diff --git a/libs/vertexai/langchain_google_vertexai/_anthropic_utils.py b/libs/vertexai/langchain_google_vertexai/_anthropic_utils.py new file mode 100644 index 000000000..6ca2f12c8 --- /dev/null +++ b/libs/vertexai/langchain_google_vertexai/_anthropic_utils.py @@ -0,0 +1,93 @@ +import re +from typing import Dict, List, Optional, Tuple, Union + +from langchain_core.messages import BaseMessage + +_message_type_lookups = {"human": "user", "ai": "assistant"} + + +def _format_image(image_url: str) -> Dict: + """Formats a message image to a dict for anthropic api.""" + regex = r"^data:(?Pimage/.+);base64,(?P.+)$" + match = re.match(regex, image_url) + if match is None: + raise ValueError( + "Anthropic only supports base64-encoded images currently." + " Example: data:image/png;base64,'/9j/4AAQSk'..." + ) + return { + "type": "base64", + "media_type": match.group("media_type"), + "data": match.group("data"), + } + + +def _format_messages_anthropic( + messages: List[BaseMessage], +) -> Tuple[Optional[str], List[Dict]]: + """Formats messages for anthropic.""" + system_message: Optional[str] = None + formatted_messages: List[Dict] = [] + + for i, message in enumerate(messages): + if message.type == "system": + if i != 0: + raise ValueError("System message must be at beginning of message list.") + if not isinstance(message.content, str): + raise ValueError( + "System message must be a string, " + f"instead was: {type(message.content)}" + ) + system_message = message.content + continue + + role = _message_type_lookups[message.type] + content: Union[str, List[Dict]] + + if not isinstance(message.content, str): + # parse as dict + assert isinstance( + message.content, list + ), "Anthropic message content must be str or list of dicts" + + # populate content + content = [] + for item in message.content: + if isinstance(item, str): + content.append( + { + "type": "text", + "text": item, + } + ) + elif isinstance(item, dict): + if "type" not in item: + raise ValueError("Dict content item must have a type key") + elif item["type"] == "image_url": + # convert format + source = _format_image(item["image_url"]["url"]) + content.append( + { + "type": "image", + "source": source, + } + ) + elif item["type"] == "tool_use": + item.pop("text", None) + content.append(item) + else: + content.append(item) + else: + raise ValueError( + f"Content items must be str or dict, instead was: {type(item)}" + ) + else: + content = message.content + + formatted_messages.append( + { + "role": role, + "content": content, + } + ) + return system_message, formatted_messages diff --git a/libs/vertexai/langchain_google_vertexai/model_garden.py b/libs/vertexai/langchain_google_vertexai/model_garden.py index 6469fb425..982d24164 100644 --- a/libs/vertexai/langchain_google_vertexai/model_garden.py +++ b/libs/vertexai/langchain_google_vertexai/model_garden.py @@ -1,16 +1,34 @@ from __future__ import annotations import asyncio -from typing import Any, List, Optional +from typing import Any, AsyncIterator, Dict, Iterator, List, Optional from langchain_core.callbacks.manager import ( AsyncCallbackManagerForLLMRun, CallbackManagerForLLMRun, ) +from langchain_core.language_models.chat_models import ( + BaseChatModel, + agenerate_from_stream, + generate_from_stream, +) from langchain_core.language_models.llms import BaseLLM -from langchain_core.outputs import Generation, LLMResult +from langchain_core.messages import ( + AIMessage, + AIMessageChunk, + BaseMessage, +) +from langchain_core.outputs import ( + ChatGeneration, + ChatGenerationChunk, + ChatResult, + Generation, + LLMResult, +) +from langchain_core.pydantic_v1 import root_validator -from langchain_google_vertexai._base import _BaseVertexAIModelGarden +from langchain_google_vertexai._anthropic_utils import _format_messages_anthropic +from langchain_google_vertexai._base import _BaseVertexAIModelGarden, _VertexAICommon class VertexAIModelGarden(_BaseVertexAIModelGarden, BaseLLM): @@ -70,3 +88,137 @@ async def _agenerate( endpoint=self.endpoint_path, instances=instances ) return self._parse_response(response) + + +class ChatAnthropicVertex(_VertexAICommon, BaseChatModel): + async_client: Any = None #: :meta private: + model_name: str = "claude-3-sonnet@20240229" + "Underlying model name." + max_output_tokens: int = 1024 + + @root_validator() + def validate_environment(cls, values: Dict) -> Dict: + from anthropic import AnthropicVertex, AsyncAnthropicVertex + + values["client"] = AnthropicVertex( + project_id=values["project"], + region=values["location"], + max_retries=values["max_retries"], + ) + values["async_client"] = AsyncAnthropicVertex( + project_id=values["project"], + region=values["location"], + max_retries=values["max_retries"], + ) + return values + + @property + def _default_params(self): + return { + "model": self.model_name, + "max_tokens": self.max_output_tokens, + "temperature": self.temperature, + "top_k": self.top_k, + "top_p": self.top_p, + } + + def _format_params( + self, + *, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + **kwargs: Any, + ) -> Dict[str, Any]: + system_message, formatted_messages = _format_messages_anthropic(messages) + params = self._default_params + params.update(kwargs) + params.update( + { + "system": system_message, + "messages": formatted_messages, + "stop_sequences": stop, + } + ) + return {k: v for k, v in params.items() if v is not None} + + def _format_output(self, data: Any, **kwargs: Any) -> ChatResult: + data_dict = data.model_dump() + content = data_dict["content"] + llm_output = { + k: v for k, v in data_dict.items() if k not in ("content", "role", "type") + } + if len(content) == 1 and content[0]["type"] == "text": + msg = AIMessage(content=content[0]["text"]) + else: + msg = AIMessage(content=content) + return ChatResult( + generations=[ChatGeneration(message=msg)], + llm_output=llm_output, + ) + + def _generate( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> ChatResult: + params = self._format_params(messages=messages, stop=stop, **kwargs) + if self.streaming: + stream_iter = self._stream( + messages, stop=stop, run_manager=run_manager, **kwargs + ) + return generate_from_stream(stream_iter) + data = self.client.messages.create(**params) + return self._format_output(data, **kwargs) + + async def _agenerate( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> ChatResult: + params = self._format_params(messages=messages, stop=stop, **kwargs) + if self.streaming: + stream_iter = self._astream( + messages, stop=stop, run_manager=run_manager, **kwargs + ) + return await agenerate_from_stream(stream_iter) + data = await self.async_client.messages.create(**params) + return self._format_output(data, **kwargs) + + @property + def _llm_type(self) -> str: + """Return type of chat model.""" + return "anthropic-chat-vertexai" + + def _stream( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> Iterator[ChatGenerationChunk]: + params = self._format_params(messages=messages, stop=stop, **kwargs) + with self.client.messages.stream(**params) as stream: + for text in stream.text_stream: + chunk = ChatGenerationChunk(message=AIMessageChunk(content=text)) + if run_manager: + run_manager.on_llm_new_token(text, chunk=chunk) + yield chunk + + async def _astream( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> AsyncIterator[ChatGenerationChunk]: + params = self._format_params(messages=messages, stop=stop, **kwargs) + async with self.async_client.messages.stream(**params) as stream: + async for text in stream.text_stream: + chunk = ChatGenerationChunk(message=AIMessageChunk(content=text)) + if run_manager: + await run_manager.on_llm_new_token(text, chunk=chunk) + yield chunk diff --git a/libs/vertexai/poetry.lock b/libs/vertexai/poetry.lock index 48f8c3eae..9bd3331eb 100644 --- a/libs/vertexai/poetry.lock +++ b/libs/vertexai/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" @@ -124,6 +124,30 @@ files = [ [package.dependencies] typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""} +[[package]] +name = "anthropic" +version = "0.23.1" +description = "The official Python library for the anthropic API" +optional = false +python-versions = ">=3.7" +files = [ + {file = "anthropic-0.23.1-py3-none-any.whl", hash = "sha256:6dc5779dae83a5834864f4a4af0166c972b70f4cb8fd2765e1558282cc6d6242"}, + {file = "anthropic-0.23.1.tar.gz", hash = "sha256:9325103702cbc96bb09d1b58c36bde75c726f6a01029fb4d85f41ebba07e9066"}, +] + +[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 = "4.3.0" @@ -340,6 +364,28 @@ files = [ marshmallow = ">=3.18.0,<4.0.0" typing-inspect = ">=0.4.0,<1" +[[package]] +name = "distro" +version = "1.9.0" +description = "Distro - an OS platform information API" +optional = false +python-versions = ">=3.6" +files = [ + {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"}, + {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"}, +] + +[[package]] +name = "docstring-parser" +version = "0.16" +description = "Parse Python docstrings in reST, Google and Numpydoc format" +optional = false +python-versions = ">=3.6,<4.0" +files = [ + {file = "docstring_parser-0.16-py3-none-any.whl", hash = "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637"}, + {file = "docstring_parser-0.16.tar.gz", hash = "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e"}, +] + [[package]] name = "exceptiongroup" version = "1.2.0" @@ -354,6 +400,22 @@ files = [ [package.extras] test = ["pytest (>=6)"] +[[package]] +name = "filelock" +version = "3.13.3" +description = "A platform independent file lock." +optional = false +python-versions = ">=3.8" +files = [ + {file = "filelock-3.13.3-py3-none-any.whl", hash = "sha256:5ffa845303983e7a0b7ae17636509bc97997d58afeafa72fb141a17b152284cb"}, + {file = "filelock-3.13.3.tar.gz", hash = "sha256:a79895a25bbefdf55d1a2a0a80968f7dbb28edcd6d4234a0afb3f37ecde4b546"}, +] + +[package.extras] +docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"] +testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"] +typing = ["typing-extensions (>=4.8)"] + [[package]] name = "freezegun" version = "1.4.0" @@ -454,15 +516,50 @@ files = [ {file = "frozenlist-1.4.1.tar.gz", hash = "sha256:c037a86e8513059a2613aaba4d817bb90b9d9b6b69aace3ce9c877e8c8ed402b"}, ] +[[package]] +name = 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+libarchive = ["libarchive-c"] +oci = ["ocifs"] +s3 = ["s3fs"] +sftp = ["paramiko"] +smb = ["smbprotocol"] +ssh = ["paramiko"] +tqdm = ["tqdm"] + [[package]] name = "google-api-core" -version = "2.17.1" +version = "2.18.0" description = "Google API client core library" optional = false python-versions = ">=3.7" files = [ - {file = "google-api-core-2.17.1.tar.gz", hash = "sha256:9df18a1f87ee0df0bc4eea2770ebc4228392d8cc4066655b320e2cfccb15db95"}, - {file = "google_api_core-2.17.1-py3-none-any.whl", hash = "sha256:610c5b90092c360736baccf17bd3efbcb30dd380e7a6dc28a71059edb8bd0d8e"}, + {file = "google-api-core-2.18.0.tar.gz", hash = "sha256:62d97417bfc674d6cef251e5c4d639a9655e00c45528c4364fbfebb478ce72a9"}, + {file = "google_api_core-2.18.0-py3-none-any.whl", hash = "sha256:5a63aa102e0049abe85b5b88cb9409234c1f70afcda21ce1e40b285b9629c1d6"}, ] [package.dependencies] @@ -476,6 +573,7 @@ grpcio-status = [ {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}, {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""}, ] +proto-plus = ">=1.22.3,<2.0.0dev" protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0" requests = ">=2.18.0,<3.0.0.dev0" @@ -486,31 +584,31 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"] [[package]] name = "google-api-python-client" -version = "2.122.0" +version = "2.125.0" description = "Google API Client Library for Python" optional = false python-versions = ">=3.7" files = [ - {file = "google-api-python-client-2.122.0.tar.gz", hash = "sha256:77447bf2d6b6ea9e686fd66fc2f12ee7a63e3889b7427676429ebf09fcb5dcf9"}, - {file = "google_api_python_client-2.122.0-py2.py3-none-any.whl", hash = "sha256:a5953e60394b77b98bcc7ff7c4971ed784b3b693e9a569c176eaccb1549330f2"}, + {file = "google-api-python-client-2.125.0.tar.gz", hash = "sha256:51a0385cff65ec135106e8be60ee7112557396dde5f44113ae23912baddda143"}, + {file = "google_api_python_client-2.125.0-py2.py3-none-any.whl", hash = "sha256:0a62b60fbd61b61a455f15d925264b3301099b67cafd2d33cf8bf151f1fca4f4"}, ] [package.dependencies] google-api-core = ">=1.31.5,<2.0.dev0 || >2.3.0,<3.0.0.dev0" -google-auth = ">=1.19.0,<3.0.0.dev0" -google-auth-httplib2 = ">=0.1.0" -httplib2 = ">=0.15.0,<1.dev0" +google-auth = ">=1.32.0,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0.dev0" +google-auth-httplib2 = ">=0.2.0,<1.0.0" +httplib2 = ">=0.19.0,<1.dev0" uritemplate = ">=3.0.1,<5" [[package]] name = "google-auth" -version = "2.28.2" +version = "2.29.0" description = "Google Authentication Library" optional = false python-versions = ">=3.7" files = [ - {file = "google-auth-2.28.2.tar.gz", hash = "sha256:80b8b4969aa9ed5938c7828308f20f035bc79f9d8fb8120bf9dc8db20b41ba30"}, - {file = "google_auth-2.28.2-py2.py3-none-any.whl", hash = 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5500692e1..618d98974 100644 --- a/libs/vertexai/tests/integration_tests/test_model_garden.py +++ b/libs/vertexai/tests/integration_tests/test_model_garden.py @@ -2,9 +2,18 @@ from typing import Optional import pytest +from langchain_core.messages import ( + AIMessage, + AIMessageChunk, + HumanMessage, + SystemMessage, +) from langchain_core.outputs import LLMResult -from langchain_google_vertexai import VertexAIModelGarden +from langchain_google_vertexai.model_garden import ( + ChatAnthropicVertex, + VertexAIModelGarden, +) @pytest.mark.skip("CI testing not set up") @@ -87,3 +96,63 @@ async def test_model_garden_agenerate( output = await llm.agenerate(["What is the meaning of life?", "How much is 2+2"]) assert isinstance(output, LLMResult) assert len(output.generations) == 2 + + +def test_anthropic() -> None: + project = os.environ["PROJECT"] + location = "us-central1" + model = ChatAnthropicVertex( + project=project, + location=location, + ) + raw_context = ( + "My name is Peter. You are my personal assistant. My favorite movies " + "are Lord of the Rings and Hobbit." + ) + question = ( + "Hello, could you recommend a good movie for me to watch this evening, please?" + ) + context = SystemMessage(content=raw_context) + message = HumanMessage(content=question) + response = model.invoke([context, message]) + assert isinstance(response, AIMessage) + assert isinstance(response.content, str) + assert response.response_metadata["model"] == "claude-3-sonnet-20240229" + + +def test_anthropic_stream() -> None: + project = os.environ["PROJECT"] + location = "us-central1" + model = ChatAnthropicVertex( + project=project, + location=location, + ) + question = ( + "Hello, could you recommend a good movie for me to watch this evening, please?" + ) + message = HumanMessage(content=question) + sync_response = model.stream([message]) + for chunk in sync_response: + assert isinstance(chunk, AIMessageChunk) + + +async def test_anthropic_async() -> None: + project = os.environ["PROJECT"] + location = "us-central1" + model = ChatAnthropicVertex( + project=project, + location=location, + ) + raw_context = ( + "My name is Peter. You are my personal assistant. My favorite movies " + "are Lord of the Rings and Hobbit." + ) + question = ( + "Hello, could you recommend a good movie for me to watch this evening, please?" + ) + context = SystemMessage(content=raw_context) + message = HumanMessage(content=question) + response = await model.ainvoke([context, message]) + assert isinstance(response, AIMessage) + assert isinstance(response.content, str) + assert response.response_metadata["model"] == "claude-3-sonnet-20240229"