From 8e711215a27861035e387b08ca0b0792e5ff5e5f Mon Sep 17 00:00:00 2001 From: Siddharth Balyan Date: Wed, 1 May 2024 14:02:47 +0530 Subject: [PATCH 1/5] feat: litellm for multiple model support --- .../agents_api/activities/summarization.py | 6 +- agents-api/agents_api/model_registry.py | 25 +- .../agents_api/routers/agents/routers.py | 1 + .../agents_api/routers/sessions/session.py | 12 +- agents-api/poetry.lock | 817 +++++++++++++++++- agents-api/pyproject.toml | 1 + 6 files changed, 838 insertions(+), 24 deletions(-) diff --git a/agents-api/agents_api/activities/summarization.py b/agents-api/agents_api/activities/summarization.py index bfd1a011c..a9843ab8e 100644 --- a/agents-api/agents_api/activities/summarization.py +++ b/agents-api/agents_api/activities/summarization.py @@ -4,12 +4,12 @@ from typing import Callable from textwrap import dedent from temporalio import activity +from litellm import acompletion from agents_api.models.entry.entries_summarization import ( get_toplevel_entries_query, entries_summarization_query, ) from agents_api.common.protocol.entries import Entry -from agents_api.model_registry import get_model_client from ..env import summarization_model_name @@ -129,9 +129,7 @@ async def run_prompt( **kwargs, ) -> str: prompt = make_prompt(dialog, previous_memories, **kwargs) - client = get_model_client(model) - - response = await client.chat.completions.create( + response = await acompletion( model=model, messages=[ { diff --git a/agents-api/agents_api/model_registry.py b/agents-api/agents_api/model_registry.py index a94a13352..c34678a8b 100644 --- a/agents-api/agents_api/model_registry.py +++ b/agents-api/agents_api/model_registry.py @@ -10,7 +10,8 @@ MissingAgentModelAPIKeyError, ) from openai import AsyncOpenAI - +import litellm +from litellm.utils import get_valid_models GPT4_MODELS: Dict[str, int] = { # stable model names: @@ -101,24 +102,17 @@ CHAT_MODELS = {**GPT4_MODELS, **TURBO_MODELS, **CLAUDE_MODELS} -ALL_AVAILABLE_MODELS = { - **JULEP_MODELS, - **GPT4_MODELS, - **TURBO_MODELS, - **GPT3_5_MODELS, - **GPT3_MODELS, - # **CLAUDE_MODELS, -} +ALL_AVAILABLE_MODELS = litellm.model_list + list(JULEP_MODELS.keys()) +VALID_MODELS = get_valid_models() + list(JULEP_MODELS.keys()) def validate_configuration(model: str): """ Validates the model specified in the request """ if model not in ALL_AVAILABLE_MODELS: - raise AgentModelNotValid(model, list(ALL_AVAILABLE_MODELS.keys())) - model_client = get_model_client(model) - if model_client.api_key == "": + raise AgentModelNotValid(model, ALL_AVAILABLE_MODELS) + elif model not in get_valid_models(): raise MissingAgentModelAPIKeyError(model) @@ -136,7 +130,7 @@ def load_context(init_context: list[ChatML], model: str): """ Converts the message history into a format supported by the model. """ - if model in OPENAI_MODELS: + if model in litellm.utils.get_valid_models(): init_context = [ { "role": "assistant" if msg.role == "function_call" else msg.role, @@ -149,10 +143,11 @@ def load_context(init_context: list[ChatML], model: str): {"name": msg.name, "role": msg.role, "content": msg.content} for msg in init_context ] + else: + raise AgentModelNotValid(model, ALL_AVAILABLE_MODELS) return init_context -# TODO: add type hint for Settings def get_extra_settings(settings): extra_settings = ( dict( @@ -164,7 +159,7 @@ def get_extra_settings(settings): preset=settings.preset.name if settings.preset else None, ) if settings.model in JULEP_MODELS - else None + else {} ) return extra_settings diff --git a/agents-api/agents_api/routers/agents/routers.py b/agents-api/agents_api/routers/agents/routers.py index 50a9c2607..c1c27c8e2 100644 --- a/agents-api/agents_api/routers/agents/routers.py +++ b/agents-api/agents_api/routers/agents/routers.py @@ -110,6 +110,7 @@ async def update_agent( if isinstance(request.instructions, str): request.instructions = [request.instructions] + validate_configuration(request.model) try: resp = update_agent_query( agent_id=agent_id, diff --git a/agents-api/agents_api/routers/sessions/session.py b/agents-api/agents_api/routers/sessions/session.py index 169aef92e..b0ba376df 100644 --- a/agents-api/agents_api/routers/sessions/session.py +++ b/agents-api/agents_api/routers/sessions/session.py @@ -8,6 +8,9 @@ from openai.types.chat.chat_completion import ChatCompletion from pydantic import UUID4 +import litellm +from litellm import acompletion + from ...autogen.openapi_model import InputChatMLMessage, Tool from ...clients.embed import embed from ...clients.temporal import run_summarization_task @@ -19,7 +22,6 @@ from ...env import summarization_tokens_threshold from ...model_registry import ( get_extra_settings, - get_model_client, load_context, ) from ...models.entry.add_entries import add_entries_query @@ -321,22 +323,24 @@ async def generate( tools = None if settings.tools: tools = [(tool.model_dump(exclude="id")) for tool in settings.tools] - model_client = get_model_client(settings.model) extra_body = get_extra_settings(settings) - res = await model_client.chat.completions.create( + litellm.drop_params = True + litellm.add_function_to_prompt = True + + res = await acompletion( model=settings.model, messages=init_context, max_tokens=settings.max_tokens, stop=settings.stop, temperature=settings.temperature, frequency_penalty=settings.frequency_penalty, - extra_body=extra_body, top_p=settings.top_p, presence_penalty=settings.presence_penalty, stream=settings.stream, tools=tools, response_format=settings.response_format, + **extra_body ) return res diff --git a/agents-api/poetry.lock b/agents-api/poetry.lock index 82609c100..9ca654918 100644 --- a/agents-api/poetry.lock +++ b/agents-api/poetry.lock @@ -1,5 +1,115 @@ # This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] + [metadata] lock-version = "2.0" python-versions = ">=3.10,<3.11" -content-hash = "611b50851b143dd5712bd5b91ef788266671bc7f87d6191c691df7f9b494032c" +content-hash = "54549ef11aa0cf0d908c1d2fc053962c6df53912285f75945c85cd7fef673ab3" diff --git a/agents-api/pyproject.toml b/agents-api/pyproject.toml index 9acfb217f..41d8366c7 100644 --- a/agents-api/pyproject.toml +++ b/agents-api/pyproject.toml @@ -25,6 +25,7 @@ arrow = "^1.3.0" jinja2 = "^3.1.3" jinja2schema = "^0.1.4" jsonschema = "^4.21.1" +litellm = "^1.35.32" [tool.poetry.group.dev.dependencies] From a3944c72f08a553573f501590c5a3cb589eb253b Mon Sep 17 00:00:00 2001 From: alt-glitch Date: Wed, 1 May 2024 08:37:41 +0000 Subject: [PATCH 2/5] refactor: Lint agents-api (CI) --- agents-api/agents_api/model_registry.py | 1 + agents-api/agents_api/routers/sessions/session.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/agents-api/agents_api/model_registry.py b/agents-api/agents_api/model_registry.py index c34678a8b..c72ed2b07 100644 --- a/agents-api/agents_api/model_registry.py +++ b/agents-api/agents_api/model_registry.py @@ -106,6 +106,7 @@ ALL_AVAILABLE_MODELS = litellm.model_list + list(JULEP_MODELS.keys()) VALID_MODELS = get_valid_models() + list(JULEP_MODELS.keys()) + def validate_configuration(model: str): """ Validates the model specified in the request diff --git a/agents-api/agents_api/routers/sessions/session.py b/agents-api/agents_api/routers/sessions/session.py index b0ba376df..cc22b9138 100644 --- a/agents-api/agents_api/routers/sessions/session.py +++ b/agents-api/agents_api/routers/sessions/session.py @@ -340,7 +340,7 @@ async def generate( stream=settings.stream, tools=tools, response_format=settings.response_format, - **extra_body + **extra_body, ) return res From 3bef712512bcb2ab9b9ab6dd69c605662a697a94 Mon Sep 17 00:00:00 2001 From: Siddharth Balyan Date: Wed, 1 May 2024 15:28:52 +0530 Subject: [PATCH 3/5] feat(agents-api): samantha model throught litellm --- agents-api/agents_api/model_registry.py | 11 +---------- agents-api/agents_api/routers/sessions/session.py | 15 +++++++++++++-- 2 files changed, 14 insertions(+), 12 deletions(-) diff --git a/agents-api/agents_api/model_registry.py b/agents-api/agents_api/model_registry.py index c34678a8b..98b9300a4 100644 --- a/agents-api/agents_api/model_registry.py +++ b/agents-api/agents_api/model_registry.py @@ -3,7 +3,6 @@ """ from typing import Dict -from agents_api.clients.model import julep_client, openai_client from agents_api.clients.worker.types import ChatML from agents_api.common.exceptions.agents import ( AgentModelNotValid, @@ -12,6 +11,7 @@ from openai import AsyncOpenAI import litellm from litellm.utils import get_valid_models +from agents_api.env import model_inference_url, model_api_key GPT4_MODELS: Dict[str, int] = { # stable model names: @@ -116,15 +116,6 @@ def validate_configuration(model: str): raise MissingAgentModelAPIKeyError(model) -def get_model_client(model: str) -> AsyncOpenAI: - """ - Returns the model serving client based on the model - """ - if model in JULEP_MODELS: - return julep_client - elif model in OPENAI_MODELS: - return openai_client - def load_context(init_context: list[ChatML], model: str): """ diff --git a/agents-api/agents_api/routers/sessions/session.py b/agents-api/agents_api/routers/sessions/session.py index b0ba376df..0c32ba607 100644 --- a/agents-api/agents_api/routers/sessions/session.py +++ b/agents-api/agents_api/routers/sessions/session.py @@ -21,6 +21,7 @@ from ...common.utils.template import render_template from ...env import summarization_tokens_threshold from ...model_registry import ( + JULEP_MODELS, get_extra_settings, load_context, ) @@ -30,7 +31,7 @@ from .exceptions import InputTooBigError from .protocol import Settings - +from ...env import model_inference_url, model_api_key THOUGHTS_STRIP_LEN = 2 MESSAGES_STRIP_LEN = 4 @@ -321,15 +322,23 @@ async def generate( ) -> ChatCompletion: init_context = load_context(init_context, settings.model) tools = None + api_base = None + api_key = None + if settings.model in JULEP_MODELS: + api_base = model_inference_url + api_key = model_api_key + model = f"openai/{settings.model}" + if settings.tools: tools = [(tool.model_dump(exclude="id")) for tool in settings.tools] + extra_body = get_extra_settings(settings) litellm.drop_params = True litellm.add_function_to_prompt = True res = await acompletion( - model=settings.model, + model=model, messages=init_context, max_tokens=settings.max_tokens, stop=settings.stop, @@ -340,6 +349,8 @@ async def generate( stream=settings.stream, tools=tools, response_format=settings.response_format, + api_base=api_base, + api_key=api_key, **extra_body ) return res From 0b77d71107369e26091071d81d22dbd993112639 Mon Sep 17 00:00:00 2001 From: alt-glitch Date: Wed, 1 May 2024 10:04:44 +0000 Subject: [PATCH 4/5] refactor: Lint agents-api (CI) --- agents-api/agents_api/model_registry.py | 3 --- agents-api/agents_api/routers/sessions/session.py | 2 +- 2 files changed, 1 insertion(+), 4 deletions(-) diff --git a/agents-api/agents_api/model_registry.py b/agents-api/agents_api/model_registry.py index 796ae45eb..e5a72c7fc 100644 --- a/agents-api/agents_api/model_registry.py +++ b/agents-api/agents_api/model_registry.py @@ -8,10 +8,8 @@ AgentModelNotValid, MissingAgentModelAPIKeyError, ) -from openai import AsyncOpenAI import litellm from litellm.utils import get_valid_models -from agents_api.env import model_inference_url, model_api_key GPT4_MODELS: Dict[str, int] = { # stable model names: @@ -117,7 +115,6 @@ def validate_configuration(model: str): raise MissingAgentModelAPIKeyError(model) - def load_context(init_context: list[ChatML], model: str): """ Converts the message history into a format supported by the model. diff --git a/agents-api/agents_api/routers/sessions/session.py b/agents-api/agents_api/routers/sessions/session.py index 0c32ba607..e3381a5af 100644 --- a/agents-api/agents_api/routers/sessions/session.py +++ b/agents-api/agents_api/routers/sessions/session.py @@ -351,7 +351,7 @@ async def generate( response_format=settings.response_format, api_base=api_base, api_key=api_key, - **extra_body + **extra_body, ) return res From cee9664024b156503166ce8d5146c6688836815a Mon Sep 17 00:00:00 2001 From: Siddharth Balyan Date: Wed, 1 May 2024 15:49:59 +0530 Subject: [PATCH 5/5] fix: model referenced before initialising --- agents-api/agents_api/routers/sessions/session.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/agents-api/agents_api/routers/sessions/session.py b/agents-api/agents_api/routers/sessions/session.py index 0c32ba607..11cf9f879 100644 --- a/agents-api/agents_api/routers/sessions/session.py +++ b/agents-api/agents_api/routers/sessions/session.py @@ -324,10 +324,11 @@ async def generate( tools = None api_base = None api_key = None - if settings.model in JULEP_MODELS: + model = settings.model + if model in JULEP_MODELS: api_base = model_inference_url api_key = model_api_key - model = f"openai/{settings.model}" + model = f"openai/{model}" if settings.tools: tools = [(tool.model_dump(exclude="id")) for tool in settings.tools]