config="$2"
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shift 2
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;;
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*)
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echo "Unknown option: $1" >&2
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usage
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;;
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esac
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done
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# Check required arguments
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if [[ -z "$image_name" || -z "$container_base" || -z "$normal_deps" ]]; then
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echo "Error: --image-name, --container-base, and --normal-deps are required." >&2
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usage
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fi
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CONTAINER_BINARY=${CONTAINER_BINARY:-docker}
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CONTAINER_OPTS=${CONTAINER_OPTS:---progress=plain}
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TEMP_DIR=$(mktemp -d)
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SCRIPT_DIR=$(dirname "$(readlink -f "$0")")
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source "$SCRIPT_DIR/common.sh"
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@ -81,18 +132,15 @@ add_to_container() {
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if [ -t 0 ]; then
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printf '%s\n' "$1" >>"$output_file"
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else
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# If stdin is not a terminal, read from it (heredoc)
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cat >>"$output_file"
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fi
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}
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# Check if container command is available
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if ! is_command_available "$CONTAINER_BINARY"; then
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printf "${RED}Error: ${CONTAINER_BINARY} command not found. Is ${CONTAINER_BINARY} installed and in your PATH?${NC}" >&2
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exit 1
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fi
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# Update and install UBI9 components if UBI9 base image is used
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if [[ $container_base == *"registry.access.redhat.com/ubi9"* ]]; then
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add_to_container << EOF
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FROM $container_base
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@ -135,16 +183,16 @@ EOF
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# Add pip dependencies first since llama-stack is what will change most often
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# so we can reuse layers.
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if [ -n "$pip_dependencies" ]; then
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read -ra pip_args <<< "$pip_dependencies"
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if [ -n "$normal_deps" ]; then
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read -ra pip_args <<< "$normal_deps"
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quoted_deps=$(printf " %q" "${pip_args[@]}")
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add_to_container << EOF
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RUN $MOUNT_CACHE uv pip install $quoted_deps
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RUN $MOUNT_CACHE uv pip install --no-cache $quoted_deps
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EOF
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fi
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if [ -n "$special_pip_deps" ]; then
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IFS='#' read -ra parts <<<"$special_pip_deps"
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if [ -n "$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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read -ra pip_args <<< "$part"
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quoted_deps=$(printf " %q" "${pip_args[@]}")
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@ -154,7 +202,31 @@ EOF
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done
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fi
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# Function to get Python command
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if [ -n "$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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add_to_container <<EOF
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RUN uv pip install --no-cache "$part"
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EOF
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add_to_container <<EOF
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RUN python3 - <<PYTHON | uv pip install --no-cache -r -
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import importlib
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import sys
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try:
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package_name = '$part'.split('==')[0].split('>=')[0].split('<=')[0].split('!=')[0].split('<')[0].split('>')[0]
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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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if isinstance(spec.pip_packages, (list, tuple)):
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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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PYTHON
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EOF
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done
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fi
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get_python_cmd() {
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if is_command_available python; then
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echo "python"
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}
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if [ -n "$run_config" ]; then
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# Copy the run config to the build context since it's an absolute path
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cp "$run_config" "$BUILD_CONTEXT_DIR/run.yaml"
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# Parse the run.yaml configuration to identify external provider directories
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# If external providers are specified, copy their directory to the container
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# and update the configuration to reference the new container path
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python_cmd=$(get_python_cmd)
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external_providers_dir=$($python_cmd -c "import yaml; config = yaml.safe_load(open('$run_config')); print(config.get('external_providers_dir') or '')")
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external_providers_dir=$(eval echo "$external_providers_dir")
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