llama-stack/llama_stack/distribution/configure.py
2024-09-17 22:41:10 -07:00

99 lines
3.7 KiB
Python

# 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.
from typing import Any
from pydantic import BaseModel
from llama_stack.distribution.datatypes import * # noqa: F403
from termcolor import cprint
from llama_stack.distribution.distribution import api_providers, stack_apis
from llama_stack.distribution.utils.dynamic import instantiate_class_type
from llama_stack.distribution.utils.prompt_for_config import prompt_for_config
def make_routing_entry_type(config_class: Any):
class BaseModelWithConfig(BaseModel):
routing_key: str
config: config_class
return BaseModelWithConfig
# TODO: make sure we can deal with existing configuration values correctly
# instead of just overwriting them
def configure_api_providers(
config: StackRunConfig, spec: DistributionSpec
) -> StackRunConfig:
cprint("Configuring APIs to serve...", "white", attrs=["bold"])
print("Enter comma-separated list of APIs to serve:")
apis = config.apis_to_serve or list(spec.providers.keys())
config.apis_to_serve = [a for a in apis if a != "telemetry"]
print("")
apis = [v.value for v in stack_apis()]
all_providers = api_providers()
for api_str in spec.providers.keys():
if api_str not in apis:
raise ValueError(f"Unknown API `{api_str}`")
cprint(f"Configuring API `{api_str}`...\n", "white", attrs=["bold"])
api = Api(api_str)
provider_or_providers = spec.providers[api_str]
if isinstance(provider_or_providers, list) and len(provider_or_providers) > 1:
print(
"You have specified multiple providers for this API. We will configure a routing table now. For each provider, provide a routing key followed by provider configuration.\n"
)
routing_entries = []
for p in provider_or_providers:
print(f"Configuring provider `{p}`...")
provider_spec = all_providers[api][p]
config_type = instantiate_class_type(provider_spec.config_class)
# TODO: we need to validate the routing keys, and
# perhaps it is better if we break this out into asking
# for a routing key separately from the associated config
wrapper_type = make_routing_entry_type(config_type)
rt_entry = prompt_for_config(wrapper_type, None)
routing_entries.append(
ProviderRoutingEntry(
provider_id=p,
routing_key=rt_entry.routing_key,
config=rt_entry.config.dict(),
)
)
config.provider_map[api_str] = routing_entries
else:
p = (
provider_or_providers[0]
if isinstance(provider_or_providers, list)
else provider_or_providers
)
print(f"Configuring provider `{p}`...")
provider_spec = all_providers[api][p]
config_type = instantiate_class_type(provider_spec.config_class)
try:
provider_config = config.provider_map.get(api_str)
if provider_config:
existing = config_type(**provider_config.config)
else:
existing = None
except Exception:
existing = None
cfg = prompt_for_config(config_type, existing)
config.provider_map[api_str] = GenericProviderConfig(
provider_id=p,
config=cfg.dict(),
)
return config