{ "description": "Analyse and summarize CSV data", "usecases": ["Working with tables"], "framework": ["Langchain"], "nodes": [ { "width": 300, "height": 670, "id": "chatOpenAI_0", "position": { "x": 657.3762197414501, "y": 220.2950766042332 }, "type": "customNode", "data": { "id": "chatOpenAI_0", "label": "ChatOpenAI", "version": 6, "name": "chatOpenAI", "type": "ChatOpenAI", "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel"], "category": "Chat Models", "description": "Wrapper around OpenAI large language models that use the Chat endpoint", "inputParams": [ { "label": "Connect Credential", "name": "credential", "type": "credential", "credentialNames": ["openAIApi"], "id": "chatOpenAI_0-input-credential-credential" }, { "label": "Model Name", "name": "modelName", "type": "asyncOptions", "loadMethod": "listModels", "default": "gpt-3.5-turbo", "id": "chatOpenAI_0-input-modelName-options" }, { "label": "Temperature", "name": "temperature", "type": "number", "default": 0.9, "optional": true, "id": "chatOpenAI_0-input-temperature-number" }, { "label": "Max Tokens", "name": "maxTokens", "type": "number", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-maxTokens-number" }, { "label": "Top Probability", "name": "topP", "type": "number", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-topP-number" }, { "label": "Frequency Penalty", "name": "frequencyPenalty", "type": "number", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-frequencyPenalty-number" }, { "label": "Presence Penalty", "name": "presencePenalty", "type": "number", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-presencePenalty-number" }, { "label": "Timeout", "name": "timeout", "type": "number", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-timeout-number" }, { "label": "BasePath", "name": "basepath", "type": "string", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-basepath-string" }, { "label": "BaseOptions", "name": "baseOptions", "type": "json", "optional": true, "additionalParams": true, "id": "chatOpenAI_0-input-baseOptions-json" }, { "label": "Allow Image Uploads", "name": "allowImageUploads", "type": "boolean", "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", "default": false, "optional": true, "id": "chatOpenAI_0-input-allowImageUploads-boolean" }, { "label": "Image Resolution", "description": "This parameter controls the resolution in which the model views the image.", "name": "imageResolution", "type": "options", "options": [ { "label": "Low", "name": "low" }, { "label": "High", "name": "high" }, { "label": "Auto", "name": "auto" } ], "default": "low", "optional": false, "additionalParams": true, "id": "chatOpenAI_0-input-imageResolution-options" } ], "inputAnchors": [ { "label": "Cache", "name": "cache", "type": "BaseCache", "optional": true, "id": "chatOpenAI_0-input-cache-BaseCache" } ], "inputs": { "modelName": "gpt-3.5-turbo", "temperature": 0.9, "maxTokens": "", "topP": "", "frequencyPenalty": "", "presencePenalty": "", "timeout": "", "basepath": "", "baseOptions": "", "allowImageUploads": true, "imageResolution": "low" }, "outputAnchors": [ { "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel", "name": "chatOpenAI", "label": "ChatOpenAI", "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel" } ], "outputs": {}, "selected": false }, "selected": false, "positionAbsolute": { "x": 657.3762197414501, "y": 220.2950766042332 }, "dragging": false }, { "id": "stickyNote_0", "position": { "x": 1382.0413608492051, "y": 331.1861177099975 }, "type": "stickyNote", "data": { "id": "stickyNote_0", "label": "Sticky Note", "version": 2, "name": "stickyNote", "type": "StickyNote", "baseClasses": ["StickyNote"], "tags": ["Utilities"], "category": "Utilities", "description": "Add a sticky note", "inputParams": [ { "label": "", "name": "note", "type": "string", "rows": 1, "placeholder": "Type something here", "optional": true, "id": "stickyNote_0-input-note-string" } ], "inputAnchors": [], "inputs": { "note": "This agent uses the following steps:\n\n1. Convert CSV file to Dataframe object\n\n2. Instruct LLM to generate Python code to answer user question using the dataframe provided\n\n3. Return the result in a natural language response\n\nYou can also specify the system message and custom \"read_csv file\" function. This allows more flexibility of reading CSV file with different delimiter, separator etc." }, "outputAnchors": [ { "id": "stickyNote_0-output-stickyNote-StickyNote", "name": "stickyNote", "label": "StickyNote", "description": "Add a sticky note", "type": "StickyNote" } ], "outputs": {}, "selected": false }, "width": 300, "height": 324, "selected": false, "positionAbsolute": { "x": 1382.0413608492051, "y": 331.1861177099975 }, "dragging": false }, { "id": "csvAgent_0", "position": { "x": 1040.029472715762, "y": 293.0369370063613 }, "type": "customNode", "data": { "id": "csvAgent_0", "label": "CSV Agent", "version": 3, "name": "csvAgent", "type": "AgentExecutor", "baseClasses": ["AgentExecutor", "BaseChain", "Runnable"], "category": "Agents", "description": "Agent used to answer queries on CSV data", "inputParams": [ { "label": "Csv File", "name": "csvFile", "type": "file", "fileType": ".csv", "id": "csvAgent_0-input-csvFile-file" }, { "label": "System Message", "name": "systemMessagePrompt", "type": "string", "rows": 4, "additionalParams": true, "optional": true, "placeholder": "I want you to act as a document that I am having a conversation with. Your name is \"AI Assistant\". You will provide me with answers from the given info. If the answer is not included, say exactly \"Hmm, I am not sure.\" and stop after that. Refuse to answer any question not about the info. Never break character.", "id": "csvAgent_0-input-systemMessagePrompt-string" }, { "label": "Custom Pandas Read_CSV Code", "description": "Custom Pandas read_csv function. Takes in an input: \"csv_data\"", "name": "customReadCSV", "default": "read_csv(csv_data)", "type": "code", "optional": true, "additionalParams": true, "id": "csvAgent_0-input-customReadCSV-code" } ], "inputAnchors": [ { "label": "Language Model", "name": "model", "type": "BaseLanguageModel", "id": "csvAgent_0-input-model-BaseLanguageModel" }, { "label": "Input Moderation", "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", "name": "inputModeration", "type": "Moderation", "optional": true, "list": true, "id": "csvAgent_0-input-inputModeration-Moderation" } ], "inputs": { "model": "{{chatOpenAI_0.data.instance}}", "systemMessagePrompt": "", "inputModeration": "", "customReadCSV": "read_csv(csv_data)" }, "outputAnchors": [ { "id": "csvAgent_0-output-csvAgent-AgentExecutor|BaseChain|Runnable", "name": "csvAgent", "label": "AgentExecutor", "description": "Agent used to answer queries on CSV data", "type": "AgentExecutor | BaseChain | Runnable" } ], "outputs": {}, "selected": false }, "width": 300, "height": 464, "selected": false, "positionAbsolute": { "x": 1040.029472715762, "y": 293.0369370063613 }, "dragging": false } ], "edges": [ { "source": "chatOpenAI_0", "sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel", "target": "csvAgent_0", "targetHandle": "csvAgent_0-input-model-BaseLanguageModel", "type": "buttonedge", "id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel-csvAgent_0-csvAgent_0-input-model-BaseLanguageModel" } ] }