From fd9164f41a516c047431a07d39462bebbe0ae320 Mon Sep 17 00:00:00 2001 From: winternewt Date: Thu, 9 Jan 2025 08:52:44 +0300 Subject: [PATCH] Fixed streaming + web agent with proper pydantic --- .../interfaces/streaming_protocol.py | 2 +- core/just_agents/llm_options.py | 2 +- .../just_agents/protocols/openai_streaming.py | 6 +- poetry.lock | 164 +- web/README.md | 2 +- web/just_agents/web/models.py | 61 + web/just_agents/web/rest_api.py | 206 +- web/just_agents/web/streaming.py | 61 + web/poetry.lock | 2725 ----------------- 9 files changed, 320 insertions(+), 2909 deletions(-) create mode 100644 web/just_agents/web/models.py create mode 100644 web/just_agents/web/streaming.py delete mode 100644 web/poetry.lock diff --git a/core/just_agents/interfaces/streaming_protocol.py b/core/just_agents/interfaces/streaming_protocol.py index 0772d6d..6ad4150 100644 --- a/core/just_agents/interfaces/streaming_protocol.py +++ b/core/just_agents/interfaces/streaming_protocol.py @@ -55,7 +55,7 @@ def sse_wrap(data: Union[Dict[str, Any], str], event: Optional[str] = None) -> s # Append a blank line to separate events lines.append("") - return "\n".join(lines) + return "\n".join(lines) + "\n" @staticmethod def sse_parse(sse_text: str) -> Dict[str, Any]: diff --git a/core/just_agents/llm_options.py b/core/just_agents/llm_options.py index d99e0db..91c22a9 100644 --- a/core/just_agents/llm_options.py +++ b/core/just_agents/llm_options.py @@ -6,7 +6,7 @@ class ModelOptions(BaseModel): model: str = Field( ..., - examples=["gpt-4o-mini"], + examples=["groq/llama-3.3-70b-versatile","gpt-4o-mini"], description="LLM model name" ) temperature: Optional[float] = Field( diff --git a/core/just_agents/protocols/openai_streaming.py b/core/just_agents/protocols/openai_streaming.py index dc31eb5..a640327 100644 --- a/core/just_agents/protocols/openai_streaming.py +++ b/core/just_agents/protocols/openai_streaming.py @@ -1,5 +1,5 @@ from just_agents.interfaces.streaming_protocol import IAbstractStreamingProtocol - +import json import time class OpenaiStreamingProtocol(IAbstractStreamingProtocol): @@ -15,7 +15,9 @@ def get_chunk(self, index: int, delta: str, options: dict): "choices": [{"delta": {"content": delta}}], } return self.sse_wrap(chunk) + # return f"data: {json.dumps(chunk)}\n\n" def done(self): - return self.sse_wrap(self.stop) \ No newline at end of file + return self.sse_wrap(self.stop) + # return "\ndata: [DONE]\n\n" \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index 39dd86a..a30d1d3 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1104,13 +1104,13 @@ url = "web" [[package]] name = "litellm" -version = "1.57.2" +version = "1.57.3" description = "Library to easily interface with LLM API providers" optional = false python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8" files = [ - {file = "litellm-1.57.2-py3-none-any.whl", hash = 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install just-agents-web ## Quick Start ```python -from just_agents_web import create_app +from just_agents.web import create_app from just_agents.simple.chat_agent import ChatAgent agent = ChatAgent(...) diff --git a/web/just_agents/web/models.py b/web/just_agents/web/models.py new file mode 100644 index 0000000..df248bb --- /dev/null +++ b/web/just_agents/web/models.py @@ -0,0 +1,61 @@ +from typing import Type, TypeVar, Any, List, Union, Optional, Literal, AsyncGenerator, cast +from pydantic import BaseModel, Field, HttpUrl + +from just_agents.protocols.litellm_protocol import Message, TextContent +from just_agents.llm_options import ModelOptions + +from openai.types import CompletionUsage +from openai.types.chat.chat_completion import ChatCompletion, Choice, ChatCompletionMessage + +class ModelOptionsExt(ModelOptions): + api_key: str = Field(None, examples=["openai_api_key"]) + +class ChatCompletionRequest(ModelOptions): + messages: List[Message] = Field(..., examples=[[ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "What drug interactions of rapamycin are you aware of? What are these interactions ?"} + ]]) + n: Optional[int] = Field(1, ge=1) + stream: Optional[bool] = Field(default=False, examples=[True]) + stop: Optional[Union[str, List[str]]] = None + max_tokens: Optional[int] = Field(None, ge=1) + logit_bias: Optional[dict] = Field(None, examples=[None]) + user: Optional[str] = Field(None, examples=[None]) + +class ResponseMessage(ChatCompletionMessage): + role: Optional[Literal["system", "user", "assistant", "tool"]] = None + +class ChatCompletionChoice(Choice): + finish_reason: Optional[Literal["stop", "length", "tool_calls", "content_filter", "function_call"]] = None +# text: Optional[str] = Field(default=None, alias="message.content") + message : Optional[ResponseMessage] + +class ChatCompletionChoiceChunk(ChatCompletionChoice): + delta: ResponseMessage = Field(default=None) + message: Optional[ResponseMessage] = Field(default=None, exclude=True) #hax + +class ChatCompletionUsage(CompletionUsage): + prompt_tokens: int = Field(default=0) + completion_tokens: int = Field(default=0) + total_tokens: int = Field(default=0) + pass + +class ChatCompletionResponse(ChatCompletion): +# id: str + object: Literal["chat.completion", "chat.completion.chunk"] + created: Union[int,float] +# model: str + choices: List[ChatCompletionChoice] + usage: Optional[ChatCompletionUsage] = Field(default=None) + + +class ChatCompletionChunkResponse(ChatCompletionResponse): + choices: List[ChatCompletionChoiceChunk] + +class ErrorResponse(BaseModel): + class ErrorDetails(BaseModel): + message: str = Field(...) + type: str = Field("server_error") + code: str = Field("internal_server_error") + + error: ErrorDetails diff --git a/web/just_agents/web/rest_api.py b/web/just_agents/web/rest_api.py index 49ee467..b0c6571 100644 --- a/web/just_agents/web/rest_api.py +++ b/web/just_agents/web/rest_api.py @@ -1,18 +1,24 @@ +import os +import json import time +import asyncio + from pathlib import Path -from typing import Optional, List, Dict, Any, Union -from fastapi import FastAPI +from typing import Optional, List, Dict, Any, Union, AsyncGenerator + from just_agents.base_agent import BaseAgent -from just_agents.interfaces.agent import IAgent -from starlette.responses import StreamingResponse +from just_agents.web.streaming import async_wrap +from just_agents.web.models import ( + ChatCompletionRequest, TextContent, ChatCompletionChoiceChunk, ChatCompletionChunkResponse, + ChatCompletionResponse, ChatCompletionChoice, ChatCompletionUsage, ResponseMessage, ErrorResponse +) from dotenv import load_dotenv +from just_agents.interfaces.streaming_protocol import IAbstractStreamingProtocol from fastapi.middleware.cors import CORSMiddleware -from pycomfort.logging import log_function -import yaml -import os -from pycomfort.logging import log_function +from fastapi import FastAPI, HTTPException +from fastapi.responses import JSONResponse, StreamingResponse from eliot import log_call, log_message -import json + class AgentRestAPI(FastAPI): @@ -91,72 +97,75 @@ def _routes_config(self): ) # Register routes self.get("/")(self.default) - self.post("/v1/chat/completions")(self.chat_completions) - - + self.post("/v1/chat/completions", description="OpenAI compatible chat completions")(self.chat_completions) - def _clean_messages(self, request: dict): - for message in request["messages"]: - if message["role"] == "user": - content = message["content"] + def _clean_messages(self, request: ChatCompletionRequest): + for message in request.messages: + if message.role == "user": + content = message.content if type(content) is list: if len(content) > 0: - if type(content[0]) is dict: - if content[0].get("type", "") == "text": - if type(content[0].get("text", None)) is str: - message["content"] = content[0]["text"] - - def _remove_system_prompt(self, request: dict): - if request["messages"][0]["role"] == "system": - request["messages"] = request["messages"][1:] + if isinstance(content[0],TextContent): + message.content = content[0].text + + def _remove_system_prompt(self, request: ChatCompletionRequest): + if request.messages[0].role == "system": + request.messages = request.messages[1:] def default(self): return f"This is default page for the {self.title}" - @log_call(action_type="chat_completions", include_result=False) - def chat_completions(self, request: dict): + + +# @log_call(action_type="chat_completions", include_result=False) + async def chat_completions(self, request: ChatCompletionRequest) -> Union[ChatCompletionResponse, Any, ErrorResponse]: try: agent = self.agent self._clean_messages(request) self._remove_system_prompt(request) - - if not request["messages"]: - log_message( - message_type="validation_error", - error="No messages provided in request" - ) - return { - "error": { - "message": "No messages provided in request", - "type": "invalid_request_error", - "param": "messages", - "code": "invalid_request_error" - } - }, 400 - - # Validate required fields - if "model" not in request: - log_message( - message_type="validation_error", - error="model is required" - ) - return { - "error": { - "message": "model is required", - "type": "invalid_request_error", - "param": "model", - "code": "invalid_request_error" - } - }, 400 - is_streaming = request.get("stream", False) - stream_generator = agent.stream(request["messages"]) + #Done by FastAPI+pydantic under the hood! Just supply schema... + + # if not request.messages: + # log_message( + # message_type="validation_error", + # error="No messages provided in request" + # ) + # return { + # "error": { + # "message": "No messages provided in request", + # "type": "invalid_request_error", + # "param": "messages", + # "code": "invalid_request_error" + # } + # }, 400 + # + # # Validate required fields + # if "model" not in request: + # log_message( + # message_type="validation_error", + # error="model is required" + # ) + # return { + # "error": { + # "message": "model is required", + # "type": "invalid_request_error", + # "param": "model", + # "code": "invalid_request_error" + # } + # }, 400 + + is_streaming = request.stream + messages = [message.model_dump(mode='json') for message in request.messages] # todo: support pydantic model!!! + stream_generator = agent.stream( + messages + ) if is_streaming: return StreamingResponse( - stream_generator, - media_type="text/event-stream", + async_wrap(stream_generator), + media_type="application/x-ndjson", headers={ "Cache-Control": "no-cache", "Connection": "keep-alive", @@ -167,53 +176,56 @@ def chat_completions(self, request: dict): # Collect all chunks into final response response_content = "" for chunk in stream_generator: + if chunk == "[DONE]": break try: # Parse the SSE data - data = json.loads(chunk.decode().split("data: ")[1]) - if "choices" in data and len(data["choices"]) > 0: - delta = data["choices"][0].get("delta", {}) + data = IAbstractStreamingProtocol.sse_parse(chunk) + json_data = data.get("data", "{}") + print(json_data) + if "choices" in json_data and len(json_data["choices"]) > 0: + delta = json_data["choices"][0].get("delta", {}) if "content" in delta: response_content += delta["content"] except Exception: continue - return { - "id": f"chatcmpl-{time.time()}", - "object": "chat.completion", - "created": int(time.time()), - "model": request.get("model", "unknown"), - "choices": [{ - "index": 0, - "message": { - "role": "assistant", - "content": response_content - }, - "finish_reason": "stop" - }], - "usage": { - "prompt_tokens": 0, - "completion_tokens": 0, - "total_tokens": 0 - } - } + return ChatCompletionResponse( + id=f"chatcmpl-{time.time()}", + object="chat.completion", + created=int(time.time()), + model=request.model, + choices=[ChatCompletionChoice( + index=0, + message=ResponseMessage( + role= "assistant", + content= response_content + ), + finish_reason="stop" + )], + usage=ChatCompletionUsage( + prompt_tokens=0, + completion_tokens=0, + total_tokens=0 + )) except Exception as e: - log_message( - message_type="chat_completion_error", - error=str(e), - error_type=type(e).__name__, - request_details={ - "model": request.get("model"), - "message_count": len(request.get("messages", [])), - "streaming": request.get("stream", False) - } + # log_message( + # message_type="chat_completion_error", + # error=str(e), + # error_type=type(e).__name__, + # request_details={ + # "model": request.model, + # "message_count": len(request.messages), + # "streaming": request.stream + # } + # ) + + error_response = ErrorResponse( + error=ErrorResponse.ErrorDetails( + message=str(e) + ) ) - return { - "error": { - "message": str(e), - "type": "server_error", - "code": "internal_server_error" - } - }, 500 \ No newline at end of file + return error_response + diff --git a/web/just_agents/web/streaming.py b/web/just_agents/web/streaming.py new file mode 100644 index 0000000..61e70c3 --- /dev/null +++ b/web/just_agents/web/streaming.py @@ -0,0 +1,61 @@ +import asyncio +import time + +from typing import Optional, List, Dict, Any, Union, AsyncGenerator, Generator + +from just_agents.base_agent import BaseAgent +from just_agents.web.models import ( + ChatCompletionRequest, TextContent, ChatCompletionChoiceChunk, ChatCompletionChunkResponse, + ChatCompletionResponse, ChatCompletionChoice, ChatCompletionUsage, ResponseMessage, ErrorResponse +) + +async def async_wrap(response: Generator) -> AsyncGenerator[Any, None]: + for chunk in response: + yield chunk + await asyncio.sleep(0.001) + yield f"\n\n" + +# generator function to mimick yield ChatCompletionChunk chunks +async def generate_response_chunks(response: ChatCompletionResponse, stop: Optional[str] = "[DONE]") -> \ +AsyncGenerator[str, None]: + #logger.info("Imitating generation") + #logger.trace(f"Given {str(response)}") + for choice in response.choices: + delta = ChatCompletionChoiceChunk( + index=choice.index, + delta=choice.message, + finish_reason=None + ) + #logger.trace(f"choice {str(delta)}") + chunk = ChatCompletionChunkResponse( + object="chat.completion.chunk", + id=response.id, + choices=[delta], + created=int(time.time()), + model=response.model, + ) + chunk = chunk.model_dump_json() + #logger.debug(f"chunk {str(chunk)}") + yield f"data: {chunk}\n\n" + + await asyncio.sleep(1) + final_chunk = ChatCompletionChunkResponse( + object="chat.completion.chunk", + id=response.id, + created=int(time.time()), + model=response.model, + choices=[ChatCompletionChoiceChunk( + index=0, + delta=ResponseMessage( + role=None, + content=None + ), + finish_reason="stop" + )], + usage=response.usage, + ) + final_chunk = final_chunk.model_dump_json() + #logger.debug(f"final_chunk {str(final_chunk)}") + yield f"data: {final_chunk}\n\n" + yield f"data: {stop}\n\n" + await asyncio.sleep(1) \ No newline at end of file diff --git a/web/poetry.lock b/web/poetry.lock deleted file mode 100644 index aff9e73..0000000 --- a/web/poetry.lock +++ /dev/null @@ -1,2725 +0,0 @@ -# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. - 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