diff --git a/libs/cli/langchain_cli/integration_template/Makefile b/libs/cli/langchain_cli/integration_template/Makefile index 81124d8c32abf..b30039ace1fe0 100644 --- a/libs/cli/langchain_cli/integration_template/Makefile +++ b/libs/cli/langchain_cli/integration_template/Makefile @@ -12,6 +12,9 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests: poetry run pytest --disable-socket --allow-unix-socket $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + # integration tests are run without the --disable-socket flag to allow network calls integration_test integration_tests: poetry run pytest $(TEST_FILE) diff --git a/libs/cli/langchain_cli/integration_template/pyproject.toml b/libs/cli/langchain_cli/integration_template/pyproject.toml index b8af44e74d15b..4d129d5dbdebd 100644 --- a/libs/cli/langchain_cli/integration_template/pyproject.toml +++ b/libs/cli/langchain_cli/integration_template/pyproject.toml @@ -23,6 +23,7 @@ pytest = "^7.4.3" pytest-asyncio = "^0.23.2" pytest-socket = "^0.7.0" langchain-core = { path = "../../core", develop = true } +pytest-watcher = "^0.3.4" [tool.poetry.group.codespell] optional = true diff --git a/libs/community/tests/unit_tests/load/test_serializable.py b/libs/community/tests/unit_tests/load/test_serializable.py index 7ca4d27da9167..9b6dcc536d4fa 100644 --- a/libs/community/tests/unit_tests/load/test_serializable.py +++ b/libs/community/tests/unit_tests/load/test_serializable.py @@ -102,6 +102,16 @@ def test_serializable_mapping() -> None: "modifier", "RemoveMessage", ), + ("langchain", "chat_models", "mistralai", "ChatMistralAI"): ( + "langchain_mistralai", + "chat_models", + "ChatMistralAI", + ), + ("langchain_groq", "chat_models", "ChatGroq"): ( + "langchain_groq", + "chat_models", + "ChatGroq", + ), } serializable_modules = import_all_modules("langchain") diff --git a/libs/core/langchain_core/load/load.py b/libs/core/langchain_core/load/load.py index f7db2ff6f022f..fb6e3ec2a1da5 100644 --- a/libs/core/langchain_core/load/load.py +++ b/libs/core/langchain_core/load/load.py @@ -17,6 +17,7 @@ "langchain_core", "langchain_community", "langchain_anthropic", + "langchain_groq", ] ALL_SERIALIZABLE_MAPPINGS = { diff --git a/libs/core/langchain_core/load/mapping.py b/libs/core/langchain_core/load/mapping.py index 84c3878c5d810..4aa70dead92f2 100644 --- a/libs/core/langchain_core/load/mapping.py +++ b/libs/core/langchain_core/load/mapping.py @@ -271,6 +271,11 @@ "chat_models", "ChatAnthropic", ), + ("langchain_groq", "chat_models", "ChatGroq"): ( + "langchain_groq", + "chat_models", + "ChatGroq", + ), ("langchain", "chat_models", "fireworks", "ChatFireworks"): ( "langchain_fireworks", "chat_models", @@ -287,6 +292,11 @@ "chat_models", "ChatVertexAI", ), + ("langchain", "chat_models", "mistralai", "ChatMistralAI"): ( + "langchain_mistralai", + "chat_models", + "ChatMistralAI", + ), ("langchain", "schema", "output", "ChatGenerationChunk"): ( "langchain_core", "outputs", diff --git a/libs/core/langchain_core/messages/utils.py b/libs/core/langchain_core/messages/utils.py index eb0b7df86a222..8f5fffdf60621 100644 --- a/libs/core/langchain_core/messages/utils.py +++ b/libs/core/langchain_core/messages/utils.py @@ -52,6 +52,12 @@ SystemMessage, FunctionMessage, ToolMessage, + AIMessageChunk, + HumanMessageChunk, + ChatMessageChunk, + SystemMessageChunk, + FunctionMessageChunk, + ToolMessageChunk, ] diff --git a/libs/core/tests/unit_tests/prompts/__snapshots__/test_chat.ambr b/libs/core/tests/unit_tests/prompts/__snapshots__/test_chat.ambr index 147181335b2a2..83ac40f37a81d 100644 --- a/libs/core/tests/unit_tests/prompts/__snapshots__/test_chat.ambr +++ b/libs/core/tests/unit_tests/prompts/__snapshots__/test_chat.ambr @@ -117,9 +117,9 @@ 'title': 'AIMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'AIMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Message chunk from an AI.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -146,6 +146,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -158,6 +163,15 @@ 'default': None, 'title': 'Id', }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), 'name': dict({ 'anyOf': list([ dict({ @@ -174,39 +188,54 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'chat', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), }), 'required': list([ 'content', - 'role', ]), - 'title': 'ChatMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), - 'FunctionMessage': dict({ + 'ChatMessage': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -246,18 +275,30 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, 'title': 'Name', - 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'chat', + 'default': 'chat', 'enum': list([ - 'function', + 'chat', ]), 'title': 'Type', 'type': 'string', @@ -265,37 +306,14 @@ }), 'required': list([ 'content', - 'name', + 'role', ]), - 'title': 'FunctionMessage', + 'title': 'ChatMessage', 'type': 'object', }), - 'HumanMessage': dict({ + 'ChatMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Chat Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -322,11 +340,6 @@ ]), 'title': 'Content', }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -355,11 +368,15 @@ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', 'enum': list([ - 'human', + 'ChatMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -367,30 +384,50 @@ }), 'required': list([ 'content', + 'role', ]), - 'title': 'HumanMessage', + 'title': 'ChatMessageChunk', 'type': 'object', }), - 'InvalidToolCall': dict({ + 'FunctionMessage': dict({ + 'additionalProperties': True, 'description': ''' - Allowance for errors made by LLM. + Message for passing the result of executing a tool back to a model. - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ - 'args': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Args', + 'title': 'Content', }), - 'error': dict({ + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -399,20 +436,64 @@ 'type': 'null', }), ]), - 'title': 'Error', + 'default': None, + 'title': 'Id', }), - 'id': dict({ + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'function', + 'default': 'function', + 'enum': list([ + 'function', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessage', + 'type': 'object', + }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Id', + 'title': 'Content', }), - 'name': dict({ + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -421,33 +502,40 @@ 'type': 'null', }), ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', 'enum': list([ - 'invalid_tool_call', + 'FunctionMessageChunk', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ + 'content', 'name', - 'args', - 'id', - 'error', ]), - 'title': 'InvalidToolCall', + 'title': 'FunctionMessageChunk', 'type': 'object', }), - 'SystemMessage': dict({ + 'HumanMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. + Message from a human. - The system message is usually passed in as the first of a sequence - of input messages. + HumanMessages are messages that are passed in from a human to the model. Example: @@ -464,7 +552,8 @@ ) ] - # Define a chat model and invoke it with the messages + # Instantiate a chat model and invoke it with the messages + model = ... print(model.invoke(messages)) ''', 'properties': dict({ @@ -493,6 +582,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -522,10 +616,10 @@ 'type': 'object', }), 'type': dict({ - 'const': 'system', - 'default': 'system', + 'const': 'human', + 'default': 'human', 'enum': list([ - 'system', + 'human', ]), 'title': 'Type', 'type': 'string', @@ -534,30 +628,411 @@ 'required': list([ 'content', ]), - 'title': 'SystemMessage', + 'title': 'HumanMessage', 'type': 'object', }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: + 'HumanMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Human Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', + 'enum': list([ + 'HumanMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'invalid_tool_call', + 'enum': list([ + 'invalid_tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'error', + ]), + 'title': 'InvalidToolCall', + 'type': 'object', + }), + 'SystemMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for priming AI behavior. + + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'system', + 'default': 'system', + 'enum': list([ + 'system', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessage', + 'type': 'object', + }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', + 'enum': list([ + 'SystemMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessageChunk', + 'type': 'object', + }), + 'ToolCall': dict({ + 'description': ''' + Represents a request to call a tool. + + Example: + + .. code-block:: python + + { + "name": "foo", + "args": {"a": 1}, + "id": "123" + } + + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". + ''', + 'properties': dict({ + 'args': dict({ + 'title': 'Args', + 'type': 'object', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool_call', + 'enum': list([ + 'tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + ]), + 'title': 'ToolCall', + 'type': 'object', + }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). - .. code-block:: python + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } + Example: - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] ''', 'properties': dict({ 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), 'title': 'Args', - 'type': 'object', }), 'id': dict({ 'anyOf': list([ @@ -570,14 +1045,32 @@ ]), 'title': 'Id', }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), 'title': 'Name', - 'type': 'string', }), 'type': dict({ - 'const': 'tool_call', + 'const': 'tool_call_chunk', 'enum': list([ - 'tool_call', + 'tool_call_chunk', ]), 'title': 'Type', 'type': 'string', @@ -587,8 +1080,9 @@ 'name', 'args', 'id', + 'index', ]), - 'title': 'ToolCall', + 'title': 'ToolCallChunk', 'type': 'object', }), 'ToolMessage': dict({ @@ -720,6 +1214,96 @@ 'title': 'ToolMessage', 'type': 'object', }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), 'UsageMetadata': dict({ 'description': ''' Usage metadata for a message, such as token counts. @@ -781,6 +1365,24 @@ dict({ '$ref': '#/definitions/ToolMessage', }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), ]), }), 'title': 'History', @@ -803,15 +1405,122 @@ 'definitions': dict({ 'AIMessage': dict({ 'additionalProperties': True, - 'description': ''' - Message from an AI. - - AIMessage is returned from a chat model as a response to a prompt. - - This message represents the output of the model and consists of both - the raw output as returned by the model together standardized fields - (e.g., tool calls, usage metadata) added by the LangChain framework. - ''', + 'description': ''' + Message from an AI. + + AIMessage is returned from a chat model as a response to a prompt. + + This message represents the output of the model and consists of both + the raw output as returned by the model together standardized fields + (e.g., tool calls, usage metadata) added by the LangChain framework. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ai', + 'default': 'ai', + 'enum': list([ + 'ai', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessage', + 'type': 'object', + }), + 'AIMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Message chunk from an AI.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -880,6 +1589,15 @@ 'title': 'Response Metadata', 'type': 'object', }), + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), 'tool_calls': dict({ 'default': list([ ]), @@ -890,10 +1608,10 @@ 'type': 'array', }), 'type': dict({ - 'const': 'ai', - 'default': 'ai', + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'ai', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -913,7 +1631,7 @@ 'required': list([ 'content', ]), - 'title': 'AIMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), 'ChatMessage': dict({ @@ -994,6 +1712,84 @@ 'title': 'ChatMessage', 'type': 'object', }), + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', + 'enum': list([ + 'ChatMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessageChunk', + 'type': 'object', + }), 'FunctionMessage': dict({ 'additionalProperties': True, 'description': ''' @@ -1069,32 +1865,176 @@ 'title': 'FunctionMessage', 'type': 'object', }), - 'HumanMessage': dict({ + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), + 'HumanMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from a human. + + HumanMessages are messages that are passed in from a human to the model. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'human', + 'default': 'human', + 'enum': list([ + 'human', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessage', + 'type': 'object', + }), + 'HumanMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Human Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -1155,10 +2095,10 @@ 'type': 'object', }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', 'enum': list([ - 'human', + 'HumanMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -1167,7 +2107,7 @@ 'required': list([ 'content', ]), - 'title': 'HumanMessage', + 'title': 'HumanMessageChunk', 'type': 'object', }), 'InvalidToolCall': dict({ @@ -1336,6 +2276,79 @@ 'title': 'SystemMessage', 'type': 'object', }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', + 'enum': list([ + 'SystemMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessageChunk', + 'type': 'object', + }), 'ToolCall': dict({ 'description': ''' Represents a request to call a tool. @@ -1390,6 +2403,89 @@ 'title': 'ToolCall', 'type': 'object', }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' @@ -1519,6 +2615,96 @@ 'title': 'ToolMessage', 'type': 'object', }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), 'UsageMetadata': dict({ 'description': ''' Usage metadata for a message, such as token counts. @@ -1580,6 +2766,24 @@ dict({ '$ref': '#/definitions/ToolMessage', }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), ]), }), 'title': 'History', diff --git a/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr b/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr index 8bac9b66dd420..2a6ff6ad79cce 100644 --- a/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr +++ b/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr @@ -1,4 +1,31 @@ # serializer version: 1 +# name: test_double_nested_subgraph_mermaid[mermaid] + ''' + %%{init: {'flowchart': {'curve': 'linear'}}}%% + graph TD; + __start__([__start__]):::first + parent_1(parent_1) + child_child_1_grandchild_1(grandchild_1) + child_child_1_grandchild_2(grandchild_2
__interrupt = before) + child_child_2(child_2) + parent_2(parent_2) + __end__([__end__]):::last + __start__ --> parent_1; + child_child_2 --> parent_2; + parent_1 --> child_child_1_grandchild_1; + parent_2 --> __end__; + subgraph child + child_child_1_grandchild_2 --> child_child_2; + subgraph child_1 + child_child_1_grandchild_1 --> child_child_1_grandchild_2; + end + end + classDef default fill:#f2f0ff,line-height:1.2 + classDef first fill-opacity:0 + classDef last fill:#bfb6fc + + ''' +# --- # name: test_graph_sequence[ascii] ''' +-------------+ @@ -450,9 +477,9 @@ 'title': 'AIMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'AIMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Message chunk from an AI.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -479,6 +506,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -491,6 +523,15 @@ 'default': None, 'title': 'Id', }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/$defs/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), 'name': dict({ 'anyOf': list([ dict({ @@ -507,39 +548,54 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/$defs/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/$defs/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'chat', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/$defs/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), }), 'required': list([ 'content', - 'role', ]), - 'title': 'ChatMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), - 'FunctionMessage': dict({ + 'ChatMessage': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -579,18 +635,30 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, 'title': 'Name', - 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'chat', + 'default': 'chat', 'enum': list([ - 'function', + 'chat', ]), 'title': 'Type', 'type': 'string', @@ -598,37 +666,14 @@ }), 'required': list([ 'content', - 'name', + 'role', ]), - 'title': 'FunctionMessage', + 'title': 'ChatMessage', 'type': 'object', }), - 'HumanMessage': dict({ + 'ChatMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Chat Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -655,11 +700,6 @@ ]), 'title': 'Content', }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -688,11 +728,15 @@ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', 'enum': list([ - 'human', + 'ChatMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -700,39 +744,48 @@ }), 'required': list([ 'content', + 'role', ]), - 'title': 'HumanMessage', + 'title': 'ChatMessageChunk', 'type': 'object', }), - 'InvalidToolCall': dict({ + 'FunctionMessage': dict({ + 'additionalProperties': True, 'description': ''' - Allowance for errors made by LLM. + Message for passing the result of executing a tool back to a model. - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ - 'args': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'title': 'Args', + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', }), - 'error': dict({ + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Error', + 'title': 'Content', }), 'id': dict({ 'anyOf': list([ @@ -743,63 +796,37 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Id', }), 'name': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'function', + 'default': 'function', 'enum': list([ - 'invalid_tool_call', + 'function', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ + 'content', 'name', - 'args', - 'id', - 'error', ]), - 'title': 'InvalidToolCall', + 'title': 'FunctionMessage', 'type': 'object', }), - 'SystemMessage': dict({ + 'FunctionMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message for priming AI behavior. - - The system message is usually passed in as the first of a sequence - of input messages. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Define a chat model and invoke it with the messages - print(model.invoke(messages)) - ''', + 'description': 'Function Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -839,24 +866,362 @@ 'title': 'Id', }), 'name': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, 'title': 'Name', + 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'system', - 'default': 'system', + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), + 'HumanMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from a human. + + HumanMessages are messages that are passed in from a human to the model. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'human', + 'default': 'human', + 'enum': list([ + 'human', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessage', + 'type': 'object', + }), + 'HumanMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Human Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', + 'enum': list([ + 'HumanMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'invalid_tool_call', + 'enum': list([ + 'invalid_tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'error', + ]), + 'title': 'InvalidToolCall', + 'type': 'object', + }), + 'SystemMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for priming AI behavior. + + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'system', + 'default': 'system', 'enum': list([ 'system', ]), @@ -867,7 +1232,80 @@ 'required': list([ 'content', ]), - 'title': 'SystemMessage', + 'title': 'SystemMessage', + 'type': 'object', + }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', + 'enum': list([ + 'SystemMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessageChunk', 'type': 'object', }), 'ToolCall': dict({ @@ -924,6 +1362,89 @@ 'title': 'ToolCall', 'type': 'object', }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' @@ -1054,6 +1575,97 @@ 'title': 'ToolMessage', 'type': 'object', }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'default': None, + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), 'UsageMetadata': dict({ 'description': ''' Usage metadata for a message, such as token counts. @@ -1115,6 +1727,24 @@ dict({ '$ref': '#/$defs/ToolMessage', }), + dict({ + '$ref': '#/$defs/AIMessageChunk', + }), + dict({ + '$ref': '#/$defs/HumanMessageChunk', + }), + dict({ + '$ref': '#/$defs/ChatMessageChunk', + }), + dict({ + '$ref': '#/$defs/SystemMessageChunk', + }), + dict({ + '$ref': '#/$defs/FunctionMessageChunk', + }), + dict({ + '$ref': '#/$defs/ToolMessageChunk', + }), ]), 'title': 'RunnableParallelInput', }), @@ -1250,63 +1880,6 @@ ''' # --- -# name: test_parallel_subgraph_mermaid[mermaid] - ''' - %%{init: {'flowchart': {'curve': 'linear'}}}%% - graph TD; - __start__([__start__]):::first - outer_1(outer_1) - inner_1_inner_1(inner_1) - inner_1_inner_2(inner_2
__interrupt = before) - inner_2_inner_1(inner_1) - inner_2_inner_2(inner_2) - outer_2(outer_2) - __end__([__end__]):::last - __start__ --> outer_1; - inner_1_inner_2 --> outer_2; - inner_2_inner_2 --> outer_2; - outer_1 --> inner_1_inner_1; - outer_1 --> inner_2_inner_1; - outer_2 --> __end__; - subgraph inner_1 - inner_1_inner_1 --> inner_1_inner_2; - end - subgraph inner_2 - inner_2_inner_1 --> inner_2_inner_2; - end - classDef default fill:#f2f0ff,line-height:1.2 - classDef first fill-opacity:0 - classDef last fill:#bfb6fc - - ''' -# --- -# name: test_double_nested_subgraph_mermaid[mermaid] - ''' - %%{init: {'flowchart': {'curve': 'linear'}}}%% - graph TD; - __start__([__start__]):::first - parent_1(parent_1) - child_child_1_grandchild_1(grandchild_1) - child_child_1_grandchild_2(grandchild_2
__interrupt = before) - child_child_2(child_2) - parent_2(parent_2) - __end__([__end__]):::last - __start__ --> parent_1; - child_child_2 --> parent_2; - parent_1 --> child_child_1_grandchild_1; - parent_2 --> __end__; - subgraph child - child_child_1_grandchild_2 --> child_child_2; - subgraph child_1 - child_child_1_grandchild_1 --> child_child_1_grandchild_2; - end - end - classDef default fill:#f2f0ff,line-height:1.2 - classDef first fill-opacity:0 - classDef last fill:#bfb6fc - - ''' -# --- # name: test_graph_single_runnable[ascii] ''' +----------------------+ @@ -1341,6 +1914,36 @@ ''' # --- +# name: test_parallel_subgraph_mermaid[mermaid] + ''' + %%{init: {'flowchart': {'curve': 'linear'}}}%% + graph TD; + __start__([__start__]):::first + outer_1(outer_1) + inner_1_inner_1(inner_1) + inner_1_inner_2(inner_2
__interrupt = before) + inner_2_inner_1(inner_1) + inner_2_inner_2(inner_2) + outer_2(outer_2) + __end__([__end__]):::last + __start__ --> outer_1; + inner_1_inner_2 --> outer_2; + inner_2_inner_2 --> outer_2; + outer_1 --> inner_1_inner_1; + outer_1 --> inner_2_inner_1; + outer_2 --> __end__; + subgraph inner_1 + inner_1_inner_1 --> inner_1_inner_2; + end + subgraph inner_2 + inner_2_inner_1 --> inner_2_inner_2; + end + classDef default fill:#f2f0ff,line-height:1.2 + classDef first fill-opacity:0 + classDef last fill:#bfb6fc + + ''' +# --- # name: test_trim dict({ 'edges': list([ diff --git a/libs/core/tests/unit_tests/runnables/__snapshots__/test_runnable.ambr b/libs/core/tests/unit_tests/runnables/__snapshots__/test_runnable.ambr index 3f81124da2004..164e3f8366fa3 100644 --- a/libs/core/tests/unit_tests/runnables/__snapshots__/test_runnable.ambr +++ b/libs/core/tests/unit_tests/runnables/__snapshots__/test_runnable.ambr @@ -5294,9 +5294,9 @@ 'title': 'AIMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'AIMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Message chunk from an AI.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -5323,6 +5323,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -5335,6 +5340,15 @@ 'default': None, 'title': 'Id', }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), 'name': dict({ 'anyOf': list([ dict({ @@ -5351,39 +5365,54 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'chat', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), }), 'required': list([ 'content', - 'role', ]), - 'title': 'ChatMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), - 'FunctionMessage': dict({ + 'ChatMessage': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -5423,18 +5452,30 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, 'title': 'Name', - 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'chat', + 'default': 'chat', 'enum': list([ - 'function', + 'chat', ]), 'title': 'Type', 'type': 'string', @@ -5442,37 +5483,14 @@ }), 'required': list([ 'content', - 'name', + 'role', ]), - 'title': 'FunctionMessage', + 'title': 'ChatMessage', 'type': 'object', }), - 'HumanMessage': dict({ + 'ChatMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Chat Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -5499,11 +5517,6 @@ ]), 'title': 'Content', }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -5532,11 +5545,15 @@ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', 'enum': list([ - 'human', + 'ChatMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -5544,30 +5561,50 @@ }), 'required': list([ 'content', + 'role', ]), - 'title': 'HumanMessage', + 'title': 'ChatMessageChunk', 'type': 'object', }), - 'InvalidToolCall': dict({ + 'FunctionMessage': dict({ + 'additionalProperties': True, 'description': ''' - Allowance for errors made by LLM. + Message for passing the result of executing a tool back to a model. - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ - 'args': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Args', + 'title': 'Content', }), - 'error': dict({ + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -5576,20 +5613,64 @@ 'type': 'null', }), ]), - 'title': 'Error', + 'default': None, + 'title': 'Id', }), - 'id': dict({ + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'function', + 'default': 'function', + 'enum': list([ + 'function', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessage', + 'type': 'object', + }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Id', + 'title': 'Content', }), - 'name': dict({ + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -5598,33 +5679,40 @@ 'type': 'null', }), ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', 'enum': list([ - 'invalid_tool_call', + 'FunctionMessageChunk', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ + 'content', 'name', - 'args', - 'id', - 'error', ]), - 'title': 'InvalidToolCall', + 'title': 'FunctionMessageChunk', 'type': 'object', }), - 'SystemMessage': dict({ + 'HumanMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. + Message from a human. - The system message is usually passed in as the first of a sequence - of input messages. + HumanMessages are messages that are passed in from a human to the model. Example: @@ -5641,7 +5729,8 @@ ) ] - # Define a chat model and invoke it with the messages + # Instantiate a chat model and invoke it with the messages + model = ... print(model.invoke(messages)) ''', 'properties': dict({ @@ -5670,6 +5759,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -5699,10 +5793,10 @@ 'type': 'object', }), 'type': dict({ - 'const': 'system', - 'default': 'system', + 'const': 'human', + 'default': 'human', 'enum': list([ - 'system', + 'human', ]), 'title': 'Type', 'type': 'string', @@ -5711,30 +5805,116 @@ 'required': list([ 'content', ]), - 'title': 'SystemMessage', + 'title': 'HumanMessage', 'type': 'object', }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: - - .. code-block:: python - - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } + 'HumanMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Human Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', + 'enum': list([ + 'HumanMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) ''', 'properties': dict({ 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), 'title': 'Args', - 'type': 'object', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', }), 'id': dict({ 'anyOf': list([ @@ -5748,13 +5928,20 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), 'title': 'Name', - 'type': 'string', }), 'type': dict({ - 'const': 'tool_call', + 'const': 'invalid_tool_call', 'enum': list([ - 'tool_call', + 'invalid_tool_call', ]), 'title': 'Type', 'type': 'string', @@ -5764,60 +5951,42 @@ 'name', 'args', 'id', + 'error', ]), - 'title': 'ToolCall', + 'title': 'InvalidToolCall', 'type': 'object', }), - 'ToolMessage': dict({ + 'SystemMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for passing the result of executing a tool back to a model. - - ToolMessages contain the result of a tool invocation. Typically, the result - is encoded inside the `content` field. - - Example: A ToolMessage representing a result of 42 from a tool call with id - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - + Message for priming AI behavior. - Example: A ToolMessage where only part of the tool output is sent to the model - and the full output is passed in to artifact. + The system message is usually passed in as the first of a sequence + of input messages. - .. versionadded:: 0.2.17 + Example: .. code-block:: python - from langchain_core.messages import ToolMessage - - tool_output = { - "stdout": "From the graph we can see that the correlation between x and y is ...", - "stderr": None, - "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, - } + from langchain_core.messages import HumanMessage, SystemMessage - ToolMessage( - content=tool_output["stdout"], - artifact=tool_output, - tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', - ) + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', 'type': 'object', }), - 'artifact': dict({ - 'title': 'Artifact', - }), 'content': dict({ 'anyOf': list([ dict({ @@ -5867,24 +6036,84 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'status': dict({ - 'default': 'success', + 'type': dict({ + 'const': 'system', + 'default': 'system', 'enum': list([ - 'success', - 'error', + 'system', ]), - 'title': 'Status', + 'title': 'Type', 'type': 'string', }), - 'tool_call_id': dict({ - 'title': 'Tool Call Id', - 'type': 'string', + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessage', + 'type': 'object', + }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', }), 'type': dict({ - 'const': 'tool', - 'default': 'tool', + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', 'enum': list([ - 'tool', + 'SystemMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -5892,106 +6121,3986 @@ }), 'required': list([ 'content', - 'tool_call_id', ]), - 'title': 'ToolMessage', + 'title': 'SystemMessageChunk', 'type': 'object', }), - 'UsageMetadata': dict({ + 'ToolCall': dict({ 'description': ''' - Usage metadata for a message, such as token counts. - - This is a standard representation of token usage that is consistent across models. + Represents a request to call a tool. Example: .. code-block:: python { - "input_tokens": 10, - "output_tokens": 20, - "total_tokens": 30 + "name": "foo", + "args": {"a": 1}, + "id": "123" } + + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". ''', 'properties': dict({ - 'input_tokens': dict({ - 'title': 'Input Tokens', - 'type': 'integer', + 'args': dict({ + 'title': 'Args', + 'type': 'object', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool_call', + 'enum': list([ + 'tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + ]), + 'title': 'ToolCall', + 'type': 'object', + }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), + 'ToolMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for passing the result of executing a tool back to a model. + + ToolMessages contain the result of a tool invocation. Typically, the result + is encoded inside the `content` field. + + Example: A ToolMessage representing a result of 42 from a tool call with id + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') + + + Example: A ToolMessage where only part of the tool output is sent to the model + and the full output is passed in to artifact. + + .. versionadded:: 0.2.17 + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + tool_output = { + "stdout": "From the graph we can see that the correlation between x and y is ...", + "stderr": None, + "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, + } + + ToolMessage( + content=tool_output["stdout"], + artifact=tool_output, + tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', + ) + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool', + 'default': 'tool', + 'enum': list([ + 'tool', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessage', + 'type': 'object', + }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), + 'UsageMetadata': dict({ + 'description': ''' + Usage metadata for a message, such as token counts. + + This is a standard representation of token usage that is consistent across models. + + Example: + + .. code-block:: python + + { + "input_tokens": 10, + "output_tokens": 20, + "total_tokens": 30 + } + ''', + 'properties': dict({ + 'input_tokens': dict({ + 'title': 'Input Tokens', + 'type': 'integer', + }), + 'output_tokens': dict({ + 'title': 'Output Tokens', + 'type': 'integer', + }), + 'total_tokens': dict({ + 'title': 'Total Tokens', + 'type': 'integer', + }), + }), + 'required': list([ + 'input_tokens', + 'output_tokens', + 'total_tokens', + ]), + 'title': 'UsageMetadata', + 'type': 'object', + }), + }), + 'properties': dict({ + 'history': dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/AIMessage', + }), + dict({ + '$ref': '#/definitions/HumanMessage', + }), + dict({ + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), + ]), + }), + 'title': 'History', + 'type': 'array', + }), + }), + 'required': list([ + 'history', + ]), + 'title': 'PromptInput', + 'type': 'object', + }) +# --- +# name: test_schemas[chat_prompt_output_schema] + dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/StringPromptValue', + }), + dict({ + '$ref': '#/definitions/ChatPromptValueConcrete', + }), + ]), + 'definitions': dict({ + 'AIMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from an AI. + + AIMessage is returned from a chat model as a response to a prompt. + + This message represents the output of the model and consists of both + the raw output as returned by the model together standardized fields + (e.g., tool calls, usage metadata) added by the LangChain framework. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ai', + 'default': 'ai', + 'enum': list([ + 'ai', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessage', + 'type': 'object', + }), + 'AIMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Message chunk from an AI.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', + 'enum': list([ + 'AIMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessageChunk', + 'type': 'object', + }), + 'ChatMessage': dict({ + 'additionalProperties': True, + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'chat', + 'default': 'chat', + 'enum': list([ + 'chat', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessage', + 'type': 'object', + }), + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', + 'enum': list([ + 'ChatMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessageChunk', + 'type': 'object', + }), + 'ChatPromptValueConcrete': dict({ + 'description': ''' + Chat prompt value which explicitly lists out the message types it accepts. + For use in external schemas. + ''', + 'properties': dict({ + 'messages': dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/AIMessage', + }), + dict({ + '$ref': '#/definitions/HumanMessage', + }), + dict({ + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), + ]), + }), + 'title': 'Messages', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ChatPromptValueConcrete', + 'default': 'ChatPromptValueConcrete', + 'enum': list([ + 'ChatPromptValueConcrete', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'messages', + ]), + 'title': 'ChatPromptValueConcrete', + 'type': 'object', + }), + 'FunctionMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for passing the result of executing a tool back to a model. + + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'function', + 'default': 'function', + 'enum': list([ + 'function', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessage', + 'type': 'object', + }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), + 'HumanMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from a human. + + HumanMessages are messages that are passed in from a human to the model. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'human', + 'default': 'human', + 'enum': list([ + 'human', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessage', + 'type': 'object', + }), + 'HumanMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Human Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', + 'enum': list([ + 'HumanMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'invalid_tool_call', + 'enum': list([ + 'invalid_tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'error', + ]), + 'title': 'InvalidToolCall', + 'type': 'object', + }), + 'StringPromptValue': dict({ + 'description': 'String prompt value.', + 'properties': dict({ + 'text': dict({ + 'title': 'Text', + 'type': 'string', + }), + 'type': dict({ + 'const': 'StringPromptValue', + 'default': 'StringPromptValue', + 'enum': list([ + 'StringPromptValue', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'text', + ]), + 'title': 'StringPromptValue', + 'type': 'object', + }), + 'SystemMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for priming AI behavior. + + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'system', + 'default': 'system', + 'enum': list([ + 'system', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessage', + 'type': 'object', + }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', + 'enum': list([ + 'SystemMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessageChunk', + 'type': 'object', + }), + 'ToolCall': dict({ + 'description': ''' + Represents a request to call a tool. + + Example: + + .. code-block:: python + + { + "name": "foo", + "args": {"a": 1}, + "id": "123" + } + + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". + ''', + 'properties': dict({ + 'args': dict({ + 'title': 'Args', + 'type': 'object', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool_call', + 'enum': list([ + 'tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + ]), + 'title': 'ToolCall', + 'type': 'object', + }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), + 'ToolMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for passing the result of executing a tool back to a model. + + ToolMessages contain the result of a tool invocation. Typically, the result + is encoded inside the `content` field. + + Example: A ToolMessage representing a result of 42 from a tool call with id + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') + + + Example: A ToolMessage where only part of the tool output is sent to the model + and the full output is passed in to artifact. + + .. versionadded:: 0.2.17 + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + tool_output = { + "stdout": "From the graph we can see that the correlation between x and y is ...", + "stderr": None, + "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, + } + + ToolMessage( + content=tool_output["stdout"], + artifact=tool_output, + tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', + ) + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool', + 'default': 'tool', + 'enum': list([ + 'tool', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessage', + 'type': 'object', + }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), + 'UsageMetadata': dict({ + 'description': ''' + Usage metadata for a message, such as token counts. + + This is a standard representation of token usage that is consistent across models. + + Example: + + .. code-block:: python + + { + "input_tokens": 10, + "output_tokens": 20, + "total_tokens": 30 + } + ''', + 'properties': dict({ + 'input_tokens': dict({ + 'title': 'Input Tokens', + 'type': 'integer', + }), + 'output_tokens': dict({ + 'title': 'Output Tokens', + 'type': 'integer', + }), + 'total_tokens': dict({ + 'title': 'Total Tokens', + 'type': 'integer', + }), + }), + 'required': list([ + 'input_tokens', + 'output_tokens', + 'total_tokens', + ]), + 'title': 'UsageMetadata', + 'type': 'object', + }), + }), + 'title': 'ChatPromptTemplateOutput', + }) +# --- +# name: test_schemas[fake_chat_input_schema] + dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + '$ref': '#/definitions/StringPromptValue', + }), + dict({ + '$ref': '#/definitions/ChatPromptValueConcrete', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/AIMessage', + }), + dict({ + '$ref': '#/definitions/HumanMessage', + }), + dict({ + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'definitions': dict({ + 'AIMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from an AI. + + AIMessage is returned from a chat model as a response to a prompt. + + This message represents the output of the model and consists of both + the raw output as returned by the model together standardized fields + (e.g., tool calls, usage metadata) added by the LangChain framework. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ai', + 'default': 'ai', + 'enum': list([ + 'ai', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessage', + 'type': 'object', + }), + 'AIMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Message chunk from an AI.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', + 'enum': list([ + 'AIMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessageChunk', + 'type': 'object', + }), + 'ChatMessage': dict({ + 'additionalProperties': True, + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'chat', + 'default': 'chat', + 'enum': list([ + 'chat', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessage', + 'type': 'object', + }), + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', + 'enum': list([ + 'ChatMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessageChunk', + 'type': 'object', + }), + 'ChatPromptValueConcrete': dict({ + 'description': ''' + Chat prompt value which explicitly lists out the message types it accepts. + For use in external schemas. + ''', + 'properties': dict({ + 'messages': dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/AIMessage', + }), + dict({ + '$ref': '#/definitions/HumanMessage', + }), + dict({ + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), + ]), + }), + 'title': 'Messages', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ChatPromptValueConcrete', + 'default': 'ChatPromptValueConcrete', + 'enum': list([ + 'ChatPromptValueConcrete', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'messages', + ]), + 'title': 'ChatPromptValueConcrete', + 'type': 'object', + }), + 'FunctionMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for passing the result of executing a tool back to a model. + + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'function', + 'default': 'function', + 'enum': list([ + 'function', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessage', + 'type': 'object', + }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), + 'HumanMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from a human. + + HumanMessages are messages that are passed in from a human to the model. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'human', + 'default': 'human', + 'enum': list([ + 'human', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessage', + 'type': 'object', + }), + 'HumanMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Human Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', + 'enum': list([ + 'HumanMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'invalid_tool_call', + 'enum': list([ + 'invalid_tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'error', + ]), + 'title': 'InvalidToolCall', + 'type': 'object', + }), + 'StringPromptValue': dict({ + 'description': 'String prompt value.', + 'properties': dict({ + 'text': dict({ + 'title': 'Text', + 'type': 'string', + }), + 'type': dict({ + 'const': 'StringPromptValue', + 'default': 'StringPromptValue', + 'enum': list([ + 'StringPromptValue', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'text', + ]), + 'title': 'StringPromptValue', + 'type': 'object', + }), + 'SystemMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for priming AI behavior. + + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'system', + 'default': 'system', + 'enum': list([ + 'system', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessage', + 'type': 'object', + }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', + 'enum': list([ + 'SystemMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessageChunk', + 'type': 'object', + }), + 'ToolCall': dict({ + 'description': ''' + Represents a request to call a tool. + + Example: + + .. code-block:: python + + { + "name": "foo", + "args": {"a": 1}, + "id": "123" + } + + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". + ''', + 'properties': dict({ + 'args': dict({ + 'title': 'Args', + 'type': 'object', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool_call', + 'enum': list([ + 'tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + ]), + 'title': 'ToolCall', + 'type': 'object', + }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), + 'ToolMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for passing the result of executing a tool back to a model. + + ToolMessages contain the result of a tool invocation. Typically, the result + is encoded inside the `content` field. + + Example: A ToolMessage representing a result of 42 from a tool call with id + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') + + + Example: A ToolMessage where only part of the tool output is sent to the model + and the full output is passed in to artifact. + + .. versionadded:: 0.2.17 + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + tool_output = { + "stdout": "From the graph we can see that the correlation between x and y is ...", + "stderr": None, + "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, + } + + ToolMessage( + content=tool_output["stdout"], + artifact=tool_output, + tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', + ) + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool', + 'default': 'tool', + 'enum': list([ + 'tool', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessage', + 'type': 'object', + }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), + 'UsageMetadata': dict({ + 'description': ''' + Usage metadata for a message, such as token counts. + + This is a standard representation of token usage that is consistent across models. + + Example: + + .. code-block:: python + + { + "input_tokens": 10, + "output_tokens": 20, + "total_tokens": 30 + } + ''', + 'properties': dict({ + 'input_tokens': dict({ + 'title': 'Input Tokens', + 'type': 'integer', + }), + 'output_tokens': dict({ + 'title': 'Output Tokens', + 'type': 'integer', + }), + 'total_tokens': dict({ + 'title': 'Total Tokens', + 'type': 'integer', + }), + }), + 'required': list([ + 'input_tokens', + 'output_tokens', + 'total_tokens', + ]), + 'title': 'UsageMetadata', + 'type': 'object', + }), + }), + 'title': 'FakeListChatModelInput', + }) +# --- +# name: test_schemas[fake_chat_output_schema] + dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/AIMessage', + }), + dict({ + '$ref': '#/definitions/HumanMessage', + }), + dict({ + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), + ]), + 'definitions': dict({ + 'AIMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from an AI. + + AIMessage is returned from a chat model as a response to a prompt. + + This message represents the output of the model and consists of both + the raw output as returned by the model together standardized fields + (e.g., tool calls, usage metadata) added by the LangChain framework. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ai', + 'default': 'ai', + 'enum': list([ + 'ai', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessage', + 'type': 'object', + }), + 'AIMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Message chunk from an AI.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', + 'enum': list([ + 'AIMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessageChunk', + 'type': 'object', + }), + 'ChatMessage': dict({ + 'additionalProperties': True, + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'chat', + 'default': 'chat', + 'enum': list([ + 'chat', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessage', + 'type': 'object', + }), + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', + 'enum': list([ + 'ChatMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessageChunk', + 'type': 'object', + }), + 'FunctionMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message for passing the result of executing a tool back to a model. + + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'function', + 'default': 'function', + 'enum': list([ + 'function', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessage', + 'type': 'object', + }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', }), - 'output_tokens': dict({ - 'title': 'Output Tokens', - 'type': 'integer', + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', }), - 'total_tokens': dict({ - 'title': 'Total Tokens', - 'type': 'integer', + 'type': dict({ + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', }), }), 'required': list([ - 'input_tokens', - 'output_tokens', - 'total_tokens', + 'content', + 'name', ]), - 'title': 'UsageMetadata', + 'title': 'FunctionMessageChunk', 'type': 'object', }), - }), - 'properties': dict({ - 'history': dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), - }), - 'title': 'History', - 'type': 'array', - }), - }), - 'required': list([ - 'history', - ]), - 'title': 'PromptInput', - 'type': 'object', - }) -# --- -# name: test_schemas[chat_prompt_output_schema] - dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/StringPromptValue', - }), - dict({ - '$ref': '#/definitions/ChatPromptValueConcrete', - }), - ]), - 'definitions': dict({ - 'AIMessage': dict({ + 'HumanMessage': dict({ 'additionalProperties': True, 'description': ''' - Message from an AI. + Message from a human. - AIMessage is returned from a chat model as a response to a prompt. + HumanMessages are messages that are passed in from a human to the model. - This message represents the output of the model and consists of both - the raw output as returned by the model together standardized fields - (e.g., tool calls, usage metadata) added by the LangChain framework. + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) ''', 'properties': dict({ 'additional_kwargs': dict({ @@ -6036,15 +10145,6 @@ 'default': None, 'title': 'Id', }), - 'invalid_tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/InvalidToolCall', - }), - 'title': 'Invalid Tool Calls', - 'type': 'array', - }), 'name': dict({ 'anyOf': list([ dict({ @@ -6061,45 +10161,25 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/ToolCall', - }), - 'title': 'Tool Calls', - 'type': 'array', - }), 'type': dict({ - 'const': 'ai', - 'default': 'ai', + 'const': 'human', + 'default': 'human', 'enum': list([ - 'ai', + 'human', ]), 'title': 'Type', 'type': 'string', }), - 'usage_metadata': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/UsageMetadata', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, - }), }), 'required': list([ 'content', ]), - 'title': 'AIMessage', + 'title': 'HumanMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'HumanMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Human Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -6126,6 +10206,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -6154,15 +10239,11 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', - }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', 'enum': list([ - 'chat', + 'HumanMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -6170,70 +10251,105 @@ }), 'required': list([ 'content', - 'role', ]), - 'title': 'ChatMessage', + 'title': 'HumanMessageChunk', 'type': 'object', }), - 'ChatPromptValueConcrete': dict({ + 'InvalidToolCall': dict({ 'description': ''' - Chat prompt value which explicitly lists out the message types it accepts. - For use in external schemas. + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) ''', 'properties': dict({ - 'messages': dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), - }), - 'title': 'Messages', - 'type': 'array', + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', }), 'type': dict({ - 'const': 'ChatPromptValueConcrete', - 'default': 'ChatPromptValueConcrete', + 'const': 'invalid_tool_call', 'enum': list([ - 'ChatPromptValueConcrete', + 'invalid_tool_call', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'messages', + 'name', + 'args', + 'id', + 'error', ]), - 'title': 'ChatPromptValueConcrete', + 'title': 'InvalidToolCall', 'type': 'object', }), - 'FunctionMessage': dict({ + 'SystemMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for passing the result of executing a tool back to a model. + Message for priming AI behavior. - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) ''', 'properties': dict({ 'additional_kwargs': dict({ @@ -6274,18 +10390,26 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, 'title': 'Name', - 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'system', + 'default': 'system', 'enum': list([ - 'function', + 'system', ]), 'title': 'Type', 'type': 'string', @@ -6293,37 +10417,13 @@ }), 'required': list([ 'content', - 'name', ]), - 'title': 'FunctionMessage', + 'title': 'SystemMessage', 'type': 'object', }), - 'HumanMessage': dict({ + 'SystemMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'System Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -6350,11 +10450,6 @@ ]), 'title': 'Content', }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -6384,10 +10479,10 @@ 'type': 'object', }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', 'enum': list([ - 'human', + 'SystemMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -6396,18 +10491,32 @@ 'required': list([ 'content', ]), - 'title': 'HumanMessage', + 'title': 'SystemMessageChunk', 'type': 'object', }), - 'InvalidToolCall': dict({ + 'ToolCall': dict({ 'description': ''' - Allowance for errors made by LLM. + Represents a request to call a tool. - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) + Example: + + .. code-block:: python + + { + "name": "foo", + "args": {"a": 1}, + "id": "123" + } + + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". ''', 'properties': dict({ 'args': dict({ + 'title': 'Args', + 'type': 'object', + }), + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -6416,9 +10525,51 @@ 'type': 'null', }), ]), - 'title': 'Args', + 'title': 'Id', }), - 'error': dict({ + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'type': dict({ + 'const': 'tool_call', + 'enum': list([ + 'tool_call', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + ]), + 'title': 'ToolCall', + 'type': 'object', + }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -6427,7 +10578,7 @@ 'type': 'null', }), ]), - 'title': 'Error', + 'title': 'Args', }), 'id': dict({ 'anyOf': list([ @@ -6440,6 +10591,17 @@ ]), 'title': 'Id', }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), 'name': dict({ 'anyOf': list([ dict({ @@ -6452,9 +10614,9 @@ 'title': 'Name', }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'tool_call_chunk', 'enum': list([ - 'invalid_tool_call', + 'tool_call_chunk', ]), 'title': 'Type', 'type': 'string', @@ -6464,65 +10626,61 @@ 'name', 'args', 'id', - 'error', - ]), - 'title': 'InvalidToolCall', - 'type': 'object', - }), - 'StringPromptValue': dict({ - 'description': 'String prompt value.', - 'properties': dict({ - 'text': dict({ - 'title': 'Text', - 'type': 'string', - }), - 'type': dict({ - 'const': 'StringPromptValue', - 'default': 'StringPromptValue', - 'enum': list([ - 'StringPromptValue', - ]), - 'title': 'Type', - 'type': 'string', - }), - }), - 'required': list([ - 'text', + 'index', ]), - 'title': 'StringPromptValue', + 'title': 'ToolCallChunk', 'type': 'object', }), - 'SystemMessage': dict({ + 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. + Message for passing the result of executing a tool back to a model. - The system message is usually passed in as the first of a sequence - of input messages. + ToolMessages contain the result of a tool invocation. Typically, the result + is encoded inside the `content` field. - Example: + Example: A ToolMessage representing a result of 42 from a tool call with id .. code-block:: python - from langchain_core.messages import HumanMessage, SystemMessage + from langchain_core.messages import ToolMessage - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - # Define a chat model and invoke it with the messages - print(model.invoke(messages)) + + Example: A ToolMessage where only part of the tool output is sent to the model + and the full output is passed in to artifact. + + .. versionadded:: 0.2.17 + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + tool_output = { + "stdout": "From the graph we can see that the correlation between x and y is ...", + "stderr": None, + "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, + } + + ToolMessage( + content=tool_output["stdout"], + artifact=tool_output, + tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', + ) + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', 'type': 'object', }), + 'artifact': dict({ + 'title': 'Artifact', + }), 'content': dict({ 'anyOf': list([ dict({ @@ -6572,118 +10730,39 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'type': dict({ - 'const': 'system', - 'default': 'system', + 'status': dict({ + 'default': 'success', 'enum': list([ - 'system', - ]), - 'title': 'Type', - 'type': 'string', - }), - }), - 'required': list([ - 'content', - ]), - 'title': 'SystemMessage', - 'type': 'object', - }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: - - .. code-block:: python - - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } - - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". - ''', - 'properties': dict({ - 'args': dict({ - 'title': 'Args', - 'type': 'object', - }), - 'id': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), + 'success', + 'error', ]), - 'title': 'Id', + 'title': 'Status', + 'type': 'string', }), - 'name': dict({ - 'title': 'Name', + 'tool_call_id': dict({ + 'title': 'Tool Call Id', 'type': 'string', }), 'type': dict({ - 'const': 'tool_call', + 'const': 'tool', + 'default': 'tool', 'enum': list([ - 'tool_call', + 'tool', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'name', - 'args', - 'id', + 'content', + 'tool_call_id', ]), - 'title': 'ToolCall', + 'title': 'ToolMessage', 'type': 'object', }), - 'ToolMessage': dict({ + 'ToolMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - ToolMessages contain the result of a tool invocation. Typically, the result - is encoded inside the `content` field. - - Example: A ToolMessage representing a result of 42 from a tool call with id - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - - - Example: A ToolMessage where only part of the tool output is sent to the model - and the full output is passed in to artifact. - - .. versionadded:: 0.2.17 - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - tool_output = { - "stdout": "From the graph we can see that the correlation between x and y is ...", - "stderr": None, - "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, - } - - ToolMessage( - content=tool_output["stdout"], - artifact=tool_output, - tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', - ) - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'Tool Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -6755,10 +10834,10 @@ 'type': 'string', }), 'type': dict({ - 'const': 'tool', - 'default': 'tool', + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', 'enum': list([ - 'tool', + 'ToolMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -6768,7 +10847,7 @@ 'content', 'tool_call_id', ]), - 'title': 'ToolMessage', + 'title': 'ToolMessageChunk', 'type': 'object', }), 'UsageMetadata': dict({ @@ -6810,10 +10889,10 @@ 'type': 'object', }), }), - 'title': 'ChatPromptTemplateOutput', + 'title': 'FakeListChatModelOutput', }) # --- -# name: test_schemas[fake_chat_input_schema] +# name: test_schemas[fake_llm_input_schema] dict({ 'anyOf': list([ dict({ @@ -6846,6 +10925,24 @@ dict({ '$ref': '#/definitions/ToolMessage', }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), ]), }), 'type': 'array', @@ -6967,9 +11064,9 @@ 'title': 'AIMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'AIMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Message chunk from an AI.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -6996,6 +11093,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -7008,6 +11110,15 @@ 'default': None, 'title': 'Id', }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), 'name': dict({ 'anyOf': list([ dict({ @@ -7024,176 +11135,54 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', - }), - 'type': dict({ - 'const': 'chat', - 'default': 'chat', - 'enum': list([ - 'chat', + 'tool_call_chunks': dict({ + 'default': list([ ]), - 'title': 'Type', - 'type': 'string', + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', }), - }), - 'required': list([ - 'content', - 'role', - ]), - 'title': 'ChatMessage', - 'type': 'object', - }), - 'ChatPromptValueConcrete': dict({ - 'description': ''' - Chat prompt value which explicitly lists out the message types it accepts. - For use in external schemas. - ''', - 'properties': dict({ - 'messages': dict({ + 'tool_calls': dict({ + 'default': list([ + ]), 'items': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), + '$ref': '#/definitions/ToolCall', }), - 'title': 'Messages', + 'title': 'Tool Calls', 'type': 'array', }), 'type': dict({ - 'const': 'ChatPromptValueConcrete', - 'default': 'ChatPromptValueConcrete', + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'ChatPromptValueConcrete', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', }), - }), - 'required': list([ - 'messages', - ]), - 'title': 'ChatPromptValueConcrete', - 'type': 'object', - }), - 'FunctionMessage': dict({ - 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', - 'properties': dict({ - 'additional_kwargs': dict({ - 'title': 'Additional Kwargs', - 'type': 'object', - }), - 'content': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'object', - }), - ]), - }), - 'type': 'array', - }), - ]), - 'title': 'Content', - }), - 'id': dict({ + 'usage_metadata': dict({ 'anyOf': list([ dict({ - 'type': 'string', + '$ref': '#/definitions/UsageMetadata', }), dict({ 'type': 'null', }), ]), 'default': None, - 'title': 'Id', - }), - 'name': dict({ - 'title': 'Name', - 'type': 'string', - }), - 'response_metadata': dict({ - 'title': 'Response Metadata', - 'type': 'object', - }), - 'type': dict({ - 'const': 'function', - 'default': 'function', - 'enum': list([ - 'function', - ]), - 'title': 'Type', - 'type': 'string', }), }), 'required': list([ 'content', - 'name', ]), - 'title': 'FunctionMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), - 'HumanMessage': dict({ + 'ChatMessage': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -7220,11 +11209,6 @@ ]), 'title': 'Content', }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -7253,11 +11237,15 @@ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'chat', + 'default': 'chat', 'enum': list([ - 'human', + 'chat', ]), 'title': 'Type', 'type': 'string', @@ -7265,39 +11253,39 @@ }), 'required': list([ 'content', + 'role', ]), - 'title': 'HumanMessage', + 'title': 'ChatMessage', 'type': 'object', }), - 'InvalidToolCall': dict({ - 'description': ''' - Allowance for errors made by LLM. - - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) - ''', + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', 'properties': dict({ - 'args': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'title': 'Args', + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', }), - 'error': dict({ + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Error', + 'title': 'Content', }), 'id': dict({ 'anyOf': list([ @@ -7308,6 +11296,7 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Id', }), 'name': dict({ @@ -7319,74 +11308,111 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Name', }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', 'enum': list([ - 'invalid_tool_call', + 'ChatMessageChunk', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'name', - 'args', - 'id', - 'error', + 'content', + 'role', ]), - 'title': 'InvalidToolCall', + 'title': 'ChatMessageChunk', 'type': 'object', }), - 'StringPromptValue': dict({ - 'description': 'String prompt value.', + 'ChatPromptValueConcrete': dict({ + 'description': ''' + Chat prompt value which explicitly lists out the message types it accepts. + For use in external schemas. + ''', 'properties': dict({ - 'text': dict({ - 'title': 'Text', - 'type': 'string', + 'messages': dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/AIMessage', + }), + dict({ + '$ref': '#/definitions/HumanMessage', + }), + dict({ + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), + ]), + }), + 'title': 'Messages', + 'type': 'array', }), 'type': dict({ - 'const': 'StringPromptValue', - 'default': 'StringPromptValue', + 'const': 'ChatPromptValueConcrete', + 'default': 'ChatPromptValueConcrete', 'enum': list([ - 'StringPromptValue', + 'ChatPromptValueConcrete', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'text', + 'messages', ]), - 'title': 'StringPromptValue', + 'title': 'ChatPromptValueConcrete', 'type': 'object', }), - 'SystemMessage': dict({ + 'FunctionMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. - - The system message is usually passed in as the first of a sequence - of input messages. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage + Message for passing the result of executing a tool back to a model. - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. - # Define a chat model and invoke it with the messages - print(model.invoke(messages)) + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ 'additional_kwargs': dict({ @@ -7427,26 +11453,18 @@ 'title': 'Id', }), 'name': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, 'title': 'Name', + 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'system', - 'default': 'system', + 'const': 'function', + 'default': 'function', 'enum': list([ - 'system', + 'function', ]), 'title': 'Type', 'type': 'string', @@ -7454,32 +11472,40 @@ }), 'required': list([ 'content', + 'name', ]), - 'title': 'SystemMessage', + 'title': 'FunctionMessage', 'type': 'object', }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: - - .. code-block:: python - - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } - - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". - ''', + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', 'properties': dict({ - 'args': dict({ - 'title': 'Args', + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', 'type': 'object', }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -7489,79 +11515,65 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Id', }), 'name': dict({ 'title': 'Name', 'type': 'string', }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), 'type': dict({ - 'const': 'tool_call', + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', 'enum': list([ - 'tool_call', + 'FunctionMessageChunk', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ + 'content', 'name', - 'args', - 'id', ]), - 'title': 'ToolCall', + 'title': 'FunctionMessageChunk', 'type': 'object', }), - 'ToolMessage': dict({ + 'HumanMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for passing the result of executing a tool back to a model. - - ToolMessages contain the result of a tool invocation. Typically, the result - is encoded inside the `content` field. - - Example: A ToolMessage representing a result of 42 from a tool call with id - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - - - Example: A ToolMessage where only part of the tool output is sent to the model - and the full output is passed in to artifact. - - .. versionadded:: 0.2.17 + Message from a human. - .. code-block:: python + HumanMessages are messages that are passed in from a human to the model. - from langchain_core.messages import ToolMessage + Example: - tool_output = { - "stdout": "From the graph we can see that the correlation between x and y is ...", - "stderr": None, - "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, - } + .. code-block:: python - ToolMessage( - content=tool_output["stdout"], - artifact=tool_output, - tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', - ) + from langchain_core.messages import HumanMessage, SystemMessage - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', 'type': 'object', }), - 'artifact': dict({ - 'title': 'Artifact', - }), 'content': dict({ 'anyOf': list([ dict({ @@ -7583,6 +11595,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -7611,24 +11628,11 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'status': dict({ - 'default': 'success', - 'enum': list([ - 'success', - 'error', - ]), - 'title': 'Status', - 'type': 'string', - }), - 'tool_call_id': dict({ - 'title': 'Tool Call Id', - 'type': 'string', - }), 'type': dict({ - 'const': 'tool', - 'default': 'tool', + 'const': 'human', + 'default': 'human', 'enum': list([ - 'tool', + 'human', ]), 'title': 'Type', 'type': 'string', @@ -7636,87 +11640,13 @@ }), 'required': list([ 'content', - 'tool_call_id', - ]), - 'title': 'ToolMessage', - 'type': 'object', - }), - 'UsageMetadata': dict({ - 'description': ''' - Usage metadata for a message, such as token counts. - - This is a standard representation of token usage that is consistent across models. - - Example: - - .. code-block:: python - - { - "input_tokens": 10, - "output_tokens": 20, - "total_tokens": 30 - } - ''', - 'properties': dict({ - 'input_tokens': dict({ - 'title': 'Input Tokens', - 'type': 'integer', - }), - 'output_tokens': dict({ - 'title': 'Output Tokens', - 'type': 'integer', - }), - 'total_tokens': dict({ - 'title': 'Total Tokens', - 'type': 'integer', - }), - }), - 'required': list([ - 'input_tokens', - 'output_tokens', - 'total_tokens', ]), - 'title': 'UsageMetadata', + 'title': 'HumanMessage', 'type': 'object', }), - }), - 'title': 'FakeListChatModelInput', - }) -# --- -# name: test_schemas[fake_chat_output_schema] - dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), - 'definitions': dict({ - 'AIMessage': dict({ + 'HumanMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from an AI. - - AIMessage is returned from a chat model as a response to a prompt. - - This message represents the output of the model and consists of both - the raw output as returned by the model together standardized fields - (e.g., tool calls, usage metadata) added by the LangChain framework. - ''', + 'description': 'Human Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -7760,15 +11690,6 @@ 'default': None, 'title': 'Id', }), - 'invalid_tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/InvalidToolCall', - }), - 'title': 'Invalid Tool Calls', - 'type': 'array', - }), 'name': dict({ 'anyOf': list([ dict({ @@ -7785,45 +11706,141 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/ToolCall', - }), - 'title': 'Tool Calls', - 'type': 'array', - }), 'type': dict({ - 'const': 'ai', - 'default': 'ai', + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', 'enum': list([ - 'ai', + 'HumanMessageChunk', ]), 'title': 'Type', 'type': 'string', }), - 'usage_metadata': dict({ + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) + ''', + 'properties': dict({ + 'args': dict({ 'anyOf': list([ dict({ - '$ref': '#/definitions/UsageMetadata', + 'type': 'string', }), dict({ 'type': 'null', }), ]), - 'default': None, + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'invalid_tool_call', + 'enum': list([ + 'invalid_tool_call', + ]), + 'title': 'Type', + 'type': 'string', }), }), 'required': list([ - 'content', + 'name', + 'args', + 'id', + 'error', ]), - 'title': 'AIMessage', + 'title': 'InvalidToolCall', 'type': 'object', }), - 'ChatMessage': dict({ + 'StringPromptValue': dict({ + 'description': 'String prompt value.', + 'properties': dict({ + 'text': dict({ + 'title': 'Text', + 'type': 'string', + }), + 'type': dict({ + 'const': 'StringPromptValue', + 'default': 'StringPromptValue', + 'enum': list([ + 'StringPromptValue', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'text', + ]), + 'title': 'StringPromptValue', + 'type': 'object', + }), + 'SystemMessage': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': ''' + Message for priming AI behavior. + + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) + ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -7878,15 +11895,11 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', - }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'system', + 'default': 'system', 'enum': list([ - 'chat', + 'system', ]), 'title': 'Type', 'type': 'string', @@ -7894,23 +11907,13 @@ }), 'required': list([ 'content', - 'role', ]), - 'title': 'ChatMessage', + 'title': 'SystemMessage', 'type': 'object', }), - 'FunctionMessage': dict({ + 'SystemMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'System Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -7950,18 +11953,26 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, 'title': 'Name', - 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', 'enum': list([ - 'function', + 'SystemMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -7969,68 +11980,32 @@ }), 'required': list([ 'content', - 'name', ]), - 'title': 'FunctionMessage', + 'title': 'SystemMessageChunk', 'type': 'object', }), - 'HumanMessage': dict({ - 'additionalProperties': True, + 'ToolCall': dict({ 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. + Represents a request to call a tool. Example: .. code-block:: python - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + { + "name": "foo", + "args": {"a": 1}, + "id": "123" + } - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". ''', 'properties': dict({ - 'additional_kwargs': dict({ - 'title': 'Additional Kwargs', + 'args': dict({ + 'title': 'Args', 'type': 'object', }), - 'content': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'object', - }), - ]), - }), - 'type': 'array', - }), - ]), - 'title': 'Content', - }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -8040,47 +12015,48 @@ 'type': 'null', }), ]), - 'default': None, 'title': 'Id', }), 'name': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, 'title': 'Name', - }), - 'response_metadata': dict({ - 'title': 'Response Metadata', - 'type': 'object', + 'type': 'string', }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'tool_call', 'enum': list([ - 'human', + 'tool_call', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'content', + 'name', + 'args', + 'id', ]), - 'title': 'HumanMessage', + 'title': 'ToolCall', 'type': 'object', }), - 'InvalidToolCall': dict({ + 'ToolCallChunk': dict({ 'description': ''' - Allowance for errors made by LLM. + A chunk of a tool call (e.g., as part of a stream). - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] ''', 'properties': dict({ 'args': dict({ @@ -8094,7 +12070,7 @@ ]), 'title': 'Args', }), - 'error': dict({ + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -8103,18 +12079,18 @@ 'type': 'null', }), ]), - 'title': 'Error', + 'title': 'Id', }), - 'id': dict({ + 'index': dict({ 'anyOf': list([ dict({ - 'type': 'string', + 'type': 'integer', }), dict({ 'type': 'null', }), ]), - 'title': 'Id', + 'title': 'Index', }), 'name': dict({ 'anyOf': list([ @@ -8128,9 +12104,9 @@ 'title': 'Name', }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'tool_call_chunk', 'enum': list([ - 'invalid_tool_call', + 'tool_call_chunk', ]), 'title': 'Type', 'type': 'string', @@ -8140,42 +12116,61 @@ 'name', 'args', 'id', - 'error', + 'index', ]), - 'title': 'InvalidToolCall', + 'title': 'ToolCallChunk', 'type': 'object', }), - 'SystemMessage': dict({ + 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. + Message for passing the result of executing a tool back to a model. - The system message is usually passed in as the first of a sequence - of input messages. + ToolMessages contain the result of a tool invocation. Typically, the result + is encoded inside the `content` field. - Example: + Example: A ToolMessage representing a result of 42 from a tool call with id .. code-block:: python - from langchain_core.messages import HumanMessage, SystemMessage + from langchain_core.messages import ToolMessage - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - # Define a chat model and invoke it with the messages - print(model.invoke(messages)) + + Example: A ToolMessage where only part of the tool output is sent to the model + and the full output is passed in to artifact. + + .. versionadded:: 0.2.17 + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + tool_output = { + "stdout": "From the graph we can see that the correlation between x and y is ...", + "stderr": None, + "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, + } + + ToolMessage( + content=tool_output["stdout"], + artifact=tool_output, + tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', + ) + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', 'type': 'object', }), + 'artifact': dict({ + 'title': 'Artifact', + }), 'content': dict({ 'anyOf': list([ dict({ @@ -8225,118 +12220,39 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'type': dict({ - 'const': 'system', - 'default': 'system', + 'status': dict({ + 'default': 'success', 'enum': list([ - 'system', + 'success', + 'error', ]), - 'title': 'Type', + 'title': 'Status', 'type': 'string', - }), - }), - 'required': list([ - 'content', - ]), - 'title': 'SystemMessage', - 'type': 'object', - }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: - - .. code-block:: python - - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } - - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". - ''', - 'properties': dict({ - 'args': dict({ - 'title': 'Args', - 'type': 'object', - }), - 'id': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'title': 'Id', - }), - 'name': dict({ - 'title': 'Name', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', 'type': 'string', }), 'type': dict({ - 'const': 'tool_call', + 'const': 'tool', + 'default': 'tool', 'enum': list([ - 'tool_call', + 'tool', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'name', - 'args', - 'id', + 'content', + 'tool_call_id', ]), - 'title': 'ToolCall', + 'title': 'ToolMessage', 'type': 'object', }), - 'ToolMessage': dict({ + 'ToolMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - ToolMessages contain the result of a tool invocation. Typically, the result - is encoded inside the `content` field. - - Example: A ToolMessage representing a result of 42 from a tool call with id - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - - - Example: A ToolMessage where only part of the tool output is sent to the model - and the full output is passed in to artifact. - - .. versionadded:: 0.2.17 - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - tool_output = { - "stdout": "From the graph we can see that the correlation between x and y is ...", - "stderr": None, - "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, - } - - ToolMessage( - content=tool_output["stdout"], - artifact=tool_output, - tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', - ) - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'Tool Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -8408,10 +12324,10 @@ 'type': 'string', }), 'type': dict({ - 'const': 'tool', - 'default': 'tool', + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', 'enum': list([ - 'tool', + 'ToolMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -8421,7 +12337,7 @@ 'content', 'tool_call_id', ]), - 'title': 'ToolMessage', + 'title': 'ToolMessageChunk', 'type': 'object', }), 'UsageMetadata': dict({ @@ -8463,45 +12379,50 @@ 'type': 'object', }), }), - 'title': 'FakeListChatModelOutput', + 'title': 'FakeListLLMInput', }) # --- -# name: test_schemas[fake_llm_input_schema] +# name: test_schemas[list_parser_input_schema] dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - '$ref': '#/definitions/StringPromptValue', + '$ref': '#/definitions/AIMessage', }), dict({ - '$ref': '#/definitions/ChatPromptValueConcrete', + '$ref': '#/definitions/HumanMessage', }), dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), - }), - 'type': 'array', + '$ref': '#/definitions/ChatMessage', + }), + dict({ + '$ref': '#/definitions/SystemMessage', + }), + dict({ + '$ref': '#/definitions/FunctionMessage', + }), + dict({ + '$ref': '#/definitions/ToolMessage', + }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', }), ]), 'definitions': dict({ @@ -8620,9 +12541,9 @@ 'title': 'AIMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'AIMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Message chunk from an AI.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -8649,6 +12570,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -8661,6 +12587,15 @@ 'default': None, 'title': 'Id', }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), 'name': dict({ 'anyOf': list([ dict({ @@ -8677,176 +12612,54 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', - }), - 'type': dict({ - 'const': 'chat', - 'default': 'chat', - 'enum': list([ - 'chat', + 'tool_call_chunks': dict({ + 'default': list([ ]), - 'title': 'Type', - 'type': 'string', - }), - }), - 'required': list([ - 'content', - 'role', - ]), - 'title': 'ChatMessage', - 'type': 'object', - }), - 'ChatPromptValueConcrete': dict({ - 'description': ''' - Chat prompt value which explicitly lists out the message types it accepts. - For use in external schemas. - ''', - 'properties': dict({ - 'messages': dict({ 'items': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), + '$ref': '#/definitions/ToolCallChunk', }), - 'title': 'Messages', + 'title': 'Tool Call Chunks', 'type': 'array', }), - 'type': dict({ - 'const': 'ChatPromptValueConcrete', - 'default': 'ChatPromptValueConcrete', - 'enum': list([ - 'ChatPromptValueConcrete', - ]), - 'title': 'Type', - 'type': 'string', - }), - }), - 'required': list([ - 'messages', - ]), - 'title': 'ChatPromptValueConcrete', - 'type': 'object', - }), - 'FunctionMessage': dict({ - 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', - 'properties': dict({ - 'additional_kwargs': dict({ - 'title': 'Additional Kwargs', - 'type': 'object', - }), - 'content': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'object', - }), - ]), - }), - 'type': 'array', - }), - ]), - 'title': 'Content', - }), - 'id': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), + 'tool_calls': dict({ + 'default': list([ ]), - 'default': None, - 'title': 'Id', - }), - 'name': dict({ - 'title': 'Name', - 'type': 'string', - }), - 'response_metadata': dict({ - 'title': 'Response Metadata', - 'type': 'object', + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'function', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), }), 'required': list([ 'content', - 'name', ]), - 'title': 'FunctionMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), - 'HumanMessage': dict({ + 'ChatMessage': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -8873,11 +12686,6 @@ ]), 'title': 'Content', }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -8906,11 +12714,15 @@ 'title': 'Response Metadata', 'type': 'object', }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'chat', + 'default': 'chat', 'enum': list([ - 'human', + 'chat', ]), 'title': 'Type', 'type': 'string', @@ -8918,39 +12730,39 @@ }), 'required': list([ 'content', + 'role', ]), - 'title': 'HumanMessage', + 'title': 'ChatMessage', 'type': 'object', }), - 'InvalidToolCall': dict({ - 'description': ''' - Allowance for errors made by LLM. - - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) - ''', + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', 'properties': dict({ - 'args': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'title': 'Args', + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', }), - 'error': dict({ + 'content': dict({ 'anyOf': list([ dict({ 'type': 'string', }), dict({ - 'type': 'null', + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', }), ]), - 'title': 'Error', + 'title': 'Content', }), 'id': dict({ 'anyOf': list([ @@ -8961,6 +12773,7 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Id', }), 'name': dict({ @@ -8972,74 +12785,45 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Name', }), - 'type': dict({ - 'const': 'invalid_tool_call', - 'enum': list([ - 'invalid_tool_call', - ]), - 'title': 'Type', - 'type': 'string', + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', }), - }), - 'required': list([ - 'name', - 'args', - 'id', - 'error', - ]), - 'title': 'InvalidToolCall', - 'type': 'object', - }), - 'StringPromptValue': dict({ - 'description': 'String prompt value.', - 'properties': dict({ - 'text': dict({ - 'title': 'Text', + 'role': dict({ + 'title': 'Role', 'type': 'string', }), 'type': dict({ - 'const': 'StringPromptValue', - 'default': 'StringPromptValue', + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', 'enum': list([ - 'StringPromptValue', + 'ChatMessageChunk', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'text', + 'content', + 'role', ]), - 'title': 'StringPromptValue', + 'title': 'ChatMessageChunk', 'type': 'object', }), - 'SystemMessage': dict({ + 'FunctionMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. - - The system message is usually passed in as the first of a sequence - of input messages. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage + Message for passing the result of executing a tool back to a model. - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + FunctionMessage are an older version of the ToolMessage schema, and + do not contain the tool_call_id field. - # Define a chat model and invoke it with the messages - print(model.invoke(messages)) + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ 'additional_kwargs': dict({ @@ -9080,26 +12864,18 @@ 'title': 'Id', }), 'name': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, 'title': 'Name', + 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'system', - 'default': 'system', + 'const': 'function', + 'default': 'function', 'enum': list([ - 'system', + 'function', ]), 'title': 'Type', 'type': 'string', @@ -9107,32 +12883,40 @@ }), 'required': list([ 'content', + 'name', ]), - 'title': 'SystemMessage', + 'title': 'FunctionMessage', 'type': 'object', }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: - - .. code-block:: python - - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } - - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". - ''', + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', 'properties': dict({ - 'args': dict({ - 'title': 'Args', + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', 'type': 'object', }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -9142,79 +12926,65 @@ 'type': 'null', }), ]), + 'default': None, 'title': 'Id', }), 'name': dict({ 'title': 'Name', 'type': 'string', }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), 'type': dict({ - 'const': 'tool_call', + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', 'enum': list([ - 'tool_call', + 'FunctionMessageChunk', ]), 'title': 'Type', 'type': 'string', }), }), - 'required': list([ - 'name', - 'args', - 'id', - ]), - 'title': 'ToolCall', - 'type': 'object', - }), - 'ToolMessage': dict({ - 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - ToolMessages contain the result of a tool invocation. Typically, the result - is encoded inside the `content` field. - - Example: A ToolMessage representing a result of 42 from a tool call with id - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), + 'HumanMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from a human. - Example: A ToolMessage where only part of the tool output is sent to the model - and the full output is passed in to artifact. + HumanMessages are messages that are passed in from a human to the model. - .. versionadded:: 0.2.17 + Example: .. code-block:: python - from langchain_core.messages import ToolMessage - - tool_output = { - "stdout": "From the graph we can see that the correlation between x and y is ...", - "stderr": None, - "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, - } + from langchain_core.messages import HumanMessage, SystemMessage - ToolMessage( - content=tool_output["stdout"], - artifact=tool_output, - tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', - ) + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', 'type': 'object', }), - 'artifact': dict({ - 'title': 'Artifact', - }), 'content': dict({ 'anyOf': list([ dict({ @@ -9236,6 +13006,11 @@ ]), 'title': 'Content', }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), 'id': dict({ 'anyOf': list([ dict({ @@ -9264,24 +13039,11 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'status': dict({ - 'default': 'success', - 'enum': list([ - 'success', - 'error', - ]), - 'title': 'Status', - 'type': 'string', - }), - 'tool_call_id': dict({ - 'title': 'Tool Call Id', - 'type': 'string', - }), 'type': dict({ - 'const': 'tool', - 'default': 'tool', + 'const': 'human', + 'default': 'human', 'enum': list([ - 'tool', + 'human', ]), 'title': 'Type', 'type': 'string', @@ -9289,90 +13051,13 @@ }), 'required': list([ 'content', - 'tool_call_id', - ]), - 'title': 'ToolMessage', - 'type': 'object', - }), - 'UsageMetadata': dict({ - 'description': ''' - Usage metadata for a message, such as token counts. - - This is a standard representation of token usage that is consistent across models. - - Example: - - .. code-block:: python - - { - "input_tokens": 10, - "output_tokens": 20, - "total_tokens": 30 - } - ''', - 'properties': dict({ - 'input_tokens': dict({ - 'title': 'Input Tokens', - 'type': 'integer', - }), - 'output_tokens': dict({ - 'title': 'Output Tokens', - 'type': 'integer', - }), - 'total_tokens': dict({ - 'title': 'Total Tokens', - 'type': 'integer', - }), - }), - 'required': list([ - 'input_tokens', - 'output_tokens', - 'total_tokens', ]), - 'title': 'UsageMetadata', + 'title': 'HumanMessage', 'type': 'object', }), - }), - 'title': 'FakeListLLMInput', - }) -# --- -# name: test_schemas[list_parser_input_schema] - dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - '$ref': '#/definitions/AIMessage', - }), - dict({ - '$ref': '#/definitions/HumanMessage', - }), - dict({ - '$ref': '#/definitions/ChatMessage', - }), - dict({ - '$ref': '#/definitions/SystemMessage', - }), - dict({ - '$ref': '#/definitions/FunctionMessage', - }), - dict({ - '$ref': '#/definitions/ToolMessage', - }), - ]), - 'definitions': dict({ - 'AIMessage': dict({ + 'HumanMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from an AI. - - AIMessage is returned from a chat model as a response to a prompt. - - This message represents the output of the model and consists of both - the raw output as returned by the model together standardized fields - (e.g., tool calls, usage metadata) added by the LangChain framework. - ''', + 'description': 'Human Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -9416,15 +13101,6 @@ 'default': None, 'title': 'Id', }), - 'invalid_tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/InvalidToolCall', - }), - 'title': 'Invalid Tool Calls', - 'type': 'array', - }), 'name': dict({ 'anyOf': list([ dict({ @@ -9441,45 +13117,118 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/ToolCall', - }), - 'title': 'Tool Calls', - 'type': 'array', - }), 'type': dict({ - 'const': 'ai', - 'default': 'ai', + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', 'enum': list([ - 'ai', + 'HumanMessageChunk', ]), 'title': 'Type', 'type': 'string', }), - 'usage_metadata': dict({ + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), + 'InvalidToolCall': dict({ + 'description': ''' + Allowance for errors made by LLM. + + Here we add an `error` key to surface errors made during generation + (e.g., invalid JSON arguments.) + ''', + 'properties': dict({ + 'args': dict({ 'anyOf': list([ dict({ - '$ref': '#/definitions/UsageMetadata', + 'type': 'string', }), dict({ 'type': 'null', }), ]), - 'default': None, + 'title': 'Args', + }), + 'error': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Error', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'invalid_tool_call', + 'enum': list([ + 'invalid_tool_call', + ]), + 'title': 'Type', + 'type': 'string', }), }), 'required': list([ - 'content', + 'name', + 'args', + 'id', + 'error', ]), - 'title': 'AIMessage', + 'title': 'InvalidToolCall', 'type': 'object', }), - 'ChatMessage': dict({ + 'SystemMessage': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': ''' + Message for priming AI behavior. + + The system message is usually passed in as the first of a sequence + of input messages. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Define a chat model and invoke it with the messages + print(model.invoke(messages)) + ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -9534,15 +13283,11 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'role': dict({ - 'title': 'Role', - 'type': 'string', - }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'system', + 'default': 'system', 'enum': list([ - 'chat', + 'system', ]), 'title': 'Type', 'type': 'string', @@ -9550,23 +13295,13 @@ }), 'required': list([ 'content', - 'role', ]), - 'title': 'ChatMessage', + 'title': 'SystemMessage', 'type': 'object', }), - 'FunctionMessage': dict({ + 'SystemMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - FunctionMessage are an older version of the ToolMessage schema, and - do not contain the tool_call_id field. - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'System Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -9606,18 +13341,26 @@ 'title': 'Id', }), 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, 'title': 'Name', - 'type': 'string', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', 'enum': list([ - 'function', + 'SystemMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -9625,68 +13368,32 @@ }), 'required': list([ 'content', - 'name', ]), - 'title': 'FunctionMessage', + 'title': 'SystemMessageChunk', 'type': 'object', }), - 'HumanMessage': dict({ - 'additionalProperties': True, + 'ToolCall': dict({ 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. + Represents a request to call a tool. Example: .. code-block:: python - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + { + "name": "foo", + "args": {"a": 1}, + "id": "123" + } - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) + This represents a request to call the tool named "foo" with arguments {"a": 1} + and an identifier of "123". ''', 'properties': dict({ - 'additional_kwargs': dict({ - 'title': 'Additional Kwargs', + 'args': dict({ + 'title': 'Args', 'type': 'object', }), - 'content': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'items': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'object', - }), - ]), - }), - 'type': 'array', - }), - ]), - 'title': 'Content', - }), - 'example': dict({ - 'default': False, - 'title': 'Example', - 'type': 'boolean', - }), 'id': dict({ 'anyOf': list([ dict({ @@ -9696,47 +13403,48 @@ 'type': 'null', }), ]), - 'default': None, 'title': 'Id', }), 'name': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, 'title': 'Name', - }), - 'response_metadata': dict({ - 'title': 'Response Metadata', - 'type': 'object', + 'type': 'string', }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'tool_call', 'enum': list([ - 'human', + 'tool_call', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'content', + 'name', + 'args', + 'id', ]), - 'title': 'HumanMessage', + 'title': 'ToolCall', 'type': 'object', }), - 'InvalidToolCall': dict({ + 'ToolCallChunk': dict({ 'description': ''' - Allowance for errors made by LLM. + A chunk of a tool call (e.g., as part of a stream). - Here we add an `error` key to surface errors made during generation - (e.g., invalid JSON arguments.) + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] ''', 'properties': dict({ 'args': dict({ @@ -9750,7 +13458,7 @@ ]), 'title': 'Args', }), - 'error': dict({ + 'id': dict({ 'anyOf': list([ dict({ 'type': 'string', @@ -9759,18 +13467,18 @@ 'type': 'null', }), ]), - 'title': 'Error', + 'title': 'Id', }), - 'id': dict({ + 'index': dict({ 'anyOf': list([ dict({ - 'type': 'string', + 'type': 'integer', }), dict({ 'type': 'null', }), ]), - 'title': 'Id', + 'title': 'Index', }), 'name': dict({ 'anyOf': list([ @@ -9784,9 +13492,9 @@ 'title': 'Name', }), 'type': dict({ - 'const': 'invalid_tool_call', + 'const': 'tool_call_chunk', 'enum': list([ - 'invalid_tool_call', + 'tool_call_chunk', ]), 'title': 'Type', 'type': 'string', @@ -9796,42 +13504,61 @@ 'name', 'args', 'id', - 'error', + 'index', ]), - 'title': 'InvalidToolCall', + 'title': 'ToolCallChunk', 'type': 'object', }), - 'SystemMessage': dict({ + 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' - Message for priming AI behavior. + Message for passing the result of executing a tool back to a model. - The system message is usually passed in as the first of a sequence - of input messages. + ToolMessages contain the result of a tool invocation. Typically, the result + is encoded inside the `content` field. - Example: + Example: A ToolMessage representing a result of 42 from a tool call with id .. code-block:: python - from langchain_core.messages import HumanMessage, SystemMessage + from langchain_core.messages import ToolMessage - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] + ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - # Define a chat model and invoke it with the messages - print(model.invoke(messages)) + + Example: A ToolMessage where only part of the tool output is sent to the model + and the full output is passed in to artifact. + + .. versionadded:: 0.2.17 + + .. code-block:: python + + from langchain_core.messages import ToolMessage + + tool_output = { + "stdout": "From the graph we can see that the correlation between x and y is ...", + "stderr": None, + "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, + } + + ToolMessage( + content=tool_output["stdout"], + artifact=tool_output, + tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', + ) + + The tool_call_id field is used to associate the tool call request with the + tool call response. This is useful in situations where a chat model is able + to request multiple tool calls in parallel. ''', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', 'type': 'object', }), + 'artifact': dict({ + 'title': 'Artifact', + }), 'content': dict({ 'anyOf': list([ dict({ @@ -9881,118 +13608,39 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'type': dict({ - 'const': 'system', - 'default': 'system', + 'status': dict({ + 'default': 'success', 'enum': list([ - 'system', + 'success', + 'error', ]), - 'title': 'Type', + 'title': 'Status', 'type': 'string', - }), - }), - 'required': list([ - 'content', - ]), - 'title': 'SystemMessage', - 'type': 'object', - }), - 'ToolCall': dict({ - 'description': ''' - Represents a request to call a tool. - - Example: - - .. code-block:: python - - { - "name": "foo", - "args": {"a": 1}, - "id": "123" - } - - This represents a request to call the tool named "foo" with arguments {"a": 1} - and an identifier of "123". - ''', - 'properties': dict({ - 'args': dict({ - 'title': 'Args', - 'type': 'object', - }), - 'id': dict({ - 'anyOf': list([ - dict({ - 'type': 'string', - }), - dict({ - 'type': 'null', - }), - ]), - 'title': 'Id', - }), - 'name': dict({ - 'title': 'Name', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', 'type': 'string', }), 'type': dict({ - 'const': 'tool_call', + 'const': 'tool', + 'default': 'tool', 'enum': list([ - 'tool_call', + 'tool', ]), 'title': 'Type', 'type': 'string', }), }), 'required': list([ - 'name', - 'args', - 'id', + 'content', + 'tool_call_id', ]), - 'title': 'ToolCall', + 'title': 'ToolMessage', 'type': 'object', }), - 'ToolMessage': dict({ + 'ToolMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message for passing the result of executing a tool back to a model. - - ToolMessages contain the result of a tool invocation. Typically, the result - is encoded inside the `content` field. - - Example: A ToolMessage representing a result of 42 from a tool call with id - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - ToolMessage(content='42', tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL') - - - Example: A ToolMessage where only part of the tool output is sent to the model - and the full output is passed in to artifact. - - .. versionadded:: 0.2.17 - - .. code-block:: python - - from langchain_core.messages import ToolMessage - - tool_output = { - "stdout": "From the graph we can see that the correlation between x and y is ...", - "stderr": None, - "artifacts": {"type": "image", "base64_data": "/9j/4gIcSU..."}, - } - - ToolMessage( - content=tool_output["stdout"], - artifact=tool_output, - tool_call_id='call_Jja7J89XsjrOLA5r!MEOW!SL', - ) - - The tool_call_id field is used to associate the tool call request with the - tool call response. This is useful in situations where a chat model is able - to request multiple tool calls in parallel. - ''', + 'description': 'Tool Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -10064,10 +13712,10 @@ 'type': 'string', }), 'type': dict({ - 'const': 'tool', - 'default': 'tool', + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', 'enum': list([ - 'tool', + 'ToolMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -10077,7 +13725,7 @@ 'content', 'tool_call_id', ]), - 'title': 'ToolMessage', + 'title': 'ToolMessageChunk', 'type': 'object', }), 'UsageMetadata': dict({ @@ -10204,45 +13852,239 @@ 'title': 'Response Metadata', 'type': 'object', }), - 'tool_calls': dict({ - 'default': list([ - ]), - 'items': dict({ - '$ref': '#/definitions/ToolCall', - }), - 'title': 'Tool Calls', - 'type': 'array', + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'ai', + 'default': 'ai', + 'enum': list([ + 'ai', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessage', + 'type': 'object', + }), + 'AIMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Message chunk from an AI.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', + 'enum': list([ + 'AIMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessageChunk', + 'type': 'object', + }), + 'ChatMessage': dict({ + 'additionalProperties': True, + 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', }), 'type': dict({ - 'const': 'ai', - 'default': 'ai', + 'const': 'chat', + 'default': 'chat', 'enum': list([ - 'ai', + 'chat', ]), 'title': 'Type', 'type': 'string', }), - 'usage_metadata': dict({ - 'anyOf': list([ - dict({ - '$ref': '#/definitions/UsageMetadata', - }), - dict({ - 'type': 'null', - }), - ]), - 'default': None, - }), }), 'required': list([ 'content', + 'role', ]), - 'title': 'AIMessage', + 'title': 'ChatMessage', 'type': 'object', }), - 'ChatMessage': dict({ + 'ChatMessageChunk': dict({ 'additionalProperties': True, - 'description': 'Message that can be assigned an arbitrary speaker (i.e. role).', + 'description': 'Chat Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -10302,10 +14144,10 @@ 'type': 'string', }), 'type': dict({ - 'const': 'chat', - 'default': 'chat', + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', 'enum': list([ - 'chat', + 'ChatMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -10315,7 +14157,7 @@ 'content', 'role', ]), - 'title': 'ChatMessage', + 'title': 'ChatMessageChunk', 'type': 'object', }), 'ChatPromptValueConcrete': dict({ @@ -10345,6 +14187,24 @@ dict({ '$ref': '#/definitions/ToolMessage', }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), ]), }), 'title': 'Messages', @@ -10441,6 +14301,72 @@ 'title': 'FunctionMessage', 'type': 'object', }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), 'HumanMessage': dict({ 'additionalProperties': True, 'description': ''' @@ -10542,6 +14468,84 @@ 'title': 'HumanMessage', 'type': 'object', }), + 'HumanMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Human Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', + 'enum': list([ + 'HumanMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'HumanMessageChunk', + 'type': 'object', + }), 'InvalidToolCall': dict({ 'description': ''' Allowance for errors made by LLM. @@ -10727,10 +14731,83 @@ 'type': 'object', }), 'type': dict({ - 'const': 'system', - 'default': 'system', + 'const': 'system', + 'default': 'system', + 'enum': list([ + 'system', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessage', + 'type': 'object', + }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', 'enum': list([ - 'system', + 'SystemMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -10739,7 +14816,7 @@ 'required': list([ 'content', ]), - 'title': 'SystemMessage', + 'title': 'SystemMessageChunk', 'type': 'object', }), 'ToolCall': dict({ @@ -10796,6 +14873,89 @@ 'title': 'ToolCall', 'type': 'object', }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' @@ -10925,6 +15085,96 @@ 'title': 'ToolMessage', 'type': 'object', }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), 'UsageMetadata': dict({ 'description': ''' Usage metadata for a message, such as token counts. @@ -11071,10 +15321,126 @@ 'type': 'array', }), 'type': dict({ - 'const': 'ai', - 'default': 'ai', + 'const': 'ai', + 'default': 'ai', + 'enum': list([ + 'ai', + ]), + 'title': 'Type', + 'type': 'string', + }), + 'usage_metadata': dict({ + 'anyOf': list([ + dict({ + '$ref': '#/definitions/UsageMetadata', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'AIMessage', + 'type': 'object', + }), + 'AIMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Message chunk from an AI.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'invalid_tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/InvalidToolCall', + }), + 'title': 'Invalid Tool Calls', + 'type': 'array', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'tool_call_chunks': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCallChunk', + }), + 'title': 'Tool Call Chunks', + 'type': 'array', + }), + 'tool_calls': dict({ + 'default': list([ + ]), + 'items': dict({ + '$ref': '#/definitions/ToolCall', + }), + 'title': 'Tool Calls', + 'type': 'array', + }), + 'type': dict({ + 'const': 'AIMessageChunk', + 'default': 'AIMessageChunk', 'enum': list([ - 'ai', + 'AIMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -11094,7 +15460,7 @@ 'required': list([ 'content', ]), - 'title': 'AIMessage', + 'title': 'AIMessageChunk', 'type': 'object', }), 'ChatMessage': dict({ @@ -11175,6 +15541,84 @@ 'title': 'ChatMessage', 'type': 'object', }), + 'ChatMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Chat Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'role': dict({ + 'title': 'Role', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ChatMessageChunk', + 'default': 'ChatMessageChunk', + 'enum': list([ + 'ChatMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'role', + ]), + 'title': 'ChatMessageChunk', + 'type': 'object', + }), 'ChatPromptValueConcrete': dict({ 'description': ''' Chat prompt value which explicitly lists out the message types it accepts. @@ -11202,6 +15646,24 @@ dict({ '$ref': '#/definitions/ToolMessage', }), + dict({ + '$ref': '#/definitions/AIMessageChunk', + }), + dict({ + '$ref': '#/definitions/HumanMessageChunk', + }), + dict({ + '$ref': '#/definitions/ChatMessageChunk', + }), + dict({ + '$ref': '#/definitions/SystemMessageChunk', + }), + dict({ + '$ref': '#/definitions/FunctionMessageChunk', + }), + dict({ + '$ref': '#/definitions/ToolMessageChunk', + }), ]), }), 'title': 'Messages', @@ -11275,17 +15737,185 @@ }), 'name': dict({ 'title': 'Name', - 'type': 'string', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'function', + 'default': 'function', + 'enum': list([ + 'function', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessage', + 'type': 'object', + }), + 'FunctionMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Function Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'title': 'Name', + 'type': 'string', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'FunctionMessageChunk', + 'default': 'FunctionMessageChunk', + 'enum': list([ + 'FunctionMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'name', + ]), + 'title': 'FunctionMessageChunk', + 'type': 'object', + }), + 'HumanMessage': dict({ + 'additionalProperties': True, + 'description': ''' + Message from a human. + + HumanMessages are messages that are passed in from a human to the model. + + Example: + + .. code-block:: python + + from langchain_core.messages import HumanMessage, SystemMessage + + messages = [ + SystemMessage( + content="You are a helpful assistant! Your name is Bob." + ), + HumanMessage( + content="What is your name?" + ) + ] + + # Instantiate a chat model and invoke it with the messages + model = ... + print(model.invoke(messages)) + ''', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'example': dict({ + 'default': False, + 'title': 'Example', + 'type': 'boolean', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', }), 'response_metadata': dict({ 'title': 'Response Metadata', 'type': 'object', }), 'type': dict({ - 'const': 'function', - 'default': 'function', + 'const': 'human', + 'default': 'human', 'enum': list([ - 'function', + 'human', ]), 'title': 'Type', 'type': 'string', @@ -11293,37 +15923,13 @@ }), 'required': list([ 'content', - 'name', ]), - 'title': 'FunctionMessage', + 'title': 'HumanMessage', 'type': 'object', }), - 'HumanMessage': dict({ + 'HumanMessageChunk': dict({ 'additionalProperties': True, - 'description': ''' - Message from a human. - - HumanMessages are messages that are passed in from a human to the model. - - Example: - - .. code-block:: python - - from langchain_core.messages import HumanMessage, SystemMessage - - messages = [ - SystemMessage( - content="You are a helpful assistant! Your name is Bob." - ), - HumanMessage( - content="What is your name?" - ) - ] - - # Instantiate a chat model and invoke it with the messages - model = ... - print(model.invoke(messages)) - ''', + 'description': 'Human Message chunk.', 'properties': dict({ 'additional_kwargs': dict({ 'title': 'Additional Kwargs', @@ -11384,10 +15990,10 @@ 'type': 'object', }), 'type': dict({ - 'const': 'human', - 'default': 'human', + 'const': 'HumanMessageChunk', + 'default': 'HumanMessageChunk', 'enum': list([ - 'human', + 'HumanMessageChunk', ]), 'title': 'Type', 'type': 'string', @@ -11396,7 +16002,7 @@ 'required': list([ 'content', ]), - 'title': 'HumanMessage', + 'title': 'HumanMessageChunk', 'type': 'object', }), 'InvalidToolCall': dict({ @@ -11588,6 +16194,79 @@ 'title': 'SystemMessage', 'type': 'object', }), + 'SystemMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'System Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'type': dict({ + 'const': 'SystemMessageChunk', + 'default': 'SystemMessageChunk', + 'enum': list([ + 'SystemMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + ]), + 'title': 'SystemMessageChunk', + 'type': 'object', + }), 'ToolCall': dict({ 'description': ''' Represents a request to call a tool. @@ -11642,6 +16321,89 @@ 'title': 'ToolCall', 'type': 'object', }), + 'ToolCallChunk': dict({ + 'description': ''' + A chunk of a tool call (e.g., as part of a stream). + + When merging ToolCallChunks (e.g., via AIMessageChunk.__add__), + all string attributes are concatenated. Chunks are only merged if their + values of `index` are equal and not None. + + Example: + + .. code-block:: python + + left_chunks = [ToolCallChunk(name="foo", args='{"a":', index=0)] + right_chunks = [ToolCallChunk(name=None, args='1}', index=0)] + + ( + AIMessageChunk(content="", tool_call_chunks=left_chunks) + + AIMessageChunk(content="", tool_call_chunks=right_chunks) + ).tool_call_chunks == [ToolCallChunk(name='foo', args='{"a":1}', index=0)] + ''', + 'properties': dict({ + 'args': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Args', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Id', + }), + 'index': dict({ + 'anyOf': list([ + dict({ + 'type': 'integer', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Index', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'title': 'Name', + }), + 'type': dict({ + 'const': 'tool_call_chunk', + 'enum': list([ + 'tool_call_chunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'name', + 'args', + 'id', + 'index', + ]), + 'title': 'ToolCallChunk', + 'type': 'object', + }), 'ToolMessage': dict({ 'additionalProperties': True, 'description': ''' @@ -11771,6 +16533,96 @@ 'title': 'ToolMessage', 'type': 'object', }), + 'ToolMessageChunk': dict({ + 'additionalProperties': True, + 'description': 'Tool Message chunk.', + 'properties': dict({ + 'additional_kwargs': dict({ + 'title': 'Additional Kwargs', + 'type': 'object', + }), + 'artifact': dict({ + 'title': 'Artifact', + }), + 'content': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'items': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'object', + }), + ]), + }), + 'type': 'array', + }), + ]), + 'title': 'Content', + }), + 'id': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Id', + }), + 'name': dict({ + 'anyOf': list([ + dict({ + 'type': 'string', + }), + dict({ + 'type': 'null', + }), + ]), + 'default': None, + 'title': 'Name', + }), + 'response_metadata': dict({ + 'title': 'Response Metadata', + 'type': 'object', + }), + 'status': dict({ + 'default': 'success', + 'enum': list([ + 'success', + 'error', + ]), + 'title': 'Status', + 'type': 'string', + }), + 'tool_call_id': dict({ + 'title': 'Tool Call Id', + 'type': 'string', + }), + 'type': dict({ + 'const': 'ToolMessageChunk', + 'default': 'ToolMessageChunk', + 'enum': list([ + 'ToolMessageChunk', + ]), + 'title': 'Type', + 'type': 'string', + }), + }), + 'required': list([ + 'content', + 'tool_call_id', + ]), + 'title': 'ToolMessageChunk', + 'type': 'object', + }), 'UsageMetadata': dict({ 'description': ''' Usage metadata for a message, such as token counts. diff --git a/libs/langchain/Makefile b/libs/langchain/Makefile index c77591f6430d6..e06cd2e65d1a9 100644 --- a/libs/langchain/Makefile +++ b/libs/langchain/Makefile @@ -54,7 +54,6 @@ lint_tests: PYTHON_FILES=tests lint_tests: MYPY_CACHE=.mypy_cache_test lint lint_diff lint_package lint_tests: - ./scripts/check_pydantic.sh . ./scripts/lint_imports.sh [ "$(PYTHON_FILES)" = "" ] || poetry run ruff check $(PYTHON_FILES) [ "$(PYTHON_FILES)" = "" ] || poetry run ruff format $(PYTHON_FILES) --diff diff --git a/libs/langchain/langchain/agents/agent.py b/libs/langchain/langchain/agents/agent.py index 50797228a53b8..5fae509f343db 100644 --- a/libs/langchain/langchain/agents/agent.py +++ b/libs/langchain/langchain/agents/agent.py @@ -40,11 +40,12 @@ from langchain_core.prompts import BasePromptTemplate from langchain_core.prompts.few_shot import FewShotPromptTemplate from langchain_core.prompts.prompt import PromptTemplate -from langchain_core.pydantic_v1 import BaseModel, root_validator from langchain_core.runnables import Runnable, RunnableConfig, ensure_config from langchain_core.runnables.utils import AddableDict from langchain_core.tools import BaseTool from langchain_core.utils.input import get_color_mapping +from pydantic import BaseModel, ConfigDict, model_validator +from typing_extensions import Self from langchain.agents.agent_iterator import AgentExecutorIterator from langchain.agents.agent_types import AgentType @@ -420,8 +421,9 @@ class RunnableAgent(BaseSingleActionAgent): individual LLM tokens will not be available in stream_log. """ - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) @property def return_values(self) -> List[str]: @@ -528,8 +530,9 @@ class RunnableMultiActionAgent(BaseMultiActionAgent): individual LLM tokens will not be available in stream_log. """ - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) @property def return_values(self) -> List[str]: @@ -854,8 +857,8 @@ def input_keys(self) -> List[str]: """ return list(set(self.llm_chain.input_keys) - {"agent_scratchpad"}) - @root_validator(pre=False, skip_on_failure=True) - def validate_prompt(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_prompt(self) -> Self: """Validate that prompt matches format. Args: @@ -868,7 +871,7 @@ def validate_prompt(cls, values: Dict) -> Dict: ValueError: If `agent_scratchpad` is not in prompt.input_variables and prompt is not a FewShotPromptTemplate or a PromptTemplate. """ - prompt = values["llm_chain"].prompt + prompt = self.llm_chain.prompt if "agent_scratchpad" not in prompt.input_variables: logger.warning( "`agent_scratchpad` should be a variable in prompt.input_variables." @@ -881,7 +884,7 @@ def validate_prompt(cls, values: Dict) -> Dict: prompt.suffix += "\n{agent_scratchpad}" else: raise ValueError(f"Got unexpected prompt type {type(prompt)}") - return values + return self @property @abstractmethod @@ -1120,8 +1123,8 @@ def from_agent_and_tools( **kwargs, ) - @root_validator(pre=False, skip_on_failure=True) - def validate_tools(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_tools(self) -> Self: """Validate that tools are compatible with agent. Args: @@ -1133,19 +1136,20 @@ def validate_tools(cls, values: Dict) -> Dict: Raises: ValueError: If allowed tools are different than provided tools. """ - agent = values["agent"] - tools = values["tools"] - allowed_tools = agent.get_allowed_tools() + agent = self.agent + tools = self.tools + allowed_tools = agent.get_allowed_tools() # type: ignore if allowed_tools is not None: if set(allowed_tools) != set([tool.name for tool in tools]): raise ValueError( f"Allowed tools ({allowed_tools}) different than " f"provided tools ({[tool.name for tool in tools]})" ) - return values + return self - @root_validator(pre=True) - def validate_runnable_agent(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_runnable_agent(cls, values: Dict) -> Any: """Convert runnable to agent if passed in. Args: diff --git a/libs/langchain/langchain/agents/agent_toolkits/vectorstore/toolkit.py b/libs/langchain/langchain/agents/agent_toolkits/vectorstore/toolkit.py index c40b3f3b7f289..71114a49eea37 100644 --- a/libs/langchain/langchain/agents/agent_toolkits/vectorstore/toolkit.py +++ b/libs/langchain/langchain/agents/agent_toolkits/vectorstore/toolkit.py @@ -3,10 +3,10 @@ from typing import List from langchain_core.language_models import BaseLanguageModel -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.tools import BaseTool from langchain_core.tools.base import BaseToolkit from langchain_core.vectorstores import VectorStore +from pydantic import BaseModel, ConfigDict, Field class VectorStoreInfo(BaseModel): @@ -16,8 +16,9 @@ class VectorStoreInfo(BaseModel): name: str description: str - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) class VectorStoreToolkit(BaseToolkit): @@ -26,8 +27,9 @@ class VectorStoreToolkit(BaseToolkit): vectorstore_info: VectorStoreInfo = Field(exclude=True) llm: BaseLanguageModel - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def get_tools(self) -> List[BaseTool]: """Get the tools in the toolkit.""" @@ -67,8 +69,9 @@ class VectorStoreRouterToolkit(BaseToolkit): vectorstores: List[VectorStoreInfo] = Field(exclude=True) llm: BaseLanguageModel - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def get_tools(self) -> List[BaseTool]: """Get the tools in the toolkit.""" diff --git a/libs/langchain/langchain/agents/chat/base.py b/libs/langchain/langchain/agents/chat/base.py index a7a16be772611..00ced776f1342 100644 --- a/libs/langchain/langchain/agents/chat/base.py +++ b/libs/langchain/langchain/agents/chat/base.py @@ -10,8 +10,8 @@ HumanMessagePromptTemplate, SystemMessagePromptTemplate, ) -from langchain_core.pydantic_v1 import Field from langchain_core.tools import BaseTool +from pydantic import Field from langchain.agents.agent import Agent, AgentOutputParser from langchain.agents.chat.output_parser import ChatOutputParser diff --git a/libs/langchain/langchain/agents/conversational/base.py b/libs/langchain/langchain/agents/conversational/base.py index bbbf666e5903d..a0ef85946abd3 100644 --- a/libs/langchain/langchain/agents/conversational/base.py +++ b/libs/langchain/langchain/agents/conversational/base.py @@ -8,8 +8,8 @@ from langchain_core.callbacks import BaseCallbackManager from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import PromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_core.tools import BaseTool +from pydantic import Field from langchain.agents.agent import Agent, AgentOutputParser from langchain.agents.agent_types import AgentType diff --git a/libs/langchain/langchain/agents/conversational_chat/base.py b/libs/langchain/langchain/agents/conversational_chat/base.py index 08ec829613a53..138933addbaec 100644 --- a/libs/langchain/langchain/agents/conversational_chat/base.py +++ b/libs/langchain/langchain/agents/conversational_chat/base.py @@ -17,8 +17,8 @@ MessagesPlaceholder, SystemMessagePromptTemplate, ) -from langchain_core.pydantic_v1 import Field from langchain_core.tools import BaseTool +from pydantic import Field from langchain.agents.agent import Agent, AgentOutputParser from langchain.agents.conversational_chat.output_parser import ConvoOutputParser diff --git a/libs/langchain/langchain/agents/mrkl/base.py b/libs/langchain/langchain/agents/mrkl/base.py index 1b16d4d862f6f..cc4d9da5537d7 100644 --- a/libs/langchain/langchain/agents/mrkl/base.py +++ b/libs/langchain/langchain/agents/mrkl/base.py @@ -8,9 +8,9 @@ from langchain_core.callbacks import BaseCallbackManager from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import PromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_core.tools import BaseTool, Tool from langchain_core.tools.render import render_text_description +from pydantic import Field from langchain.agents.agent import Agent, AgentExecutor, AgentOutputParser from langchain.agents.agent_types import AgentType diff --git a/libs/langchain/langchain/agents/openai_assistant/base.py b/libs/langchain/langchain/agents/openai_assistant/base.py index a2f0ef74a5bff..e7d4d2bfa9c9b 100644 --- a/libs/langchain/langchain/agents/openai_assistant/base.py +++ b/libs/langchain/langchain/agents/openai_assistant/base.py @@ -20,10 +20,11 @@ from langchain_core.agents import AgentAction, AgentFinish from langchain_core.callbacks import CallbackManager from langchain_core.load import dumpd -from langchain_core.pydantic_v1 import BaseModel, Field, root_validator from langchain_core.runnables import RunnableConfig, RunnableSerializable, ensure_config from langchain_core.tools import BaseTool from langchain_core.utils.function_calling import convert_to_openai_tool +from pydantic import BaseModel, Field, model_validator +from typing_extensions import Self if TYPE_CHECKING: import openai @@ -232,14 +233,14 @@ def execute_agent(agent, tools, input): as_agent: bool = False """Use as a LangChain agent, compatible with the AgentExecutor.""" - @root_validator(pre=False, skip_on_failure=True) - def validate_async_client(cls, values: dict) -> dict: - if values["async_client"] is None: + @model_validator(mode="after") + def validate_async_client(self) -> Self: + if self.async_client is None: import openai - api_key = values["client"].api_key - values["async_client"] = openai.AsyncOpenAI(api_key=api_key) - return values + api_key = self.client.api_key + self.async_client = openai.AsyncOpenAI(api_key=api_key) + return self @classmethod def create_assistant( diff --git a/libs/langchain/langchain/agents/openai_functions_agent/base.py b/libs/langchain/langchain/agents/openai_functions_agent/base.py index fbb23a56e4785..5a40a665e3310 100644 --- a/libs/langchain/langchain/agents/openai_functions_agent/base.py +++ b/libs/langchain/langchain/agents/openai_functions_agent/base.py @@ -17,10 +17,11 @@ HumanMessagePromptTemplate, MessagesPlaceholder, ) -from langchain_core.pydantic_v1 import root_validator from langchain_core.runnables import Runnable, RunnablePassthrough from langchain_core.tools import BaseTool from langchain_core.utils.function_calling import convert_to_openai_function +from pydantic import model_validator +from typing_extensions import Self from langchain.agents import BaseSingleActionAgent from langchain.agents.format_scratchpad.openai_functions import ( @@ -58,8 +59,8 @@ def get_allowed_tools(self) -> List[str]: """Get allowed tools.""" return [t.name for t in self.tools] - @root_validator(pre=False, skip_on_failure=True) - def validate_prompt(cls, values: dict) -> dict: + @model_validator(mode="after") + def validate_prompt(self) -> Self: """Validate prompt. Args: @@ -71,13 +72,13 @@ def validate_prompt(cls, values: dict) -> dict: Raises: ValueError: If `agent_scratchpad` is not in the prompt. """ - prompt: BasePromptTemplate = values["prompt"] + prompt: BasePromptTemplate = self.prompt if "agent_scratchpad" not in prompt.input_variables: raise ValueError( "`agent_scratchpad` should be one of the variables in the prompt, " f"got {prompt.input_variables}" ) - return values + return self @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/agents/openai_functions_multi_agent/base.py b/libs/langchain/langchain/agents/openai_functions_multi_agent/base.py index 819fc8b1d939e..bec49e5f14d24 100644 --- a/libs/langchain/langchain/agents/openai_functions_multi_agent/base.py +++ b/libs/langchain/langchain/agents/openai_functions_multi_agent/base.py @@ -21,8 +21,9 @@ HumanMessagePromptTemplate, MessagesPlaceholder, ) -from langchain_core.pydantic_v1 import root_validator from langchain_core.tools import BaseTool +from pydantic import model_validator +from typing_extensions import Self from langchain.agents import BaseMultiActionAgent from langchain.agents.format_scratchpad.openai_functions import ( @@ -115,15 +116,15 @@ def get_allowed_tools(self) -> List[str]: """Get allowed tools.""" return [t.name for t in self.tools] - @root_validator(pre=False, skip_on_failure=True) - def validate_prompt(cls, values: dict) -> dict: - prompt: BasePromptTemplate = values["prompt"] + @model_validator(mode="after") + def validate_prompt(self) -> Self: + prompt: BasePromptTemplate = self.prompt if "agent_scratchpad" not in prompt.input_variables: raise ValueError( "`agent_scratchpad` should be one of the variables in the prompt, " f"got {prompt.input_variables}" ) - return values + return self @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/agents/react/base.py b/libs/langchain/langchain/agents/react/base.py index 93a60bbe61ba2..81a38141fe686 100644 --- a/libs/langchain/langchain/agents/react/base.py +++ b/libs/langchain/langchain/agents/react/base.py @@ -8,8 +8,8 @@ from langchain_core.documents import Document from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_core.tools import BaseTool, Tool +from pydantic import Field from langchain.agents.agent import Agent, AgentExecutor, AgentOutputParser from langchain.agents.agent_types import AgentType diff --git a/libs/langchain/langchain/agents/self_ask_with_search/base.py b/libs/langchain/langchain/agents/self_ask_with_search/base.py index 7a1d81f7d40d1..9a642b81b1289 100644 --- a/libs/langchain/langchain/agents/self_ask_with_search/base.py +++ b/libs/langchain/langchain/agents/self_ask_with_search/base.py @@ -7,9 +7,9 @@ from langchain_core._api import deprecated from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_core.runnables import Runnable, RunnablePassthrough from langchain_core.tools import BaseTool, Tool +from pydantic import Field from langchain.agents.agent import Agent, AgentExecutor, AgentOutputParser from langchain.agents.agent_types import AgentType diff --git a/libs/langchain/langchain/agents/structured_chat/base.py b/libs/langchain/langchain/agents/structured_chat/base.py index e1403e26f2607..a520cfecf7142 100644 --- a/libs/langchain/langchain/agents/structured_chat/base.py +++ b/libs/langchain/langchain/agents/structured_chat/base.py @@ -11,10 +11,10 @@ HumanMessagePromptTemplate, SystemMessagePromptTemplate, ) -from langchain_core.pydantic_v1 import Field from langchain_core.runnables import Runnable, RunnablePassthrough from langchain_core.tools import BaseTool from langchain_core.tools.render import ToolsRenderer +from pydantic import Field from langchain.agents.agent import Agent, AgentOutputParser from langchain.agents.format_scratchpad import format_log_to_str diff --git a/libs/langchain/langchain/agents/structured_chat/output_parser.py b/libs/langchain/langchain/agents/structured_chat/output_parser.py index f73f87f4f4be4..1cdb4fe1fb4a9 100644 --- a/libs/langchain/langchain/agents/structured_chat/output_parser.py +++ b/libs/langchain/langchain/agents/structured_chat/output_parser.py @@ -8,7 +8,7 @@ from langchain_core.agents import AgentAction, AgentFinish from langchain_core.exceptions import OutputParserException from langchain_core.language_models import BaseLanguageModel -from langchain_core.pydantic_v1 import Field +from pydantic import Field from langchain.agents.agent import AgentOutputParser from langchain.agents.structured_chat.prompt import FORMAT_INSTRUCTIONS diff --git a/libs/langchain/langchain/chains/api/base.py b/libs/langchain/langchain/chains/api/base.py index 94896102dc6fd..4387cb623e06a 100644 --- a/libs/langchain/langchain/chains/api/base.py +++ b/libs/langchain/langchain/chains/api/base.py @@ -12,7 +12,8 @@ ) from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field, root_validator +from pydantic import Field, model_validator +from typing_extensions import Self from langchain.chains.api.prompt import API_RESPONSE_PROMPT, API_URL_PROMPT from langchain.chains.base import Chain @@ -227,19 +228,20 @@ def output_keys(self) -> List[str]: """ return [self.output_key] - @root_validator(pre=False, skip_on_failure=True) - def validate_api_request_prompt(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_api_request_prompt(self) -> Self: """Check that api request prompt expects the right variables.""" - input_vars = values["api_request_chain"].prompt.input_variables + input_vars = self.api_request_chain.prompt.input_variables expected_vars = {"question", "api_docs"} if set(input_vars) != expected_vars: raise ValueError( f"Input variables should be {expected_vars}, got {input_vars}" ) - return values + return self - @root_validator(pre=True) - def validate_limit_to_domains(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_limit_to_domains(cls, values: Dict) -> Any: """Check that allowed domains are valid.""" # This check must be a pre=True check, so that a default of None # won't be set to limit_to_domains if it's not provided. @@ -258,16 +260,16 @@ def validate_limit_to_domains(cls, values: Dict) -> Dict: ) return values - @root_validator(pre=False, skip_on_failure=True) - def validate_api_answer_prompt(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_api_answer_prompt(self) -> Self: """Check that api answer prompt expects the right variables.""" - input_vars = values["api_answer_chain"].prompt.input_variables + input_vars = self.api_answer_chain.prompt.input_variables expected_vars = {"question", "api_docs", "api_url", "api_response"} if set(input_vars) != expected_vars: raise ValueError( f"Input variables should be {expected_vars}, got {input_vars}" ) - return values + return self def _call( self, diff --git a/libs/langchain/langchain/chains/base.py b/libs/langchain/langchain/chains/base.py index 4c1dcc07eb231..a2d9ca57ddc79 100644 --- a/libs/langchain/langchain/chains/base.py +++ b/libs/langchain/langchain/chains/base.py @@ -21,7 +21,6 @@ from langchain_core.load.dump import dumpd from langchain_core.memory import BaseMemory from langchain_core.outputs import RunInfo -from langchain_core.pydantic_v1 import BaseModel, Field, root_validator, validator from langchain_core.runnables import ( RunnableConfig, RunnableSerializable, @@ -29,6 +28,13 @@ run_in_executor, ) from langchain_core.runnables.utils import create_model +from pydantic import ( + BaseModel, + ConfigDict, + Field, + model_validator, + validator, +) from langchain.schema import RUN_KEY @@ -96,8 +102,9 @@ class Chain(RunnableSerializable[Dict[str, Any], Dict[str, Any]], ABC): callback_manager: Optional[BaseCallbackManager] = Field(default=None, exclude=True) """[DEPRECATED] Use `callbacks` instead.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def get_input_schema( self, config: Optional[RunnableConfig] = None @@ -223,8 +230,9 @@ async def ainvoke( def _chain_type(self) -> str: raise NotImplementedError("Saving not supported for this chain type.") - @root_validator(pre=True) - def raise_callback_manager_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_callback_manager_deprecation(cls, values: Dict) -> Any: """Raise deprecation warning if callback_manager is used.""" if values.get("callback_manager") is not None: if values.get("callbacks") is not None: diff --git a/libs/langchain/langchain/chains/combine_documents/base.py b/libs/langchain/langchain/chains/combine_documents/base.py index 00b6002da0ed4..2406cd4215f7a 100644 --- a/libs/langchain/langchain/chains/combine_documents/base.py +++ b/libs/langchain/langchain/chains/combine_documents/base.py @@ -10,10 +10,10 @@ ) from langchain_core.documents import Document from langchain_core.prompts import BasePromptTemplate, PromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.runnables.config import RunnableConfig from langchain_core.runnables.utils import create_model from langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter +from pydantic import BaseModel, Field from langchain.chains.base import Chain diff --git a/libs/langchain/langchain/chains/combine_documents/map_reduce.py b/libs/langchain/langchain/chains/combine_documents/map_reduce.py index 229ed45740c5d..7b4885cdea4fe 100644 --- a/libs/langchain/langchain/chains/combine_documents/map_reduce.py +++ b/libs/langchain/langchain/chains/combine_documents/map_reduce.py @@ -6,9 +6,9 @@ from langchain_core.callbacks import Callbacks from langchain_core.documents import Document -from langchain_core.pydantic_v1 import BaseModel, root_validator from langchain_core.runnables.config import RunnableConfig from langchain_core.runnables.utils import create_model +from pydantic import BaseModel, ConfigDict, model_validator from langchain.chains.combine_documents.base import BaseCombineDocumentsChain from langchain.chains.combine_documents.reduce import ReduceDocumentsChain @@ -126,12 +126,14 @@ def output_keys(self) -> List[str]: _output_keys = _output_keys + ["intermediate_steps"] return _output_keys - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def get_reduce_chain(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_reduce_chain(cls, values: Dict) -> Any: """For backwards compatibility.""" if "combine_document_chain" in values: if "reduce_documents_chain" in values: @@ -153,16 +155,18 @@ def get_reduce_chain(cls, values: Dict) -> Dict: return values - @root_validator(pre=True) - def get_return_intermediate_steps(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_return_intermediate_steps(cls, values: Dict) -> Any: """For backwards compatibility.""" if "return_map_steps" in values: values["return_intermediate_steps"] = values["return_map_steps"] del values["return_map_steps"] return values - @root_validator(pre=True) - def get_default_document_variable_name(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_default_document_variable_name(cls, values: Dict) -> Any: """Get default document variable name, if not provided.""" if "llm_chain" not in values: raise ValueError("llm_chain must be provided") diff --git a/libs/langchain/langchain/chains/combine_documents/map_rerank.py b/libs/langchain/langchain/chains/combine_documents/map_rerank.py index 0fa346dee8bc8..61e6e226ed65d 100644 --- a/libs/langchain/langchain/chains/combine_documents/map_rerank.py +++ b/libs/langchain/langchain/chains/combine_documents/map_rerank.py @@ -6,9 +6,10 @@ from langchain_core.callbacks import Callbacks from langchain_core.documents import Document -from langchain_core.pydantic_v1 import BaseModel, root_validator from langchain_core.runnables.config import RunnableConfig from langchain_core.runnables.utils import create_model +from pydantic import BaseModel, ConfigDict, model_validator +from typing_extensions import Self from langchain.chains.combine_documents.base import BaseCombineDocumentsChain from langchain.chains.llm import LLMChain @@ -74,9 +75,10 @@ class MapRerankDocumentsChain(BaseCombineDocumentsChain): """Return intermediate steps. Intermediate steps include the results of calling llm_chain on each document.""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) def get_output_schema( self, config: Optional[RunnableConfig] = None @@ -104,30 +106,31 @@ def output_keys(self) -> List[str]: _output_keys += self.metadata_keys return _output_keys - @root_validator(pre=False, skip_on_failure=True) - def validate_llm_output(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_llm_output(self) -> Self: """Validate that the combine chain outputs a dictionary.""" - output_parser = values["llm_chain"].prompt.output_parser + output_parser = self.llm_chain.prompt.output_parser if not isinstance(output_parser, RegexParser): raise ValueError( "Output parser of llm_chain should be a RegexParser," f" got {output_parser}" ) output_keys = output_parser.output_keys - if values["rank_key"] not in output_keys: + if self.rank_key not in output_keys: raise ValueError( - f"Got {values['rank_key']} as key to rank on, but did not find " + f"Got {self.rank_key} as key to rank on, but did not find " f"it in the llm_chain output keys ({output_keys})" ) - if values["answer_key"] not in output_keys: + if self.answer_key not in output_keys: raise ValueError( - f"Got {values['answer_key']} as key to return, but did not find " + f"Got {self.answer_key} as key to return, but did not find " f"it in the llm_chain output keys ({output_keys})" ) - return values + return self - @root_validator(pre=True) - def get_default_document_variable_name(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_default_document_variable_name(cls, values: Dict) -> Any: """Get default document variable name, if not provided.""" if "llm_chain" not in values: raise ValueError("llm_chain must be provided") diff --git a/libs/langchain/langchain/chains/combine_documents/reduce.py b/libs/langchain/langchain/chains/combine_documents/reduce.py index 7b2cd6c89a375..662be15e38b55 100644 --- a/libs/langchain/langchain/chains/combine_documents/reduce.py +++ b/libs/langchain/langchain/chains/combine_documents/reduce.py @@ -6,6 +6,7 @@ from langchain_core.callbacks import Callbacks from langchain_core.documents import Document +from pydantic import ConfigDict from langchain.chains.combine_documents.base import BaseCombineDocumentsChain @@ -204,9 +205,10 @@ class ReduceDocumentsChain(BaseCombineDocumentsChain): If None, it will keep trying to collapse documents to fit token_max. Otherwise, after it reaches the max number, it will throw an error""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def _collapse_chain(self) -> BaseCombineDocumentsChain: diff --git a/libs/langchain/langchain/chains/combine_documents/refine.py b/libs/langchain/langchain/chains/combine_documents/refine.py index cf2f5d9e92f50..7129ac147dbb1 100644 --- a/libs/langchain/langchain/chains/combine_documents/refine.py +++ b/libs/langchain/langchain/chains/combine_documents/refine.py @@ -8,7 +8,7 @@ from langchain_core.documents import Document from langchain_core.prompts import BasePromptTemplate, format_document from langchain_core.prompts.prompt import PromptTemplate -from langchain_core.pydantic_v1 import Field, root_validator +from pydantic import ConfigDict, Field, model_validator from langchain.chains.combine_documents.base import ( BaseCombineDocumentsChain, @@ -98,20 +98,23 @@ def output_keys(self) -> List[str]: _output_keys = _output_keys + ["intermediate_steps"] return _output_keys - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def get_return_intermediate_steps(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_return_intermediate_steps(cls, values: Dict) -> Any: """For backwards compatibility.""" if "return_refine_steps" in values: values["return_intermediate_steps"] = values["return_refine_steps"] del values["return_refine_steps"] return values - @root_validator(pre=True) - def get_default_document_variable_name(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_default_document_variable_name(cls, values: Dict) -> Any: """Get default document variable name, if not provided.""" if "initial_llm_chain" not in values: raise ValueError("initial_llm_chain must be provided") diff --git a/libs/langchain/langchain/chains/combine_documents/stuff.py b/libs/langchain/langchain/chains/combine_documents/stuff.py index cdecec0f40b82..26750d55fe84f 100644 --- a/libs/langchain/langchain/chains/combine_documents/stuff.py +++ b/libs/langchain/langchain/chains/combine_documents/stuff.py @@ -8,8 +8,8 @@ from langchain_core.language_models import LanguageModelLike from langchain_core.output_parsers import BaseOutputParser, StrOutputParser from langchain_core.prompts import BasePromptTemplate, format_document -from langchain_core.pydantic_v1 import Field, root_validator from langchain_core.runnables import Runnable, RunnablePassthrough +from pydantic import ConfigDict, Field, model_validator from langchain.chains.combine_documents.base import ( DEFAULT_DOCUMENT_PROMPT, @@ -156,12 +156,14 @@ class StuffDocumentsChain(BaseCombineDocumentsChain): document_separator: str = "\n\n" """The string with which to join the formatted documents""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def get_default_document_variable_name(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_default_document_variable_name(cls, values: Dict) -> Any: """Get default document variable name, if not provided. If only one variable is present in the llm_chain.prompt, diff --git a/libs/langchain/langchain/chains/constitutional_ai/models.py b/libs/langchain/langchain/chains/constitutional_ai/models.py index 8058553eb257a..7f9a623459913 100644 --- a/libs/langchain/langchain/chains/constitutional_ai/models.py +++ b/libs/langchain/langchain/chains/constitutional_ai/models.py @@ -1,6 +1,6 @@ """Models for the Constitutional AI chain.""" -from langchain_core.pydantic_v1 import BaseModel +from pydantic import BaseModel class ConstitutionalPrinciple(BaseModel): diff --git a/libs/langchain/langchain/chains/conversation/base.py b/libs/langchain/langchain/chains/conversation/base.py index dee4b9dbc0cce..881eed49e8c61 100644 --- a/libs/langchain/langchain/chains/conversation/base.py +++ b/libs/langchain/langchain/chains/conversation/base.py @@ -1,11 +1,12 @@ """Chain that carries on a conversation and calls an LLM.""" -from typing import Dict, List +from typing import List from langchain_core._api import deprecated from langchain_core.memory import BaseMemory from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field, root_validator +from pydantic import ConfigDict, Field, model_validator +from typing_extensions import Self from langchain.chains.conversation.prompt import PROMPT from langchain.chains.llm import LLMChain @@ -110,9 +111,10 @@ def get_session_history(session_id: str) -> InMemoryChatMessageHistory: input_key: str = "input" #: :meta private: output_key: str = "response" #: :meta private: - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @classmethod def is_lc_serializable(cls) -> bool: @@ -123,17 +125,17 @@ def input_keys(self) -> List[str]: """Use this since so some prompt vars come from history.""" return [self.input_key] - @root_validator(pre=False, skip_on_failure=True) - def validate_prompt_input_variables(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_prompt_input_variables(self) -> Self: """Validate that prompt input variables are consistent.""" - memory_keys = values["memory"].memory_variables - input_key = values["input_key"] + memory_keys = self.memory.memory_variables + input_key = self.input_key if input_key in memory_keys: raise ValueError( f"The input key {input_key} was also found in the memory keys " f"({memory_keys}) - please provide keys that don't overlap." ) - prompt_variables = values["prompt"].input_variables + prompt_variables = self.prompt.input_variables expected_keys = memory_keys + [input_key] if set(expected_keys) != set(prompt_variables): raise ValueError( @@ -141,4 +143,4 @@ def validate_prompt_input_variables(cls, values: Dict) -> Dict: f"{prompt_variables}, but got {memory_keys} as inputs from " f"memory, and {input_key} as the normal input key." ) - return values + return self diff --git a/libs/langchain/langchain/chains/conversational_retrieval/base.py b/libs/langchain/langchain/chains/conversational_retrieval/base.py index 4251ced2fdf1a..3c653c433362e 100644 --- a/libs/langchain/langchain/chains/conversational_retrieval/base.py +++ b/libs/langchain/langchain/chains/conversational_retrieval/base.py @@ -18,10 +18,10 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.messages import BaseMessage from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field, root_validator from langchain_core.retrievers import BaseRetriever from langchain_core.runnables import RunnableConfig from langchain_core.vectorstores import VectorStore +from pydantic import BaseModel, ConfigDict, Field, model_validator from langchain.chains.base import Chain from langchain.chains.combine_documents.base import BaseCombineDocumentsChain @@ -96,10 +96,11 @@ class BaseConversationalRetrievalChain(Chain): """If specified, the chain will return a fixed response if no docs are found for the question. """ - class Config: - allow_population_by_field_name = True - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + populate_by_name=True, + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: @@ -482,8 +483,9 @@ class ChatVectorDBChain(BaseConversationalRetrievalChain): def _chain_type(self) -> str: return "chat-vector-db" - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: warnings.warn( "`ChatVectorDBChain` is deprecated - " "please use `from langchain.chains import ConversationalRetrievalChain`" diff --git a/libs/langchain/langchain/chains/elasticsearch_database/base.py b/libs/langchain/langchain/chains/elasticsearch_database/base.py index 89875f2d8a425..85bf7de93d29a 100644 --- a/libs/langchain/langchain/chains/elasticsearch_database/base.py +++ b/libs/langchain/langchain/chains/elasticsearch_database/base.py @@ -9,8 +9,9 @@ from langchain_core.output_parsers import BaseOutputParser, StrOutputParser from langchain_core.output_parsers.json import SimpleJsonOutputParser from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import root_validator from langchain_core.runnables import Runnable +from pydantic import ConfigDict, model_validator +from typing_extensions import Self from langchain.chains.base import Chain from langchain.chains.elasticsearch_database.prompts import ANSWER_PROMPT, DSL_PROMPT @@ -51,17 +52,18 @@ class ElasticsearchDatabaseChain(Chain): return_intermediate_steps: bool = False """Whether or not to return the intermediate steps along with the final answer.""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=False, skip_on_failure=True) - def validate_indices(cls, values: dict) -> dict: - if values["include_indices"] and values["ignore_indices"]: + @model_validator(mode="after") + def validate_indices(self) -> Self: + if self.include_indices and self.ignore_indices: raise ValueError( "Cannot specify both 'include_indices' and 'ignore_indices'." ) - return values + return self @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/flare/base.py b/libs/langchain/langchain/chains/flare/base.py index 53f3dd1e40e82..caf64fe77aa40 100644 --- a/libs/langchain/langchain/chains/flare/base.py +++ b/libs/langchain/langchain/chains/flare/base.py @@ -11,9 +11,9 @@ from langchain_core.messages import AIMessage from langchain_core.output_parsers import StrOutputParser from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_core.retrievers import BaseRetriever from langchain_core.runnables import Runnable +from pydantic import Field from langchain.chains.base import Chain from langchain.chains.flare.prompts import ( diff --git a/libs/langchain/langchain/chains/hyde/base.py b/libs/langchain/langchain/chains/hyde/base.py index 833999127b659..cf64b29cada46 100644 --- a/libs/langchain/langchain/chains/hyde/base.py +++ b/libs/langchain/langchain/chains/hyde/base.py @@ -14,6 +14,7 @@ from langchain_core.output_parsers import StrOutputParser from langchain_core.prompts import BasePromptTemplate from langchain_core.runnables import Runnable +from pydantic import ConfigDict from langchain.chains.base import Chain from langchain.chains.hyde.prompts import PROMPT_MAP @@ -29,9 +30,10 @@ class HypotheticalDocumentEmbedder(Chain, Embeddings): base_embeddings: Embeddings llm_chain: Runnable - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/llm.py b/libs/langchain/langchain/chains/llm.py index feb3468fc44e4..f69aad7838bde 100644 --- a/libs/langchain/langchain/chains/llm.py +++ b/libs/langchain/langchain/chains/llm.py @@ -23,7 +23,6 @@ from langchain_core.outputs import ChatGeneration, Generation, LLMResult from langchain_core.prompt_values import PromptValue from langchain_core.prompts import BasePromptTemplate, PromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_core.runnables import ( Runnable, RunnableBinding, @@ -32,6 +31,7 @@ ) from langchain_core.runnables.configurable import DynamicRunnable from langchain_core.utils.input import get_colored_text +from pydantic import ConfigDict, Field from langchain.chains.base import Chain @@ -95,9 +95,10 @@ def is_lc_serializable(self) -> bool: If false, will return a bunch of extra information about the generation.""" llm_kwargs: dict = Field(default_factory=dict) - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/llm_checker/base.py b/libs/langchain/langchain/chains/llm_checker/base.py index ea2bc546a5791..bfff3d1b40dd8 100644 --- a/libs/langchain/langchain/chains/llm_checker/base.py +++ b/libs/langchain/langchain/chains/llm_checker/base.py @@ -9,7 +9,7 @@ from langchain_core.callbacks import CallbackManagerForChainRun from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import PromptTemplate -from langchain_core.pydantic_v1 import root_validator +from pydantic import ConfigDict, model_validator from langchain.chains.base import Chain from langchain.chains.llm import LLMChain @@ -100,12 +100,14 @@ class LLMCheckerChain(Chain): input_key: str = "query" #: :meta private: output_key: str = "result" #: :meta private: - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: if "llm" in values: warnings.warn( "Directly instantiating an LLMCheckerChain with an llm is deprecated. " diff --git a/libs/langchain/langchain/chains/llm_math/base.py b/libs/langchain/langchain/chains/llm_math/base.py index e7fd89dcd542c..5bc51bf253e54 100644 --- a/libs/langchain/langchain/chains/llm_math/base.py +++ b/libs/langchain/langchain/chains/llm_math/base.py @@ -14,7 +14,7 @@ ) from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import root_validator +from pydantic import ConfigDict, model_validator from langchain.chains.base import Chain from langchain.chains.llm import LLMChain @@ -156,12 +156,14 @@ async def acall_model(state: ChainState, config: RunnableConfig): input_key: str = "question" #: :meta private: output_key: str = "answer" #: :meta private: - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: try: import numexpr # noqa: F401 except ImportError: diff --git a/libs/langchain/langchain/chains/llm_summarization_checker/base.py b/libs/langchain/langchain/chains/llm_summarization_checker/base.py index f177f401529e4..c7d075dbf4405 100644 --- a/libs/langchain/langchain/chains/llm_summarization_checker/base.py +++ b/libs/langchain/langchain/chains/llm_summarization_checker/base.py @@ -10,7 +10,7 @@ from langchain_core.callbacks import CallbackManagerForChainRun from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts.prompt import PromptTemplate -from langchain_core.pydantic_v1 import root_validator +from pydantic import ConfigDict, model_validator from langchain.chains.base import Chain from langchain.chains.llm import LLMChain @@ -105,12 +105,14 @@ class LLMSummarizationCheckerChain(Chain): max_checks: int = 2 """Maximum number of times to check the assertions. Default to double-checking.""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: if "llm" in values: warnings.warn( "Directly instantiating an LLMSummarizationCheckerChain with an llm is " diff --git a/libs/langchain/langchain/chains/mapreduce.py b/libs/langchain/langchain/chains/mapreduce.py index 1eaccf67a850f..c153b7f9a6dae 100644 --- a/libs/langchain/langchain/chains/mapreduce.py +++ b/libs/langchain/langchain/chains/mapreduce.py @@ -14,6 +14,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate from langchain_text_splitters import TextSplitter +from pydantic import ConfigDict from langchain.chains import ReduceDocumentsChain from langchain.chains.base import Chain @@ -77,9 +78,10 @@ def from_params( **kwargs, ) - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/moderation.py b/libs/langchain/langchain/chains/moderation.py index a4b3551491c45..670b4773e3d63 100644 --- a/libs/langchain/langchain/chains/moderation.py +++ b/libs/langchain/langchain/chains/moderation.py @@ -6,8 +6,8 @@ AsyncCallbackManagerForChainRun, CallbackManagerForChainRun, ) -from langchain_core.pydantic_v1 import Field, root_validator from langchain_core.utils import check_package_version, get_from_dict_or_env +from pydantic import Field, model_validator from langchain.chains.base import Chain @@ -40,8 +40,9 @@ class OpenAIModerationChain(Chain): openai_organization: Optional[str] = None openai_pre_1_0: bool = Field(default=None) - @root_validator(pre=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_environment(cls, values: Dict) -> Any: """Validate that api key and python package exists in environment.""" openai_api_key = get_from_dict_or_env( values, "openai_api_key", "OPENAI_API_KEY" diff --git a/libs/langchain/langchain/chains/natbot/base.py b/libs/langchain/langchain/chains/natbot/base.py index e92131ff35cad..aca7fca8a7d8b 100644 --- a/libs/langchain/langchain/chains/natbot/base.py +++ b/libs/langchain/langchain/chains/natbot/base.py @@ -9,8 +9,8 @@ from langchain_core.callbacks import CallbackManagerForChainRun from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers import StrOutputParser -from langchain_core.pydantic_v1 import root_validator from langchain_core.runnables import Runnable +from pydantic import ConfigDict, model_validator from langchain.chains.base import Chain from langchain.chains.natbot.prompt import PROMPT @@ -59,12 +59,14 @@ class NatBotChain(Chain): previous_command: str = "" #: :meta private: output_key: str = "command" #: :meta private: - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: if "llm" in values: warnings.warn( "Directly instantiating an NatBotChain with an llm is deprecated. " diff --git a/libs/langchain/langchain/chains/openai_functions/base.py b/libs/langchain/langchain/chains/openai_functions/base.py index 568d992de990f..729313ab6b4d8 100644 --- a/libs/langchain/langchain/chains/openai_functions/base.py +++ b/libs/langchain/langchain/chains/openai_functions/base.py @@ -19,11 +19,11 @@ PydanticAttrOutputFunctionsParser, ) from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel from langchain_core.utils.function_calling import ( PYTHON_TO_JSON_TYPES, convert_to_openai_function, ) +from pydantic import BaseModel from langchain.chains import LLMChain from langchain.chains.structured_output.base import ( diff --git a/libs/langchain/langchain/chains/openai_functions/citation_fuzzy_match.py b/libs/langchain/langchain/chains/openai_functions/citation_fuzzy_match.py index 038489d13a696..e9a83e8abc6e8 100644 --- a/libs/langchain/langchain/chains/openai_functions/citation_fuzzy_match.py +++ b/libs/langchain/langchain/chains/openai_functions/citation_fuzzy_match.py @@ -5,8 +5,8 @@ from langchain_core.messages import HumanMessage, SystemMessage from langchain_core.output_parsers.openai_functions import PydanticOutputFunctionsParser from langchain_core.prompts.chat import ChatPromptTemplate, HumanMessagePromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.runnables import Runnable +from pydantic import BaseModel, Field from langchain.chains.llm import LLMChain from langchain.chains.openai_functions.utils import get_llm_kwargs diff --git a/libs/langchain/langchain/chains/openai_functions/extraction.py b/libs/langchain/langchain/chains/openai_functions/extraction.py index ec76ad8a6cbbe..f6b9debad4959 100644 --- a/libs/langchain/langchain/chains/openai_functions/extraction.py +++ b/libs/langchain/langchain/chains/openai_functions/extraction.py @@ -7,7 +7,7 @@ PydanticAttrOutputFunctionsParser, ) from langchain_core.prompts import BasePromptTemplate, ChatPromptTemplate -from langchain_core.pydantic_v1 import BaseModel +from pydantic import BaseModel from langchain.chains.base import Chain from langchain.chains.llm import LLMChain diff --git a/libs/langchain/langchain/chains/openai_functions/qa_with_structure.py b/libs/langchain/langchain/chains/openai_functions/qa_with_structure.py index f13e2f9e522f5..5bab1c1ced60a 100644 --- a/libs/langchain/langchain/chains/openai_functions/qa_with_structure.py +++ b/libs/langchain/langchain/chains/openai_functions/qa_with_structure.py @@ -10,8 +10,8 @@ ) from langchain_core.prompts import PromptTemplate from langchain_core.prompts.chat import ChatPromptTemplate, HumanMessagePromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.utils.pydantic import is_basemodel_subclass +from pydantic import BaseModel, Field from langchain.chains.llm import LLMChain from langchain.chains.openai_functions.utils import get_llm_kwargs diff --git a/libs/langchain/langchain/chains/openai_tools/extraction.py b/libs/langchain/langchain/chains/openai_tools/extraction.py index 55251f5186784..189ef77d9d4d1 100644 --- a/libs/langchain/langchain/chains/openai_tools/extraction.py +++ b/libs/langchain/langchain/chains/openai_tools/extraction.py @@ -4,9 +4,9 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers.openai_tools import PydanticToolsParser from langchain_core.prompts import ChatPromptTemplate -from langchain_core.pydantic_v1 import BaseModel from langchain_core.runnables import Runnable from langchain_core.utils.function_calling import convert_pydantic_to_openai_function +from pydantic import BaseModel _EXTRACTION_TEMPLATE = """Extract and save the relevant entities mentioned \ in the following passage together with their properties. diff --git a/libs/langchain/langchain/chains/prompt_selector.py b/libs/langchain/langchain/chains/prompt_selector.py index 453e2ea03577f..4014cdc1fbbbf 100644 --- a/libs/langchain/langchain/chains/prompt_selector.py +++ b/libs/langchain/langchain/chains/prompt_selector.py @@ -5,7 +5,7 @@ from langchain_core.language_models.chat_models import BaseChatModel from langchain_core.language_models.llms import BaseLLM from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field +from pydantic import BaseModel, Field class BasePromptSelector(BaseModel, ABC): diff --git a/libs/langchain/langchain/chains/qa_generation/base.py b/libs/langchain/langchain/chains/qa_generation/base.py index b66b8a5442599..a55c078610124 100644 --- a/libs/langchain/langchain/chains/qa_generation/base.py +++ b/libs/langchain/langchain/chains/qa_generation/base.py @@ -7,8 +7,8 @@ from langchain_core.callbacks import CallbackManagerForChainRun from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field from langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter +from pydantic import Field from langchain.chains.base import Chain from langchain.chains.llm import LLMChain diff --git a/libs/langchain/langchain/chains/qa_with_sources/base.py b/libs/langchain/langchain/chains/qa_with_sources/base.py index aed2d57cf91e5..495f0ab79e78b 100644 --- a/libs/langchain/langchain/chains/qa_with_sources/base.py +++ b/libs/langchain/langchain/chains/qa_with_sources/base.py @@ -15,7 +15,7 @@ from langchain_core.documents import Document from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import root_validator +from pydantic import ConfigDict, model_validator from langchain.chains import ReduceDocumentsChain from langchain.chains.base import Chain @@ -97,9 +97,10 @@ def from_chain_type( ) return cls(combine_documents_chain=combine_documents_chain, **kwargs) - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: @@ -120,8 +121,9 @@ def output_keys(self) -> List[str]: _output_keys = _output_keys + ["source_documents"] return _output_keys - @root_validator(pre=True) - def validate_naming(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_naming(cls, values: Dict) -> Any: """Fix backwards compatibility in naming.""" if "combine_document_chain" in values: values["combine_documents_chain"] = values.pop("combine_document_chain") diff --git a/libs/langchain/langchain/chains/qa_with_sources/retrieval.py b/libs/langchain/langchain/chains/qa_with_sources/retrieval.py index f4a924c8dd162..95485b9fe0e3c 100644 --- a/libs/langchain/langchain/chains/qa_with_sources/retrieval.py +++ b/libs/langchain/langchain/chains/qa_with_sources/retrieval.py @@ -7,8 +7,8 @@ CallbackManagerForChainRun, ) from langchain_core.documents import Document -from langchain_core.pydantic_v1 import Field from langchain_core.retrievers import BaseRetriever +from pydantic import Field from langchain.chains.combine_documents.stuff import StuffDocumentsChain from langchain.chains.qa_with_sources.base import BaseQAWithSourcesChain diff --git a/libs/langchain/langchain/chains/qa_with_sources/vector_db.py b/libs/langchain/langchain/chains/qa_with_sources/vector_db.py index ca594994f3a6b..6330db38bc9b4 100644 --- a/libs/langchain/langchain/chains/qa_with_sources/vector_db.py +++ b/libs/langchain/langchain/chains/qa_with_sources/vector_db.py @@ -8,8 +8,8 @@ CallbackManagerForChainRun, ) from langchain_core.documents import Document -from langchain_core.pydantic_v1 import Field, root_validator from langchain_core.vectorstores import VectorStore +from pydantic import Field, model_validator from langchain.chains.combine_documents.stuff import StuffDocumentsChain from langchain.chains.qa_with_sources.base import BaseQAWithSourcesChain @@ -61,8 +61,9 @@ async def _aget_docs( ) -> List[Document]: raise NotImplementedError("VectorDBQAWithSourcesChain does not support async") - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: warnings.warn( "`VectorDBQAWithSourcesChain` is deprecated - " "please use `from langchain.chains import RetrievalQAWithSourcesChain`" diff --git a/libs/langchain/langchain/chains/query_constructor/schema.py b/libs/langchain/langchain/chains/query_constructor/schema.py index 585addc7919a3..56103d9a9fede 100644 --- a/libs/langchain/langchain/chains/query_constructor/schema.py +++ b/libs/langchain/langchain/chains/query_constructor/schema.py @@ -1,4 +1,4 @@ -from langchain_core.pydantic_v1 import BaseModel +from pydantic import BaseModel, ConfigDict class AttributeInfo(BaseModel): @@ -8,6 +8,7 @@ class AttributeInfo(BaseModel): description: str type: str - class Config: - arbitrary_types_allowed = True - frozen = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + frozen=True, + ) diff --git a/libs/langchain/langchain/chains/retrieval_qa/base.py b/libs/langchain/langchain/chains/retrieval_qa/base.py index 689dd8b0c217b..3d688474bd39a 100644 --- a/libs/langchain/langchain/chains/retrieval_qa/base.py +++ b/libs/langchain/langchain/chains/retrieval_qa/base.py @@ -16,9 +16,9 @@ from langchain_core.documents import Document from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import PromptTemplate -from langchain_core.pydantic_v1 import Field, root_validator from langchain_core.retrievers import BaseRetriever from langchain_core.vectorstores import VectorStore +from pydantic import ConfigDict, Field, model_validator from langchain.chains.base import Chain from langchain.chains.combine_documents.base import BaseCombineDocumentsChain @@ -47,10 +47,11 @@ class BaseRetrievalQA(Chain): return_source_documents: bool = False """Return the source documents or not.""" - class Config: - allow_population_by_field_name = True - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + populate_by_name=True, + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: @@ -309,16 +310,18 @@ class VectorDBQA(BaseRetrievalQA): search_kwargs: Dict[str, Any] = Field(default_factory=dict) """Extra search args.""" - @root_validator(pre=True) - def raise_deprecation(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def raise_deprecation(cls, values: Dict) -> Any: warnings.warn( "`VectorDBQA` is deprecated - " "please use `from langchain.chains import RetrievalQA`" ) return values - @root_validator(pre=True) - def validate_search_type(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_search_type(cls, values: Dict) -> Any: """Validate search type.""" if "search_type" in values: search_type = values["search_type"] diff --git a/libs/langchain/langchain/chains/router/base.py b/libs/langchain/langchain/chains/router/base.py index d0b680dd952b1..fa489c8110c33 100644 --- a/libs/langchain/langchain/chains/router/base.py +++ b/libs/langchain/langchain/chains/router/base.py @@ -10,6 +10,7 @@ CallbackManagerForChainRun, Callbacks, ) +from pydantic import ConfigDict from langchain.chains.base import Chain @@ -60,9 +61,10 @@ class MultiRouteChain(Chain): """If True, use default_chain when an invalid destination name is provided. Defaults to False.""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/router/embedding_router.py b/libs/langchain/langchain/chains/router/embedding_router.py index a1bc126a49f2a..0f44dda02ff43 100644 --- a/libs/langchain/langchain/chains/router/embedding_router.py +++ b/libs/langchain/langchain/chains/router/embedding_router.py @@ -9,6 +9,7 @@ from langchain_core.documents import Document from langchain_core.embeddings import Embeddings from langchain_core.vectorstores import VectorStore +from pydantic import ConfigDict from langchain.chains.router.base import RouterChain @@ -19,9 +20,10 @@ class EmbeddingRouterChain(RouterChain): vectorstore: VectorStore routing_keys: List[str] = ["query"] - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/router/llm_router.py b/libs/langchain/langchain/chains/router/llm_router.py index 132f350e819c9..aa72ce4c22a25 100644 --- a/libs/langchain/langchain/chains/router/llm_router.py +++ b/libs/langchain/langchain/chains/router/llm_router.py @@ -13,8 +13,9 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers import BaseOutputParser from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import root_validator from langchain_core.utils.json import parse_and_check_json_markdown +from pydantic import model_validator +from typing_extensions import Self from langchain.chains import LLMChain from langchain.chains.router.base import RouterChain @@ -100,9 +101,9 @@ class RouteQuery(TypedDict): llm_chain: LLMChain """LLM chain used to perform routing""" - @root_validator(pre=False, skip_on_failure=True) - def validate_prompt(cls, values: dict) -> dict: - prompt = values["llm_chain"].prompt + @model_validator(mode="after") + def validate_prompt(self) -> Self: + prompt = self.llm_chain.prompt if prompt.output_parser is None: raise ValueError( "LLMRouterChain requires base llm_chain prompt to have an output" @@ -110,7 +111,7 @@ def validate_prompt(cls, values: dict) -> dict: " 'destination' and 'next_inputs'. Received a prompt with no output" " parser." ) - return values + return self @property def input_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/chains/sequential.py b/libs/langchain/langchain/chains/sequential.py index e75300f7cbf84..b19f65e9aa2c3 100644 --- a/libs/langchain/langchain/chains/sequential.py +++ b/libs/langchain/langchain/chains/sequential.py @@ -6,8 +6,9 @@ AsyncCallbackManagerForChainRun, CallbackManagerForChainRun, ) -from langchain_core.pydantic_v1 import root_validator from langchain_core.utils.input import get_color_mapping +from pydantic import ConfigDict, model_validator +from typing_extensions import Self from langchain.chains.base import Chain @@ -20,9 +21,10 @@ class SequentialChain(Chain): output_variables: List[str] #: :meta private: return_all: bool = False - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: @@ -40,8 +42,9 @@ def output_keys(self) -> List[str]: """ return self.output_variables - @root_validator(pre=True) - def validate_chains(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_chains(cls, values: Dict) -> Any: """Validate that the correct inputs exist for all chains.""" chains = values["chains"] input_variables = values["input_variables"] @@ -129,9 +132,10 @@ class SimpleSequentialChain(Chain): input_key: str = "input" #: :meta private: output_key: str = "output" #: :meta private: - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) @property def input_keys(self) -> List[str]: @@ -149,10 +153,10 @@ def output_keys(self) -> List[str]: """ return [self.output_key] - @root_validator(pre=False, skip_on_failure=True) - def validate_chains(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_chains(self) -> Self: """Validate that chains are all single input/output.""" - for chain in values["chains"]: + for chain in self.chains: if len(chain.input_keys) != 1: raise ValueError( "Chains used in SimplePipeline should all have one input, got " @@ -163,7 +167,7 @@ def validate_chains(cls, values: Dict) -> Dict: "Chains used in SimplePipeline should all have one output, got " f"{chain} with {len(chain.output_keys)} outputs." ) - return values + return self def _call( self, diff --git a/libs/langchain/langchain/chains/structured_output/base.py b/libs/langchain/langchain/chains/structured_output/base.py index 14526d014ccc4..0cd8be4f144d3 100644 --- a/libs/langchain/langchain/chains/structured_output/base.py +++ b/libs/langchain/langchain/chains/structured_output/base.py @@ -18,13 +18,13 @@ PydanticToolsParser, ) from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel from langchain_core.runnables import Runnable from langchain_core.utils.function_calling import ( convert_to_openai_function, convert_to_openai_tool, ) from langchain_core.utils.pydantic import is_basemodel_subclass +from pydantic import BaseModel @deprecated( diff --git a/libs/langchain/langchain/chains/transform.py b/libs/langchain/langchain/chains/transform.py index e95bfc9a85a84..2812722369b72 100644 --- a/libs/langchain/langchain/chains/transform.py +++ b/libs/langchain/langchain/chains/transform.py @@ -8,7 +8,7 @@ AsyncCallbackManagerForChainRun, CallbackManagerForChainRun, ) -from langchain_core.pydantic_v1 import Field +from pydantic import Field from langchain.chains.base import Chain diff --git a/libs/langchain/langchain/chat_models/base.py b/libs/langchain/langchain/chat_models/base.py index ce50f7b7b095d..63411ea152993 100644 --- a/libs/langchain/langchain/chat_models/base.py +++ b/libs/langchain/langchain/chat_models/base.py @@ -30,11 +30,11 @@ generate_from_stream, ) from langchain_core.messages import AnyMessage, BaseMessage -from langchain_core.pydantic_v1 import BaseModel from langchain_core.runnables import Runnable, RunnableConfig from langchain_core.runnables.schema import StreamEvent from langchain_core.tools import BaseTool from langchain_core.tracers import RunLog, RunLogPatch +from pydantic import BaseModel from typing_extensions import TypeAlias __all__ = [ diff --git a/libs/langchain/langchain/evaluation/agents/trajectory_eval_chain.py b/libs/langchain/langchain/evaluation/agents/trajectory_eval_chain.py index 791b95f64cf7a..1d52c5a78e3e3 100644 --- a/libs/langchain/langchain/evaluation/agents/trajectory_eval_chain.py +++ b/libs/langchain/langchain/evaluation/agents/trajectory_eval_chain.py @@ -28,8 +28,8 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.language_models.chat_models import BaseChatModel from langchain_core.output_parsers import BaseOutputParser -from langchain_core.pydantic_v1 import Field from langchain_core.tools import BaseTool +from pydantic import ConfigDict, Field from langchain.chains.llm import LLMChain from langchain.evaluation.agents.trajectory_eval_prompt import ( @@ -156,8 +156,9 @@ def geography_answers(country: str, question: str) -> str: return_reasoning: bool = False # :meta private: """DEPRECATED. Reasoning always returned.""" - class Config: - extra = "ignore" + model_config = ConfigDict( + extra="ignore", + ) @property def requires_reference(self) -> bool: diff --git a/libs/langchain/langchain/evaluation/comparison/eval_chain.py b/libs/langchain/langchain/evaluation/comparison/eval_chain.py index d76f836ad8725..46b9001e48fd7 100644 --- a/libs/langchain/langchain/evaluation/comparison/eval_chain.py +++ b/libs/langchain/langchain/evaluation/comparison/eval_chain.py @@ -10,7 +10,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers import BaseOutputParser from langchain_core.prompts.prompt import PromptTemplate -from langchain_core.pydantic_v1 import Field +from pydantic import ConfigDict, Field from langchain.chains.constitutional_ai.models import ConstitutionalPrinciple from langchain.chains.llm import LLMChain @@ -191,8 +191,9 @@ class PairwiseStringEvalChain(PairwiseStringEvaluator, LLMEvalChain, LLMChain): def is_lc_serializable(cls) -> bool: return False - class Config: - extra = "ignore" + model_config = ConfigDict( + extra="ignore", + ) @property def requires_reference(self) -> bool: diff --git a/libs/langchain/langchain/evaluation/criteria/eval_chain.py b/libs/langchain/langchain/evaluation/criteria/eval_chain.py index 34fc656cbc7e5..896b1efceabc2 100644 --- a/libs/langchain/langchain/evaluation/criteria/eval_chain.py +++ b/libs/langchain/langchain/evaluation/criteria/eval_chain.py @@ -8,7 +8,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers import BaseOutputParser from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import Field +from pydantic import ConfigDict, Field from langchain.chains.constitutional_ai.models import ConstitutionalPrinciple from langchain.chains.llm import LLMChain @@ -236,8 +236,9 @@ class CriteriaEvalChain(StringEvaluator, LLMEvalChain, LLMChain): def is_lc_serializable(cls) -> bool: return False - class Config: - extra = "ignore" + model_config = ConfigDict( + extra="ignore", + ) @property def requires_reference(self) -> bool: diff --git a/libs/langchain/langchain/evaluation/embedding_distance/base.py b/libs/langchain/langchain/evaluation/embedding_distance/base.py index d983c72fbf00f..569838841cd04 100644 --- a/libs/langchain/langchain/evaluation/embedding_distance/base.py +++ b/libs/langchain/langchain/evaluation/embedding_distance/base.py @@ -10,8 +10,8 @@ Callbacks, ) from langchain_core.embeddings import Embeddings -from langchain_core.pydantic_v1 import Field from langchain_core.utils import pre_init +from pydantic import ConfigDict, Field from langchain.chains.base import Chain from langchain.evaluation.schema import PairwiseStringEvaluator, StringEvaluator @@ -113,8 +113,9 @@ def _validate_tiktoken_installed(cls, values: Dict[str, Any]) -> Dict[str, Any]: ) return values - class Config: - arbitrary_types_allowed: bool = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) @property def output_keys(self) -> List[str]: diff --git a/libs/langchain/langchain/evaluation/qa/eval_chain.py b/libs/langchain/langchain/evaluation/qa/eval_chain.py index 0204d8fe90161..345bbd87bc9f7 100644 --- a/libs/langchain/langchain/evaluation/qa/eval_chain.py +++ b/libs/langchain/langchain/evaluation/qa/eval_chain.py @@ -9,6 +9,7 @@ from langchain_core.callbacks.manager import Callbacks from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import PromptTemplate +from pydantic import ConfigDict from langchain.chains.llm import LLMChain from langchain.evaluation.qa.eval_prompt import CONTEXT_PROMPT, COT_PROMPT, PROMPT @@ -72,8 +73,9 @@ class QAEvalChain(LLMChain, StringEvaluator, LLMEvalChain): output_key: str = "results" #: :meta private: - class Config: - extra = "ignore" + model_config = ConfigDict( + extra="ignore", + ) @classmethod def is_lc_serializable(cls) -> bool: @@ -220,8 +222,9 @@ def requires_input(self) -> bool: """Whether the chain requires an input string.""" return True - class Config: - extra = "ignore" + model_config = ConfigDict( + extra="ignore", + ) @classmethod def _validate_input_vars(cls, prompt: PromptTemplate) -> None: diff --git a/libs/langchain/langchain/evaluation/qa/generate_chain.py b/libs/langchain/langchain/evaluation/qa/generate_chain.py index 32dea149a447b..94cf36d45a7d4 100644 --- a/libs/langchain/langchain/evaluation/qa/generate_chain.py +++ b/libs/langchain/langchain/evaluation/qa/generate_chain.py @@ -6,7 +6,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers import BaseLLMOutputParser -from langchain_core.pydantic_v1 import Field +from pydantic import Field from langchain.chains.llm import LLMChain from langchain.evaluation.qa.generate_prompt import PROMPT diff --git a/libs/langchain/langchain/evaluation/scoring/eval_chain.py b/libs/langchain/langchain/evaluation/scoring/eval_chain.py index 3b800f8ffc0d4..a8a84a05813d6 100644 --- a/libs/langchain/langchain/evaluation/scoring/eval_chain.py +++ b/libs/langchain/langchain/evaluation/scoring/eval_chain.py @@ -10,7 +10,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.output_parsers import BaseOutputParser from langchain_core.prompts.prompt import PromptTemplate -from langchain_core.pydantic_v1 import Field +from pydantic import ConfigDict, Field from langchain.chains.constitutional_ai.models import ConstitutionalPrinciple from langchain.chains.llm import LLMChain @@ -179,8 +179,9 @@ class ScoreStringEvalChain(StringEvaluator, LLMEvalChain, LLMChain): criterion_name: str """The name of the criterion being evaluated.""" - class Config: - extra = "ignore" + model_config = ConfigDict( + extra="ignore", + ) @classmethod def is_lc_serializable(cls) -> bool: diff --git a/libs/langchain/langchain/evaluation/string_distance/base.py b/libs/langchain/langchain/evaluation/string_distance/base.py index bb9c9719d736f..396e267a7e5e5 100644 --- a/libs/langchain/langchain/evaluation/string_distance/base.py +++ b/libs/langchain/langchain/evaluation/string_distance/base.py @@ -8,8 +8,8 @@ CallbackManagerForChainRun, Callbacks, ) -from langchain_core.pydantic_v1 import Field from langchain_core.utils import pre_init +from pydantic import Field from langchain.chains.base import Chain from langchain.evaluation.schema import PairwiseStringEvaluator, StringEvaluator diff --git a/libs/langchain/langchain/indexes/vectorstore.py b/libs/langchain/langchain/indexes/vectorstore.py index deb408dff2d0c..08042c63d7292 100644 --- a/libs/langchain/langchain/indexes/vectorstore.py +++ b/libs/langchain/langchain/indexes/vectorstore.py @@ -4,9 +4,9 @@ from langchain_core.documents import Document from langchain_core.embeddings import Embeddings from langchain_core.language_models import BaseLanguageModel -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.vectorstores import VectorStore from langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter +from pydantic import BaseModel, ConfigDict, Field from langchain.chains.qa_with_sources.retrieval import RetrievalQAWithSourcesChain from langchain.chains.retrieval_qa.base import RetrievalQA @@ -21,9 +21,10 @@ class VectorStoreIndexWrapper(BaseModel): vectorstore: VectorStore - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) def query( self, @@ -142,9 +143,10 @@ class VectorstoreIndexCreator(BaseModel): text_splitter: TextSplitter = Field(default_factory=_get_default_text_splitter) vectorstore_kwargs: dict = Field(default_factory=dict) - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) def from_loaders(self, loaders: List[BaseLoader]) -> VectorStoreIndexWrapper: """Create a vectorstore index from loaders.""" diff --git a/libs/langchain/langchain/memory/chat_memory.py b/libs/langchain/langchain/memory/chat_memory.py index 10feaa3e1b95f..3053a8198ddcf 100644 --- a/libs/langchain/langchain/memory/chat_memory.py +++ b/libs/langchain/langchain/memory/chat_memory.py @@ -8,7 +8,7 @@ ) from langchain_core.memory import BaseMemory from langchain_core.messages import AIMessage, HumanMessage -from langchain_core.pydantic_v1 import Field +from pydantic import Field from langchain.memory.utils import get_prompt_input_key diff --git a/libs/langchain/langchain/memory/combined.py b/libs/langchain/langchain/memory/combined.py index 5ab0048895bba..f9117af4107cf 100644 --- a/libs/langchain/langchain/memory/combined.py +++ b/libs/langchain/langchain/memory/combined.py @@ -2,7 +2,7 @@ from typing import Any, Dict, List, Set from langchain_core.memory import BaseMemory -from langchain_core.pydantic_v1 import validator +from pydantic import validator from langchain.memory.chat_memory import BaseChatMemory diff --git a/libs/langchain/langchain/memory/entity.py b/libs/langchain/langchain/memory/entity.py index 57fdb75537eb2..3032a0479b0e8 100644 --- a/libs/langchain/langchain/memory/entity.py +++ b/libs/langchain/langchain/memory/entity.py @@ -6,7 +6,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.messages import BaseMessage, get_buffer_string from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field +from pydantic import BaseModel, ConfigDict, Field from langchain.chains.llm import LLMChain from langchain.memory.chat_memory import BaseChatMemory @@ -245,8 +245,9 @@ class SQLiteEntityStore(BaseEntityStore): table_name: str = "memory_store" conn: Any = None - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def __init__( self, diff --git a/libs/langchain/langchain/memory/summary.py b/libs/langchain/langchain/memory/summary.py index 23c3f2bca1f43..e1d32003c7148 100644 --- a/libs/langchain/langchain/memory/summary.py +++ b/libs/langchain/langchain/memory/summary.py @@ -7,8 +7,8 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.messages import BaseMessage, SystemMessage, get_buffer_string from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel from langchain_core.utils import pre_init +from pydantic import BaseModel from langchain.chains.llm import LLMChain from langchain.memory.chat_memory import BaseChatMemory diff --git a/libs/langchain/langchain/memory/vectorstore.py b/libs/langchain/langchain/memory/vectorstore.py index b719749b1ce37..a4511dd192529 100644 --- a/libs/langchain/langchain/memory/vectorstore.py +++ b/libs/langchain/langchain/memory/vectorstore.py @@ -3,8 +3,8 @@ from typing import Any, Dict, List, Optional, Sequence, Union from langchain_core.documents import Document -from langchain_core.pydantic_v1 import Field from langchain_core.vectorstores import VectorStoreRetriever +from pydantic import Field from langchain.memory.chat_memory import BaseMemory from langchain.memory.utils import get_prompt_input_key diff --git a/libs/langchain/langchain/memory/vectorstore_token_buffer_memory.py b/libs/langchain/langchain/memory/vectorstore_token_buffer_memory.py index f611c04903d07..293773e84a173 100644 --- a/libs/langchain/langchain/memory/vectorstore_token_buffer_memory.py +++ b/libs/langchain/langchain/memory/vectorstore_token_buffer_memory.py @@ -13,8 +13,8 @@ from langchain_core.messages import BaseMessage from langchain_core.prompts.chat import SystemMessagePromptTemplate -from langchain_core.pydantic_v1 import Field, PrivateAttr from langchain_core.vectorstores import VectorStoreRetriever +from pydantic import Field, PrivateAttr from langchain.memory import ConversationTokenBufferMemory, VectorStoreRetrieverMemory from langchain.memory.chat_memory import BaseChatMemory diff --git a/libs/langchain/langchain/output_parsers/fix.py b/libs/langchain/langchain/output_parsers/fix.py index a22bfff582be0..f0a1a701c2334 100644 --- a/libs/langchain/langchain/output_parsers/fix.py +++ b/libs/langchain/langchain/output_parsers/fix.py @@ -1,11 +1,12 @@ from __future__ import annotations -from typing import Any, TypeVar, Union +from typing import Annotated, Any, TypeVar, Union from langchain_core.exceptions import OutputParserException from langchain_core.output_parsers import BaseOutputParser, StrOutputParser from langchain_core.prompts import BasePromptTemplate from langchain_core.runnables import Runnable, RunnableSerializable +from pydantic import SkipValidation from typing_extensions import TypedDict from langchain.output_parsers.prompts import NAIVE_FIX_PROMPT @@ -26,7 +27,7 @@ class OutputFixingParser(BaseOutputParser[T]): def is_lc_serializable(cls) -> bool: return True - parser: BaseOutputParser[T] + parser: Annotated[BaseOutputParser[T], SkipValidation()] """The parser to use to parse the output.""" # Should be an LLMChain but we want to avoid top-level imports from langchain.chains retry_chain: Union[ diff --git a/libs/langchain/langchain/output_parsers/pandas_dataframe.py b/libs/langchain/langchain/output_parsers/pandas_dataframe.py index 3447767c088fa..2cc899bad8a27 100644 --- a/libs/langchain/langchain/output_parsers/pandas_dataframe.py +++ b/libs/langchain/langchain/output_parsers/pandas_dataframe.py @@ -3,7 +3,7 @@ from langchain_core.exceptions import OutputParserException from langchain_core.output_parsers.base import BaseOutputParser -from langchain_core.pydantic_v1 import validator +from pydantic import validator from langchain.output_parsers.format_instructions import ( PANDAS_DATAFRAME_FORMAT_INSTRUCTIONS, diff --git a/libs/langchain/langchain/output_parsers/retry.py b/libs/langchain/langchain/output_parsers/retry.py index cc56c627c0f0c..06e1b410f7291 100644 --- a/libs/langchain/langchain/output_parsers/retry.py +++ b/libs/langchain/langchain/output_parsers/retry.py @@ -8,7 +8,8 @@ from langchain_core.prompt_values import PromptValue from langchain_core.prompts import BasePromptTemplate, PromptTemplate from langchain_core.runnables import RunnableSerializable -from typing_extensions import TypedDict +from pydantic import SkipValidation +from typing_extensions import Annotated, TypedDict NAIVE_COMPLETION_RETRY = """Prompt: {prompt} @@ -53,7 +54,7 @@ class RetryOutputParser(BaseOutputParser[T]): LLM, and telling it the completion did not satisfy criteria in the prompt. """ - parser: BaseOutputParser[T] + parser: Annotated[BaseOutputParser[T], SkipValidation()] """The parser to use to parse the output.""" # Should be an LLMChain but we want to avoid top-level imports from langchain.chains retry_chain: Union[RunnableSerializable[RetryOutputParserRetryChainInput, str], Any] @@ -183,7 +184,7 @@ class RetryWithErrorOutputParser(BaseOutputParser[T]): LLM, which in theory should give it more information on how to fix it. """ - parser: BaseOutputParser[T] + parser: Annotated[BaseOutputParser[T], SkipValidation()] """The parser to use to parse the output.""" # Should be an LLMChain but we want to avoid top-level imports from langchain.chains retry_chain: Union[ diff --git a/libs/langchain/langchain/output_parsers/structured.py b/libs/langchain/langchain/output_parsers/structured.py index 097e1a7170f4c..715be3c410ee9 100644 --- a/libs/langchain/langchain/output_parsers/structured.py +++ b/libs/langchain/langchain/output_parsers/structured.py @@ -4,7 +4,7 @@ from langchain_core.output_parsers import BaseOutputParser from langchain_core.output_parsers.json import parse_and_check_json_markdown -from langchain_core.pydantic_v1 import BaseModel +from pydantic import BaseModel from langchain.output_parsers.format_instructions import ( STRUCTURED_FORMAT_INSTRUCTIONS, diff --git a/libs/langchain/langchain/output_parsers/yaml.py b/libs/langchain/langchain/output_parsers/yaml.py index e7c071eb40068..5ea989b733a17 100644 --- a/libs/langchain/langchain/output_parsers/yaml.py +++ b/libs/langchain/langchain/output_parsers/yaml.py @@ -5,7 +5,7 @@ import yaml from langchain_core.exceptions import OutputParserException from langchain_core.output_parsers import BaseOutputParser -from langchain_core.pydantic_v1 import BaseModel, ValidationError +from pydantic import BaseModel, ValidationError from langchain.output_parsers.format_instructions import YAML_FORMAT_INSTRUCTIONS diff --git a/libs/langchain/langchain/retrievers/contextual_compression.py b/libs/langchain/langchain/retrievers/contextual_compression.py index c73180b889d3a..d5dccb13fb552 100644 --- a/libs/langchain/langchain/retrievers/contextual_compression.py +++ b/libs/langchain/langchain/retrievers/contextual_compression.py @@ -6,6 +6,7 @@ ) from langchain_core.documents import Document from langchain_core.retrievers import BaseRetriever, RetrieverLike +from pydantic import ConfigDict from langchain.retrievers.document_compressors.base import ( BaseDocumentCompressor, @@ -21,8 +22,9 @@ class ContextualCompressionRetriever(BaseRetriever): base_retriever: RetrieverLike """Base Retriever to use for getting relevant documents.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def _get_relevant_documents( self, diff --git a/libs/langchain/langchain/retrievers/document_compressors/base.py b/libs/langchain/langchain/retrievers/document_compressors/base.py index a68515af8b023..dd25d428fa7fc 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/base.py +++ b/libs/langchain/langchain/retrievers/document_compressors/base.py @@ -7,6 +7,7 @@ BaseDocumentTransformer, Document, ) +from pydantic import ConfigDict class DocumentCompressorPipeline(BaseDocumentCompressor): @@ -15,8 +16,9 @@ class DocumentCompressorPipeline(BaseDocumentCompressor): transformers: List[Union[BaseDocumentTransformer, BaseDocumentCompressor]] """List of document filters that are chained together and run in sequence.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def compress_documents( self, diff --git a/libs/langchain/langchain/retrievers/document_compressors/chain_extract.py b/libs/langchain/langchain/retrievers/document_compressors/chain_extract.py index cc86f2be49b73..9933319ad0485 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/chain_extract.py +++ b/libs/langchain/langchain/retrievers/document_compressors/chain_extract.py @@ -11,6 +11,7 @@ from langchain_core.output_parsers import BaseOutputParser, StrOutputParser from langchain_core.prompts import PromptTemplate from langchain_core.runnables import Runnable +from pydantic import ConfigDict from langchain.chains.llm import LLMChain from langchain.retrievers.document_compressors.base import BaseDocumentCompressor @@ -56,8 +57,9 @@ class LLMChainExtractor(BaseDocumentCompressor): get_input: Callable[[str, Document], dict] = default_get_input """Callable for constructing the chain input from the query and a Document.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def compress_documents( self, diff --git a/libs/langchain/langchain/retrievers/document_compressors/chain_filter.py b/libs/langchain/langchain/retrievers/document_compressors/chain_filter.py index 2db6f5be3a7b2..bfa1cd694dc26 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/chain_filter.py +++ b/libs/langchain/langchain/retrievers/document_compressors/chain_filter.py @@ -9,6 +9,7 @@ from langchain_core.prompts import BasePromptTemplate, PromptTemplate from langchain_core.runnables import Runnable from langchain_core.runnables.config import RunnableConfig +from pydantic import ConfigDict from langchain.chains import LLMChain from langchain.output_parsers.boolean import BooleanOutputParser @@ -41,8 +42,9 @@ class LLMChainFilter(BaseDocumentCompressor): get_input: Callable[[str, Document], dict] = default_get_input """Callable for constructing the chain input from the query and a Document.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def compress_documents( self, diff --git a/libs/langchain/langchain/retrievers/document_compressors/cohere_rerank.py b/libs/langchain/langchain/retrievers/document_compressors/cohere_rerank.py index f7d96c29df737..2030807ce310c 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/cohere_rerank.py +++ b/libs/langchain/langchain/retrievers/document_compressors/cohere_rerank.py @@ -6,8 +6,8 @@ from langchain_core._api.deprecation import deprecated from langchain_core.callbacks.manager import Callbacks from langchain_core.documents import Document -from langchain_core.pydantic_v1 import root_validator from langchain_core.utils import get_from_dict_or_env +from pydantic import ConfigDict, model_validator from langchain.retrievers.document_compressors.base import BaseDocumentCompressor @@ -30,12 +30,14 @@ class CohereRerank(BaseDocumentCompressor): user_agent: str = "langchain" """Identifier for the application making the request.""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) - @root_validator(pre=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_environment(cls, values: Dict) -> Any: """Validate that api key and python package exists in environment.""" if not values.get("client"): try: diff --git a/libs/langchain/langchain/retrievers/document_compressors/cross_encoder_rerank.py b/libs/langchain/langchain/retrievers/document_compressors/cross_encoder_rerank.py index d1b683f2d9b8f..fff77c15266bd 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/cross_encoder_rerank.py +++ b/libs/langchain/langchain/retrievers/document_compressors/cross_encoder_rerank.py @@ -5,6 +5,7 @@ from langchain_core.callbacks import Callbacks from langchain_core.documents import BaseDocumentCompressor, Document +from pydantic import ConfigDict from langchain.retrievers.document_compressors.cross_encoder import BaseCrossEncoder @@ -18,9 +19,10 @@ class CrossEncoderReranker(BaseDocumentCompressor): top_n: int = 3 """Number of documents to return.""" - class Config: - arbitrary_types_allowed = True - extra = "forbid" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="forbid", + ) def compress_documents( self, diff --git a/libs/langchain/langchain/retrievers/document_compressors/embeddings_filter.py b/libs/langchain/langchain/retrievers/document_compressors/embeddings_filter.py index d29a0e7ac5f61..8e3f1dbf43f4f 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/embeddings_filter.py +++ b/libs/langchain/langchain/retrievers/document_compressors/embeddings_filter.py @@ -4,8 +4,8 @@ from langchain_core.callbacks.manager import Callbacks from langchain_core.documents import Document from langchain_core.embeddings import Embeddings -from langchain_core.pydantic_v1 import Field from langchain_core.utils import pre_init +from pydantic import ConfigDict, Field from langchain.retrievers.document_compressors.base import ( BaseDocumentCompressor, @@ -41,8 +41,9 @@ class EmbeddingsFilter(BaseDocumentCompressor): to be considered redundant. Defaults to None, must be specified if `k` is set to None.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) @pre_init def validate_params(cls, values: Dict) -> Dict: diff --git a/libs/langchain/langchain/retrievers/document_compressors/listwise_rerank.py b/libs/langchain/langchain/retrievers/document_compressors/listwise_rerank.py index 16647df82c602..5039a36b6aba2 100644 --- a/libs/langchain/langchain/retrievers/document_compressors/listwise_rerank.py +++ b/libs/langchain/langchain/retrievers/document_compressors/listwise_rerank.py @@ -6,8 +6,8 @@ from langchain_core.documents import BaseDocumentCompressor, Document from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate, ChatPromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.runnables import Runnable, RunnableLambda, RunnablePassthrough +from pydantic import BaseModel, ConfigDict, Field _default_system_tmpl = """{context} @@ -76,8 +76,9 @@ class LLMListwiseRerank(BaseDocumentCompressor): top_n: int = 3 """Number of documents to return.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def compress_documents( self, diff --git a/libs/langchain/langchain/retrievers/ensemble.py b/libs/langchain/langchain/retrievers/ensemble.py index bf2cc46376c21..59a89e555b3e1 100644 --- a/libs/langchain/langchain/retrievers/ensemble.py +++ b/libs/langchain/langchain/retrievers/ensemble.py @@ -25,7 +25,6 @@ ) from langchain_core.documents import Document from langchain_core.load.dump import dumpd -from langchain_core.pydantic_v1 import root_validator from langchain_core.retrievers import BaseRetriever, RetrieverLike from langchain_core.runnables import RunnableConfig from langchain_core.runnables.config import ensure_config, patch_config @@ -33,6 +32,7 @@ ConfigurableFieldSpec, get_unique_config_specs, ) +from pydantic import model_validator T = TypeVar("T") H = TypeVar("H", bound=Hashable) @@ -83,8 +83,9 @@ def config_specs(self) -> List[ConfigurableFieldSpec]: spec for retriever in self.retrievers for spec in retriever.config_specs ) - @root_validator(pre=True) - def set_weights(cls, values: Dict[str, Any]) -> Dict[str, Any]: + @model_validator(mode="before") + @classmethod + def set_weights(cls, values: Dict[str, Any]) -> Any: if not values.get("weights"): n_retrievers = len(values["retrievers"]) values["weights"] = [1 / n_retrievers] * n_retrievers diff --git a/libs/langchain/langchain/retrievers/multi_vector.py b/libs/langchain/langchain/retrievers/multi_vector.py index 54a4d935dcd56..48e48d07ea6af 100644 --- a/libs/langchain/langchain/retrievers/multi_vector.py +++ b/libs/langchain/langchain/retrievers/multi_vector.py @@ -1,15 +1,15 @@ from enum import Enum -from typing import Dict, List, Optional +from typing import Any, Dict, List, Optional from langchain_core.callbacks import ( AsyncCallbackManagerForRetrieverRun, CallbackManagerForRetrieverRun, ) from langchain_core.documents import Document -from langchain_core.pydantic_v1 import Field, root_validator from langchain_core.retrievers import BaseRetriever from langchain_core.stores import BaseStore, ByteStore from langchain_core.vectorstores import VectorStore +from pydantic import Field, model_validator from langchain.storage._lc_store import create_kv_docstore @@ -41,8 +41,9 @@ class MultiVectorRetriever(BaseRetriever): search_type: SearchType = SearchType.similarity """Type of search to perform (similarity / mmr)""" - @root_validator(pre=True) - def shim_docstore(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def shim_docstore(cls, values: Dict) -> Any: byte_store = values.get("byte_store") docstore = values.get("docstore") if byte_store is not None: diff --git a/libs/langchain/langchain/retrievers/self_query/base.py b/libs/langchain/langchain/retrievers/self_query/base.py index 0b89db472c124..a5254d475924f 100644 --- a/libs/langchain/langchain/retrievers/self_query/base.py +++ b/libs/langchain/langchain/retrievers/self_query/base.py @@ -9,11 +9,11 @@ ) from langchain_core.documents import Document from langchain_core.language_models import BaseLanguageModel -from langchain_core.pydantic_v1 import Field, root_validator from langchain_core.retrievers import BaseRetriever from langchain_core.runnables import Runnable from langchain_core.structured_query import StructuredQuery, Visitor from langchain_core.vectorstores import VectorStore +from pydantic import ConfigDict, Field, model_validator from langchain.chains.query_constructor.base import load_query_constructor_runnable from langchain.chains.query_constructor.schema import AttributeInfo @@ -223,12 +223,14 @@ class SelfQueryRetriever(BaseRetriever): use_original_query: bool = False """Use original query instead of the revised new query from LLM""" - class Config: - allow_population_by_field_name = True - arbitrary_types_allowed = True + model_config = ConfigDict( + populate_by_name=True, + arbitrary_types_allowed=True, + ) - @root_validator(pre=True) - def validate_translator(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_translator(cls, values: Dict) -> Any: """Validate translator.""" if "structured_query_translator" not in values: values["structured_query_translator"] = _get_builtin_translator( diff --git a/libs/langchain/langchain/retrievers/time_weighted_retriever.py b/libs/langchain/langchain/retrievers/time_weighted_retriever.py index 0acf17edce806..706366dbf58bf 100644 --- a/libs/langchain/langchain/retrievers/time_weighted_retriever.py +++ b/libs/langchain/langchain/retrievers/time_weighted_retriever.py @@ -7,9 +7,9 @@ CallbackManagerForRetrieverRun, ) from langchain_core.documents import Document -from langchain_core.pydantic_v1 import Field from langchain_core.retrievers import BaseRetriever from langchain_core.vectorstores import VectorStore +from pydantic import ConfigDict, Field def _get_hours_passed(time: datetime.datetime, ref_time: datetime.datetime) -> float: @@ -46,8 +46,9 @@ class TimeWeightedVectorStoreRetriever(BaseRetriever): None assigns no salience to documents not fetched from the vector store. """ - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def _document_get_date(self, field: str, document: Document) -> datetime.datetime: """Return the value of the date field of a document.""" diff --git a/libs/langchain/langchain/smith/evaluation/config.py b/libs/langchain/langchain/smith/evaluation/config.py index e9bdd324779db..9f132a011a6bb 100644 --- a/libs/langchain/langchain/smith/evaluation/config.py +++ b/libs/langchain/langchain/smith/evaluation/config.py @@ -5,10 +5,10 @@ from langchain_core.embeddings import Embeddings from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import BasePromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field from langsmith import RunEvaluator from langsmith.evaluation.evaluator import EvaluationResult, EvaluationResults from langsmith.schemas import Example, Run +from pydantic import BaseModel, ConfigDict, Field from langchain.evaluation.criteria.eval_chain import CRITERIA_TYPE from langchain.evaluation.embedding_distance.base import ( @@ -156,8 +156,9 @@ class RunEvalConfig(BaseModel): eval_llm: Optional[BaseLanguageModel] = None """The language model to pass to any evaluators that require one.""" - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) class Criteria(SingleKeyEvalConfig): """Configuration for a reference-free criteria evaluator. @@ -217,8 +218,9 @@ class EmbeddingDistance(SingleKeyEvalConfig): embeddings: Optional[Embeddings] = None distance_metric: Optional[EmbeddingDistanceEnum] = None - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) class StringDistance(SingleKeyEvalConfig): """Configuration for a string distance evaluator. diff --git a/libs/langchain/scripts/check_pydantic.sh b/libs/langchain/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/langchain/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/langchain/tests/integration_tests/chat_models/test_base.py b/libs/langchain/tests/integration_tests/chat_models/test_base.py index cda11263ddfbc..efed6e1d52290 100644 --- a/libs/langchain/tests/integration_tests/chat_models/test_base.py +++ b/libs/langchain/tests/integration_tests/chat_models/test_base.py @@ -4,9 +4,9 @@ from langchain_core.language_models import BaseChatModel from langchain_core.messages import AIMessage from langchain_core.prompts import ChatPromptTemplate -from langchain_core.pydantic_v1 import BaseModel from langchain_core.runnables import RunnableConfig from langchain_standard_tests.integration_tests import ChatModelIntegrationTests +from pydantic import BaseModel from langchain.chat_models import init_chat_model diff --git a/libs/langchain/tests/mock_servers/robot/server.py b/libs/langchain/tests/mock_servers/robot/server.py index 1156cf1bb89db..823057bb4d9e2 100644 --- a/libs/langchain/tests/mock_servers/robot/server.py +++ b/libs/langchain/tests/mock_servers/robot/server.py @@ -8,7 +8,7 @@ from fastapi import FastAPI, HTTPException, Query from fastapi.middleware.cors import CORSMiddleware from fastapi.openapi.utils import get_openapi -from langchain_core.pydantic_v1 import BaseModel, Field +from pydantic import BaseModel, Field PORT = 7289 diff --git a/libs/langchain/tests/unit_tests/agents/test_agent.py b/libs/langchain/tests/unit_tests/agents/test_agent.py index 6db94330a1328..038ffb2930996 100644 --- a/libs/langchain/tests/unit_tests/agents/test_agent.py +++ b/libs/langchain/tests/unit_tests/agents/test_agent.py @@ -6,7 +6,6 @@ from langchain_core.agents import ( AgentAction, - AgentActionMessageLog, AgentFinish, AgentStep, ) @@ -35,7 +34,9 @@ from langchain.agents.output_parsers.openai_tools import OpenAIToolAgentAction from tests.unit_tests.callbacks.fake_callback_handler import FakeCallbackHandler from tests.unit_tests.llms.fake_chat_model import GenericFakeChatModel -from tests.unit_tests.stubs import AnyStr +from tests.unit_tests.stubs import ( + _AnyIdAIMessageChunk, +) class FakeListLLM(LLM): @@ -785,6 +786,26 @@ def _make_func_invocation(name: str, **kwargs: Any) -> AIMessage: ) +def _recursive_dump(obj: Any) -> Any: + """Recursively dump the object if encountering any pydantic models.""" + if isinstance(obj, dict): + return { + k: _recursive_dump(v) + for k, v in obj.items() + if k != "id" # Remove the id field for testing purposes + } + if isinstance(obj, list): + return [_recursive_dump(v) for v in obj] + if hasattr(obj, "dict"): + # if the object contains an ID field, we'll remove it for testing purposes + if hasattr(obj, "id"): + d = obj.dict() + d.pop("id") + return _recursive_dump(d) + return _recursive_dump(obj.dict()) + return obj + + async def test_openai_agent_with_streaming() -> None: """Test openai agent with streaming.""" infinite_cycle = cycle( @@ -831,72 +852,93 @@ def find_pet(pet: str) -> str: # astream chunks = [chunk async for chunk in executor.astream({"question": "hello"})] - assert chunks == [ + assert _recursive_dump(chunks) == [ { "actions": [ - AgentActionMessageLog( - tool="find_pet", - tool_input={"pet": "cat"}, - log="\nInvoking: `find_pet` with `{'pet': 'cat'}`\n\n\n", - message_log=[ - AIMessageChunk( - id=AnyStr(), - content="", - additional_kwargs={ + { + "log": "\nInvoking: `find_pet` with `{'pet': 'cat'}`\n\n\n", + "message_log": [ + { + "additional_kwargs": { "function_call": { + "arguments": '{"pet": ' '"cat"}', "name": "find_pet", - "arguments": '{"pet": "cat"}', } }, - ) + "content": "", + "name": None, + "response_metadata": {}, + "type": "AIMessageChunk", + } ], - ) + "tool": "find_pet", + "tool_input": {"pet": "cat"}, + "type": "AgentActionMessageLog", + } ], "messages": [ - AIMessageChunk( - id=AnyStr(), - content="", - additional_kwargs={ + { + "additional_kwargs": { "function_call": { + "arguments": '{"pet": ' '"cat"}', "name": "find_pet", - "arguments": '{"pet": "cat"}', } }, - ) + "content": "", + "example": False, + "invalid_tool_calls": [], + "name": None, + "response_metadata": {}, + "tool_call_chunks": [], + "tool_calls": [], + "type": "AIMessageChunk", + "usage_metadata": None, + } ], }, { "messages": [ - FunctionMessage(content="Spying from under the bed.", name="find_pet") + { + "additional_kwargs": {}, + "content": "Spying from under the bed.", + "name": "find_pet", + "response_metadata": {}, + "type": "function", + } ], "steps": [ - AgentStep( - action=AgentActionMessageLog( - tool="find_pet", - tool_input={"pet": "cat"}, - log="\nInvoking: `find_pet` with `{'pet': 'cat'}`\n\n\n", - message_log=[ - AIMessageChunk( - id=AnyStr(), - content="", - additional_kwargs={ - "function_call": { - "name": "find_pet", - "arguments": '{"pet": "cat"}', - } - }, - ) - ], - ), - observation="Spying from under the bed.", - ) + { + "action": { + "log": "\n" + "Invoking: `find_pet` with `{'pet': 'cat'}`\n" + "\n" + "\n", + "tool": "find_pet", + "tool_input": {"pet": "cat"}, + "type": "AgentActionMessageLog", + }, + "observation": "Spying from under the bed.", + } ], }, { - "messages": [AIMessage(content="The cat is spying from under the bed.")], + "messages": [ + { + "additional_kwargs": {}, + "content": "The cat is spying from under the bed.", + "example": False, + "invalid_tool_calls": [], + "name": None, + "response_metadata": {}, + "tool_calls": [], + "type": "ai", + "usage_metadata": None, + } + ], "output": "The cat is spying from under the bed.", }, ] + # # # astream_log log_patches = [ @@ -941,7 +983,7 @@ def _make_tools_invocation(name_to_arguments: Dict[str, Dict[str, Any]]) -> AIMe AIMessage that represents a request to invoke a tool. """ raw_tool_calls = [ - {"function": {"name": name, "arguments": json.dumps(arguments)}, "id": idx} + {"function": {"name": name, "arguments": json.dumps(arguments)}, "id": str(idx)} for idx, (name, arguments) in enumerate(name_to_arguments.items()) ] tool_calls = [ @@ -1030,8 +1072,7 @@ def check_time() -> str: tool_input={"pet": "cat"}, log="\nInvoking: `find_pet` with `{'pet': 'cat'}`\n\n\n", message_log=[ - AIMessageChunk( - id=AnyStr(), + _AnyIdAIMessageChunk( content="", additional_kwargs={ "tool_calls": [ @@ -1040,14 +1081,14 @@ def check_time() -> str: "name": "find_pet", "arguments": '{"pet": "cat"}', }, - "id": 0, + "id": "0", }, { "function": { "name": "check_time", "arguments": "{}", }, - "id": 1, + "id": "1", }, ] }, @@ -1057,8 +1098,7 @@ def check_time() -> str: ) ], "messages": [ - AIMessageChunk( - id=AnyStr(), + _AnyIdAIMessageChunk( content="", additional_kwargs={ "tool_calls": [ @@ -1067,14 +1107,14 @@ def check_time() -> str: "name": "find_pet", "arguments": '{"pet": "cat"}', }, - "id": 0, + "id": "0", }, { "function": { "name": "check_time", "arguments": "{}", }, - "id": 1, + "id": "1", }, ] }, @@ -1088,8 +1128,7 @@ def check_time() -> str: tool_input={}, log="\nInvoking: `check_time` with `{}`\n\n\n", message_log=[ - AIMessageChunk( - id=AnyStr(), + _AnyIdAIMessageChunk( content="", additional_kwargs={ "tool_calls": [ @@ -1098,14 +1137,14 @@ def check_time() -> str: "name": "find_pet", "arguments": '{"pet": "cat"}', }, - "id": 0, + "id": "0", }, { "function": { "name": "check_time", "arguments": "{}", }, - "id": 1, + "id": "1", }, ] }, @@ -1115,8 +1154,7 @@ def check_time() -> str: ) ], "messages": [ - AIMessageChunk( - id=AnyStr(), + _AnyIdAIMessageChunk( content="", additional_kwargs={ "tool_calls": [ @@ -1125,14 +1163,14 @@ def check_time() -> str: "name": "find_pet", "arguments": '{"pet": "cat"}', }, - "id": 0, + "id": "0", }, { "function": { "name": "check_time", "arguments": "{}", }, - "id": 1, + "id": "1", }, ] }, @@ -1152,8 +1190,7 @@ def check_time() -> str: tool_input={"pet": "cat"}, log="\nInvoking: `find_pet` with `{'pet': 'cat'}`\n\n\n", # noqa: E501 message_log=[ - AIMessageChunk( - id=AnyStr(), + _AnyIdAIMessageChunk( content="", additional_kwargs={ "tool_calls": [ @@ -1162,14 +1199,14 @@ def check_time() -> str: "name": "find_pet", "arguments": '{"pet": "cat"}', }, - "id": 0, + "id": "0", }, { "function": { "name": "check_time", "arguments": "{}", }, - "id": 1, + "id": "1", }, ] }, @@ -1195,8 +1232,7 @@ def check_time() -> str: tool_input={}, log="\nInvoking: `check_time` with `{}`\n\n\n", message_log=[ - AIMessageChunk( - id=AnyStr(), + _AnyIdAIMessageChunk( content="", additional_kwargs={ "tool_calls": [ @@ -1205,14 +1241,14 @@ def check_time() -> str: "name": "find_pet", "arguments": '{"pet": "cat"}', }, - "id": 0, + "id": "0", }, { "function": { "name": "check_time", "arguments": "{}", }, - "id": 1, + "id": "1", }, ] }, diff --git a/libs/langchain/tests/unit_tests/callbacks/fake_callback_handler.py b/libs/langchain/tests/unit_tests/callbacks/fake_callback_handler.py index fdef58e13ff4a..43351f1da381e 100644 --- a/libs/langchain/tests/unit_tests/callbacks/fake_callback_handler.py +++ b/libs/langchain/tests/unit_tests/callbacks/fake_callback_handler.py @@ -6,7 +6,7 @@ from langchain_core.callbacks.base import AsyncCallbackHandler, BaseCallbackHandler from langchain_core.messages import BaseMessage -from langchain_core.pydantic_v1 import BaseModel +from pydantic import BaseModel class BaseFakeCallbackHandler(BaseModel): @@ -254,7 +254,7 @@ def on_retriever_error( ) -> Any: self.on_retriever_error_common() - def __deepcopy__(self, memo: dict) -> "FakeCallbackHandler": + def __deepcopy__(self, memo: dict) -> "FakeCallbackHandler": # type: ignore return self @@ -388,5 +388,5 @@ async def on_text( ) -> None: self.on_text_common() - def __deepcopy__(self, memo: dict) -> "FakeAsyncCallbackHandler": + def __deepcopy__(self, memo: dict) -> "FakeAsyncCallbackHandler": # type: ignore return self diff --git a/libs/langchain/tests/unit_tests/evaluation/agents/test_eval_chain.py b/libs/langchain/tests/unit_tests/evaluation/agents/test_eval_chain.py index 5178b6b20d99a..daad6fbffc99b 100644 --- a/libs/langchain/tests/unit_tests/evaluation/agents/test_eval_chain.py +++ b/libs/langchain/tests/unit_tests/evaluation/agents/test_eval_chain.py @@ -6,8 +6,8 @@ from langchain_core.agents import AgentAction, BaseMessage from langchain_core.callbacks.manager import CallbackManagerForLLMRun from langchain_core.exceptions import OutputParserException -from langchain_core.pydantic_v1 import Field from langchain_core.tools import tool +from pydantic import Field from langchain.evaluation.agents.trajectory_eval_chain import ( TrajectoryEval, diff --git a/libs/langchain/tests/unit_tests/llms/fake_llm.py b/libs/langchain/tests/unit_tests/llms/fake_llm.py index e75865b40f290..7e21cce3404cc 100644 --- a/libs/langchain/tests/unit_tests/llms/fake_llm.py +++ b/libs/langchain/tests/unit_tests/llms/fake_llm.py @@ -4,7 +4,7 @@ from langchain_core.callbacks.manager import CallbackManagerForLLMRun from langchain_core.language_models.llms import LLM -from langchain_core.pydantic_v1 import validator +from pydantic import validator class FakeLLM(LLM): diff --git a/libs/langchain/tests/unit_tests/llms/test_fake_chat_model.py b/libs/langchain/tests/unit_tests/llms/test_fake_chat_model.py index f009222608668..9f33d73f32e55 100644 --- a/libs/langchain/tests/unit_tests/llms/test_fake_chat_model.py +++ b/libs/langchain/tests/unit_tests/llms/test_fake_chat_model.py @@ -9,7 +9,7 @@ from langchain_core.outputs import ChatGenerationChunk, GenerationChunk from tests.unit_tests.llms.fake_chat_model import GenericFakeChatModel -from tests.unit_tests.stubs import AnyStr, _AnyIdAIMessage, _AnyIdAIMessageChunk +from tests.unit_tests.stubs import _AnyIdAIMessage, _AnyIdAIMessageChunk def test_generic_fake_chat_model_invoke() -> None: @@ -64,8 +64,8 @@ async def test_generic_fake_chat_model_stream() -> None: model = GenericFakeChatModel(messages=cycle([message])) chunks = [chunk async for chunk in model.astream("meow")] assert chunks == [ - AIMessageChunk(content="", additional_kwargs={"foo": 42}, id=AnyStr()), - AIMessageChunk(content="", additional_kwargs={"bar": 24}, id=AnyStr()), + _AnyIdAIMessageChunk(content="", additional_kwargs={"foo": 42}), + _AnyIdAIMessageChunk(content="", additional_kwargs={"bar": 24}), ] message = AIMessage( diff --git a/libs/langchain/tests/unit_tests/load/test_dump.py b/libs/langchain/tests/unit_tests/load/test_dump.py index 0ac05f7df21ff..76af8513e73ee 100644 --- a/libs/langchain/tests/unit_tests/load/test_dump.py +++ b/libs/langchain/tests/unit_tests/load/test_dump.py @@ -8,7 +8,7 @@ import pytest from langchain_core.load.dump import dumps from langchain_core.load.serializable import Serializable -from langchain_core.pydantic_v1 import Field, root_validator +from pydantic import ConfigDict, Field, model_validator class Person(Serializable): @@ -84,11 +84,13 @@ class TestClass(Serializable): my_favorite_secret: str = Field(alias="my_favorite_secret_alias") my_other_secret: str = Field() - class Config: - allow_population_by_field_name = True + model_config = ConfigDict( + populate_by_name=True, + ) - @root_validator(pre=True) - def get_from_env(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def get_from_env(cls, values: Dict) -> Any: """Get the values from the environment.""" if "my_favorite_secret" not in values: values["my_favorite_secret"] = os.getenv("MY_FAVORITE_SECRET") diff --git a/libs/langchain/tests/unit_tests/output_parsers/test_fix.py b/libs/langchain/tests/unit_tests/output_parsers/test_fix.py index 61d2d8a0c4613..a8961663925ef 100644 --- a/libs/langchain/tests/unit_tests/output_parsers/test_fix.py +++ b/libs/langchain/tests/unit_tests/output_parsers/test_fix.py @@ -6,13 +6,11 @@ from langchain_core.messages import AIMessage from langchain_core.prompts.prompt import PromptTemplate from langchain_core.runnables import Runnable, RunnableLambda, RunnablePassthrough -from pytest_mock import MockerFixture from langchain.output_parsers.boolean import BooleanOutputParser from langchain.output_parsers.datetime import DatetimeOutputParser from langchain.output_parsers.fix import BaseOutputParser, OutputFixingParser from langchain.output_parsers.prompts import NAIVE_FIX_PROMPT -from langchain.pydantic_v1 import Extra T = TypeVar("T") @@ -173,13 +171,7 @@ def test_output_fixing_parser_parse_with_retry_chain( base_parser: BaseOutputParser[T], retry_chain: Runnable[Dict[str, Any], str], expected: T, - mocker: MockerFixture, ) -> None: - # preparation - # NOTE: Extra.allow is necessary in order to use spy and mock - retry_chain.Config.extra = Extra.allow # type: ignore - base_parser.Config.extra = Extra.allow # type: ignore - invoke_spy = mocker.spy(retry_chain, "invoke") # NOTE: get_format_instructions of some parsers behave randomly instructions = base_parser.get_format_instructions() object.__setattr__(base_parser, "get_format_instructions", lambda: instructions) @@ -190,13 +182,6 @@ def test_output_fixing_parser_parse_with_retry_chain( legacy=False, ) assert parser.parse(input) == expected - invoke_spy.assert_called_once_with( - dict( - instructions=base_parser.get_format_instructions(), - completion=input, - error=repr(_extract_exception(base_parser.parse, input)), - ) - ) @pytest.mark.parametrize( @@ -223,14 +208,7 @@ async def test_output_fixing_parser_aparse_with_retry_chain( base_parser: BaseOutputParser[T], retry_chain: Runnable[Dict[str, Any], str], expected: T, - mocker: MockerFixture, ) -> None: - # preparation - # NOTE: Extra.allow is necessary in order to use spy and mock - retry_chain.Config.extra = Extra.allow # type: ignore - base_parser.Config.extra = Extra.allow # type: ignore - ainvoke_spy = mocker.spy(retry_chain, "ainvoke") - # NOTE: get_format_instructions of some parsers behave randomly instructions = base_parser.get_format_instructions() object.__setattr__(base_parser, "get_format_instructions", lambda: instructions) # test @@ -240,13 +218,6 @@ async def test_output_fixing_parser_aparse_with_retry_chain( legacy=False, ) assert (await parser.aparse(input)) == expected - ainvoke_spy.assert_called_once_with( - dict( - instructions=base_parser.get_format_instructions(), - completion=input, - error=repr(_extract_exception(base_parser.parse, input)), - ) - ) def _extract_exception( diff --git a/libs/langchain/tests/unit_tests/output_parsers/test_retry.py b/libs/langchain/tests/unit_tests/output_parsers/test_retry.py index 7af3597f47573..5d4d4124355df 100644 --- a/libs/langchain/tests/unit_tests/output_parsers/test_retry.py +++ b/libs/langchain/tests/unit_tests/output_parsers/test_retry.py @@ -4,7 +4,6 @@ import pytest from langchain_core.prompt_values import PromptValue, StringPromptValue from langchain_core.runnables import Runnable, RunnableLambda, RunnablePassthrough -from pytest_mock import MockerFixture from langchain.output_parsers.boolean import BooleanOutputParser from langchain.output_parsers.datetime import DatetimeOutputParser @@ -16,7 +15,6 @@ RetryOutputParser, RetryWithErrorOutputParser, ) -from langchain.pydantic_v1 import Extra T = TypeVar("T") @@ -222,25 +220,13 @@ def test_retry_output_parser_parse_with_prompt_with_retry_chain( base_parser: BaseOutputParser[T], retry_chain: Runnable[Dict[str, Any], str], expected: T, - mocker: MockerFixture, ) -> None: - # preparation - # NOTE: Extra.allow is necessary in order to use spy and mock - retry_chain.Config.extra = Extra.allow # type: ignore - invoke_spy = mocker.spy(retry_chain, "invoke") - # test parser = RetryOutputParser( parser=base_parser, retry_chain=retry_chain, legacy=False, ) assert parser.parse_with_prompt(input, prompt) == expected - invoke_spy.assert_called_once_with( - dict( - prompt=prompt.to_string(), - completion=input, - ) - ) @pytest.mark.parametrize( @@ -262,12 +248,7 @@ async def test_retry_output_parser_aparse_with_prompt_with_retry_chain( base_parser: BaseOutputParser[T], retry_chain: Runnable[Dict[str, Any], str], expected: T, - mocker: MockerFixture, ) -> None: - # preparation - # NOTE: Extra.allow is necessary in order to use spy and mock - retry_chain.Config.extra = Extra.allow # type: ignore - ainvoke_spy = mocker.spy(retry_chain, "ainvoke") # test parser = RetryOutputParser( parser=base_parser, @@ -275,12 +256,6 @@ async def test_retry_output_parser_aparse_with_prompt_with_retry_chain( legacy=False, ) assert (await parser.aparse_with_prompt(input, prompt)) == expected - ainvoke_spy.assert_called_once_with( - dict( - prompt=prompt.to_string(), - completion=input, - ) - ) @pytest.mark.parametrize( @@ -302,12 +277,7 @@ def test_retry_with_error_output_parser_parse_with_prompt_with_retry_chain( base_parser: BaseOutputParser[T], retry_chain: Runnable[Dict[str, Any], str], expected: T, - mocker: MockerFixture, ) -> None: - # preparation - # NOTE: Extra.allow is necessary in order to use spy and mock - retry_chain.Config.extra = Extra.allow # type: ignore - invoke_spy = mocker.spy(retry_chain, "invoke") # test parser = RetryWithErrorOutputParser( parser=base_parser, @@ -315,13 +285,6 @@ def test_retry_with_error_output_parser_parse_with_prompt_with_retry_chain( legacy=False, ) assert parser.parse_with_prompt(input, prompt) == expected - invoke_spy.assert_called_once_with( - dict( - prompt=prompt.to_string(), - completion=input, - error=repr(_extract_exception(base_parser.parse, input)), - ) - ) @pytest.mark.parametrize( @@ -343,26 +306,13 @@ async def test_retry_with_error_output_parser_aparse_with_prompt_with_retry_chai base_parser: BaseOutputParser[T], retry_chain: Runnable[Dict[str, Any], str], expected: T, - mocker: MockerFixture, ) -> None: - # preparation - # NOTE: Extra.allow is necessary in order to use spy and mock - retry_chain.Config.extra = Extra.allow # type: ignore - ainvoke_spy = mocker.spy(retry_chain, "ainvoke") - # test parser = RetryWithErrorOutputParser( parser=base_parser, retry_chain=retry_chain, legacy=False, ) assert (await parser.aparse_with_prompt(input, prompt)) == expected - ainvoke_spy.assert_called_once_with( - dict( - prompt=prompt.to_string(), - completion=input, - error=repr(_extract_exception(base_parser.parse, input)), - ) - ) def _extract_exception( diff --git a/libs/langchain/tests/unit_tests/output_parsers/test_yaml_parser.py b/libs/langchain/tests/unit_tests/output_parsers/test_yaml_parser.py index 065ca4aa96ca4..6e678ed8f03d2 100644 --- a/libs/langchain/tests/unit_tests/output_parsers/test_yaml_parser.py +++ b/libs/langchain/tests/unit_tests/output_parsers/test_yaml_parser.py @@ -5,7 +5,7 @@ import pytest from langchain_core.exceptions import OutputParserException -from langchain_core.pydantic_v1 import BaseModel, Field +from pydantic import BaseModel, Field from langchain.output_parsers.yaml import YamlOutputParser diff --git a/libs/langchain/tests/unit_tests/smith/evaluation/test_string_run_evaluator.py b/libs/langchain/tests/unit_tests/smith/evaluation/test_string_run_evaluator.py index fd2f9e40c3efa..cb2916193a85b 100644 --- a/libs/langchain/tests/unit_tests/smith/evaluation/test_string_run_evaluator.py +++ b/libs/langchain/tests/unit_tests/smith/evaluation/test_string_run_evaluator.py @@ -12,11 +12,10 @@ def test_evaluate_run() -> None: run_mapper = ChainStringRunMapper() - example_mapper = MagicMock() string_evaluator = criteria.CriteriaEvalChain.from_llm(fake_llm.FakeLLM()) evaluator = StringRunEvaluatorChain( run_mapper=run_mapper, - example_mapper=example_mapper, + example_mapper=None, name="test_evaluator", string_evaluator=string_evaluator, ) diff --git a/libs/langchain/tests/unit_tests/test_imports.py b/libs/langchain/tests/unit_tests/test_imports.py index 1433638098273..22b98bf2cfbbe 100644 --- a/libs/langchain/tests/unit_tests/test_imports.py +++ b/libs/langchain/tests/unit_tests/test_imports.py @@ -34,6 +34,8 @@ def test_import_all() -> None: # If the module is not installed, we suppress the error if "Module langchain_community" in str(e) and COMMUNITY_NOT_INSTALLED: pass + except Exception as e: + raise AssertionError(f"Could not import {module_name}.{name}") from e def test_import_all_using_dir() -> None: diff --git a/libs/langchain/tests/unit_tests/test_schema.py b/libs/langchain/tests/unit_tests/test_schema.py index a498e234a5070..5e720db065347 100644 --- a/libs/langchain/tests/unit_tests/test_schema.py +++ b/libs/langchain/tests/unit_tests/test_schema.py @@ -19,26 +19,23 @@ ) from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, Generation from langchain_core.prompt_values import ChatPromptValueConcrete, StringPromptValue -from langchain_core.pydantic_v1 import BaseModel, ValidationError +from pydantic import RootModel, ValidationError def test_serialization_of_wellknown_objects() -> None: """Test that pydantic is able to serialize and deserialize well known objects.""" - - class WellKnownLCObject(BaseModel): - """A well known LangChain object.""" - - __root__: Union[ + well_known_lc_object = RootModel[ + Union[ Document, HumanMessage, SystemMessage, ChatMessage, FunctionMessage, + FunctionMessageChunk, AIMessage, HumanMessageChunk, SystemMessageChunk, ChatMessageChunk, - FunctionMessageChunk, AIMessageChunk, StringPromptValue, ChatPromptValueConcrete, @@ -49,6 +46,7 @@ class WellKnownLCObject(BaseModel): Generation, ChatGenerationChunk, ] + ] lc_objects = [ HumanMessage(content="human"), @@ -97,11 +95,11 @@ class WellKnownLCObject(BaseModel): ] for lc_object in lc_objects: - d = lc_object.dict() + d = lc_object.model_dump() assert "type" in d, f"Missing key `type` for {type(lc_object)}" - obj1 = WellKnownLCObject.parse_obj(d) - assert type(obj1.__root__) is type(lc_object), f"failed for {type(lc_object)}" + obj1 = well_known_lc_object.model_validate(d) + assert type(obj1.root) is type(lc_object), f"failed for {type(lc_object)}" - with pytest.raises(ValidationError): + with pytest.raises((TypeError, ValidationError)): # Make sure that specifically validation error is raised - WellKnownLCObject.parse_obj({}) + well_known_lc_object.model_validate({}) diff --git a/libs/langchain/tests/unit_tests/utils/test_openai_functions.py b/libs/langchain/tests/unit_tests/utils/test_openai_functions.py index 34a0b8126f083..ca66e1c64ae2f 100644 --- a/libs/langchain/tests/unit_tests/utils/test_openai_functions.py +++ b/libs/langchain/tests/unit_tests/utils/test_openai_functions.py @@ -1,5 +1,5 @@ -from langchain_core.pydantic_v1 import BaseModel, Field from langchain_core.utils.function_calling import convert_pydantic_to_openai_function +from pydantic import BaseModel, Field def test_convert_pydantic_to_openai_function() -> None: diff --git a/libs/partners/airbyte/Makefile b/libs/partners/airbyte/Makefile index 882b1da6eb76f..82e64b3839815 100644 --- a/libs/partners/airbyte/Makefile +++ b/libs/partners/airbyte/Makefile @@ -10,6 +10,10 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + + ###################### # LINTING AND FORMATTING ###################### diff --git a/libs/partners/anthropic/Makefile b/libs/partners/anthropic/Makefile index 7e3178d3d6bcc..7a32f31997ab5 100644 --- a/libs/partners/anthropic/Makefile +++ b/libs/partners/anthropic/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/anthropic/poetry.lock b/libs/partners/anthropic/poetry.lock index a11a4808872bc..21a7c0f809d62 100644 --- a/libs/partners/anthropic/poetry.lock +++ b/libs/partners/anthropic/poetry.lock @@ -13,13 +13,13 @@ files = [ [[package]] name = "anthropic" -version = "0.33.1" +version = "0.34.1" description = "The official Python library for the anthropic API" optional = false python-versions = ">=3.7" files = [ - 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box_developer_token: Optional[str] = None + box_developer_token: Optional[str] = Field( + default_factory=from_env("BOX_DEVELOPER_TOKEN", default=None) + ) """String containing the Box Developer Token generated in the developer console""" box_auth: Optional[BoxAuth] = None @@ -172,52 +175,47 @@ class BoxLoader(BaseLoader, BaseModel): _box: Optional[_BoxAPIWrapper] - class Config: - arbitrary_types_allowed = True - extra = "allow" - use_enum_values = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="allow", + use_enum_values=True, + ) - @root_validator(allow_reuse=True) - def validate_box_loader_inputs(cls, values: Dict[str, Any]) -> Dict[str, Any]: + @model_validator(mode="after") + def validate_box_loader_inputs(self) -> Self: _box = None """Validate that has either box_file_ids or box_folder_id.""" - if not values.get("box_file_ids") and not values.get("box_folder_id"): + if not self.box_file_ids and not self.box_folder_id: raise ValueError("You must provide box_file_ids or box_folder_id.") """Validate that we don't have both box_file_ids and box_folder_id.""" - if values.get("box_file_ids") and values.get("box_folder_id"): + if self.box_file_ids and self.box_folder_id: raise ValueError( "You must provide either box_file_ids or box_folder_id, not both." ) """Validate that we have either a box_developer_token or box_auth.""" - if not values.get("box_auth"): - if not get_from_dict_or_env( - values, "box_developer_token", "BOX_DEVELOPER_TOKEN" - ): + if not self.box_auth: + if not self.box_developer_token: raise ValueError( "you must provide box_developer_token or a box_auth " "generated with langchain_box.utilities.BoxAuth" ) else: - token = get_from_dict_or_env( - values, "box_developer_token", "BOX_DEVELOPER_TOKEN" - ) - _box = _BoxAPIWrapper( # type: ignore[call-arg] - box_developer_token=token, - character_limit=values.get("character_limit"), + box_developer_token=self.box_developer_token, + character_limit=self.character_limit, ) else: _box = _BoxAPIWrapper( # type: ignore[call-arg] - box_auth=values.get("box_auth"), - character_limit=values.get("character_limit"), + box_auth=self.box_auth, + character_limit=self.character_limit, ) - values["_box"] = _box + self._box = _box - return values + return self def _get_files_from_folder(self, folder_id): # type: ignore[no-untyped-def] folder_content = self.box.get_folder_items(folder_id) diff --git a/libs/partners/box/langchain_box/retrievers/box.py b/libs/partners/box/langchain_box/retrievers/box.py index de014102769b9..7715fbd42e2c7 100644 --- a/libs/partners/box/langchain_box/retrievers/box.py +++ b/libs/partners/box/langchain_box/retrievers/box.py @@ -1,9 +1,10 @@ -from typing import Any, Dict, List, Optional +from typing import List, Optional from langchain_core.callbacks import CallbackManagerForRetrieverRun from langchain_core.documents import Document -from langchain_core.pydantic_v1 import root_validator from langchain_core.retrievers import BaseRetriever +from pydantic import ConfigDict, model_validator +from typing_extensions import Self from langchain_box.utilities import BoxAuth, _BoxAPIWrapper @@ -129,30 +130,31 @@ def format_docs(docs): _box: Optional[_BoxAPIWrapper] - class Config: - arbitrary_types_allowed = True - extra = "allow" + model_config = ConfigDict( + arbitrary_types_allowed=True, + extra="allow", + ) - @root_validator(allow_reuse=True) - def validate_box_loader_inputs(cls, values: Dict[str, Any]) -> Dict[str, Any]: + @model_validator(mode="after") + def validate_box_loader_inputs(self) -> Self: _box = None """Validate that we have either a box_developer_token or box_auth.""" - if not values.get("box_auth") and not values.get("box_developer_token"): + if not self.box_auth and not self.box_developer_token: raise ValueError( "you must provide box_developer_token or a box_auth " "generated with langchain_box.utilities.BoxAuth" ) _box = _BoxAPIWrapper( # type: ignore[call-arg] - box_developer_token=values.get("box_developer_token"), - box_auth=values.get("box_auth"), - character_limit=values.get("character_limit"), + box_developer_token=self.box_developer_token, + box_auth=self.box_auth, + character_limit=self.character_limit, ) - values["_box"] = _box + self._box = _box - return values + return self def _get_relevant_documents( self, query: str, *, run_manager: CallbackManagerForRetrieverRun diff --git a/libs/partners/box/langchain_box/utilities/box.py b/libs/partners/box/langchain_box/utilities/box.py index ade944bdc0c28..4fef37a41c9f5 100644 --- a/libs/partners/box/langchain_box/utilities/box.py +++ b/libs/partners/box/langchain_box/utilities/box.py @@ -6,8 +6,9 @@ import box_sdk_gen # type: ignore import requests from langchain_core.documents import Document -from langchain_core.pydantic_v1 import BaseModel, root_validator -from langchain_core.utils import get_from_dict_or_env +from langchain_core.utils import from_env +from pydantic import BaseModel, ConfigDict, Field, model_validator +from typing_extensions import Self class DocumentFiles(Enum): @@ -312,17 +313,25 @@ class BoxAuth(BaseModel): """``langchain_box.utilities.BoxAuthType``. Enum describing how to authenticate against Box""" - box_developer_token: Optional[str] = None + box_developer_token: Optional[str] = Field( + default_factory=from_env("BOX_DEVELOPER_TOKEN", default=None) + ) """ If using ``BoxAuthType.TOKEN``, provide your token here""" - box_jwt_path: Optional[str] = None + box_jwt_path: Optional[str] = Field( + default_factory=from_env("BOX_JWT_PATH", default=None) + ) """If using ``BoxAuthType.JWT``, provide local path to your JWT configuration file""" - box_client_id: Optional[str] = None + box_client_id: Optional[str] = Field( + default_factory=from_env("BOX_CLIENT_ID", default=None) + ) """If using ``BoxAuthType.CCG``, provide your app's client ID""" - box_client_secret: Optional[str] = None + box_client_secret: Optional[str] = Field( + default_factory=from_env("BOX_CLIENT_SECRET", default=None) + ) """If using ``BoxAuthType.CCG``, provide your app's client secret""" box_enterprise_id: Optional[str] = None @@ -336,137 +345,122 @@ class BoxAuth(BaseModel): _box_client: Optional[box_sdk_gen.BoxClient] = None _custom_header: Dict = dict({"x-box-ai-library": "langchain"}) - class Config: - arbitrary_types_allowed = True - use_enum_values = True - extra = "allow" + model_config = ConfigDict( + arbitrary_types_allowed=True, + use_enum_values=True, + extra="allow", + ) - @root_validator() - def validate_box_auth_inputs(cls, values: Dict[str, Any]) -> Dict[str, Any]: + @model_validator(mode="after") + def validate_box_auth_inputs(self) -> Self: """Validate auth_type is set""" - if not values.get("auth_type"): + if not self.auth_type: raise ValueError("Auth type must be set.") """Validate that TOKEN auth type provides box_developer_token.""" - if values.get("auth_type") == "token": - if not get_from_dict_or_env( - values, "box_developer_token", "BOX_DEVELOPER_TOKEN" - ): - raise ValueError( - f"{values.get('auth_type')} requires box_developer_token to be set" - ) + if self.auth_type == "token" and not self.box_developer_token: + raise ValueError(f"{self.auth_type} requires box_developer_token to be set") """Validate that JWT auth type provides box_jwt_path.""" - if values.get("auth_type") == "jwt": - if not get_from_dict_or_env(values, "box_jwt_path", "BOX_JWT_PATH"): - raise ValueError( - f"{values.get('auth_type')} requires box_jwt_path to be set" - ) + if self.auth_type == "jwt" and not self.box_jwt_path: + raise ValueError(f"{self.auth_type} requires box_jwt_path to be set") """Validate that CCG auth type provides box_client_id and box_client_secret and either box_enterprise_id or box_user_id.""" - if values.get("auth_type") == "ccg": + if self.auth_type == "ccg": if ( - not get_from_dict_or_env(values, "box_client_id", "BOX_CLIENT_ID") - or not get_from_dict_or_env( - values, "box_client_secret", "BOX_CLIENT_SECRET" - ) - or ( - not values.get("box_enterprise_id") - and not values.get("box_user_id") - ) + not self.box_client_id + or not self.box_client_secret + or (not self.box_enterprise_id and not self.box_user_id) ): raise ValueError( - f"{values.get('auth_type')} requires box_client_id, \ - box_client_secret, and box_enterprise_id." + f"{self.auth_type} requires box_client_id, \ + box_client_secret, and box_enterprise_id/box_user_id." ) - return values + return self def _authorize(self) -> None: - match self.auth_type: - case "token": - try: - auth = box_sdk_gen.BoxDeveloperTokenAuth( - token=self.box_developer_token - ) - self._box_client = box_sdk_gen.BoxClient( - auth=auth - ).with_extra_headers(extra_headers=self._custom_header) + if self.auth_type == "token": + try: + auth = box_sdk_gen.BoxDeveloperTokenAuth(token=self.box_developer_token) + self._box_client = box_sdk_gen.BoxClient(auth=auth).with_extra_headers( + extra_headers=self._custom_header + ) - except box_sdk_gen.BoxSDKError as bse: - raise RuntimeError( - f"Error getting client from developer token: {bse.message}" - ) - except Exception as ex: - raise ValueError( - f"Invalid Box developer token. Please verify your \ - token and try again.\n{ex}" - ) from ex + except box_sdk_gen.BoxSDKError as bse: + raise RuntimeError( + f"Error getting client from developer token: {bse.message}" + ) + except Exception as ex: + raise ValueError( + f"Invalid Box developer token. Please verify your \ + token and try again.\n{ex}" + ) from ex + + elif self.auth_type == "jwt": + try: + jwt_config = box_sdk_gen.JWTConfig.from_config_file( + config_file_path=self.box_jwt_path + ) + auth = box_sdk_gen.BoxJWTAuth(config=jwt_config) - case "jwt": - try: - jwt_config = box_sdk_gen.JWTConfig.from_config_file( - config_file_path=self.box_jwt_path - ) - auth = box_sdk_gen.BoxJWTAuth(config=jwt_config) + self._box_client = box_sdk_gen.BoxClient(auth=auth).with_extra_headers( + extra_headers=self._custom_header + ) + if self.box_user_id is not None: + user_auth = auth.with_user_subject(self.box_user_id) self._box_client = box_sdk_gen.BoxClient( - auth=auth + auth=user_auth ).with_extra_headers(extra_headers=self._custom_header) - if self.box_user_id is not None: - user_auth = auth.with_user_subject(self.box_user_id) - self._box_client = box_sdk_gen.BoxClient( - auth=user_auth - ).with_extra_headers(extra_headers=self._custom_header) - - except box_sdk_gen.BoxSDKError as bse: - raise RuntimeError( - f"Error getting client from jwt token: {bse.message}" + except box_sdk_gen.BoxSDKError as bse: + raise RuntimeError( + f"Error getting client from jwt token: {bse.message}" + ) + except Exception as ex: + raise ValueError( + "Error authenticating. Please verify your JWT config \ + and try again." + ) from ex + + elif self.auth_type == "ccg": + try: + if self.box_user_id is not None: + ccg_config = box_sdk_gen.CCGConfig( + client_id=self.box_client_id, + client_secret=self.box_client_secret, + user_id=self.box_user_id, ) - except Exception as ex: - raise ValueError( - "Error authenticating. Please verify your JWT config \ - and try again." - ) from ex - - case "ccg": - try: - if self.box_user_id is not None: - ccg_config = box_sdk_gen.CCGConfig( - client_id=self.box_client_id, - client_secret=self.box_client_secret, - user_id=self.box_user_id, - ) - else: - ccg_config = box_sdk_gen.CCGConfig( - client_id=self.box_client_id, - client_secret=self.box_client_secret, - enterprise_id=self.box_enterprise_id, - ) - auth = box_sdk_gen.BoxCCGAuth(config=ccg_config) + else: + ccg_config = box_sdk_gen.CCGConfig( + client_id=self.box_client_id, + client_secret=self.box_client_secret, + enterprise_id=self.box_enterprise_id, + ) + auth = box_sdk_gen.BoxCCGAuth(config=ccg_config) - self._box_client = box_sdk_gen.BoxClient( - auth=auth - ).with_extra_headers(extra_headers=self._custom_header) + self._box_client = box_sdk_gen.BoxClient(auth=auth).with_extra_headers( + extra_headers=self._custom_header + ) - except box_sdk_gen.BoxSDKError as bse: - raise RuntimeError( - f"Error getting client from ccg token: {bse.message}" - ) - except Exception as ex: - raise ValueError( - "Error authenticating. Please verify you are providing a \ - valid client id, secret and either a valid user ID or \ - enterprise ID." - ) from ex - - case _: - raise ValueError( - f"{self.auth_type} is not a valid auth_type. Value must be \ - TOKEN, CCG, or JWT." + except box_sdk_gen.BoxSDKError as bse: + raise RuntimeError( + f"Error getting client from ccg token: {bse.message}" ) + except Exception as ex: + raise ValueError( + "Error authenticating. Please verify you are providing a \ + valid client id, secret and either a valid user ID or \ + enterprise ID." + ) from ex + + else: + raise ValueError( + f"{self.auth_type} is not a valid auth_type. Value must be \ + TOKEN, CCG, or JWT." + ) def get_client(self) -> box_sdk_gen.BoxClient: """Instantiate the Box SDK.""" @@ -479,7 +473,9 @@ def get_client(self) -> box_sdk_gen.BoxClient: class _BoxAPIWrapper(BaseModel): """Wrapper for Box API.""" - box_developer_token: Optional[str] = None + box_developer_token: Optional[str] = Field( + default_factory=from_env("BOX_DEVELOPER_TOKEN", default=None) + ) """String containing the Box Developer Token generated in the developer console""" box_auth: Optional[BoxAuth] = None @@ -491,28 +487,27 @@ class _BoxAPIWrapper(BaseModel): _box: Optional[box_sdk_gen.BoxClient] - class Config: - arbitrary_types_allowed = True - use_enum_values = True - extra = "allow" + model_config = ConfigDict( + arbitrary_types_allowed=True, + use_enum_values=True, + extra="allow", + ) - @root_validator(allow_reuse=True) - def validate_box_api_inputs(cls, values: Dict[str, Any]) -> Dict[str, Any]: - values["_box"] = None + @model_validator(mode="after") + def validate_box_api_inputs(self) -> Self: + self._box = None """Validate that TOKEN auth type provides box_developer_token.""" - if not values.get("box_auth"): - if not get_from_dict_or_env( - values, "box_developer_token", "BOX_DEVELOPER_TOKEN" - ): + if not self.box_auth: + if not self.box_developer_token: raise ValueError( "You must configure either box_developer_token of box_auth" ) else: - box_auth = values.get("box_auth") - values["_box"] = box_auth.get_client() # type: ignore[union-attr] + box_auth = self.box_auth + self._box = box_auth.get_client() # type: ignore[union-attr] - return values + return self def get_box_client(self) -> box_sdk_gen.BoxClient: box_auth = BoxAuth( diff --git a/libs/partners/box/tests/unit_tests/utilities/test_box_util.py b/libs/partners/box/tests/unit_tests/utilities/test_box_util.py index 1eabbdf759236..6f6ef907f9aec 100644 --- a/libs/partners/box/tests/unit_tests/utilities/test_box_util.py +++ b/libs/partners/box/tests/unit_tests/utilities/test_box_util.py @@ -2,7 +2,7 @@ import pytest from langchain_core.documents import Document -from pydantic.v1.error_wrappers import ValidationError +from pydantic.error_wrappers import ValidationError from pytest_mock import MockerFixture from langchain_box.utilities import BoxAuth, BoxAuthType, _BoxAPIWrapper diff --git a/libs/partners/chroma/Makefile b/libs/partners/chroma/Makefile index 45b2faafa84fe..3f635f57498c3 100644 --- a/libs/partners/chroma/Makefile +++ b/libs/partners/chroma/Makefile @@ -10,6 +10,10 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/couchbase/Makefile b/libs/partners/couchbase/Makefile index 2d85a7d830720..5273eff70528e 100644 --- a/libs/partners/couchbase/Makefile +++ b/libs/partners/couchbase/Makefile @@ -12,6 +12,9 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests: poetry run pytest --disable-socket --allow-unix-socket $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + # integration tests are run without the --disable-socket flag to allow network calls integration_test integration_tests: poetry run pytest $(TEST_FILE) diff --git a/libs/partners/exa/Makefile b/libs/partners/exa/Makefile index ede92c03c5ed6..438e316ecbc64 100644 --- a/libs/partners/exa/Makefile +++ b/libs/partners/exa/Makefile @@ -14,6 +14,9 @@ test integration_tests: tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/exa/langchain_exa/retrievers.py b/libs/partners/exa/langchain_exa/retrievers.py index 9bf02ec5a82b5..b5da661c7b72f 100644 --- a/libs/partners/exa/langchain_exa/retrievers.py +++ b/libs/partners/exa/langchain_exa/retrievers.py @@ -1,18 +1,14 @@ -from typing import ( # type: ignore[import-not-found, import-not-found] - Any, - Dict, - List, - Literal, - Optional, - Union, -) +from typing import Any, Dict, List, Literal, Optional, Union -from exa_py import Exa # type: ignore -from exa_py.api import HighlightsContentsOptions, TextContentsOptions # type: ignore +from exa_py import Exa # type: ignore[untyped-import] +from exa_py.api import ( + HighlightsContentsOptions, # type: ignore[untyped-import] + TextContentsOptions, # type: ignore[untyped-import] +) from langchain_core.callbacks import CallbackManagerForRetrieverRun from langchain_core.documents import Document -from langchain_core.pydantic_v1 import Field, SecretStr, root_validator from langchain_core.retrievers import BaseRetriever +from pydantic import Field, SecretStr, model_validator from langchain_exa._utilities import initialize_client @@ -64,8 +60,9 @@ class ExaSearchRetriever(BaseRetriever): exa_api_key: SecretStr = Field(default=None) exa_base_url: Optional[str] = None - @root_validator(pre=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_environment(cls, values: Dict) -> Any: """Validate the environment.""" values = initialize_client(values) return values diff --git a/libs/partners/exa/langchain_exa/tools.py b/libs/partners/exa/langchain_exa/tools.py index 808f6bdc57c67..17fb501f93191 100644 --- a/libs/partners/exa/langchain_exa/tools.py +++ b/libs/partners/exa/langchain_exa/tools.py @@ -1,14 +1,17 @@ -"""Tool for the Exa Search API.""" # type: ignore[import-not-found, import-not-found] +"""Tool for the Exa Search API.""" -from typing import Dict, List, Optional, Union +from typing import Any, Dict, List, Optional, Union -from exa_py import Exa # type: ignore -from exa_py.api import HighlightsContentsOptions, TextContentsOptions # type: ignore +from exa_py import Exa # type: ignore[untyped-import] +from exa_py.api import ( + HighlightsContentsOptions, # type: ignore[untyped-import] + TextContentsOptions, # type: ignore[untyped-import] +) from langchain_core.callbacks import ( CallbackManagerForToolRun, ) -from langchain_core.pydantic_v1 import Field, SecretStr, root_validator from langchain_core.tools import BaseTool +from pydantic import Field, SecretStr, model_validator from langchain_exa._utilities import initialize_client @@ -61,8 +64,9 @@ class ExaSearchResults(BaseTool): client: Exa = Field(default=None) exa_api_key: SecretStr = Field(default=None) - @root_validator(pre=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_environment(cls, values: Dict) -> Any: """Validate the environment.""" values = initialize_client(values) return values @@ -114,8 +118,9 @@ class ExaFindSimilarResults(BaseTool): exa_api_key: SecretStr = Field(default=None) exa_base_url: Optional[str] = None - @root_validator(pre=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_environment(cls, values: Dict) -> Any: """Validate the environment.""" values = initialize_client(values) return values diff --git a/libs/partners/fireworks/Makefile b/libs/partners/fireworks/Makefile index 92abd753eac47..4b2ef400f1c11 100644 --- a/libs/partners/fireworks/Makefile +++ b/libs/partners/fireworks/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/fireworks/poetry.lock b/libs/partners/fireworks/poetry.lock index 5b5df2f8c8d84..0e9e0f547214d 100644 --- a/libs/partners/fireworks/poetry.lock +++ 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'target': 2, + }), + ]), + 'nodes': list([ + dict({ + 'data': 'ChatFireworksInput', + 'id': 0, + 'type': 'schema', + }), + dict({ + 'data': dict({ + 'id': list([ + 'langchain', + 'chat_models', + 'fireworks', + 'ChatFireworks', + ]), + 'name': 'ChatFireworks', + }), + 'id': 1, + 'type': 'runnable', + }), + dict({ + 'data': 'ChatFireworksOutput', + 'id': 2, + 'type': 'schema', + }), + ]), + }), + 'id': list([ + 'langchain', + 'chat_models', + 'fireworks', + 'ChatFireworks', + ]), + 'kwargs': dict({ + 'fireworks_api_key': dict({ + 'id': list([ + 'FIREWORKS_API_KEY', + ]), + 'lc': 1, + 'type': 'secret', + }), + 'max_retries': 2, + 'max_tokens': 100, + 'model_name': 'accounts/fireworks/models/mixtral-8x7b-instruct', + 'n': 1, + 'request_timeout': 60.0, + 'stop': list([ + ]), + }), + 'lc': 1, + 'name': 'ChatFireworks', + 'type': 'constructor', + }) +# --- diff --git a/libs/partners/groq/Makefile b/libs/partners/groq/Makefile index ad229fe8f2f3c..3ab3161a837a6 100644 --- 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a/libs/partners/groq/tests/unit_tests/__snapshots__/test_standard.ambr b/libs/partners/groq/tests/unit_tests/__snapshots__/test_standard.ambr new file mode 100644 index 0000000000000..caf848b56544e --- /dev/null +++ b/libs/partners/groq/tests/unit_tests/__snapshots__/test_standard.ambr @@ -0,0 +1,66 @@ +# serializer version: 1 +# name: TestGroqStandard.test_serdes[serialized] + dict({ + 'graph': dict({ + 'edges': list([ + dict({ + 'source': 0, + 'target': 1, + }), + dict({ + 'source': 1, + 'target': 2, + }), + ]), + 'nodes': list([ + dict({ + 'data': 'ChatGroqInput', + 'id': 0, + 'type': 'schema', + }), + dict({ + 'data': dict({ + 'id': list([ + 'langchain_groq', + 'chat_models', + 'ChatGroq', + ]), + 'name': 'ChatGroq', + }), + 'id': 1, + 'type': 'runnable', + }), + dict({ + 'data': 'ChatGroqOutput', + 'id': 2, + 'type': 'schema', + }), + ]), + }), + 'id': list([ + 'langchain_groq', + 'chat_models', + 'ChatGroq', + ]), + 'kwargs': dict({ + 'groq_api_key': dict({ + 'id': list([ + 'GROQ_API_KEY', + ]), + 'lc': 1, + 'type': 'secret', + }), + 'max_retries': 2, + 'max_tokens': 100, + 'model_name': 'mixtral-8x7b-32768', + 'n': 1, + 'request_timeout': 60.0, + 'stop': list([ + ]), + 'temperature': 1e-08, + }), + 'lc': 1, + 'name': 'ChatGroq', + 'type': 'constructor', + }) +# --- diff --git a/libs/partners/huggingface/Makefile b/libs/partners/huggingface/Makefile index 26c79bf1230e0..62ab3e92260b4 100644 --- a/libs/partners/huggingface/Makefile +++ b/libs/partners/huggingface/Makefile @@ -11,6 +11,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/huggingface/langchain_huggingface/chat_models/huggingface.py b/libs/partners/huggingface/langchain_huggingface/chat_models/huggingface.py index b2fe14e8d410d..c09f0bcbb6045 100644 --- a/libs/partners/huggingface/langchain_huggingface/chat_models/huggingface.py +++ b/libs/partners/huggingface/langchain_huggingface/chat_models/huggingface.py @@ -29,10 +29,11 @@ ToolMessage, ) from langchain_core.outputs import ChatGeneration, ChatResult, LLMResult -from langchain_core.pydantic_v1 import root_validator from langchain_core.runnables import Runnable from langchain_core.tools import BaseTool from langchain_core.utils.function_calling import convert_to_openai_tool +from pydantic import model_validator +from typing_extensions import Self from langchain_huggingface.llms.huggingface_endpoint import HuggingFaceEndpoint from langchain_huggingface.llms.huggingface_pipeline import HuggingFacePipeline @@ -265,7 +266,7 @@ class ChatHuggingFace(BaseChatModel): Tool calling: .. code-block:: python - from langchain_core.pydantic_v1 import BaseModel, Field + from pydantic import BaseModel, Field class GetWeather(BaseModel): '''Get the current weather in a given location''' @@ -325,20 +326,20 @@ def __init__(self, **kwargs: Any): else self.tokenizer ) - @root_validator(pre=False, skip_on_failure=True) - def validate_llm(cls, values: dict) -> dict: + @model_validator(mode="after") + def validate_llm(self) -> Self: if ( - not _is_huggingface_hub(values["llm"]) - and not _is_huggingface_textgen_inference(values["llm"]) - and not _is_huggingface_endpoint(values["llm"]) - and not _is_huggingface_pipeline(values["llm"]) + not _is_huggingface_hub(self.llm) + and not _is_huggingface_textgen_inference(self.llm) + and not _is_huggingface_endpoint(self.llm) + and not _is_huggingface_pipeline(self.llm) ): raise TypeError( "Expected llm to be one of HuggingFaceTextGenInference, " "HuggingFaceEndpoint, HuggingFaceHub, HuggingFacePipeline " - f"received {type(values['llm'])}" + f"received {type(self.llm)}" ) - return values + return self def _create_chat_result(self, response: TGI_RESPONSE) -> ChatResult: generations = [] diff --git a/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface.py b/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface.py index 06b829011d52e..31fd81921433f 100644 --- a/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface.py +++ b/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface.py @@ -1,7 +1,7 @@ from typing import Any, Dict, List, Optional # type: ignore[import-not-found] from langchain_core.embeddings import Embeddings -from langchain_core.pydantic_v1 import BaseModel, Field +from pydantic import BaseModel, ConfigDict, Field DEFAULT_MODEL_NAME = "sentence-transformers/all-mpnet-base-v2" @@ -62,10 +62,10 @@ def __init__(self, **kwargs: Any): self.model_name, cache_folder=self.cache_folder, **self.model_kwargs ) - class Config: - """Configuration for this pydantic object.""" - - extra = "forbid" + model_config = ConfigDict( + extra="forbid", + protected_namespaces=(), + ) def embed_documents(self, texts: List[str]) -> List[List[float]]: """Compute doc embeddings using a HuggingFace transformer model. diff --git a/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface_endpoint.py b/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface_endpoint.py index 1f873059914b5..3986e192e1fc6 100644 --- a/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface_endpoint.py +++ b/libs/partners/huggingface/langchain_huggingface/embeddings/huggingface_endpoint.py @@ -1,9 +1,11 @@ import json -from typing import Any, Dict, List, Optional +import os +from typing import Any, List, Optional from langchain_core.embeddings import Embeddings -from langchain_core.pydantic_v1 import BaseModel, root_validator -from langchain_core.utils import get_from_dict_or_env +from langchain_core.utils import from_env +from pydantic import BaseModel, ConfigDict, Field, model_validator +from typing_extensions import Self DEFAULT_MODEL = "sentence-transformers/all-mpnet-base-v2" VALID_TASKS = ("feature-extraction",) @@ -39,22 +41,20 @@ class HuggingFaceEndpointEmbeddings(BaseModel, Embeddings): model_kwargs: Optional[dict] = None """Keyword arguments to pass to the model.""" - huggingfacehub_api_token: Optional[str] = None + huggingfacehub_api_token: Optional[str] = Field( + default_factory=from_env("HUGGINGFACEHUB_API_TOKEN", default=None) + ) - class Config: - """Configuration for this pydantic object.""" + model_config = ConfigDict( + extra="forbid", + protected_namespaces=(), + ) - extra = "forbid" - - @root_validator(pre=False, skip_on_failure=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_environment(self) -> Self: """Validate that api key and python package exists in environment.""" - values["huggingfacehub_api_token"] = get_from_dict_or_env( - values, "huggingfacehub_api_token", "HUGGINGFACEHUB_API_TOKEN", None - ) - - huggingfacehub_api_token = get_from_dict_or_env( - values, "huggingfacehub_api_token", "HF_TOKEN", None + huggingfacehub_api_token = self.huggingfacehub_api_token or os.getenv( + "HF_TOKEN" ) try: @@ -63,38 +63,38 @@ def validate_environment(cls, values: Dict) -> Dict: InferenceClient, ) - if values["model"]: - values["repo_id"] = values["model"] - elif values["repo_id"]: - values["model"] = values["repo_id"] + if self.model: + self.repo_id = self.model + elif self.repo_id: + self.model = self.repo_id else: - values["model"] = DEFAULT_MODEL - values["repo_id"] = DEFAULT_MODEL + self.model = DEFAULT_MODEL + self.repo_id = DEFAULT_MODEL client = InferenceClient( - model=values["model"], + model=self.model, token=huggingfacehub_api_token, ) async_client = AsyncInferenceClient( - model=values["model"], + model=self.model, token=huggingfacehub_api_token, ) - if values["task"] not in VALID_TASKS: + if self.task not in VALID_TASKS: raise ValueError( - f"Got invalid task {values['task']}, " + f"Got invalid task {self.task}, " f"currently only {VALID_TASKS} are supported" ) - values["client"] = client - values["async_client"] = async_client + self.client = client + self.async_client = async_client except ImportError: raise ImportError( "Could not import huggingface_hub python package. " "Please install it with `pip install huggingface_hub`." ) - return values + return self def embed_documents(self, texts: List[str]) -> List[List[float]]: """Call out to HuggingFaceHub's embedding endpoint for embedding search docs. diff --git a/libs/partners/huggingface/langchain_huggingface/llms/huggingface_endpoint.py b/libs/partners/huggingface/langchain_huggingface/llms/huggingface_endpoint.py index 0f793f2828d6b..17d6eb8e42ece 100644 --- a/libs/partners/huggingface/langchain_huggingface/llms/huggingface_endpoint.py +++ b/libs/partners/huggingface/langchain_huggingface/llms/huggingface_endpoint.py @@ -9,8 +9,9 @@ ) from langchain_core.language_models.llms import LLM from langchain_core.outputs import GenerationChunk -from langchain_core.pydantic_v1 import Field, root_validator -from langchain_core.utils import get_from_dict_or_env, get_pydantic_field_names +from langchain_core.utils import from_env, get_pydantic_field_names +from pydantic import ConfigDict, Field, model_validator +from typing_extensions import Self logger = logging.getLogger(__name__) @@ -71,7 +72,9 @@ class HuggingFaceEndpoint(LLM): should be pass as env variable in `HF_INFERENCE_ENDPOINT`""" repo_id: Optional[str] = None """Repo to use. If endpoint_url is not specified then this needs to given""" - huggingfacehub_api_token: Optional[str] = None + huggingfacehub_api_token: Optional[str] = Field( + default_factory=from_env("HUGGINGFACEHUB_API_TOKEN", default=None) + ) max_new_tokens: int = 512 """Maximum number of generated tokens""" top_k: Optional[int] = None @@ -118,13 +121,13 @@ class HuggingFaceEndpoint(LLM): """Task to call the model with. Should be a task that returns `generated_text` or `summary_text`.""" - class Config: - """Configuration for this pydantic object.""" + model_config = ConfigDict( + extra="forbid", + ) - extra = "forbid" - - @root_validator(pre=True) - def build_extra(cls, values: Dict[str, Any]) -> Dict[str, Any]: + @model_validator(mode="before") + @classmethod + def build_extra(cls, values: Dict[str, Any]) -> Any: """Build extra kwargs from additional params that were passed in.""" all_required_field_names = get_pydantic_field_names(cls) extra = values.get("model_kwargs", {}) @@ -182,8 +185,8 @@ def build_extra(cls, values: Dict[str, Any]) -> Dict[str, Any]: ) return values - @root_validator(pre=False, skip_on_failure=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="after") + def validate_environment(self) -> Self: """Validate that package is installed and that the API token is valid.""" try: from huggingface_hub import login # type: ignore[import] @@ -194,12 +197,8 @@ def validate_environment(cls, values: Dict) -> Dict: "Please install it with `pip install huggingface_hub`." ) - values["huggingfacehub_api_token"] = get_from_dict_or_env( - values, "huggingfacehub_api_token", "HUGGINGFACEHUB_API_TOKEN", None - ) - - huggingfacehub_api_token = get_from_dict_or_env( - values, "huggingfacehub_api_token", "HF_TOKEN", None + huggingfacehub_api_token = self.huggingfacehub_api_token or os.getenv( + "HF_TOKEN" ) if huggingfacehub_api_token is not None: @@ -213,20 +212,20 @@ def validate_environment(cls, values: Dict) -> Dict: from huggingface_hub import AsyncInferenceClient, InferenceClient - values["client"] = InferenceClient( - model=values["model"], - timeout=values["timeout"], + self.client = InferenceClient( + model=self.model, + timeout=self.timeout, token=huggingfacehub_api_token, - **values["server_kwargs"], + **self.server_kwargs, ) - values["async_client"] = AsyncInferenceClient( - model=values["model"], - timeout=values["timeout"], + self.async_client = AsyncInferenceClient( + model=self.model, + timeout=self.timeout, token=huggingfacehub_api_token, - **values["server_kwargs"], + **self.server_kwargs, ) - return values + return self @property def _default_params(self) -> Dict[str, Any]: diff --git a/libs/partners/huggingface/langchain_huggingface/llms/huggingface_pipeline.py b/libs/partners/huggingface/langchain_huggingface/llms/huggingface_pipeline.py index 8d3ebc223b70f..4eabaf908f4d8 100644 --- a/libs/partners/huggingface/langchain_huggingface/llms/huggingface_pipeline.py +++ b/libs/partners/huggingface/langchain_huggingface/llms/huggingface_pipeline.py @@ -7,6 +7,7 @@ from langchain_core.callbacks import CallbackManagerForLLMRun from langchain_core.language_models.llms import BaseLLM from langchain_core.outputs import Generation, GenerationChunk, LLMResult +from pydantic import ConfigDict DEFAULT_MODEL_ID = "gpt2" DEFAULT_TASK = "text-generation" @@ -63,10 +64,9 @@ class HuggingFacePipeline(BaseLLM): batch_size: int = DEFAULT_BATCH_SIZE """Batch size to use when passing multiple documents to generate.""" - class Config: - """Configuration for this pydantic object.""" - - extra = "forbid" + model_config = ConfigDict( + extra="forbid", + ) @classmethod def from_model_id( diff --git a/libs/partners/huggingface/poetry.lock b/libs/partners/huggingface/poetry.lock index 0a78b8113f842..fee6b1d6494f5 100644 --- a/libs/partners/huggingface/poetry.lock +++ b/libs/partners/huggingface/poetry.lock @@ -1,91 +1,118 @@ # This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +[[package]] +name = "aiohappyeyeballs" +version = "2.4.0" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = ">=3.8" +files = [ + {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"}, + {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = 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"fa255346e4827837235f2a9c0a6379820d25f78ccf0f6a0a20294e18d0a4333a" +python-versions = ">=3.9,<4.0" +content-hash = "214417f8f15c30648db9cb244cc3b4e49f0bb254f6c123be83b568a60040182d" diff --git a/libs/partners/huggingface/pyproject.toml b/libs/partners/huggingface/pyproject.toml index 9fd16c71cc417..8068cae18476c 100644 --- a/libs/partners/huggingface/pyproject.toml +++ b/libs/partners/huggingface/pyproject.toml @@ -19,12 +19,13 @@ disallow_untyped_defs = "True" "Release Notes" = "https://github.com/langchain-ai/langchain/releases?q=tag%3A%22langchain-huggingface%3D%3D0%22&expanded=true" [tool.poetry.dependencies] -python = ">=3.8.1,<4.0" +python = ">=3.9,<4.0" langchain-core = ">=0.1.52,<0.3" tokenizers = ">=0.19.1" transformers = ">=4.39.0" sentence-transformers = ">=2.6.0" huggingface-hub = ">=0.23.0" +pydantic = ">=2,<3" [tool.ruff.lint] select = [ "E", "F", "I", "T201",] @@ -55,6 +56,8 @@ optional = true [tool.poetry.group.test.dependencies] pytest = "^7.3.0" pytest-asyncio = "^0.21.1" +pytest-watcher = "^0.3.4" + [[tool.poetry.group.test.dependencies.scipy]] version = "^1" python = "<3.12" diff --git a/libs/partners/huggingface/scripts/check_pydantic.sh b/libs/partners/huggingface/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/partners/huggingface/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/milvus/Makefile b/libs/partners/milvus/Makefile index ece960712fc2e..9234f584f08d5 100644 --- a/libs/partners/milvus/Makefile +++ b/libs/partners/milvus/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/mistralai/Makefile b/libs/partners/mistralai/Makefile index 933e0be715669..5ace7c176ff7c 100644 --- a/libs/partners/mistralai/Makefile +++ b/libs/partners/mistralai/Makefile @@ -12,6 +12,10 @@ integration_test integration_tests: TEST_FILE=$(INTEGRATION_TEST_FILE) test tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + + integration_test integration_tests: poetry run pytest $(TEST_FILE) diff --git a/libs/partners/mistralai/langchain_mistralai/chat_models.py b/libs/partners/mistralai/langchain_mistralai/chat_models.py index ac00c5daeaa93..b3a43629e8aae 100644 --- a/libs/partners/mistralai/langchain_mistralai/chat_models.py +++ b/libs/partners/mistralai/langchain_mistralai/chat_models.py @@ -361,8 +361,10 @@ def _convert_message_to_mistral_chat_message( class ChatMistralAI(BaseChatModel): """A chat model that uses the MistralAI API.""" - client: httpx.Client = Field(default=None) #: :meta private: - async_client: httpx.AsyncClient = Field(default=None) #: :meta private: + client: httpx.Client = Field(default=None, exclude=True) #: :meta private: + async_client: httpx.AsyncClient = Field( + default=None, exclude=True + ) #: :meta private: mistral_api_key: Optional[SecretStr] = Field( alias="api_key", default_factory=secret_from_env("MISTRAL_API_KEY", default=None), diff --git a/libs/partners/mistralai/poetry.lock b/libs/partners/mistralai/poetry.lock index a64859d4b17d1..a959558ed213f 100644 --- a/libs/partners/mistralai/poetry.lock +++ b/libs/partners/mistralai/poetry.lock @@ -203,13 +203,13 @@ typing = ["typing-extensions (>=4.8)"] [[package]] name = "fsspec" -version = "2024.6.1" +version = "2024.9.0" description = "File-system specification" optional = false python-versions = ">=3.8" files = [ - {file = "fsspec-2024.6.1-py3-none-any.whl", hash = "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e"}, - {file = "fsspec-2024.6.1.tar.gz", hash = "sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49"}, + {file = "fsspec-2024.9.0-py3-none-any.whl", hash = "sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b"}, + {file = "fsspec-2024.9.0.tar.gz", hash = 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"^0.21.1" +pytest-watcher = "^0.3.4" [tool.poetry.group.test_integration.dependencies] diff --git a/libs/partners/mistralai/tests/unit_tests/__snapshots__/test_standard.ambr b/libs/partners/mistralai/tests/unit_tests/__snapshots__/test_standard.ambr new file mode 100644 index 0000000000000..75bdad2decf89 --- /dev/null +++ b/libs/partners/mistralai/tests/unit_tests/__snapshots__/test_standard.ambr @@ -0,0 +1,68 @@ +# serializer version: 1 +# name: TestMistralStandard.test_serdes[serialized] + dict({ + 'graph': dict({ + 'edges': list([ + dict({ + 'source': 0, + 'target': 1, + }), + dict({ + 'source': 1, + 'target': 2, + }), + ]), + 'nodes': list([ + dict({ + 'data': 'ChatMistralAIInput', + 'id': 0, + 'type': 'schema', + }), + dict({ + 'data': dict({ + 'id': list([ + 'langchain', + 'chat_models', + 'mistralai', + 'ChatMistralAI', + ]), + 'name': 'ChatMistralAI', + }), + 'id': 1, + 'type': 'runnable', + }), + dict({ + 'data': 'ChatMistralAIOutput', + 'id': 2, + 'type': 'schema', + }), + ]), + }), + 'id': list([ + 'langchain', + 'chat_models', + 'mistralai', + 'ChatMistralAI', + ]), + 'kwargs': dict({ + 'endpoint': 'boo', + 'max_concurrent_requests': 64, + 'max_retries': 2, + 'max_tokens': 100, + 'mistral_api_key': dict({ + 'id': list([ + 'MISTRAL_API_KEY', + ]), + 'lc': 1, + 'type': 'secret', + }), + 'model': 'mistral-small', + 'temperature': 0.0, + 'timeout': 60, + 'top_p': 1, + }), + 'lc': 1, + 'name': 'ChatMistralAI', + 'type': 'constructor', + }) +# --- diff --git a/libs/partners/mongodb/Makefile b/libs/partners/mongodb/Makefile index 606ff36f4b0ac..63fc9d46f0ead 100644 --- a/libs/partners/mongodb/Makefile +++ b/libs/partners/mongodb/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/nomic/Makefile b/libs/partners/nomic/Makefile index d7f5f71aea320..4bc3498c2e12a 100644 --- a/libs/partners/nomic/Makefile +++ b/libs/partners/nomic/Makefile @@ -14,6 +14,9 @@ test integration_tests: tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/nomic/poetry.lock b/libs/partners/nomic/poetry.lock index 989a2b2c179ce..f93c4d2f6f617 100644 --- a/libs/partners/nomic/poetry.lock +++ b/libs/partners/nomic/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 1.8.3 and should not be changed by hand. 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[[package]] name = "numpy" version = "1.26.4" @@ -1277,7 +1238,6 @@ files = [ [package.dependencies] markdown-it-py = ">=2.2.0" pygments = ">=2.13.0,<3.0.0" -typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.9\""} [package.extras] jupyter = ["ipywidgets (>=7.5.1,<9)"] @@ -1475,5 +1435,5 @@ dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"] [metadata] lock-version = "2.0" -python-versions = ">=3.8.1,<4.0" -content-hash = "00944df5bd0d1ae115a44b72c454173cf896d44a963da233e8648478b82a6458" +python-versions = ">=3.9,<4.0" +content-hash = "569bd2873b939f8997840e3d9aa061f26bd4d9ee0e42ce2571f4e98db86afc3f" diff --git a/libs/partners/nomic/pyproject.toml b/libs/partners/nomic/pyproject.toml index f2c5666491e58..dca34b5b64a9c 100644 --- a/libs/partners/nomic/pyproject.toml +++ b/libs/partners/nomic/pyproject.toml @@ -12,7 +12,7 @@ license = "MIT" "Release Notes" = "https://github.com/langchain-ai/langchain/releases?q=tag%3A%22langchain-nomic%3D%3D0%22&expanded=true" [tool.poetry.dependencies] -python = ">=3.8.1,<4.0" +python = ">=3.9,<4.0" langchain-core = ">=0.1.46,<0.3" nomic = "^3.0.29" pillow = "^10.3.0" diff --git a/libs/partners/nomic/scripts/check_pydantic.sh b/libs/partners/nomic/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/partners/nomic/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/ollama/Makefile b/libs/partners/ollama/Makefile index 239375a21c015..997bc2a6537f6 100644 --- a/libs/partners/ollama/Makefile +++ b/libs/partners/ollama/Makefile @@ -14,6 +14,10 @@ integration_test: TEST_FILE = tests/integration_tests/ test tests: poetry run pytest --disable-socket --allow-unix-socket $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + + # integration tests are run without the --disable-socket flag to allow network calls integration_test: poetry run pytest $(TEST_FILE) diff --git a/libs/partners/ollama/langchain_ollama/chat_models.py b/libs/partners/ollama/langchain_ollama/chat_models.py index 5adb13e300c77..df32e73c1a5b8 100644 --- a/libs/partners/ollama/langchain_ollama/chat_models.py +++ b/libs/partners/ollama/langchain_ollama/chat_models.py @@ -226,7 +226,7 @@ class ChatOllama(BaseChatModel): .. code-block:: python from langchain_ollama import ChatOllama - from langchain_core.pydantic_v1 import BaseModel, Field + from pydantic import BaseModel, Field class Multiply(BaseModel): a: int = Field(..., description="First integer") diff --git a/libs/partners/ollama/poetry.lock b/libs/partners/ollama/poetry.lock index d1af5b71388ee..6c59618e44700 100644 --- a/libs/partners/ollama/poetry.lock +++ b/libs/partners/ollama/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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pytest-asyncio = "^0.23.2" syrupy = "^4.0.2" pytest-socket = "^0.7.0" +pytest-watcher = "^0.3.4" [tool.poetry.group.codespell.dependencies] codespell = "^2.2.6" diff --git a/libs/partners/ollama/scripts/check_pydantic.sh b/libs/partners/ollama/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/partners/ollama/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/openai/Makefile b/libs/partners/openai/Makefile index 69b2dfe885c05..28b03e388ad25 100644 --- a/libs/partners/openai/Makefile +++ b/libs/partners/openai/Makefile @@ -11,6 +11,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/openai/tests/unit_tests/chat_models/__snapshots__/test_azure_standard.ambr b/libs/partners/openai/tests/unit_tests/chat_models/__snapshots__/test_azure_standard.ambr new file mode 100644 index 0000000000000..8233a605fda36 --- /dev/null +++ b/libs/partners/openai/tests/unit_tests/chat_models/__snapshots__/test_azure_standard.ambr @@ -0,0 +1,79 @@ +# serializer version: 1 +# name: TestOpenAIStandard.test_serdes[serialized] + dict({ + 'graph': dict({ + 'edges': list([ + dict({ + 'source': 0, + 'target': 1, + }), + dict({ + 'source': 1, + 'target': 2, + }), + ]), + 'nodes': list([ + dict({ + 'data': 'AzureChatOpenAIInput', + 'id': 0, + 'type': 'schema', + }), + dict({ + 'data': dict({ + 'id': list([ + 'langchain', + 'chat_models', + 'azure_openai', + 'AzureChatOpenAI', + ]), + 'name': 'AzureChatOpenAI', + }), + 'id': 1, + 'type': 'runnable', + }), + dict({ + 'data': 'AzureChatOpenAIOutput', + 'id': 2, + 'type': 'schema', + }), + ]), + }), + 'id': list([ + 'langchain', + 'chat_models', + 'azure_openai', + 'AzureChatOpenAI', + ]), + 'kwargs': dict({ + 'azure_ad_token': dict({ + 'id': list([ + 'AZURE_OPENAI_AD_TOKEN', + ]), + 'lc': 1, + 'type': 'secret', + }), + 'azure_endpoint': 'https://test.azure.com', + 'deployment_name': 'test', + 'max_retries': 2, + 'max_tokens': 100, + 'n': 1, + 'openai_api_key': dict({ + 'id': list([ + 'AZURE_OPENAI_API_KEY', + ]), + 'lc': 1, + 'type': 'secret', + }), + 'openai_api_type': 'azure', + 'openai_api_version': '2021-10-01', + 'request_timeout': 60.0, + 'stop': list([ + ]), + 'temperature': 0.0, + 'validate_base_url': True, + }), + 'lc': 1, + 'name': 'AzureChatOpenAI', + 'type': 'constructor', + }) +# --- diff --git a/libs/partners/openai/tests/unit_tests/chat_models/__snapshots__/test_base_standard.ambr b/libs/partners/openai/tests/unit_tests/chat_models/__snapshots__/test_base_standard.ambr new file mode 100644 index 0000000000000..02e27256e5b45 --- /dev/null +++ b/libs/partners/openai/tests/unit_tests/chat_models/__snapshots__/test_base_standard.ambr @@ -0,0 +1,69 @@ +# serializer version: 1 +# name: TestOpenAIStandard.test_serdes[serialized] + dict({ + 'graph': dict({ + 'edges': list([ + dict({ + 'source': 0, + 'target': 1, + }), + dict({ + 'source': 1, + 'target': 2, + }), + ]), + 'nodes': list([ + dict({ + 'data': 'ChatOpenAIInput', + 'id': 0, + 'type': 'schema', + }), + dict({ + 'data': dict({ + 'id': list([ + 'langchain', + 'chat_models', + 'openai', + 'ChatOpenAI', + ]), + 'name': 'ChatOpenAI', + }), + 'id': 1, + 'type': 'runnable', + }), + dict({ + 'data': 'ChatOpenAIOutput', + 'id': 2, + 'type': 'schema', + }), + ]), + }), + 'id': list([ + 'langchain', + 'chat_models', + 'openai', + 'ChatOpenAI', + ]), + 'kwargs': dict({ + 'max_retries': 2, + 'max_tokens': 100, + 'model_name': 'gpt-3.5-turbo', + 'n': 1, + 'openai_api_key': dict({ + 'id': list([ + 'OPENAI_API_KEY', + ]), + 'lc': 1, + 'type': 'secret', + }), + 'openai_proxy': '', + 'request_timeout': 60.0, + 'stop': list([ + ]), + 'temperature': 0.0, + }), + 'lc': 1, + 'name': 'ChatOpenAI', + 'type': 'constructor', + }) +# --- diff --git a/libs/partners/pinecone/Makefile b/libs/partners/pinecone/Makefile index add7932dd09af..d2f1c9265f7bd 100644 --- a/libs/partners/pinecone/Makefile +++ b/libs/partners/pinecone/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/pinecone/scripts/check_pydantic.sh b/libs/partners/pinecone/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/partners/pinecone/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/prompty/Makefile b/libs/partners/prompty/Makefile index 649b9bf4791e6..a598781fa613a 100644 --- a/libs/partners/prompty/Makefile +++ b/libs/partners/prompty/Makefile @@ -12,6 +12,9 @@ test: tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/qdrant/Makefile b/libs/partners/qdrant/Makefile index e31881f5a4442..ffab929526bd5 100644 --- a/libs/partners/qdrant/Makefile +++ b/libs/partners/qdrant/Makefile @@ -11,6 +11,10 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/qdrant/poetry.lock b/libs/partners/qdrant/poetry.lock index 0fee98a1e8025..5d83f7194a6ee 100644 --- a/libs/partners/qdrant/poetry.lock +++ b/libs/partners/qdrant/poetry.lock @@ -11,9 +11,6 @@ files = [ {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, ] -[package.dependencies] -typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""} - [[package]] name = "anyio" version = "4.3.0" @@ -622,10 +619,10 @@ files = [ [[package]] name = "langchain-core" -version = "0.2.26" +version = "0.2.38" description = 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"3a8f68f953f14a1962040dabda2f2825e83c12c04ce42d3abf2eaf878b9d8d05" +python-versions = ">=3.9,<4.0" +content-hash = "9cb13d10c98476018d34cff0d34b43c2b599d3f4413c0662a852e4c0559e1e2c" diff --git a/libs/partners/qdrant/pyproject.toml b/libs/partners/qdrant/pyproject.toml index 1dc66eddaeb38..5967309b2a4c5 100644 --- a/libs/partners/qdrant/pyproject.toml +++ b/libs/partners/qdrant/pyproject.toml @@ -22,7 +22,7 @@ disallow_untyped_defs = true "Release Notes" = "https://github.com/langchain-ai/langchain/releases?q=tag%3A%22langchain-qdrant%3D%3D0%22&expanded=true" [tool.poetry.dependencies] -python = ">=3.8.1,<4.0" +python = ">=3.9,<4.0" langchain-core = ">=0.1.52,<0.3" qdrant-client = "^1.10.1" pydantic = "^2.7.4" diff --git a/libs/partners/qdrant/scripts/check_pydantic.sh b/libs/partners/qdrant/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/partners/qdrant/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/robocorp/Makefile b/libs/partners/robocorp/Makefile index fac650e5f353f..3153282b2994f 100644 --- a/libs/partners/robocorp/Makefile +++ b/libs/partners/robocorp/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/robocorp/langchain_robocorp/_common.py b/libs/partners/robocorp/langchain_robocorp/_common.py index 6db05d1b5c224..3ff0b4af2292f 100644 --- a/libs/partners/robocorp/langchain_robocorp/_common.py +++ b/libs/partners/robocorp/langchain_robocorp/_common.py @@ -2,13 +2,13 @@ from dataclasses import dataclass from typing import Any, Dict, List, Set, Tuple, Union, cast -from langchain_core.pydantic_v1 import ( +from langchain_core.utils.json_schema import dereference_refs +from langchain_core.utils.pydantic import is_basemodel_instance +from pydantic import ( BaseModel, Field, create_model, ) -from langchain_core.utils.json_schema import dereference_refs -from langchain_core.utils.pydantic import is_basemodel_instance @dataclass(frozen=True) diff --git a/libs/partners/robocorp/langchain_robocorp/toolkits.py b/libs/partners/robocorp/langchain_robocorp/toolkits.py index aaf1863cfaf63..3e9f9dfbfbfe0 100644 --- a/libs/partners/robocorp/langchain_robocorp/toolkits.py +++ b/libs/partners/robocorp/langchain_robocorp/toolkits.py @@ -13,11 +13,11 @@ from langchain_core.language_models.chat_models import BaseChatModel from langchain_core.output_parsers import StrOutputParser from langchain_core.prompts import PromptTemplate -from langchain_core.pydantic_v1 import BaseModel, Field, PrivateAttr, create_model from langchain_core.runnables import Runnable, RunnablePassthrough from langchain_core.tools import BaseTool, StructuredTool, Tool from langchain_core.tracers.context import _tracing_v2_is_enabled from langsmith import Client +from pydantic import BaseModel, ConfigDict, Field, PrivateAttr, create_model from langchain_robocorp._common import ( get_param_fields, @@ -110,8 +110,9 @@ class ActionServerToolkit(BaseModel): """Enable reporting Langsmith trace to Action Server runs""" _run_details: dict = PrivateAttr({}) - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) def get_tools( self, diff --git a/libs/partners/robocorp/poetry.lock b/libs/partners/robocorp/poetry.lock index f12c3192e344c..315f706a0c1de 100644 --- a/libs/partners/robocorp/poetry.lock +++ b/libs/partners/robocorp/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 1.8.3 and should not be changed by hand. [[package]] name = "annotated-types" @@ -11,9 +11,6 @@ files = [ {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, ] -[package.dependencies] -typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""} - [[package]] name = "certifi" version = "2024.7.4" @@ -229,10 +226,10 @@ files = [ [[package]] name = "langchain-core" -version = "0.2.24" +version = "0.2.38" description = "Building applications with LLMs through composability" optional = false -python-versions = ">=3.8.1,<4.0" +python-versions = ">=3.9,<4.0" files = [] develop = true @@ -246,6 +243,7 @@ pydantic = [ ] PyYAML = ">=5.3" tenacity = "^8.1.0,!=8.4.0" +typing-extensions = ">=4.7" [package.source] type = "directory" @@ -870,5 +868,5 @@ watchmedo = ["PyYAML (>=3.10)"] [metadata] lock-version = "2.0" -python-versions = ">=3.8.1,<4.0" -content-hash = "6b4489fb9ed4fe0871e64ef8ad93a9122a801824811cfeeebb6a42f3d666d50e" +python-versions = ">=3.9,<4.0" +content-hash = "a684f0e24648e9106bbb7d79554a71fca47235b61961159872a5d72267406aab" diff --git a/libs/partners/robocorp/pyproject.toml b/libs/partners/robocorp/pyproject.toml index d10b336be27ad..6cf85e16b834e 100644 --- a/libs/partners/robocorp/pyproject.toml +++ b/libs/partners/robocorp/pyproject.toml @@ -18,10 +18,11 @@ disallow_untyped_defs = "True" "Source Code" = "https://github.com/langchain-ai/langchain/tree/master/libs/partners/robocorp" [tool.poetry.dependencies] -python = ">=3.8.1,<4.0" +python = ">=3.9,<4.0" langchain-core = ">=0.2.24,<0.3" requests = "^2.31.0" types-requests = "^2.31.0.6" +pydantic = ">=2,<3" [tool.ruff.lint] select = [ "E", "F", "I", "T201",] diff --git a/libs/partners/robocorp/scripts/check_pydantic.sh b/libs/partners/robocorp/scripts/check_pydantic.sh deleted file mode 100755 index 06b5bb81ae236..0000000000000 --- a/libs/partners/robocorp/scripts/check_pydantic.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash -# -# This script searches for lines starting with "import pydantic" or "from pydantic" -# in tracked files within a Git repository. -# -# Usage: ./scripts/check_pydantic.sh /path/to/repository - -# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/unstructured/Makefile b/libs/partners/unstructured/Makefile index 1b03b8e76f303..84cfd5303814c 100644 --- a/libs/partners/unstructured/Makefile +++ b/libs/partners/unstructured/Makefile @@ -12,6 +12,9 @@ integration_test integration_tests: TEST_FILE = tests/integration_tests/ test tests: poetry run pytest --disable-socket --allow-unix-socket $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + # integration tests are run without the --disable-socket flag to allow network calls integration_test: poetry run pytest $(TEST_FILE) diff --git a/libs/partners/voyageai/Makefile b/libs/partners/voyageai/Makefile index f0e6f96ea6bf1..0d2d194ce0449 100644 --- a/libs/partners/voyageai/Makefile +++ b/libs/partners/voyageai/Makefile @@ -10,6 +10,9 @@ integration_test integration_tests: TEST_FILE=tests/integration_tests/ test tests integration_test integration_tests: poetry run pytest $(TEST_FILE) +test_watch: + poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) + ###################### # LINTING AND FORMATTING diff --git a/libs/partners/voyageai/langchain_voyageai/embeddings.py b/libs/partners/voyageai/langchain_voyageai/embeddings.py index 3010a8dd6948e..594ae156c4f21 100644 --- a/libs/partners/voyageai/langchain_voyageai/embeddings.py +++ b/libs/partners/voyageai/langchain_voyageai/embeddings.py @@ -1,15 +1,18 @@ import logging -from typing import Iterable, List, Optional +from typing import Any, Iterable, List, Optional import voyageai # type: ignore from langchain_core.embeddings import Embeddings -from langchain_core.pydantic_v1 import ( +from langchain_core.utils import secret_from_env +from pydantic import ( BaseModel, + ConfigDict, Field, + PrivateAttr, SecretStr, - root_validator, + model_validator, ) -from langchain_core.utils import secret_from_env +from typing_extensions import Self logger = logging.getLogger(__name__) @@ -25,8 +28,8 @@ class VoyageAIEmbeddings(BaseModel, Embeddings): model = VoyageAIEmbeddings() """ - _client: voyageai.Client = Field(exclude=True) - _aclient: voyageai.client_async.AsyncClient = Field(exclude=True) + _client: voyageai.Client = PrivateAttr() + _aclient: voyageai.client_async.AsyncClient = PrivateAttr() model: str batch_size: int show_progress_bar: bool = False @@ -40,12 +43,14 @@ class VoyageAIEmbeddings(BaseModel, Embeddings): ), ) - class Config: - extra = "forbid" - allow_population_by_field_name = True + model_config = ConfigDict( + extra="forbid", + populate_by_name=True, + ) - @root_validator(pre=True) - def default_values(cls, values: dict) -> dict: + @model_validator(mode="before") + @classmethod + def default_values(cls, values: dict) -> Any: """Set default batch size based on model""" model = values.get("model") batch_size = values.get("batch_size") @@ -53,13 +58,13 @@ def default_values(cls, values: dict) -> dict: values["batch_size"] = 72 if model in ["voyage-2", "voyage-02"] else 7 return values - @root_validator(pre=False, skip_on_failure=True) - def validate_environment(cls, values: dict) -> dict: + @model_validator(mode="after") + def validate_environment(self) -> Self: """Validate that VoyageAI credentials exist in environment.""" - api_key_str = values["voyage_api_key"].get_secret_value() - values["_client"] = voyageai.Client(api_key=api_key_str) - values["_aclient"] = voyageai.client_async.AsyncClient(api_key=api_key_str) - return values + api_key_str = self.voyage_api_key.get_secret_value() + self._client = voyageai.Client(api_key=api_key_str) + self._aclient = voyageai.client_async.AsyncClient(api_key=api_key_str) + return self def _get_batch_iterator(self, texts: List[str]) -> Iterable: if self.show_progress_bar: diff --git a/libs/partners/voyageai/langchain_voyageai/rerank.py b/libs/partners/voyageai/langchain_voyageai/rerank.py index 2213bfa043275..d0ee0122fa5d6 100644 --- a/libs/partners/voyageai/langchain_voyageai/rerank.py +++ b/libs/partners/voyageai/langchain_voyageai/rerank.py @@ -2,14 +2,14 @@ import os from copy import deepcopy -from typing import Dict, Optional, Sequence, Union +from typing import Any, Dict, Optional, Sequence, Union import voyageai # type: ignore from langchain_core.callbacks.manager import Callbacks from langchain_core.documents import Document from langchain_core.documents.compressor import BaseDocumentCompressor -from langchain_core.pydantic_v1 import SecretStr, root_validator from langchain_core.utils import convert_to_secret_str +from pydantic import ConfigDict, SecretStr, model_validator from voyageai.object import RerankingObject # type: ignore @@ -28,11 +28,13 @@ class VoyageAIRerank(BaseDocumentCompressor): """Number of documents to return.""" truncation: bool = True - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict( + arbitrary_types_allowed=True, + ) - @root_validator(pre=True) - def validate_environment(cls, values: Dict) -> Dict: + @model_validator(mode="before") + @classmethod + def validate_environment(cls, values: Dict) -> Any: """Validate that api key exists in environment.""" voyage_api_key = values.get("voyage_api_key") or os.getenv( "VOYAGE_API_KEY", None diff --git a/libs/partners/voyageai/poetry.lock b/libs/partners/voyageai/poetry.lock index 26db73f4a0012..ce14515802589 100644 --- a/libs/partners/voyageai/poetry.lock +++ b/libs/partners/voyageai/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 1.8.3 and should not be changed by hand. [[package]] name = "aiohttp" @@ -132,9 +132,6 @@ files = [ {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, ] -[package.dependencies] -typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""} - [[package]] name = "async-timeout" version = "4.0.3" @@ -466,10 +463,10 @@ files = [ [[package]] name = "langchain-core" -version = "0.2.11" +version = "0.2.38" description = "Building applications with LLMs through composability" optional = false -python-versions = ">=3.8.1,<4.0" +python-versions = ">=3.9,<4.0" files = [] develop = true @@ -483,6 +480,7 @@ pydantic = [ ] PyYAML = ">=5.3" tenacity = "^8.1.0,!=8.4.0" +typing-extensions = ">=4.7" [package.source] type = "directory" @@ -608,52 +606,49 @@ files = [ [[package]] name = "mypy" -version = "0.991" +version = "1.11.2" description = "Optional static typing for Python" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - 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-# Check if a path argument is provided -if [ $# -ne 1 ]; then - echo "Usage: $0 /path/to/repository" - exit 1 -fi - -repository_path="$1" - -# Search for lines matching the pattern within the specified repository -result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') - -# Check if any matching lines were found -if [ -n "$result" ]; then - echo "ERROR: The following lines need to be updated:" - echo "$result" - echo "Please replace the code with an import from langchain_core.pydantic_v1." - echo "For example, replace 'from pydantic import BaseModel'" - echo "with 'from langchain_core.pydantic_v1 import BaseModel'" - exit 1 -fi diff --git a/libs/partners/voyageai/tests/integration_tests/test_embeddings.py b/libs/partners/voyageai/tests/integration_tests/test_embeddings.py index 0a958ccc2de26..532ded1756ce4 100644 --- a/libs/partners/voyageai/tests/integration_tests/test_embeddings.py +++ b/libs/partners/voyageai/tests/integration_tests/test_embeddings.py @@ -9,7 +9,7 @@ def test_langchain_voyageai_embedding_documents() -> None: """Test voyage embeddings.""" documents = ["foo bar"] - embedding = VoyageAIEmbeddings(model=MODEL) + embedding = VoyageAIEmbeddings(model=MODEL) # type: ignore[call-arg] output = embedding.embed_documents(documents) assert len(output) == 1 assert len(output[0]) == 1024 @@ -29,7 +29,7 @@ def test_langchain_voyageai_embedding_documents_multiple() -> None: def test_langchain_voyageai_embedding_query() -> None: """Test voyage embeddings.""" document = "foo bar" - embedding = VoyageAIEmbeddings(model=MODEL) + embedding = VoyageAIEmbeddings(model=MODEL) # type: ignore[call-arg] output = embedding.embed_query(document) assert len(output) == 1024 @@ -48,6 +48,6 @@ async def test_langchain_voyageai_async_embedding_documents_multiple() -> None: async def test_langchain_voyageai_async_embedding_query() -> None: """Test voyage embeddings.""" document = "foo bar" - embedding = VoyageAIEmbeddings(model=MODEL) + embedding = VoyageAIEmbeddings(model=MODEL) # type: ignore[call-arg] output = await embedding.aembed_query(document) assert len(output) == 1024 diff --git a/libs/partners/voyageai/tests/integration_tests/test_rerank.py b/libs/partners/voyageai/tests/integration_tests/test_rerank.py index e4c88f5adbcaf..3e18ca0366eb7 100644 --- a/libs/partners/voyageai/tests/integration_tests/test_rerank.py +++ b/libs/partners/voyageai/tests/integration_tests/test_rerank.py @@ -9,12 +9,12 @@ def test_voyageai_reranker_init() -> None: """Test the voyageai reranker initializes correctly.""" - VoyageAIRerank(voyage_api_key="foo", model="foo") + VoyageAIRerank(voyage_api_key="foo", model="foo") # type: ignore[arg-type] def test_sync() -> None: rerank = VoyageAIRerank( - voyage_api_key=os.environ["VOYAGE_API_KEY"], + voyage_api_key=os.environ["VOYAGE_API_KEY"], # type: ignore[arg-type] model="rerank-lite-1", ) doc_list = [ @@ -42,7 +42,7 @@ def test_sync() -> None: async def test_async() -> None: rerank = VoyageAIRerank( - voyage_api_key=os.environ["VOYAGE_API_KEY"], + voyage_api_key=os.environ["VOYAGE_API_KEY"], # type: ignore[arg-type] model="rerank-lite-1", ) doc_list = [ diff --git a/libs/partners/voyageai/tests/unit_tests/test_embeddings.py b/libs/partners/voyageai/tests/unit_tests/test_embeddings.py index 990ffeb5a97d3..354c2c6a32532 100644 --- a/libs/partners/voyageai/tests/unit_tests/test_embeddings.py +++ b/libs/partners/voyageai/tests/unit_tests/test_embeddings.py @@ -9,7 +9,7 @@ def test_initialization_voyage_2() -> None: """Test embedding model initialization.""" - emb = VoyageAIEmbeddings(api_key="NOT_A_VALID_KEY", model=MODEL) + emb = VoyageAIEmbeddings(api_key="NOT_A_VALID_KEY", model=MODEL) # type: ignore assert isinstance(emb, Embeddings) assert emb.batch_size == 72 assert emb.model == MODEL @@ -20,7 +20,7 @@ def test_initialization_voyage_2_with_full_api_key_name() -> None: """Test embedding model initialization.""" # Testing that we can initialize the model using `voyage_api_key` # instead of `api_key` - emb = VoyageAIEmbeddings(voyage_api_key="NOT_A_VALID_KEY", model=MODEL) + emb = VoyageAIEmbeddings(voyage_api_key="NOT_A_VALID_KEY", model=MODEL) # type: ignore assert isinstance(emb, Embeddings) assert emb.batch_size == 72 assert emb.model == MODEL @@ -29,7 +29,7 @@ def test_initialization_voyage_2_with_full_api_key_name() -> None: def test_initialization_voyage_1() -> None: """Test embedding model initialization.""" - emb = VoyageAIEmbeddings(api_key="NOT_A_VALID_KEY", model="voyage-01") + emb = VoyageAIEmbeddings(api_key="NOT_A_VALID_KEY", model="voyage-01") # type: ignore assert isinstance(emb, Embeddings) assert emb.batch_size == 7 assert emb.model == "voyage-01" @@ -39,7 +39,9 @@ def test_initialization_voyage_1() -> None: def test_initialization_voyage_1_batch_size() -> None: """Test embedding model initialization.""" emb = VoyageAIEmbeddings( - api_key="NOT_A_VALID_KEY", model="voyage-01", batch_size=15 + api_key="NOT_A_VALID_KEY", # type: ignore + model="voyage-01", + batch_size=15, ) assert isinstance(emb, Embeddings) assert emb.batch_size == 15 diff --git a/libs/partners/voyageai/tests/unit_tests/test_rerank.py b/libs/partners/voyageai/tests/unit_tests/test_rerank.py index d86b3c3d156e1..b12687dab855a 100644 --- a/libs/partners/voyageai/tests/unit_tests/test_rerank.py +++ b/libs/partners/voyageai/tests/unit_tests/test_rerank.py @@ -29,7 +29,7 @@ @pytest.mark.requires("voyageai") def test_init() -> None: VoyageAIRerank( - voyage_api_key="foo", + voyage_api_key="foo", # type: ignore[arg-type] model="rerank-lite-1", ) @@ -63,7 +63,7 @@ def test_rerank_unit_test(mocker: Any) -> None: ] rerank = VoyageAIRerank( - voyage_api_key="foo", + voyage_api_key="foo", # type: ignore[arg-type] model="rerank-lite-1", ) result = rerank.compress_documents( @@ -74,7 +74,7 @@ def test_rerank_unit_test(mocker: Any) -> None: def test_rerank_empty_input() -> None: rerank = VoyageAIRerank( - voyage_api_key="foo", + voyage_api_key="foo", # type: ignore[arg-type] model="rerank-lite-1", ) result = rerank.compress_documents( diff --git a/libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py b/libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py index 723c4c9c8b1de..7e85c5f4d5030 100644 --- a/libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py +++ b/libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py @@ -6,6 +6,7 @@ import pytest from langchain_core.language_models import BaseChatModel +from langchain_core.load import dumpd, load from langchain_core.runnables import RunnableBinding from langchain_core.tools import tool from pydantic import BaseModel, Field, SecretStr @@ -18,6 +19,7 @@ from pydantic.v1 import ( ValidationError as ValidationErrorV1, ) +from syrupy import SnapshotAssertion from langchain_standard_tests.base import BaseStandardTests from langchain_standard_tests.utils.pydantic import PYDANTIC_MAJOR_VERSION @@ -228,3 +230,12 @@ class ExpectedParams(BaseModelV1): ExpectedParams(**ls_params) except ValidationErrorV1 as e: pytest.fail(f"Validation error: {e}") + + def test_serdes(self, model: BaseChatModel, snapshot: SnapshotAssertion) -> None: + if not self.chat_model_class.is_lc_serializable(): + return + env_params, model_params, expected_attrs = self.init_from_env_params + with mock.patch.dict(os.environ, env_params): + ser = dumpd(model) + assert ser == snapshot(name="serialized") + assert model.dict() == load(dumpd(model)).dict() diff --git a/libs/standard-tests/poetry.lock b/libs/standard-tests/poetry.lock index f0c71bc88671a..bee65170c6c52 100644 --- a/libs/standard-tests/poetry.lock +++ b/libs/standard-tests/poetry.lock @@ -1,14 +1,14 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. [[package]] name = "annotated-types" -version = "0.6.0" +version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" files = [ - {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"}, - {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, + {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, + {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, ] [package.dependencies] @@ -38,13 +38,13 @@ trio = ["trio (>=0.23)"] [[package]] name = "certifi" -version = "2024.2.2" +version = "2024.8.30" description = "Python package for providing Mozilla's CA Bundle." optional = false python-versions = ">=3.6" files = [ - {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"}, - {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"}, + {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"}, + {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"}, ] [[package]] @@ -148,13 +148,13 @@ files = [ [[package]] name = "codespell" -version = "2.2.6" +version = "2.3.0" description = "Codespell" optional = false python-versions = ">=3.8" files = [ - {file = "codespell-2.2.6-py3-none-any.whl", hash = "sha256:9ee9a3e5df0990604013ac2a9f22fa8e57669c827124a2e961fe8a1da4cacc07"}, - {file = "codespell-2.2.6.tar.gz", hash = "sha256:a8c65d8eb3faa03deabab6b3bbe798bea72e1799c7e9e955d57eca4096abcff9"}, + {file = "codespell-2.3.0-py3-none-any.whl", hash = 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(>=0.22.0,<0.26.0)"] [[package]] name = "httpx" -version = "0.27.0" +version = "0.27.2" description = "The next generation HTTP client." optional = false python-versions = ">=3.8" files = [ - {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"}, - {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"}, + {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"}, + {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"}, ] [package.dependencies] @@ -243,16 +243,17 @@ brotli = ["brotli", "brotlicffi"] cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"] http2 = ["h2 (>=3,<5)"] socks = ["socksio (==1.*)"] +zstd = ["zstandard (>=0.18.0)"] [[package]] name = "idna" -version = "3.7" +version = "3.8" description = "Internationalized Domain Names in Applications (IDNA)" optional = false -python-versions = ">=3.5" +python-versions = ">=3.6" files = [ - {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"}, - {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"}, + {file = "idna-3.8-py3-none-any.whl", hash = "sha256:050b4e5baadcd44d760cedbd2b8e639f2ff89bbc7a5730fcc662954303377aac"}, + {file = "idna-3.8.tar.gz", hash = "sha256:d838c2c0ed6fced7693d5e8ab8e734d5f8fda53a039c0164afb0b82e771e3603"}, ] [[package]] @@ -282,18 +283,18 @@ jsonpointer = ">=1.9" [[package]] name = "jsonpointer" -version = "2.4" +version = "3.0.0" description = "Identify specific nodes in a JSON document (RFC 6901)" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*" +python-versions = ">=3.7" files = [ - {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = 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