diff --git a/llama_stack/cli/stack/_build.py b/llama_stack/cli/stack/_build.py index 7ade6f17a..5c2968b1d 100644 --- a/llama_stack/cli/stack/_build.py +++ b/llama_stack/cli/stack/_build.py @@ -37,9 +37,9 @@ from llama_stack.distribution.datatypes import ( ) from llama_stack.distribution.distribution import get_provider_registry from llama_stack.distribution.resolver import InvalidProviderError -from llama_stack.distribution.stack import replace_env_vars from llama_stack.distribution.utils.config_dirs import DISTRIBS_BASE_DIR, EXTERNAL_PROVIDERS_DIR from llama_stack.distribution.utils.dynamic import instantiate_class_type +from llama_stack.distribution.utils.env import replace_env_vars from llama_stack.distribution.utils.exec import formulate_run_args, run_command from llama_stack.distribution.utils.image_types import LlamaStackImageType from llama_stack.providers.datatypes import Api @@ -403,15 +403,27 @@ def _run_stack_build_command_from_build_config( if template_name: # copy run.yaml from template to build_dir instead of generating it again template_path = importlib.resources.files("llama_stack") / f"templates/{template_name}/run.yaml" + run_config_file: Path = None + provider_configs_new_dir: Path = None with importlib.resources.as_file(template_path) as path: run_config_file = build_dir / f"{template_name}-run.yaml" shutil.copy(path, run_config_file) + provider_configs_path = importlib.resources.files("llama_stack") / f"templates/{template_name}/provider_configs" + with importlib.resources.as_file(provider_configs_path) as path: + provider_configs_new_dir = build_dir / "provider_configs" + os.makedirs(provider_configs_new_dir, exist_ok=True) + shutil.copytree(path, provider_configs_new_dir, dirs_exist_ok=True) + cprint("Build Successful!", color="green", file=sys.stderr) - cprint(f"You can find the newly-built template here: {template_path}", color="blue", file=sys.stderr) + cprint( + f"You can find the newly-built template here: {run_config_file} and its provider configurations here {provider_configs_new_dir}", + color="blue", + file=sys.stderr, + ) cprint( "You can run the new Llama Stack distro via: " - + colored(f"llama stack run {template_path} --image-type {build_config.image_type}", "blue"), + + colored(f"llama stack run {run_config_file} --image-type {build_config.image_type}", "blue"), color="green", file=sys.stderr, ) diff --git a/llama_stack/cli/stack/run.py b/llama_stack/cli/stack/run.py index 2f768957d..efbba73f2 100644 --- a/llama_stack/cli/stack/run.py +++ b/llama_stack/cli/stack/run.py @@ -156,7 +156,7 @@ class StackRun(Subcommand): if callable(getattr(args, arg)): continue if arg == "config" and template_name: - server_args.config = str(config_file) + server_args.template = str(template_name) else: setattr(server_args, arg, getattr(args, arg)) @@ -169,6 +169,8 @@ class StackRun(Subcommand): if config_file: run_args.extend(["--config", str(config_file)]) + if template_name: + run_args.extend(["--template", str(template_name)]) if args.env: for env_var in args.env: diff --git a/llama_stack/distribution/configure.py b/llama_stack/distribution/configure.py index e58ea0338..45dd82074 100644 --- a/llama_stack/distribution/configure.py +++ b/llama_stack/distribution/configure.py @@ -16,6 +16,7 @@ from llama_stack.distribution.datatypes import ( from llama_stack.distribution.distribution import ( builtin_automatically_routed_apis, get_provider_registry, + resolve_config, ) from llama_stack.distribution.utils.config_dirs import EXTERNAL_PROVIDERS_DIR from llama_stack.distribution.utils.dynamic import instantiate_class_type @@ -30,7 +31,7 @@ def configure_single_provider(registry: dict[str, ProviderSpec], provider: Provi config_type = instantiate_class_type(provider_spec.config_class) try: if provider.config: - existing = config_type(**provider.config) + existing = resolve_config(provider=provider, provider_spec=provider_spec) else: existing = None except Exception: diff --git a/llama_stack/distribution/datatypes.py b/llama_stack/distribution/datatypes.py index 5e48ac0ad..16f160e32 100644 --- a/llama_stack/distribution/datatypes.py +++ b/llama_stack/distribution/datatypes.py @@ -150,7 +150,10 @@ class Provider(BaseModel): # when the provider is enabled via a conditional environment variable provider_id: str | None provider_type: str - config: dict[str, Any] + config: str | dict[str, Any] | None = Field( + default=None, + description="Provider configuration dictionary or path to provider configuration file", + ) class LoggingConfig(BaseModel): diff --git a/llama_stack/distribution/distribution.py b/llama_stack/distribution/distribution.py index e37b2c443..f7dfa04f6 100644 --- a/llama_stack/distribution/distribution.py +++ b/llama_stack/distribution/distribution.py @@ -7,11 +7,15 @@ import glob import importlib import os +from pathlib import Path from typing import Any import yaml from pydantic import BaseModel +from llama_stack.distribution.datatypes import Provider +from llama_stack.distribution.utils.dynamic import instantiate_class_type +from llama_stack.distribution.utils.env import replace_env_vars from llama_stack.log import get_logger from llama_stack.providers.datatypes import ( AdapterSpec, @@ -188,3 +192,22 @@ def get_provider_registry( logger.error(f"Failed to load provider spec from {spec_path}: {e}") raise e return ret + + +def resolve_config(provider: Provider, provider_spec: ProviderSpec | None = None, api: str | None = None): + if not provider_spec: + if not api: + raise ValueError("In order to get provider spec, must have API") + registry = get_provider_registry() + provider_spec = registry[Api(api)][provider.provider_type] + config_type = instantiate_class_type(provider_spec.config_class) + try: + if provider.config and isinstance(provider.config, str): + with open(Path(provider.config).expanduser().resolve()) as f: + config: dict[str, Any] = yaml.safe_load(f) + replaced = replace_env_vars(config) + return config_type(**replaced) + elif provider.config is not None: + return config_type(**provider.config) + except Exception as e: + raise ValueError("Error getting provider config") from e diff --git a/llama_stack/distribution/providers.py b/llama_stack/distribution/providers.py index 1d9c1f4e9..1b19bd365 100644 --- a/llama_stack/distribution/providers.py +++ b/llama_stack/distribution/providers.py @@ -10,6 +10,7 @@ from typing import Any from pydantic import BaseModel from llama_stack.apis.providers import ListProvidersResponse, ProviderInfo, Providers +from llama_stack.distribution.distribution import resolve_config from llama_stack.log import get_logger from llama_stack.providers.datatypes import HealthResponse, HealthStatus @@ -51,12 +52,13 @@ class ProviderImpl(Providers): # Skip providers that are not enabled if p.provider_id is None: continue + config = resolve_config(provider=p, api=api) ret.append( ProviderInfo( api=api, provider_id=p.provider_id, provider_type=p.provider_type, - config=p.config, + config=dict(config), health=providers_health.get(api, {}).get( p.provider_id, HealthResponse( diff --git a/llama_stack/distribution/resolver.py b/llama_stack/distribution/resolver.py index 46cd1161e..579161d6f 100644 --- a/llama_stack/distribution/resolver.py +++ b/llama_stack/distribution/resolver.py @@ -34,9 +34,8 @@ from llama_stack.distribution.datatypes import ( RoutingTableProviderSpec, StackRunConfig, ) -from llama_stack.distribution.distribution import builtin_automatically_routed_apis +from llama_stack.distribution.distribution import builtin_automatically_routed_apis, resolve_config from llama_stack.distribution.store import DistributionRegistry -from llama_stack.distribution.utils.dynamic import instantiate_class_type from llama_stack.log import get_logger from llama_stack.providers.datatypes import ( Api, @@ -156,7 +155,7 @@ def specs_for_autorouted_apis(apis_to_serve: list[str] | set[str]) -> dict[str, "__builtin__": ProviderWithSpec( provider_id="__routing_table__", provider_type="__routing_table__", - config={}, + config=None, spec=RoutingTableProviderSpec( api=info.routing_table_api, router_api=info.router_api, @@ -171,7 +170,7 @@ def specs_for_autorouted_apis(apis_to_serve: list[str] | set[str]) -> dict[str, "__builtin__": ProviderWithSpec( provider_id="__autorouted__", provider_type="__autorouted__", - config={}, + config=None, spec=AutoRoutedProviderSpec( api=info.router_api, module="llama_stack.distribution.routers", @@ -329,8 +328,7 @@ async def instantiate_provider( module = importlib.import_module(provider_spec.module) args = [] if isinstance(provider_spec, RemoteProviderSpec): - config_type = instantiate_class_type(provider_spec.config_class) - config = config_type(**provider.config) + config = resolve_config(provider=provider, provider_spec=provider_spec) method = "get_adapter_impl" args = [config, deps] @@ -348,8 +346,7 @@ async def instantiate_provider( else: method = "get_provider_impl" - config_type = instantiate_class_type(provider_spec.config_class) - config = config_type(**provider.config) + config = resolve_config(provider=provider, provider_spec=provider_spec) args = [config, deps] if "policy" in inspect.signature(getattr(module, method)).parameters: args.append(policy) diff --git a/llama_stack/distribution/server/server.py b/llama_stack/distribution/server/server.py index 83407a25f..b7c1e2815 100644 --- a/llama_stack/distribution/server/server.py +++ b/llama_stack/distribution/server/server.py @@ -42,11 +42,10 @@ from llama_stack.distribution.server.routes import ( ) from llama_stack.distribution.stack import ( construct_stack, - replace_env_vars, - validate_env_pair, ) from llama_stack.distribution.utils.config import redact_sensitive_fields from llama_stack.distribution.utils.context import preserve_contexts_async_generator +from llama_stack.distribution.utils.env import replace_env_vars, validate_env_pair from llama_stack.log import get_logger from llama_stack.providers.datatypes import Api from llama_stack.providers.inline.telemetry.meta_reference.config import TelemetryConfig @@ -408,9 +407,10 @@ def main(args: argparse.Namespace | None = None): log_line = f"Using config file: {config_file}" elif args.template: config_file = Path(REPO_ROOT) / "llama_stack" / "templates" / args.template / "run.yaml" - if not config_file.exists(): + provider_configs = Path(REPO_ROOT) / "llama_stack" / "templates" / args.config / "provider_configs" + if not config_file.exists() or not provider_configs.exists(): raise ValueError(f"Template {args.template} does not exist") - log_line = f"Using template {args.template} config file: {config_file}" + log_line = f"Using template {args.template} config file: {config_file} and provider_config directory: {provider_configs}" else: raise ValueError("Either --config or --template must be provided") diff --git a/llama_stack/distribution/stack.py b/llama_stack/distribution/stack.py index 9d873ea15..6afa05678 100644 --- a/llama_stack/distribution/stack.py +++ b/llama_stack/distribution/stack.py @@ -5,8 +5,6 @@ # the root directory of this source tree. import importlib.resources -import os -import re import tempfile from typing import Any @@ -40,6 +38,7 @@ from llama_stack.distribution.providers import ProviderImpl, ProviderImplConfig from llama_stack.distribution.resolver import ProviderRegistry, resolve_impls from llama_stack.distribution.store.registry import create_dist_registry from llama_stack.distribution.utils.dynamic import instantiate_class_type +from llama_stack.distribution.utils.env import replace_env_vars from llama_stack.log import get_logger from llama_stack.providers.datatypes import Api @@ -123,136 +122,6 @@ async def register_resources(run_config: StackRunConfig, impls: dict[Api, Any]): ) -class EnvVarError(Exception): - def __init__(self, var_name: str, path: str = ""): - self.var_name = var_name - self.path = path - super().__init__( - f"Environment variable '{var_name}' not set or empty {f'at {path}' if path else ''}. " - f"Use ${{env.{var_name}:=default_value}} to provide a default value, " - f"${{env.{var_name}:+value_if_set}} to make the field conditional, " - f"or ensure the environment variable is set." - ) - - -def replace_env_vars(config: Any, path: str = "") -> Any: - if isinstance(config, dict): - result = {} - for k, v in config.items(): - try: - result[k] = replace_env_vars(v, f"{path}.{k}" if path else k) - except EnvVarError as e: - raise EnvVarError(e.var_name, e.path) from None - return result - - elif isinstance(config, list): - result = [] - for i, v in enumerate(config): - try: - result.append(replace_env_vars(v, f"{path}[{i}]")) - except EnvVarError as e: - raise EnvVarError(e.var_name, e.path) from None - return result - - 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 - - def add_internal_implementations(impls: dict[Api, Any], run_config: StackRunConfig) -> None: """Add internal implementations (inspect and providers) to the implementations dictionary. diff --git a/llama_stack/distribution/utils/env.py b/llama_stack/distribution/utils/env.py new file mode 100644 index 000000000..403859aa7 --- /dev/null +++ b/llama_stack/distribution/utils/env.py @@ -0,0 +1,143 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the terms described in the LICENSE file in +# the root directory of this source tree. + +import os +import re +from typing import Any + +from llama_stack.log import get_logger + +logger = get_logger(name=__name__, category="core") + + +class EnvVarError(Exception): + def __init__(self, var_name: str, path: str = ""): + self.var_name = var_name + self.path = path + super().__init__( + f"Environment variable '{var_name}' not set or empty {f'at {path}' if path else ''}. " + f"Use ${{env.{var_name}:=default_value}} to provide a default value, " + f"${{env.{var_name}:+value_if_set}} to make the field conditional, " + f"or ensure the environment variable is set." + ) + + +def replace_env_vars(config: Any, path: str = "") -> Any: + if isinstance(config, dict): + result_dict = {} + for k, v in config.items(): + try: + result_dict[k] = replace_env_vars(v, f"{path}.{k}" if path else k) + 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 diff --git a/llama_stack/providers/utils/sqlstore/sqlstore.py b/llama_stack/providers/utils/sqlstore/sqlstore.py index d558a2a26..29041e96c 100644 --- a/llama_stack/providers/utils/sqlstore/sqlstore.py +++ b/llama_stack/providers/utils/sqlstore/sqlstore.py @@ -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[ diff --git a/llama_stack/templates/postgres-demo/run.yaml b/llama_stack/templates/postgres-demo/run.yaml index dd20cc6ac..9f82bff60 100644 --- a/llama_stack/templates/postgres-demo/run.yaml +++ b/llama_stack/templates/postgres-demo/run.yaml @@ -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} diff --git a/tests/unit/server/test_replace_env_vars.py b/tests/unit/server/test_replace_env_vars.py index 432d6aee5..60c6d209a 100644 --- a/tests/unit/server/test_replace_env_vars.py +++ b/tests/unit/server/test_replace_env_vars.py @@ -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): diff --git a/tests/verifications/openai-api-verification-run.yaml b/tests/verifications/openai-api-verification-run.yaml index d6d8cd07d..737bed9ca 100644 --- a/tests/verifications/openai-api-verification-run.yaml +++ b/tests/verifications/openai-api-verification-run.yaml @@ -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