diff --git a/grai-server/app/grAI/chat_implementations.py b/grai-server/app/grAI/chat_implementations.py index efcc04aef..a23fa0512 100644 --- a/grai-server/app/grAI/chat_implementations.py +++ b/grai-server/app/grAI/chat_implementations.py @@ -9,6 +9,7 @@ from typing import Annotated, Any, Callable, Literal, ParamSpec, Type, TypeVar, Union import itertools import openai +from django.conf import settings from pgvector.django import MaxInnerProduct import tiktoken @@ -24,6 +25,7 @@ from lineage.models import Edge, Node, NodeEmbeddings from workspaces.models import Workspace from django.db.models.expressions import RawSQL +from openai.types.chat.chat_completion_message import ChatCompletionMessage logging.basicConfig(level=logging.DEBUG) @@ -67,22 +69,23 @@ class AIMessage(BaseMessage): class FunctionMessage(BaseMessage): - role: Literal["function"] = "function" + role: Literal["tool"] = "tool" name: str + tool_call_id: str def representation(self) -> dict: - return {"role": self.role, "content": self.content, "name": self.name} + return {"tool_call_id": self.tool_call_id, "role": self.role, "content": self.content, "name": self.name} class ChatMessage(BaseModel): - message: Union[UserMessage, SystemMessage, AIMessage, FunctionMessage] + message: Union[UserMessage, SystemMessage, AIMessage, FunctionMessage, ChatCompletionMessage] class ChatMessages(BaseModel): - messages: list[BaseMessage] + messages: list[BaseMessage | ChatCompletionMessage] def to_gpt(self) -> list[dict]: - return [message.representation() for message in self.messages] + return [message.representation() if isinstance(message, BaseMessage) else message for message in self.messages] def __getitem__(self, index): return self.messages[index] @@ -96,9 +99,6 @@ def append(self, item): def extend(self, items): self.messages.extend(items) - def token_length(self) -> int: - return sum(m.token_length for m in self.messages) - def get_token_limit(model_type: str) -> int: OPENAI_TOKEN_LIMITS = {"gpt-4": 8192, "gpt-3.5-turbo": 4096, "gpt-3.5-turbo-16k": 16385, "gpt-4-32k": 32768} @@ -143,7 +143,10 @@ async def response(self, **kwargs) -> str: return result def gpt_definition(self) -> dict: - return {"name": self.id, "description": self.description, "parameters": self.schema_model.schema()} + return { + "type": "function", + "function": {"name": self.id, "description": self.description, "parameters": self.schema_model.schema()}, + } class NodeIdentifier(BaseModel): @@ -324,7 +327,7 @@ def response_message(result_set: list[str]) -> str | None: if total_results == 0: message = "No results found matching these query conditions." else: - message = "Results are returned in the following format: (source.name, source.namespace) -> (destination.name, destination.namespace)" + message = "Results are returned in the following format: (source name, source namespace) -> (destination name, destination namespace)" return message @@ -382,23 +385,25 @@ class EmbeddingSearchAPI(API): description: str = "Search for nodes which match any query." schema_model = EmbeddingSearchSchema - def __init__(self, workspace: str | uuid.UUID): + def __init__(self, workspace: str | uuid.UUID, client: openai.AsyncOpenAI): self.workspace = workspace + self.client = client self.model_type = "text-embedding-ada-002" - self.token_limit = 4000 + self.token_limit = 8000 self.encoder = tiktoken.encoding_for_model(self.model_type) @staticmethod - def response_message(result_set: list[str]) -> str | None: + def response_message(result_set: list) -> str: total_results = len(result_set) if total_results == 0: message = "No results found matching these query conditions." else: - message = "Results are returned in the following format: (source.name, source.namespace) -> (destination.name, destination.namespace)" + message = "Results are returned in the following format: (source name, source namespace) -> (destination name, destination namespace)" return message - def nearest_neighbor_search(self, vector_query: list[int], limit=10) -> list[Node]: + @database_sync_to_async + def nearest_neighbor_search(self, vector_query: list[int], limit=10) -> tuple[list[Node], str]: node_result = ( NodeEmbeddings.objects.filter(node__workspace__id=self.workspace) .order_by(MaxInnerProduct("embedding", vector_query)) @@ -407,17 +412,16 @@ def nearest_neighbor_search(self, vector_query: list[int], limit=10) -> list[Nod return [n.node for n in node_result] - @database_sync_to_async - def call(self, **kwargs): + async def call(self, **kwargs): try: inp = self.schema_model(**kwargs) except: return [], self.response_message([]) search_term = self.encoder.decode(self.encoder.encode(inp.search_term)[: self.token_limit]) - embedding_resp = openai.Embedding.create(input=search_term, model=self.model_type) + embedding_resp = await self.client.embeddings.create(input=search_term, model=self.model_type) embedding = list(embedding_resp.data[0].embedding) - neighbors = self.nearest_neighbor_search(embedding, inp.limit) + neighbors = await self.nearest_neighbor_search(embedding, inp.limit) response = [(n.name, n.namespace) for n in neighbors] return response, self.response_message(response) @@ -457,6 +461,7 @@ def __init__( self, chat_id: str, prompt: str, + client: openai.AsyncOpenAI | None = None, model_type: str = settings.OPENAI_PREFERRED_MODEL, user: str = str(uuid.uuid4()), functions: list = None, @@ -467,6 +472,7 @@ def __init__( self.model_type = model_type self.token_limit = get_token_limit(self.model_type) + self.model_limit = self.token_limit * 0.9 self.encoder = tiktoken.encoding_for_model(self.model_type) # self.encoder = FakeEncoder() self.chat_id = chat_id @@ -478,6 +484,10 @@ def __init__( self.prompt_message = self.build_message(SystemMessage, content=self.system_context) + if client is None: + client = openai.AsyncOpenAI(api_key=settings.OPENAI_API_KEY, organization=settings.OPENAI_ORG_ID) + self.client = client + def build_message(self, message_type: Type[T], content: str, **kwargs) -> T: return message_type(content=content, token_length=len(self.encoder.encode(content)), **kwargs) @@ -507,15 +517,13 @@ def hydrate_chat(self): async def summarize(self, messages: list[BaseMessage]) -> AIMessage: summary_prompt = """ Please summarize this conversation encoding the most important information a future agent would need to continue - working on the problem with me. Please insure you do not call any functions providing an exclusively + working on the problem with me. Please insure your response is a text based summary of the conversation to this point with all relevant context for the next agent. """ - message = self.build_message(UserMessage, summary_prompt) - summary_messages = ChatMessages(messages=[*messages, message]) + summary_message = SystemMessage(content=summary_prompt) + summary_messages = ChatMessages(messages=[self.prompt_message, *messages, summary_message]) logging.info(f"Summarizing conversation for chat: {self.chat_id}") - response = await openai.ChatCompletion.acreate( - model=self.model_type, user=self.user, messages=summary_messages.to_gpt() - ) + response = await self.client.chat.completions.create(model=self.model_type, messages=summary_messages.to_gpt()) # this is hacky for now summary_message = self.build_message(AIMessage, response.choices[0].message.content) @@ -525,36 +533,45 @@ def functions(self): return [func.gpt_definition() for func in self.api_functions.values()] @property - def model(self) -> Callable[P, R]: - model = partial(openai.ChatCompletion.acreate, model=self.model_type, user=self.user) - + def model(self) -> R: + base_kwargs = {"model": self.model_type} if len(functions := self.functions()) > 0: - model = partial(model, functions=functions) + base_kwargs |= {"tools": functions, "tool_choice": "auto"} + + def inner(**kwargs): + messages = kwargs.pop("messages", []) + messages = [self.prompt_message.representation(), *messages] + return self.client.chat.completions.create( + messages=messages, + **base_kwargs, + **kwargs, + ) - return model + return inner async def evaluate_summary(self, messages: ChatMessages) -> ChatMessages: - model_limit = int(self.token_limit * 0.85) # this needs to be calculated from the openai response - - requires_summary = messages.token_length() > model_limit - while requires_summary: - prev_accumulated_tokens = 0 - accumulated_tokens = 0 + while True: + prev_accumulated_tokens = self.prompt_message.token_length + accumulated_tokens = self.prompt_message.token_length i = 0 for i, message in enumerate(messages.messages): - accumulated_tokens += message.token_length - if accumulated_tokens > model_limit: + if hasattr(message, "token_length"): + accumulated_tokens += message.token_length + elif hasattr(message, "content") and message.content is not None: + accumulated_tokens += len(self.encoder.encode(message.content)) + + if accumulated_tokens > self.model_limit: break else: prev_accumulated_tokens = accumulated_tokens - available_tokens = model_limit - prev_accumulated_tokens + available_tokens = self.model_limit - prev_accumulated_tokens message = messages.messages[i] - if i == len(messages) and accumulated_tokens < model_limit: - requires_summary = False + if i == len(messages) and accumulated_tokens < self.model_limit: + break elif available_tokens >= message.token_length: summary = await self.summarize(messages.messages[: (i + 1)]) - messages = [self.prompt_message, summary, *messages.messages[(i + 1) :]] + messages = [summary, *messages.messages[(i + 1) :]] else: encoding = self.encoder.encode(message.content) @@ -567,7 +584,7 @@ async def evaluate_summary(self, messages: ChatMessages) -> ChatMessages: next_message_obj.token_length = len(encoding[available_tokens:]) summary = await self.summarize([*messages.messages[:i], message_obj]) - messages = [self.prompt_message, summary, next_message_obj, *messages.messages[(i + 1) :]] + messages = [summary, next_message_obj, *messages.messages[(i + 1) :]] messages = ChatMessages(messages=messages) return messages @@ -575,49 +592,50 @@ async def evaluate_summary(self, messages: ChatMessages) -> ChatMessages: async def request(self, user_input: str) -> str: logging.info(f"Responding to request for: {self.chat_id}") - messages = ChatMessages( - messages=[self.prompt_message, *self.cached_messages, self.build_message(UserMessage, content=user_input)] - ) + user_message = self.build_message(UserMessage, content=user_input) + messages = ChatMessages(messages=[*self.cached_messages, user_message]) + + final_response: str | None = None + usage = 0 + + while not final_response: + new_messages = [] + if usage > self.token_limit: + messages = await self.evaluate_summary(messages) - result = None - stop = False - n = 0 - while not stop: - messages = await self.evaluate_summary(messages) response = await self.model(messages=messages.to_gpt()) - if result: - for choice in response.choices: - if result != choice: - result = choice - break - else: - result = response.choices[0] - - if stop := result.finish_reason == "stop": - message = self.build_message(AIMessage, content=result.message.content) - messages.append(message) - elif result.finish_reason == "function_call": - func_id = result.message.function_call.name - func_kwargs = json.loads(result.message.function_call.arguments) - api = self.api_functions.get(func_id, InvalidAPI(self.api_functions.values())) - response = await api.response(**func_kwargs) - - if isinstance(api, InvalidAPI): - message = self.build_message(SystemMessage, response) - messages.append(message) - else: - message = self.build_message(FunctionMessage, content=response, name=func_id) - messages.append(message) - elif result.finish_reason == "length": - summary = await self.summarize(messages[:-1]) - messages = ChatMessages(messages=[self.prompt_message, summary, messages[-1]]) - else: - # valid values include length, content_filter, null - raise NotImplementedError(f"No stop reason for {result.finish_reason}") + usage = response.usage.total_tokens + response_choice = response.choices[0] + response_message = response_choice.message + messages.append(response_message) + if finish_reason := response_choice.finish_reason == "stop": + final_response = response_message.content + elif finish_reason == "length": + summary = await self.summarize(messages[:-1]) + messages = ChatMessages(messages=[summary, messages[-1]]) + elif response_message.tool_calls: + new_messages = [] + for tool_call in response_message.tool_calls: + func_id = tool_call.function.name + func_kwargs = json.loads(tool_call.function.arguments) + api = self.api_functions.get(func_id, InvalidAPI(self.api_functions.values())) + response = await api.response(**func_kwargs) + + if isinstance(api, InvalidAPI): + message = self.build_message(SystemMessage, response) + new_messages.append(message) + else: + message = self.build_message( + FunctionMessage, content=response, name=func_id, tool_call_id=tool_call.id + ) + new_messages.append(message) + + usage += sum([m.token_length for m in new_messages]) + messages.extend(new_messages) self.cached_messages = messages.messages - return result.message.content + return final_response async def get_chat_conversation( @@ -625,30 +643,32 @@ async def get_chat_conversation( ): chat_prompt = """ You are a helpful assistant with domain expertise about an organizations data and data infrastructure. + Before you can help the user, you need to understand the context of their request and what they are trying to accomplish. + You should attempt to understand the context of the request and what the user is trying to accomplish. + If a user asks about specific data like nodes and you're unable to find an answer you should attempt to find a similar node and explain why you think it's similar. + Your responses must use Markdown syntax. - * You know how to query for additional context and metadata about any data in the organization. + Data Structure Notes: * Unique pieces of data like a column in a database is identified by a (name, namespace) tuple or a unique uuid. - * You can help users discover new data or identify and correct issues such as broken data pipelines, and BI dashboards. - * Your responses must use Markdown syntax - * You are proactive in looking up additional data to answer any user question. - * Attempt to explain your reasoning in each answer. * Nodes contain a metadata field with extra context about the node. * Nodes and Edges are typed. You can identify the type under `metadata.grai.node_type` or `metadata.grai.edge_type` * If a Node has a type like `Column` with a `TableToColumn` Edge connecting to a `Table` node, the Column node represents a column in the table. * Node names for databases and datawarehouses are constructed following `{schema}.{table}.{column}` format e.g. a column named `id` in a table named `users` in a schema named `public` would be identified as `public.users.id` - * If a user asks about a specific node and you're unable to find an answer you should attempt to find a similar node and explain why you think it's similar. + """ + client = openai.AsyncOpenAI(api_key=settings.OPENAI_API_KEY, organization=settings.OPENAI_ORG_ID) + functions = [ NodeLookupAPI(workspace=workspace), # Todo: edge lookup is broken # EdgeLookupAPI(workspace=workspace), # FuzzyMatchNodesAPI(workspace=workspace), - EmbeddingSearchAPI(workspace=workspace), + EmbeddingSearchAPI(workspace=workspace, client=client), NHopQueryAPI(workspace=workspace), ] conversation = BaseConversation( - prompt=chat_prompt, model_type=model_type, functions=functions, chat_id=str(chat_id) + prompt=chat_prompt, model_type=model_type, functions=functions, chat_id=str(chat_id), client=client ) await conversation.hydrate_chat() return conversation diff --git a/grai-server/app/grAI/encoders.py b/grai-server/app/grAI/encoders.py index 62205c8ad..d9be5a224 100644 --- a/grai-server/app/grAI/encoders.py +++ b/grai-server/app/grAI/encoders.py @@ -34,4 +34,4 @@ def get_max_length_content(self, content: str) -> str: def get_embedding(self, content: str) -> R: content = self.get_max_length_content(content) - return openai.Embedding.create(input=content, model=self.model) + return openai.embedding.create(input=content, model=self.model) diff --git a/grai-server/app/poetry.lock b/grai-server/app/poetry.lock index ad8ae01f5..4e5ff3292 100644 --- a/grai-server/app/poetry.lock +++ b/grai-server/app/poetry.lock @@ -1,114 +1,5 @@ # 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a/grai-server/app/pyproject.toml +++ b/grai-server/app/pyproject.toml @@ -71,8 +71,7 @@ gunicorn = "^21.2.0" strawberry-graphql = {extras = ["channels", "asgi"], version = "^0.209.7"} asgi-cors-strawberry = "^0.2.0" overrides = "^7.4.0" -wsproto = "^1.2.0" -openai = "^0.28.1" +openai = "^1.3.7" tiktoken = "^0.5.1" pgvector = "^0.2.3" pyjwt = "^2.8.0" diff --git a/grai-server/app/the_guide/settings/base.py b/grai-server/app/the_guide/settings/base.py index bed1cbf55..632ec7e66 100755 --- a/grai-server/app/the_guide/settings/base.py +++ b/grai-server/app/the_guide/settings/base.py @@ -379,8 +379,9 @@ def inner(value: str | bool) -> bool: if OPENAI_API_KEY is not None and OPENAI_ORG_ID is not None: try: - models = [item["id"] for item in openai.Model.list()["data"]] - except openai.error.AuthenticationError as e: + client = openai.Client(api_key=OPENAI_API_KEY, organization=OPENAI_ORG_ID) + models = [item.id for item in client.models.list().data] + except openai.AuthenticationError as e: warnings.warn("Could not authenticate with OpenAI API key and organization id.") HAS_OPENAI = False else: