mirror of
https://github.com/meta-llama/llama-stack.git
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300 lines
11 KiB
Python
300 lines
11 KiB
Python
# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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import argparse
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from llama_stack.cli.subcommand import Subcommand
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from llama_stack.distribution.datatypes import * # noqa: F403
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import os
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from functools import lru_cache
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from pathlib import Path
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TEMPLATES_PATH = (
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Path(os.path.relpath(__file__)).parent.parent.parent / "distribution" / "templates"
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)
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@lru_cache()
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def available_templates_specs() -> List[BuildConfig]:
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import yaml
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template_specs = []
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for p in TEMPLATES_PATH.rglob("*.yaml"):
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with open(p, "r") as f:
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build_config = BuildConfig(**yaml.safe_load(f))
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template_specs.append(build_config)
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return template_specs
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class StackBuild(Subcommand):
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def __init__(self, subparsers: argparse._SubParsersAction):
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super().__init__()
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self.parser = subparsers.add_parser(
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"build",
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prog="llama stack build",
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description="Build a Llama stack container",
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formatter_class=argparse.RawTextHelpFormatter,
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)
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self._add_arguments()
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self.parser.set_defaults(func=self._run_stack_build_command)
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def _add_arguments(self):
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self.parser.add_argument(
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"--config",
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type=str,
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default=None,
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help="Path to a config file to use for the build. You can find example configs in llama_stack/distribution/example_configs. If this argument is not provided, you will be prompted to enter information interactively",
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)
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self.parser.add_argument(
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"--template",
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type=str,
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default=None,
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help="Name of the example template config to use for build. You may use `llama stack build --list-templates` to check out the available templates",
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)
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self.parser.add_argument(
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"--list-templates",
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type=bool,
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default=False,
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action=argparse.BooleanOptionalAction,
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help="Show the available templates for building a Llama Stack distribution",
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)
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self.parser.add_argument(
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"--name",
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type=str,
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help="Name of the Llama Stack build to override from template config. This name will be used as paths to store configuration files, build conda environments/docker images. If not specified, will use the name from the template config. ",
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)
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self.parser.add_argument(
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"--image-type",
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type=str,
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help="Image Type to use for the build. This can be either conda or docker. If not specified, will use the image type from the template config.",
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choices=["conda", "docker"],
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)
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def _get_build_config_from_name(self, args: argparse.Namespace) -> Optional[Path]:
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if os.getenv("CONDA_PREFIX", ""):
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conda_dir = (
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Path(os.getenv("CONDA_PREFIX")).parent / f"llamastack-{args.name}"
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)
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else:
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cprint(
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"Cannot find CONDA_PREFIX. Trying default conda path ~/.conda/envs...",
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color="green",
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)
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conda_dir = (
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Path(os.path.expanduser("~/.conda/envs")) / f"llamastack-{args.name}"
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)
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build_config_file = Path(conda_dir) / f"{args.name}-build.yaml"
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if build_config_file.exists():
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return build_config_file
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return None
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def _run_stack_build_command_from_build_config(
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self, build_config: BuildConfig
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) -> None:
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import json
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import os
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import yaml
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from llama_stack.distribution.build import ApiInput, build_image, ImageType
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from llama_stack.distribution.utils.config_dirs import DISTRIBS_BASE_DIR
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from llama_stack.distribution.utils.serialize import EnumEncoder
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from termcolor import cprint
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# save build.yaml spec for building same distribution again
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if build_config.image_type == ImageType.docker.value:
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# docker needs build file to be in the llama-stack repo dir to be able to copy over to the image
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llama_stack_path = Path(os.path.abspath(__file__)).parent.parent.parent.parent
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build_dir = (
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llama_stack_path / "tmp/configs/"
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)
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else:
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build_dir = DISTRIBS_BASE_DIR / f"llamastack-{build_config.name}"
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os.makedirs(build_dir, exist_ok=True)
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build_file_path = build_dir / f"{build_config.name}-build.yaml"
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with open(build_file_path, "w") as f:
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to_write = json.loads(json.dumps(build_config.dict(), cls=EnumEncoder))
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f.write(yaml.dump(to_write, sort_keys=False))
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return_code = build_image(build_config, build_file_path)
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if return_code != 0:
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return
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configure_name = (
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build_config.name
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if build_config.image_type == "conda"
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else (f"llamastack-{build_config.name}")
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)
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cprint(
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f"You can now run `llama stack configure {configure_name}`",
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color="green",
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)
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def _run_template_list_cmd(self, args: argparse.Namespace) -> None:
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import json
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import yaml
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from llama_stack.cli.table import print_table
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# eventually, this should query a registry at llama.meta.com/llamastack/distributions
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headers = [
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"Template Name",
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"Providers",
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"Description",
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]
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rows = []
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for spec in available_templates_specs():
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rows.append(
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[
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spec.name,
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json.dumps(spec.distribution_spec.providers, indent=2),
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spec.distribution_spec.description,
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]
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)
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print_table(
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rows,
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headers,
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separate_rows=True,
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)
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def _run_stack_build_command(self, args: argparse.Namespace) -> None:
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import yaml
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from llama_stack.distribution.distribution import (
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Api,
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get_provider_registry,
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builtin_automatically_routed_apis,
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)
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from llama_stack.distribution.utils.dynamic import instantiate_class_type
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from prompt_toolkit import prompt
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from prompt_toolkit.validation import Validator
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from termcolor import cprint
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if args.list_templates:
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self._run_template_list_cmd(args)
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return
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if args.template:
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if not args.name:
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self.parser.error(
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"You must specify a name for the build using --name when using a template"
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)
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return
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build_path = TEMPLATES_PATH / f"{args.template}-build.yaml"
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if not build_path.exists():
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self.parser.error(
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f"Could not find template {args.template}. Please run `llama stack build --list-templates` to check out the available templates"
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)
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return
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with open(build_path, "r") as f:
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build_config = BuildConfig(**yaml.safe_load(f))
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build_config.name = args.name
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if args.image_type:
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build_config.image_type = args.image_type
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self._run_stack_build_command_from_build_config(build_config)
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return
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# try to see if we can find a pre-existing build config file through name
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if args.name:
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maybe_build_config = self._get_build_config_from_name(args)
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if maybe_build_config:
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cprint(f"Building from existing build config for {args.name} in {str(maybe_build_config)}...", "green")
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with open(maybe_build_config, "r") as f:
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build_config = BuildConfig(**yaml.safe_load(f))
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self._run_stack_build_command_from_build_config(build_config)
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return
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if not args.config and not args.template:
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if not args.name:
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name = prompt(
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"> Enter a name for your Llama Stack (e.g. my-local-stack): ",
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validator=Validator.from_callable(
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lambda x: len(x) > 0,
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error_message="Name cannot be empty, please enter a name",
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),
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)
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else:
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name = args.name
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image_type = prompt(
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"> Enter the image type you want your Llama Stack to be built as (docker or conda): ",
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validator=Validator.from_callable(
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lambda x: x in ["docker", "conda"],
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error_message="Invalid image type, please enter conda or docker",
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),
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default="conda",
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)
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cprint(
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f"\n Llama Stack is composed of several APIs working together. Let's configure the providers (implementations) you want to use for these APIs.",
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color="green",
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)
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providers = dict()
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all_providers = get_provider_registry()
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routing_table_apis = set(
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x.routing_table_api for x in builtin_automatically_routed_apis()
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)
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for api in Api:
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if api in routing_table_apis:
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continue
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providers_for_api = all_providers[api]
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api_provider = prompt(
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"> Enter provider for the {} API: (default=meta-reference): ".format(
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api.value
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),
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validator=Validator.from_callable(
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lambda x: x in providers_for_api,
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error_message="Invalid provider, please enter one of the following: {}".format(
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list(providers_for_api.keys())
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),
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),
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default=(
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"meta-reference"
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if "meta-reference" in providers_for_api
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else list(providers_for_api.keys())[0]
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),
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)
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providers[api.value] = api_provider
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description = prompt(
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"\n > (Optional) Enter a short description for your Llama Stack: ",
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default="",
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)
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distribution_spec = DistributionSpec(
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providers=providers,
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description=description,
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)
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build_config = BuildConfig(
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name=name, image_type=image_type, distribution_spec=distribution_spec
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)
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self._run_stack_build_command_from_build_config(build_config)
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return
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with open(args.config, "r") as f:
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try:
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build_config = BuildConfig(**yaml.safe_load(f))
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except Exception as e:
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self.parser.error(f"Could not parse config file {args.config}: {e}")
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return
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self._run_stack_build_command_from_build_config(build_config)
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