diff --git a/backend/config.py b/backend/config.py index 7dd21f9..d173231 100644 --- a/backend/config.py +++ b/backend/config.py @@ -3,6 +3,7 @@ # TODO: Should only be set to true when value is 'True', not any abitrary truthy value import os +ANTHROPIC_API_KEY = os.environ.get("ANTHROPIC_API_KEY", None) SHOULD_MOCK_AI_RESPONSE = bool(os.environ.get("MOCK", False)) diff --git a/backend/evals/core.py b/backend/evals/core.py index ba00c40..3438a7d 100644 --- a/backend/evals/core.py +++ b/backend/evals/core.py @@ -1,26 +1,40 @@ import os +from config import ANTHROPIC_API_KEY -from llm import stream_openai_response +from llm import stream_claude_response, stream_openai_response from prompts import assemble_prompt from prompts.types import Stack async def generate_code_core(image_url: str, stack: Stack) -> str: + model = "CLAUDE" + prompt_messages = assemble_prompt(image_url, stack) openai_api_key = os.environ.get("OPENAI_API_KEY") + anthropic_api_key = ANTHROPIC_API_KEY openai_base_url = None async def process_chunk(content: str): pass - if not openai_api_key: - raise Exception("OpenAI API key not found") + if model == "CLAUDE": + if not anthropic_api_key: + raise Exception("Anthropic API key not found") - completion = await stream_openai_response( - prompt_messages, - api_key=openai_api_key, - base_url=openai_base_url, - callback=lambda x: process_chunk(x), - ) + completion = await stream_claude_response( + prompt_messages, + api_key=anthropic_api_key, + callback=lambda x: process_chunk(x), + ) + else: + if not openai_api_key: + raise Exception("OpenAI API key not found") + + completion = await stream_openai_response( + prompt_messages, + api_key=openai_api_key, + base_url=openai_base_url, + callback=lambda x: process_chunk(x), + ) return completion diff --git a/backend/llm.py b/backend/llm.py index 66e3a47..c6d629e 100644 --- a/backend/llm.py +++ b/backend/llm.py @@ -1,8 +1,18 @@ -from typing import Awaitable, Callable, List +from typing import Awaitable, Callable, List, cast +from anthropic import AsyncAnthropic from openai import AsyncOpenAI from openai.types.chat import ChatCompletionMessageParam, ChatCompletionChunk MODEL_GPT_4_VISION = "gpt-4-vision-preview" +MODEL_CLAUDE_SONNET = "claude-3-sonnet-20240229" +MODEL_CLAUDE_OPUS = "claude-3-opus-20240229" + + +# Keep in sync with frontend (lib/models.ts) +CODE_GENERATION_MODELS = [ + "gpt_4_vision", + "claude_3_sonnet", +] async def stream_openai_response( @@ -34,3 +44,47 @@ async def stream_openai_response( await client.close() return full_response + + +async def stream_claude_response( + messages: List[ChatCompletionMessageParam], + api_key: str, + callback: Callable[[str], Awaitable[None]], +) -> str: + + client = AsyncAnthropic(api_key=api_key) + + # Base parameters + model = MODEL_CLAUDE_SONNET + max_tokens = 4096 + temperature = 0.0 + + # Translate OpenAI messages to Claude messages + system_prompt = cast(str, messages[0]["content"]) + claude_messages = [dict(message) for message in messages[1:]] + for message in claude_messages: + if not isinstance(message["content"], list): + continue + + for content in message["content"]: # type: ignore + if content["type"] == "image_url": + content["type"] = "image" + content["source"] = { + "type": "base64", + "media_type": "image/png", # TODO: Automatically detect media type + "data": content["image_url"]["url"].split(",")[1], # type: ignore + } + del content["image_url"] + + async with client.messages.stream( + model=model, + max_tokens=max_tokens, + temperature=temperature, + system=system_prompt, + messages=claude_messages, # type: ignore + ) as stream: + async for text in stream.text_stream: + await callback(text) + + response = await stream.get_final_message() + return response.content[0].text diff --git a/backend/poetry.lock b/backend/poetry.lock index 544daab..53e5215 100644 --- a/backend/poetry.lock +++ b/backend/poetry.lock @@ -1,5 +1,29 @@ # This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. +[[package]] +name = "anthropic" +version = "0.18.0" +description = "The official Python library for the anthropic API" +optional = false +python-versions = ">=3.7" +files = [ + {file = "anthropic-0.18.0-py3-none-any.whl", hash = "sha256:af2a65a48ba4661e3902b49f96710d168782af9deb06d58c12f25e53448fb570"}, + {file = "anthropic-0.18.0.tar.gz", hash = "sha256:80a6134f6562792be8ec30f743e2211476cb1e1f59b01795b901f099ae854825"}, +] + +[package.dependencies] +anyio = ">=3.5.0,<5" +distro = ">=1.7.0,<2" +httpx = ">=0.23.0,<1" +pydantic = ">=1.9.0,<3" +sniffio = "*" +tokenizers = ">=0.13.0" +typing-extensions = ">=4.7,<5" + +[package.extras] +bedrock = ["boto3 (>=1.28.57)", "botocore (>=1.31.57)"] +vertex = ["google-auth (>=2,<3)"] + [[package]] name = "anyio" version = "3.7.1" @@ -61,6 +85,105 @@ files = [ {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"}, ] +[[package]] +name = "charset-normalizer" +version = "3.3.2" +description = "The Real First Universal Charset Detector. 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post, and more." +optional = false +python-versions = ">=3.8" +files = [ + {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"}, + {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"}, +] + +[package.extras] +brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"] +h2 = ["h2 (>=4,<5)"] +socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"] +zstd = ["zstandard (>=0.18.0)"] + [[package]] name = "uvicorn" version = "0.25.0" @@ -732,4 +1088,4 @@ files = [ [metadata] lock-version = "2.0" python-versions = "^3.10" -content-hash = "f364973209a56780ddca65ae126ebd42f024b1bd8c75e0132ecaaea8057c45e4" +content-hash = "6fa98703309c862dd33d9d9ce210b71bfcb37e7d7ff030198d9044d83c249060" diff --git a/backend/pyproject.toml b/backend/pyproject.toml index cf0b8b1..8c64b3f 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -15,6 +15,7 @@ python-dotenv = "^1.0.0" beautifulsoup4 = "^4.12.2" httpx = "^0.25.1" pre-commit = "^3.6.2" +anthropic = "^0.18.0" [tool.poetry.group.dev.dependencies] pytest = "^7.4.3" diff --git a/backend/routes/generate_code.py b/backend/routes/generate_code.py index 092289c..589be2d 100644 --- a/backend/routes/generate_code.py +++ b/backend/routes/generate_code.py @@ -2,8 +2,12 @@ import os import traceback from fastapi import APIRouter, WebSocket import openai -from config import IS_PROD, SHOULD_MOCK_AI_RESPONSE -from llm import stream_openai_response +from config import ANTHROPIC_API_KEY, IS_PROD, SHOULD_MOCK_AI_RESPONSE +from llm import ( + CODE_GENERATION_MODELS, + stream_claude_response, + stream_openai_response, +) from openai.types.chat import ChatCompletionMessageParam from mock_llm import mock_completion from typing import Dict, List, cast, get_args @@ -60,7 +64,16 @@ async def stream_code(websocket: WebSocket): generated_code_config = "" if "generatedCodeConfig" in params and params["generatedCodeConfig"]: generated_code_config = params["generatedCodeConfig"] - print(f"Generating {generated_code_config} code") + + # Read the model from the request. Fall back to default if not provided. + code_generation_model = params.get("codeGenerationModel", "gpt_4_vision") + if code_generation_model not in CODE_GENERATION_MODELS: + await throw_error(f"Invalid model: {code_generation_model}") + raise Exception(f"Invalid model: {code_generation_model}") + + print( + f"Generating {generated_code_config} code using {code_generation_model} model..." + ) # Get the OpenAI API key from the request. Fall back to environment variable if not provided. # If neither is provided, we throw an error. @@ -196,12 +209,25 @@ async def stream_code(websocket: WebSocket): completion = await mock_completion(process_chunk) else: try: - completion = await stream_openai_response( - prompt_messages, - api_key=openai_api_key, - base_url=openai_base_url, - callback=lambda x: process_chunk(x), - ) + if code_generation_model == "claude_3_sonnet": + if not ANTHROPIC_API_KEY: + await throw_error( + "No Anthropic API key found. Please add it to backend/.env" + ) + raise Exception("No Anthropic key") + + completion = await stream_claude_response( + prompt_messages, + api_key=ANTHROPIC_API_KEY, + callback=lambda x: process_chunk(x), + ) + else: + completion = await stream_openai_response( + prompt_messages, + api_key=openai_api_key, + base_url=openai_base_url, + callback=lambda x: process_chunk(x), + ) except openai.AuthenticationError as e: print("[GENERATE_CODE] Authentication failed", e) error_message = ( diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx index 3f7a025..6a2a38c 100644 --- a/frontend/src/App.tsx +++ b/frontend/src/App.tsx @@ -35,6 +35,8 @@ import { extractHistoryTree } from "./components/history/utils"; import toast from "react-hot-toast"; import ImportCodeSection from "./components/ImportCodeSection"; import { Stack } from "./lib/stacks"; +import { CodeGenerationModel } from "./lib/models"; +import ModelSettingsSection from "./components/ModelSettingsSection"; const IS_OPENAI_DOWN = false; @@ -56,6 +58,7 @@ function App() { isImageGenerationEnabled: true, editorTheme: EditorTheme.COBALT, generatedCodeConfig: Stack.HTML_TAILWIND, + codeGenerationModel: CodeGenerationModel.GPT_4_VISION, // Only relevant for hosted version isTermOfServiceAccepted: false, accessCode: null, @@ -63,6 +66,10 @@ function App() { "setting" ); + // Code generation model from local storage or the default value + const selectedCodeGenerationModel = + settings.codeGenerationModel || CodeGenerationModel.GPT_4_VISION; + // App history const [appHistory, setAppHistory] = useState([]); // Tracks the currently shown version from app history @@ -291,6 +298,13 @@ function App() { })); } + function setCodeGenerationModel(codeGenerationModel: CodeGenerationModel) { + setSettings((prev) => ({ + ...prev, + codeGenerationModel, + })); + } + function importFromCode(code: string, stack: Stack) { setIsImportedFromCode(true); @@ -334,6 +348,14 @@ function App() { } /> + + {IS_RUNNING_ON_CLOUD && !(settings.openAiApiKey || settings.accessCode) && ( diff --git a/frontend/src/components/ModelSettingsSection.tsx b/frontend/src/components/ModelSettingsSection.tsx new file mode 100644 index 0000000..a105e63 --- /dev/null +++ b/frontend/src/components/ModelSettingsSection.tsx @@ -0,0 +1,65 @@ +import { + Select, + SelectContent, + SelectGroup, + SelectItem, + SelectTrigger, +} from "./ui/select"; +import { + CODE_GENERATION_MODEL_DESCRIPTIONS, + CodeGenerationModel, +} from "../lib/models"; +import { Badge } from "./ui/badge"; + +interface Props { + codeGenerationModel: CodeGenerationModel; + setCodeGenerationModel: (codeGenerationModel: CodeGenerationModel) => void; + shouldDisableUpdates?: boolean; +} + +function ModelSettingsSection({ + codeGenerationModel, + setCodeGenerationModel, + shouldDisableUpdates = false, +}: Props) { + return ( +
+
+ Model: + +
+
+ ); +} + +export default ModelSettingsSection; diff --git a/frontend/src/lib/models.ts b/frontend/src/lib/models.ts new file mode 100644 index 0000000..a972f78 --- /dev/null +++ b/frontend/src/lib/models.ts @@ -0,0 +1,12 @@ +// Keep in sync with backend (llm.py) +export enum CodeGenerationModel { + GPT_4_VISION = "gpt_4_vision", + CLAUDE_3_SONNET = "claude_3_sonnet", +} + +export const CODE_GENERATION_MODEL_DESCRIPTIONS: { + [key in CodeGenerationModel]: { name: string; inBeta: boolean }; +} = { + gpt_4_vision: { name: "GPT-4 Vision", inBeta: false }, + claude_3_sonnet: { name: "Claude 3 Sonnet", inBeta: true }, +}; diff --git a/frontend/src/types.ts b/frontend/src/types.ts index 4e2c2fa..4308f47 100644 --- a/frontend/src/types.ts +++ b/frontend/src/types.ts @@ -1,4 +1,5 @@ import { Stack } from "./lib/stacks"; +import { CodeGenerationModel } from "./lib/models"; export enum EditorTheme { ESPRESSO = "espresso", @@ -12,6 +13,7 @@ export interface Settings { isImageGenerationEnabled: boolean; editorTheme: EditorTheme; generatedCodeConfig: Stack; + codeGenerationModel: CodeGenerationModel; // Only relevant for hosted version isTermOfServiceAccepted: boolean; accessCode: string | null;