diff --git a/src/backend/base/langflow/components/notdiamond/__init__.py b/src/backend/base/langflow/components/notdiamond/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/src/backend/base/langflow/components/notdiamond/notdiamond.py b/src/backend/base/langflow/components/notdiamond/notdiamond.py new file mode 100644 index 000000000..e84cd777d --- /dev/null +++ b/src/backend/base/langflow/components/notdiamond/notdiamond.py @@ -0,0 +1,218 @@ +import warnings + +import requests +from langchain_core.messages import AIMessage, BaseMessage, HumanMessage, SystemMessage +from pydantic.v1 import SecretStr + +from langflow.base.models.chat_result import get_chat_result +from langflow.base.models.model_utils import get_model_name +from langflow.custom.custom_component.component import Component +from langflow.io import ( + BoolInput, + DropdownInput, + HandleInput, + MessageInput, + MessageTextInput, + Output, + SecretStrInput, + StrInput, +) +from langflow.schema.message import Message + +ND_MODEL_MAPPING = { + "gpt-4o": {"provider": "openai", "model": "gpt-4o"}, + "gpt-4o-mini": {"provider": "openai", "model": "gpt-4o-mini"}, + "gpt-4-turbo": {"provider": "openai", "model": "gpt-4-turbo-2024-04-09"}, + "claude-3-5-haiku-20241022": {"provider": "anthropic", "model": "claude-3-5-haiku-20241022"}, + "claude-3-5-sonnet-20241022": {"provider": "anthropic", "model": "claude-3-5-sonnet-20241022"}, + "anthropic.claude-3-5-sonnet-20241022-v2:0": {"provider": "anthropic", "model": "claude-3-5-sonnet-20241022"}, + "anthropic.claude-3-5-haiku-20241022-v1:0": {"provider": "anthropic", "model": "claude-3-5-haiku-20241022"}, + "gemini-1.5-pro": {"provider": "google", "model": "gemini-1.5-pro-latest"}, + "gemini-1.5-flash": {"provider": "google", "model": "gemini-1.5-flash-latest"}, + "llama-3.1-sonar-large-128k-online": {"provider": "perplexity", "model": "llama-3.1-sonar-large-128k-online"}, + "meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo": { + "provider": "togetherai", + "model": "Meta-Llama-3.1-70B-Instruct-Turbo", + }, + "meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo": { + "provider": "togetherai", + "model": "Meta-Llama-3.1-405B-Instruct-Turbo", + }, + "mistral-large-latest": {"provider": "mistral", "model": "mistral-large-2407"}, +} + + +class NotDiamondComponent(Component): + display_name = "Not Diamond Router" + description = "Call the right model at the right time with the world's most powerful AI model router." + documentation: str = "https://docs.notdiamond.ai/" + icon = "NotDiamond" + name = "NotDiamond" + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + inputs = [ + MessageInput(name="input_value", display_name="Input"), + MessageTextInput( + name="system_message", + display_name="System Message", + info="System message to pass to the model.", + advanced=False, + ), + HandleInput( + name="models", + display_name="Language Models", + input_types=["LanguageModel"], + required=True, + is_list=True, + info="Link the models you want to route between.", + ), + SecretStrInput( + name="api_key", + display_name="Not Diamond API Key", + info="The Not Diamond API Key to use for routing.", + advanced=False, + value="NOTDIAMOND_API_KEY", + ), + StrInput( + name="preference_id", + display_name="Preference ID", + info="The ID of the router preference that was configured via the Dashboard.", + advanced=False, + ), + DropdownInput( + name="tradeoff", + display_name="Tradeoff", + info="The tradeoff between cost and latency for the router to determine the best LLM for a given query.", + advanced=False, + options=["quality", "cost", "latency"], + value="quality", + ), + BoolInput( + name="hash_content", + display_name="Hash Content", + info="Whether to hash the content before being sent to the NotDiamond API.", + advanced=False, + value=False, + ), + ] + + outputs = [Output(display_name="Output", name="output", method="model_select")] + + def model_select(self) -> Message: + api_key = SecretStr(self.api_key).get_secret_value() if self.api_key else None + input_value = self.input_value + system_message = self.system_message + messages = self._format_input(input_value, system_message) + + selected_models = [] + mapped_selected_models = [] + for model in self.models: + model_name = get_model_name(model) + + if model_name in ND_MODEL_MAPPING: + selected_models.append(model) + mapped_selected_models.append(ND_MODEL_MAPPING[model_name]) + + payload = { + "messages": messages, + "llm_providers": mapped_selected_models, + "hash_content": self.hash_content, + } + + if self.tradeoff != "quality": + payload["tradeoff"] = self.tradeoff + + if self.preference_id and self.preference_id != "": + payload["preference_id"] = self.preference_id + + header = { + "Authorization": f"Bearer {api_key}", + "accept": "application/json", + "content-type": "application/json", + } + + response = requests.post( + "https://api.notdiamond.ai/v2/modelRouter/modelSelect", + json=payload, + headers=header, + timeout=10, + ) + + result = response.json() + + if "providers" not in result: + # No provider returned by NotDiamond API, likely failed. Fallback to first model. + return self._call_get_chat_result(self.models[0], input_value, system_message) + + providers = result["providers"] + + if len(providers) == 0: + # No provider returned by NotDiamond API, likely failed. Fallback to first model. + return self._call_get_chat_result(self.models[0], input_value, system_message) + + nd_result = providers[0] + + chosen_model = None + for nd_model, selected_model in zip(mapped_selected_models, selected_models, strict=False): + if nd_model["provider"] == nd_result["provider"] and nd_model["model"] == nd_result["model"]: + chosen_model = selected_model + break + + if chosen_model is None: + # No provider returned by NotDiamond API, likely failed. Fallback to first model. + return self._call_get_chat_result(self.models[0], input_value, system_message) + + return self._call_get_chat_result(chosen_model, input_value, system_message) + + def _call_get_chat_result(self, chosen_model, input_value, system_message): + result = get_chat_result( + runnable=chosen_model, + input_value=input_value, + system_message=system_message, + ) + return result + + def _format_input( + self, + input_value: str | Message, + system_message: str | None = None, + ): + messages: list[BaseMessage] = [] + if not input_value and not system_message: + msg = "The message you want to send to the router is empty." + raise ValueError(msg) + system_message_added = False + if input_value: + if isinstance(input_value, Message): + with warnings.catch_warnings(): + warnings.simplefilter("ignore") + if "prompt" in input_value: + prompt = input_value.load_lc_prompt() + if system_message: + prompt.messages = [ + SystemMessage(content=system_message), + *prompt.messages, # type: ignore[has-type] + ] + system_message_added = True + messages.extend(prompt.messages) + else: + messages.append(input_value.to_lc_message()) + else: + messages.append(HumanMessage(content=input_value)) + + if system_message and not system_message_added: + messages.insert(0, SystemMessage(content=system_message)) + + # Convert Langchain messages to OpenAI format + openai_messages = [] + for msg in messages: + if isinstance(msg, HumanMessage): + openai_messages.append({"role": "user", "content": msg.content}) + elif isinstance(msg, AIMessage): + openai_messages.append({"role": "assistant", "content": msg.content}) + elif isinstance(msg, SystemMessage): + openai_messages.append({"role": "system", "content": msg.content}) + + return openai_messages diff --git a/src/frontend/package-lock.json b/src/frontend/package-lock.json index 4eb3084c2..aee7431ae 100644 --- a/src/frontend/package-lock.json +++ b/src/frontend/package-lock.json @@ -123,9 +123,9 @@ } }, "node_modules/@adobe/css-tools": { - 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}, - "peerDependencies": { - "webpack-sources": "^3" - }, - "peerDependenciesMeta": { - "webpack-sources": { - "optional": true - } } }, "node_modules/update-browserslist-db": { diff --git a/src/frontend/src/icons/NotDiamond/NotDiamondIcon.jsx b/src/frontend/src/icons/NotDiamond/NotDiamondIcon.jsx new file mode 100644 index 000000000..466405c52 --- /dev/null +++ b/src/frontend/src/icons/NotDiamond/NotDiamondIcon.jsx @@ -0,0 +1,31 @@ +const SvgNotDiamondIcon = (props) => ( + + {" "} + + {" "} + + + + + + + + + +); +export default SvgNotDiamondIcon; diff --git a/src/frontend/src/icons/NotDiamond/index.tsx b/src/frontend/src/icons/NotDiamond/index.tsx new file mode 100644 index 000000000..2556b5447 --- /dev/null +++ b/src/frontend/src/icons/NotDiamond/index.tsx @@ -0,0 +1,9 @@ +import React, { forwardRef } from "react"; +import SvgNotDiamondIcon from "./NotDiamondIcon"; + +export const NotDiamondIcon = forwardRef< + SVGSVGElement, + React.PropsWithChildren<{}> +>((props, ref) => { + return ; +}); diff --git a/src/frontend/src/icons/NotDiamond/notdiamond-icon.svg b/src/frontend/src/icons/NotDiamond/notdiamond-icon.svg new file mode 100644 index 000000000..d964ed091 --- /dev/null +++ b/src/frontend/src/icons/NotDiamond/notdiamond-icon.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/src/frontend/src/utils/styleUtils.ts b/src/frontend/src/utils/styleUtils.ts index 631acf877..c0d8b53fa 100644 --- a/src/frontend/src/utils/styleUtils.ts +++ b/src/frontend/src/utils/styleUtils.ts @@ -270,6 +270,7 @@ import { Mem0 } from "../icons/Mem0"; import { MetaIcon } from "../icons/Meta"; import { MidjourneyIcon } from "../icons/Midjorney"; import { MongoDBIcon } from "../icons/MongoDB"; +import { NotDiamondIcon } from "../icons/NotDiamond"; import { NotionIcon } from "../icons/Notion"; import { NvidiaIcon } from "../icons/Nvidia"; import { OllamaIcon } from "../icons/Ollama"; @@ -507,6 +508,7 @@ export const SIDEBAR_BUNDLES = [ { display_name: "Vectara", name: "vectara", icon: "Vectara" }, { display_name: "Google", name: "google", icon: "Google" }, { display_name: "CrewAI", name: "crewai", icon: "CrewAI" }, + { display_name: "NotDiamond", name: "notdiamond", icon: "NotDiamond" }, { display_name: "Composio", name: "composio", icon: "Composio" }, { display_name: "Cohere", name: "cohere", icon: "Cohere" }, { display_name: "Firecrawl", name: "firecrawl", icon: "FirecrawlCrawlApi" }, @@ -633,6 +635,7 @@ export const nodeIconsLucide: iconsType = { HuggingFaceEmbeddings: HuggingFaceIcon, IFixitLoader: IFixIcon, CrewAI: CrewAiIcon, + NotDiamond: NotDiamondIcon, Composio: ComposioIcon, Meta: MetaIcon, Midjorney: MidjourneyIcon,