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This is yet another of those large PRs (hopefully we will have less and less of them as things mature fast). This one introduces substantial improvements and some simplifications to the stack. Most important bits: * Agents reference implementation now has support for session / turn persistence. The default implementation uses sqlite but there's also support for using Redis. * We have re-architected the structure of the Stack APIs to allow for more flexible routing. The motivating use cases are: - routing model A to ollama and model B to a remote provider like Together - routing shield A to local impl while shield B to a remote provider like Bedrock - routing a vector memory bank to Weaviate while routing a keyvalue memory bank to Redis * Support for provider specific parameters to be passed from the clients. A client can pass data using `x_llamastack_provider_data` parameter which can be type-checked and provided to the Adapter implementations.
97 lines
2.8 KiB
Python
97 lines
2.8 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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from enum import Enum
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from typing import List, Optional
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import pkg_resources
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from pydantic import BaseModel
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from termcolor import cprint
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from llama_stack.distribution.utils.exec import run_with_pty
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from llama_stack.distribution.datatypes import * # noqa: F403
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from pathlib import Path
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from llama_stack.distribution.distribution import api_providers, SERVER_DEPENDENCIES
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class ImageType(Enum):
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docker = "docker"
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conda = "conda"
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class Dependencies(BaseModel):
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pip_packages: List[str]
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docker_image: Optional[str] = None
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class ApiInput(BaseModel):
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api: Api
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provider: str
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def build_image(build_config: BuildConfig, build_file_path: Path):
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package_deps = Dependencies(
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docker_image=build_config.distribution_spec.docker_image or "python:3.10-slim",
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pip_packages=SERVER_DEPENDENCIES,
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)
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# extend package dependencies based on providers spec
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all_providers = api_providers()
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for (
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api_str,
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provider_or_providers,
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) in build_config.distribution_spec.providers.items():
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providers_for_api = all_providers[Api(api_str)]
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providers = (
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provider_or_providers
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if isinstance(provider_or_providers, list)
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else [provider_or_providers]
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)
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for provider in providers:
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if provider not in providers_for_api:
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raise ValueError(
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f"Provider `{provider}` is not available for API `{api_str}`"
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)
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provider_spec = providers_for_api[provider]
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package_deps.pip_packages.extend(provider_spec.pip_packages)
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if provider_spec.docker_image:
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raise ValueError("A stack's dependencies cannot have a docker image")
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if build_config.image_type == ImageType.docker.value:
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script = pkg_resources.resource_filename(
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"llama_stack", "distribution/build_container.sh"
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)
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args = [
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script,
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build_config.name,
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package_deps.docker_image,
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str(build_file_path),
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" ".join(package_deps.pip_packages),
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]
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else:
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script = pkg_resources.resource_filename(
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"llama_stack", "distribution/build_conda_env.sh"
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)
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args = [
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script,
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build_config.name,
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" ".join(package_deps.pip_packages),
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]
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return_code = run_with_pty(args)
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if return_code != 0:
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cprint(
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f"Failed to build target {build_config.name} with return code {return_code}",
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color="red",
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)
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return return_code
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