mirror of
https://github.com/meta-llama/llama-stack.git
synced 2025-07-29 15:23:51 +00:00
feat: convert provider config to a file path
currently provider.config is a dictionary. Introduce the ability to specify either a file path or the current in-file dictionary. Allowing users to specify a file path enables more robust config management allowing stack administrators to swap in different provider configs seamlessly Signed-off-by: Charlie Doern <cdoern@redhat.com>
This commit is contained in:
parent
4d0d2d685f
commit
31cc971503
14 changed files with 226 additions and 174 deletions
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@ -37,9 +37,9 @@ from llama_stack.distribution.datatypes import (
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)
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from llama_stack.distribution.distribution import get_provider_registry
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from llama_stack.distribution.resolver import InvalidProviderError
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from llama_stack.distribution.stack import replace_env_vars
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from llama_stack.distribution.utils.config_dirs import DISTRIBS_BASE_DIR, EXTERNAL_PROVIDERS_DIR
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from llama_stack.distribution.utils.dynamic import instantiate_class_type
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from llama_stack.distribution.utils.env import replace_env_vars
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from llama_stack.distribution.utils.exec import formulate_run_args, run_command
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from llama_stack.distribution.utils.image_types import LlamaStackImageType
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from llama_stack.providers.datatypes import Api
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@ -403,15 +403,27 @@ def _run_stack_build_command_from_build_config(
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if template_name:
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# copy run.yaml from template to build_dir instead of generating it again
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template_path = importlib.resources.files("llama_stack") / f"templates/{template_name}/run.yaml"
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run_config_file: Path = None
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provider_configs_new_dir: Path = None
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with importlib.resources.as_file(template_path) as path:
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run_config_file = build_dir / f"{template_name}-run.yaml"
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shutil.copy(path, run_config_file)
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provider_configs_path = importlib.resources.files("llama_stack") / f"templates/{template_name}/provider_configs"
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with importlib.resources.as_file(provider_configs_path) as path:
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provider_configs_new_dir = build_dir / "provider_configs"
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os.makedirs(provider_configs_new_dir, exist_ok=True)
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shutil.copytree(path, provider_configs_new_dir, dirs_exist_ok=True)
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cprint("Build Successful!", color="green", file=sys.stderr)
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cprint(f"You can find the newly-built template here: {template_path}", color="blue", file=sys.stderr)
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cprint(
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f"You can find the newly-built template here: {run_config_file} and its provider configurations here {provider_configs_new_dir}",
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color="blue",
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file=sys.stderr,
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)
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cprint(
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"You can run the new Llama Stack distro via: "
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+ colored(f"llama stack run {template_path} --image-type {build_config.image_type}", "blue"),
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+ colored(f"llama stack run {run_config_file} --image-type {build_config.image_type}", "blue"),
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color="green",
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file=sys.stderr,
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)
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@ -156,7 +156,7 @@ class StackRun(Subcommand):
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if callable(getattr(args, arg)):
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continue
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if arg == "config" and template_name:
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server_args.config = str(config_file)
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server_args.template = str(template_name)
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else:
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setattr(server_args, arg, getattr(args, arg))
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@ -169,6 +169,8 @@ class StackRun(Subcommand):
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if config_file:
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run_args.extend(["--config", str(config_file)])
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if template_name:
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run_args.extend(["--template", str(template_name)])
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if args.env:
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for env_var in args.env:
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@ -16,6 +16,7 @@ from llama_stack.distribution.datatypes import (
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from llama_stack.distribution.distribution import (
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builtin_automatically_routed_apis,
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get_provider_registry,
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resolve_config,
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)
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from llama_stack.distribution.utils.config_dirs import EXTERNAL_PROVIDERS_DIR
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from llama_stack.distribution.utils.dynamic import instantiate_class_type
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@ -30,7 +31,7 @@ def configure_single_provider(registry: dict[str, ProviderSpec], provider: Provi
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config_type = instantiate_class_type(provider_spec.config_class)
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try:
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if provider.config:
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existing = config_type(**provider.config)
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existing = resolve_config(provider=provider, provider_spec=provider_spec)
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else:
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existing = None
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except Exception:
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@ -150,7 +150,10 @@ class Provider(BaseModel):
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# when the provider is enabled via a conditional environment variable
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provider_id: str | None
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provider_type: str
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config: dict[str, Any]
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config: str | dict[str, Any] | None = Field(
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default=None,
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description="Provider configuration dictionary or path to provider configuration file",
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)
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class LoggingConfig(BaseModel):
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@ -7,11 +7,15 @@
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import glob
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import importlib
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import os
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from pathlib import Path
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from typing import Any
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import yaml
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from pydantic import BaseModel
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from llama_stack.distribution.datatypes import Provider
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from llama_stack.distribution.utils.dynamic import instantiate_class_type
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from llama_stack.distribution.utils.env import replace_env_vars
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from llama_stack.log import get_logger
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from llama_stack.providers.datatypes import (
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AdapterSpec,
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@ -188,3 +192,22 @@ def get_provider_registry(
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logger.error(f"Failed to load provider spec from {spec_path}: {e}")
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raise e
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return ret
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def resolve_config(provider: Provider, provider_spec: ProviderSpec | None = None, api: str | None = None):
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if not provider_spec:
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if not api:
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raise ValueError("In order to get provider spec, must have API")
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registry = get_provider_registry()
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provider_spec = registry[Api(api)][provider.provider_type]
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config_type = instantiate_class_type(provider_spec.config_class)
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try:
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if provider.config and isinstance(provider.config, str):
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with open(Path(provider.config).expanduser().resolve()) as f:
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config: dict[str, Any] = yaml.safe_load(f)
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replaced = replace_env_vars(config)
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return config_type(**replaced)
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elif provider.config is not None:
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return config_type(**provider.config)
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except Exception as e:
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raise ValueError("Error getting provider config") from e
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@ -10,6 +10,7 @@ from typing import Any
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from pydantic import BaseModel
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from llama_stack.apis.providers import ListProvidersResponse, ProviderInfo, Providers
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from llama_stack.distribution.distribution import resolve_config
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from llama_stack.log import get_logger
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from llama_stack.providers.datatypes import HealthResponse, HealthStatus
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@ -51,12 +52,13 @@ class ProviderImpl(Providers):
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# Skip providers that are not enabled
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if p.provider_id is None:
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continue
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config = resolve_config(provider=p, api=api)
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ret.append(
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ProviderInfo(
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api=api,
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provider_id=p.provider_id,
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provider_type=p.provider_type,
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config=p.config,
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config=dict(config),
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health=providers_health.get(api, {}).get(
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p.provider_id,
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HealthResponse(
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@ -34,9 +34,8 @@ from llama_stack.distribution.datatypes import (
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RoutingTableProviderSpec,
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StackRunConfig,
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)
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from llama_stack.distribution.distribution import builtin_automatically_routed_apis
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from llama_stack.distribution.distribution import builtin_automatically_routed_apis, resolve_config
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from llama_stack.distribution.store import DistributionRegistry
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from llama_stack.distribution.utils.dynamic import instantiate_class_type
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from llama_stack.log import get_logger
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from llama_stack.providers.datatypes import (
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Api,
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@ -156,7 +155,7 @@ def specs_for_autorouted_apis(apis_to_serve: list[str] | set[str]) -> dict[str,
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"__builtin__": ProviderWithSpec(
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provider_id="__routing_table__",
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provider_type="__routing_table__",
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config={},
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config=None,
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spec=RoutingTableProviderSpec(
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api=info.routing_table_api,
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router_api=info.router_api,
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@ -171,7 +170,7 @@ def specs_for_autorouted_apis(apis_to_serve: list[str] | set[str]) -> dict[str,
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"__builtin__": ProviderWithSpec(
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provider_id="__autorouted__",
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provider_type="__autorouted__",
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config={},
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config=None,
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spec=AutoRoutedProviderSpec(
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api=info.router_api,
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module="llama_stack.distribution.routers",
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@ -329,8 +328,7 @@ async def instantiate_provider(
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module = importlib.import_module(provider_spec.module)
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args = []
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if isinstance(provider_spec, RemoteProviderSpec):
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config_type = instantiate_class_type(provider_spec.config_class)
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config = config_type(**provider.config)
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config = resolve_config(provider=provider, provider_spec=provider_spec)
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method = "get_adapter_impl"
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args = [config, deps]
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@ -348,8 +346,7 @@ async def instantiate_provider(
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else:
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method = "get_provider_impl"
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config_type = instantiate_class_type(provider_spec.config_class)
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config = config_type(**provider.config)
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config = resolve_config(provider=provider, provider_spec=provider_spec)
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args = [config, deps]
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if "policy" in inspect.signature(getattr(module, method)).parameters:
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args.append(policy)
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@ -42,11 +42,10 @@ from llama_stack.distribution.server.routes import (
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)
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from llama_stack.distribution.stack import (
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construct_stack,
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replace_env_vars,
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validate_env_pair,
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)
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from llama_stack.distribution.utils.config import redact_sensitive_fields
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from llama_stack.distribution.utils.context import preserve_contexts_async_generator
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from llama_stack.distribution.utils.env import replace_env_vars, validate_env_pair
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from llama_stack.log import get_logger
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from llama_stack.providers.datatypes import Api
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from llama_stack.providers.inline.telemetry.meta_reference.config import TelemetryConfig
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@ -408,9 +407,10 @@ def main(args: argparse.Namespace | None = None):
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log_line = f"Using config file: {config_file}"
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elif args.template:
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config_file = Path(REPO_ROOT) / "llama_stack" / "templates" / args.template / "run.yaml"
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if not config_file.exists():
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provider_configs = Path(REPO_ROOT) / "llama_stack" / "templates" / args.config / "provider_configs"
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if not config_file.exists() or not provider_configs.exists():
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raise ValueError(f"Template {args.template} does not exist")
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log_line = f"Using template {args.template} config file: {config_file}"
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log_line = f"Using template {args.template} config file: {config_file} and provider_config directory: {provider_configs}"
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else:
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raise ValueError("Either --config or --template must be provided")
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@ -5,8 +5,6 @@
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# the root directory of this source tree.
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import importlib.resources
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import os
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import re
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import tempfile
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from typing import Any
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@ -40,6 +38,7 @@ from llama_stack.distribution.providers import ProviderImpl, ProviderImplConfig
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from llama_stack.distribution.resolver import ProviderRegistry, resolve_impls
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from llama_stack.distribution.store.registry import create_dist_registry
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from llama_stack.distribution.utils.dynamic import instantiate_class_type
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from llama_stack.distribution.utils.env import replace_env_vars
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from llama_stack.log import get_logger
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from llama_stack.providers.datatypes import Api
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@ -123,136 +122,6 @@ async def register_resources(run_config: StackRunConfig, impls: dict[Api, Any]):
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)
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class EnvVarError(Exception):
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def __init__(self, var_name: str, path: str = ""):
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self.var_name = var_name
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self.path = path
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super().__init__(
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f"Environment variable '{var_name}' not set or empty {f'at {path}' if path else ''}. "
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f"Use ${{env.{var_name}:=default_value}} to provide a default value, "
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f"${{env.{var_name}:+value_if_set}} to make the field conditional, "
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f"or ensure the environment variable is set."
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)
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def replace_env_vars(config: Any, path: str = "") -> Any:
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if isinstance(config, dict):
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result = {}
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for k, v in config.items():
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try:
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result[k] = replace_env_vars(v, f"{path}.{k}" if path else k)
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except EnvVarError as e:
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raise EnvVarError(e.var_name, e.path) from None
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return result
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elif isinstance(config, list):
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result = []
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for i, v in enumerate(config):
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try:
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result.append(replace_env_vars(v, f"{path}[{i}]"))
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except EnvVarError as e:
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raise EnvVarError(e.var_name, e.path) from None
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return result
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elif isinstance(config, str):
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# Pattern supports bash-like syntax: := for default and :+ for conditional and a optional value
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pattern = r"\${env\.([A-Z0-9_]+)(?::([=+])([^}]*))?}"
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def get_env_var(match: re.Match):
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env_var = match.group(1)
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operator = match.group(2) # '=' for default, '+' for conditional
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value_expr = match.group(3)
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env_value = os.environ.get(env_var)
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if operator == "=": # Default value syntax: ${env.FOO:=default}
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# If the env is set like ${env.FOO:=default} then use the env value when set
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if env_value:
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value = env_value
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else:
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# If the env is not set, look for a default value
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# value_expr returns empty string (not None) when not matched
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# This means ${env.FOO:=} and it's accepted and returns empty string - just like bash
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if value_expr == "":
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return ""
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else:
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value = value_expr
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elif operator == "+": # Conditional value syntax: ${env.FOO:+value_if_set}
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# If the env is set like ${env.FOO:+value_if_set} then use the value_if_set
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if env_value:
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if value_expr:
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value = value_expr
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# This means ${env.FOO:+}
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else:
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# Just like bash, this doesn't care whether the env is set or not and applies
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# the value, in this case the empty string
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return ""
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else:
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# Just like bash, this doesn't care whether the env is set or not, since it's not set
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# we return an empty string
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value = ""
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else: # No operator case: ${env.FOO}
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if not env_value:
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raise EnvVarError(env_var, path)
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value = env_value
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# expand "~" from the values
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return os.path.expanduser(value)
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try:
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result = re.sub(pattern, get_env_var, config)
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return _convert_string_to_proper_type(result)
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except EnvVarError as e:
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raise EnvVarError(e.var_name, e.path) from None
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return config
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def _convert_string_to_proper_type(value: str) -> Any:
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# This might be tricky depending on what the config type is, if 'str | None' we are
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# good, if 'str' we need to keep the empty string... 'str | None' is more common and
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# providers config should be typed this way.
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# TODO: we could try to load the config class and see if the config has a field with type 'str | None'
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# and then convert the empty string to None or not
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if value == "":
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return None
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lowered = value.lower()
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if lowered == "true":
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return True
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elif lowered == "false":
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return False
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try:
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return int(value)
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except ValueError:
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pass
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try:
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return float(value)
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except ValueError:
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pass
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return value
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def validate_env_pair(env_pair: str) -> tuple[str, str]:
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"""Validate and split an environment variable key-value pair."""
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try:
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key, value = env_pair.split("=", 1)
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key = key.strip()
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if not key:
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raise ValueError(f"Empty key in environment variable pair: {env_pair}")
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if not all(c.isalnum() or c == "_" for c in key):
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raise ValueError(f"Key must contain only alphanumeric characters and underscores: {key}")
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return key, value
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except ValueError as e:
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raise ValueError(
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f"Invalid environment variable format '{env_pair}': {str(e)}. Expected format: KEY=value"
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) from e
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def add_internal_implementations(impls: dict[Api, Any], run_config: StackRunConfig) -> None:
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"""Add internal implementations (inspect and providers) to the implementations dictionary.
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|
|
143
llama_stack/distribution/utils/env.py
Normal file
143
llama_stack/distribution/utils/env.py
Normal file
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@ -0,0 +1,143 @@
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# 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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|
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import os
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import re
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from typing import Any
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from llama_stack.log import get_logger
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logger = get_logger(name=__name__, category="core")
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|
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|
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class EnvVarError(Exception):
|
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def __init__(self, var_name: str, path: str = ""):
|
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self.var_name = var_name
|
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self.path = path
|
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super().__init__(
|
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f"Environment variable '{var_name}' not set or empty {f'at {path}' if path else ''}. "
|
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f"Use ${{env.{var_name}:=default_value}} to provide a default value, "
|
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f"${{env.{var_name}:+value_if_set}} to make the field conditional, "
|
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f"or ensure the environment variable is set."
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)
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|
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|
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def replace_env_vars(config: Any, path: str = "") -> Any:
|
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if isinstance(config, dict):
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result_dict = {}
|
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for k, v in config.items():
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try:
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result_dict[k] = replace_env_vars(v, f"{path}.{k}" if path else k)
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except EnvVarError as e:
|
||||
raise EnvVarError(e.var_name, e.path) from None
|
||||
return result_dict
|
||||
|
||||
elif isinstance(config, list):
|
||||
result_list = []
|
||||
for i, v in enumerate(config):
|
||||
try:
|
||||
result_list.append(replace_env_vars(v, f"{path}[{i}]"))
|
||||
except EnvVarError as e:
|
||||
raise EnvVarError(e.var_name, e.path) from None
|
||||
return result_list
|
||||
|
||||
elif isinstance(config, str):
|
||||
# Pattern supports bash-like syntax: := for default and :+ for conditional and a optional value
|
||||
pattern = r"\${env\.([A-Z0-9_]+)(?::([=+])([^}]*))?}"
|
||||
|
||||
def get_env_var(match: re.Match):
|
||||
env_var = match.group(1)
|
||||
operator = match.group(2) # '=' for default, '+' for conditional
|
||||
value_expr = match.group(3)
|
||||
|
||||
env_value = os.environ.get(env_var)
|
||||
|
||||
if operator == "=": # Default value syntax: ${env.FOO:=default}
|
||||
# If the env is set like ${env.FOO:=default} then use the env value when set
|
||||
if env_value:
|
||||
value = env_value
|
||||
else:
|
||||
# If the env is not set, look for a default value
|
||||
# value_expr returns empty string (not None) when not matched
|
||||
# This means ${env.FOO:=} and it's accepted and returns empty string - just like bash
|
||||
if value_expr == "":
|
||||
return ""
|
||||
else:
|
||||
value = value_expr
|
||||
|
||||
elif operator == "+": # Conditional value syntax: ${env.FOO:+value_if_set}
|
||||
# If the env is set like ${env.FOO:+value_if_set} then use the value_if_set
|
||||
if env_value:
|
||||
if value_expr:
|
||||
value = value_expr
|
||||
# This means ${env.FOO:+}
|
||||
else:
|
||||
# Just like bash, this doesn't care whether the env is set or not and applies
|
||||
# the value, in this case the empty string
|
||||
return ""
|
||||
else:
|
||||
# Just like bash, this doesn't care whether the env is set or not, since it's not set
|
||||
# we return an empty string
|
||||
value = ""
|
||||
else: # No operator case: ${env.FOO}
|
||||
if not env_value:
|
||||
raise EnvVarError(env_var, path)
|
||||
value = env_value
|
||||
|
||||
# expand "~" from the values
|
||||
return os.path.expanduser(value)
|
||||
|
||||
try:
|
||||
result = re.sub(pattern, get_env_var, config)
|
||||
return _convert_string_to_proper_type(result)
|
||||
except EnvVarError as e:
|
||||
raise EnvVarError(e.var_name, e.path) from None
|
||||
|
||||
return config
|
||||
|
||||
|
||||
def _convert_string_to_proper_type(value: str) -> Any:
|
||||
# This might be tricky depending on what the config type is, if 'str | None' we are
|
||||
# good, if 'str' we need to keep the empty string... 'str | None' is more common and
|
||||
# providers config should be typed this way.
|
||||
# TODO: we could try to load the config class and see if the config has a field with type 'str | None'
|
||||
# and then convert the empty string to None or not
|
||||
if value == "":
|
||||
return None
|
||||
|
||||
lowered = value.lower()
|
||||
if lowered == "true":
|
||||
return True
|
||||
elif lowered == "false":
|
||||
return False
|
||||
|
||||
try:
|
||||
return int(value)
|
||||
except ValueError:
|
||||
pass
|
||||
|
||||
try:
|
||||
return float(value)
|
||||
except ValueError:
|
||||
pass
|
||||
|
||||
return value
|
||||
|
||||
|
||||
def validate_env_pair(env_pair: str) -> tuple[str, str]:
|
||||
"""Validate and split an environment variable key-value pair."""
|
||||
try:
|
||||
key, value = env_pair.split("=", 1)
|
||||
key = key.strip()
|
||||
if not key:
|
||||
raise ValueError(f"Empty key in environment variable pair: {env_pair}")
|
||||
if not all(c.isalnum() or c == "_" for c in key):
|
||||
raise ValueError(f"Key must contain only alphanumeric characters and underscores: {key}")
|
||||
return key, value
|
||||
except ValueError as e:
|
||||
raise ValueError(
|
||||
f"Invalid environment variable format '{env_pair}': {str(e)}. Expected format: KEY=value"
|
||||
) from e
|
|
@ -48,10 +48,10 @@ class SqliteSqlStoreConfig(SqlAlchemySqlStoreConfig):
|
|||
|
||||
@classmethod
|
||||
def sample_run_config(cls, __distro_dir__: str, db_name: str = "sqlstore.db"):
|
||||
return cls(
|
||||
type="sqlite",
|
||||
db_path="${env.SQLITE_STORE_DIR:=" + __distro_dir__ + "}/" + db_name,
|
||||
)
|
||||
return {
|
||||
"type": "sqlite",
|
||||
"db_path": "${env.SQLITE_STORE_DIR:=" + __distro_dir__ + "}/" + db_name,
|
||||
}
|
||||
|
||||
@property
|
||||
def pip_packages(self) -> list[str]:
|
||||
|
@ -76,14 +76,14 @@ class PostgresSqlStoreConfig(SqlAlchemySqlStoreConfig):
|
|||
|
||||
@classmethod
|
||||
def sample_run_config(cls, **kwargs):
|
||||
return cls(
|
||||
type="postgres",
|
||||
host="${env.POSTGRES_HOST:=localhost}",
|
||||
port="${env.POSTGRES_PORT:=5432}",
|
||||
db="${env.POSTGRES_DB:=llamastack}",
|
||||
user="${env.POSTGRES_USER:=llamastack}",
|
||||
password="${env.POSTGRES_PASSWORD:=llamastack}",
|
||||
)
|
||||
return {
|
||||
"type": "postgres",
|
||||
"host": "${env.POSTGRES_HOST:=localhost}",
|
||||
"port": "${env.POSTGRES_PORT:=5432}",
|
||||
"db": "${env.POSTGRES_DB:=llamastack}",
|
||||
"user": "${env.POSTGRES_USER:=llamastack}",
|
||||
"password": "${env.POSTGRES_PASSWORD:=llamastack}",
|
||||
}
|
||||
|
||||
|
||||
SqlStoreConfig = Annotated[
|
||||
|
|
|
@ -81,11 +81,11 @@ metadata_store:
|
|||
table_name: ${env.POSTGRES_TABLE_NAME:=llamastack_kvstore}
|
||||
inference_store:
|
||||
type: postgres
|
||||
host: ${env.POSTGRES_HOST:=localhost}
|
||||
port: ${env.POSTGRES_PORT:=5432}
|
||||
db: ${env.POSTGRES_DB:=llamastack}
|
||||
user: ${env.POSTGRES_USER:=llamastack}
|
||||
password: ${env.POSTGRES_PASSWORD:=llamastack}
|
||||
host: ${env.POSTGRES_HOST:localhost}
|
||||
port: ${env.POSTGRES_PORT:5432}
|
||||
db: ${env.POSTGRES_DB:llamastack}
|
||||
user: ${env.POSTGRES_USER:llamastack}
|
||||
password: ${env.POSTGRES_PASSWORD:llamastack}
|
||||
models:
|
||||
- metadata: {}
|
||||
model_id: ${env.INFERENCE_MODEL}
|
||||
|
|
|
@ -7,7 +7,7 @@
|
|||
import os
|
||||
import unittest
|
||||
|
||||
from llama_stack.distribution.stack import replace_env_vars
|
||||
from llama_stack.distribution.utils.env import replace_env_vars
|
||||
|
||||
|
||||
class TestReplaceEnvVars(unittest.TestCase):
|
||||
|
|
|
@ -42,14 +42,14 @@ providers:
|
|||
kvstore:
|
||||
type: sqlite
|
||||
namespace: null
|
||||
db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/openai}/faiss_store.db
|
||||
db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/openai}/faiss_store.db
|
||||
telemetry:
|
||||
- provider_id: meta-reference
|
||||
provider_type: inline::meta-reference
|
||||
config:
|
||||
service_name: "${env.OTEL_SERVICE_NAME:\u200B}"
|
||||
sinks: ${env.TELEMETRY_SINKS:console,sqlite}
|
||||
sqlite_db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/openai-api-verification}/trace_store.db
|
||||
sqlite_db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/openai-api-verification}/trace_store.db
|
||||
safety:
|
||||
- provider_id: llama-guard
|
||||
provider_type: inline::llama-guard
|
||||
|
@ -62,10 +62,10 @@ providers:
|
|||
persistence_store:
|
||||
type: sqlite
|
||||
namespace: null
|
||||
db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/openai}/agents_store.db
|
||||
db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/openai}/agents_store.db
|
||||
responses_store:
|
||||
type: sqlite
|
||||
db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/openai}/responses_store.db
|
||||
db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/openai}/responses_store.db
|
||||
tool_runtime:
|
||||
- provider_id: brave-search
|
||||
provider_type: remote::brave-search
|
||||
|
@ -89,7 +89,7 @@ providers:
|
|||
api_key: ${env.WOLFRAM_ALPHA_API_KEY:}
|
||||
metadata_store:
|
||||
type: sqlite
|
||||
db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/openai}/registry.db
|
||||
db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/openai}/registry.db
|
||||
models:
|
||||
- metadata: {}
|
||||
model_id: together/meta-llama/Llama-3.3-70B-Instruct-Turbo
|
||||
|
|
Loading…
Add table
Add a link
Reference in a new issue