From 3c5f818dcaeef92911d256011f8bbf3f80c58dcc Mon Sep 17 00:00:00 2001 From: Lucas Oliveira Date: Mon, 22 Sep 2025 12:58:03 -0300 Subject: [PATCH] updated flows and components with right ids --- flows/components/watsonx_embedding.json | 8 +- flows/components/watsonx_llm.json | 4 +- flows/ingestion_flow.json | 937 +++++++++--------------- flows/openrag_agent.json | 598 +++++++++------ 4 files changed, 726 insertions(+), 821 deletions(-) diff --git a/flows/components/watsonx_embedding.json b/flows/components/watsonx_embedding.json index 09a3db28..447b37f5 100644 --- a/flows/components/watsonx_embedding.json +++ b/flows/components/watsonx_embedding.json @@ -76,7 +76,7 @@ "dynamic": false, "info": "The API Key to use for the model.", "input_types": [], - "load_from_db": false, + "load_from_db": true, "name": "api_key", "password": true, "placeholder": "", @@ -84,7 +84,7 @@ "show": true, "title_case": false, "type": "str", - "value": "" + "value": "WATSONX_API_KEY" }, "code": { "advanced": true, @@ -150,7 +150,7 @@ "info": "The project ID or deployment space ID that is associated with the foundation model.", "list": false, "list_add_label": "Add More", - "load_from_db": false, + "load_from_db": true, "name": "project_id", "placeholder": "", "required": true, @@ -159,7 +159,7 @@ "tool_mode": false, "trace_as_metadata": true, "type": "str", - "value": "" + "value": "WATSONX_PROJECT_ID" }, "truncate_input_tokens": { "_input_type": "IntInput", diff --git a/flows/components/watsonx_llm.json b/flows/components/watsonx_llm.json index ddac4f16..555c9d59 100644 --- a/flows/components/watsonx_llm.json +++ b/flows/components/watsonx_llm.json @@ -289,7 +289,7 @@ "info": "The project ID or deployment space ID that is associated with the foundation model.", "list": false, "list_add_label": "Add More", - "load_from_db": false, + "load_from_db": true, "name": "project_id", "placeholder": "", "required": true, @@ -298,7 +298,7 @@ "tool_mode": false, "trace_as_metadata": true, "type": "str", - "value": "" + "value": "WATSONX_PROJECT_ID" }, "seed": { "_input_type": "IntInput", diff --git a/flows/ingestion_flow.json b/flows/ingestion_flow.json index dd039a37..fb155916 100644 --- a/flows/ingestion_flow.json +++ b/flows/ingestion_flow.json @@ -30,34 +30,6 @@ "target": "OpenSearchHybrid-Ve6bS", "targetHandle": "{œfieldNameœ:œingest_dataœ,œidœ:œOpenSearchHybrid-Ve6bSœ,œinputTypesœ:[œDataœ,œDataFrameœ],œtypeœ:œotherœ}" }, - { - "animated": false, - "className": "", - "data": { - "sourceHandle": { - "dataType": "OpenAIEmbeddings", - "id": "OpenAIEmbeddings-joRJ6", - "name": "embeddings", - "output_types": [ - "Embeddings" - ] - }, - "targetHandle": { - "fieldName": "embedding", - "id": "OpenSearchHybrid-Ve6bS", - "inputTypes": [ - "Embeddings" - ], - "type": "other" - } - }, - "id": "xy-edge__OpenAIEmbeddings-joRJ6{œdataTypeœ:œOpenAIEmbeddingsœ,œidœ:œOpenAIEmbeddings-joRJ6œ,œnameœ:œembeddingsœ,œoutput_typesœ:[œEmbeddingsœ]}-OpenSearchHybrid-Ve6bS{œfieldNameœ:œembeddingœ,œidœ:œOpenSearchHybrid-Ve6bSœ,œinputTypesœ:[œEmbeddingsœ],œtypeœ:œotherœ}", - "selected": false, - "source": "OpenAIEmbeddings-joRJ6", - "sourceHandle": "{œdataTypeœ:œOpenAIEmbeddingsœ,œidœ:œOpenAIEmbeddings-joRJ6œ,œnameœ:œembeddingsœ,œoutput_typesœ:[œEmbeddingsœ]}", - "target": "OpenSearchHybrid-Ve6bS", - "targetHandle": "{œfieldNameœ:œembeddingœ,œidœ:œOpenSearchHybrid-Ve6bSœ,œinputTypesœ:[œEmbeddingsœ],œtypeœ:œotherœ}" - }, { "animated": false, "className": "", @@ -87,6 +59,31 @@ "sourceHandle": "{œdataTypeœ:œFileœ,œidœ:œFile-PSU37œ,œnameœ:œmessageœ,œoutput_typesœ:[œMessageœ]}", "target": "SplitText-QIKhg", "targetHandle": "{œfieldNameœ:œdata_inputsœ,œidœ:œSplitText-QIKhgœ,œinputTypesœ:[œDataœ,œDataFrameœ,œMessageœ],œtypeœ:œotherœ}" + }, + { + "data": { + "sourceHandle": { + "dataType": "EmbeddingModel", + "id": "EmbeddingModel-eZ6bT", + "name": "embeddings", + "output_types": [ + "Embeddings" + ] + }, + "targetHandle": { + "fieldName": "embedding", + "id": "OpenSearchHybrid-Ve6bS", + "inputTypes": [ + "Embeddings" + ], + "type": "other" + } + }, + "id": "xy-edge__EmbeddingModel-eZ6bT{œdataTypeœ:œEmbeddingModelœ,œidœ:œEmbeddingModel-eZ6bTœ,œnameœ:œembeddingsœ,œoutput_typesœ:[œEmbeddingsœ]}-OpenSearchHybrid-Ve6bS{œfieldNameœ:œembeddingœ,œidœ:œOpenSearchHybrid-Ve6bSœ,œinputTypesœ:[œEmbeddingsœ],œtypeœ:œotherœ}", + "source": "EmbeddingModel-eZ6bT", + "sourceHandle": "{œdataTypeœ:œEmbeddingModelœ,œidœ:œEmbeddingModel-eZ6bTœ,œnameœ:œembeddingsœ,œoutput_typesœ:[œEmbeddingsœ]}", + "target": "OpenSearchHybrid-Ve6bS", + "targetHandle": "{œfieldNameœ:œembeddingœ,œidœ:œOpenSearchHybrid-Ve6bSœ,œinputTypesœ:[œEmbeddingsœ],œtypeœ:œotherœ}" } ], "nodes": [ @@ -332,550 +329,6 @@ "type": "genericNode", "width": 320 }, - { - "data": { - "id": "OpenAIEmbeddings-joRJ6", - "node": { - "base_classes": [ - "Embeddings" - ], - "beta": false, - "conditional_paths": [], - "custom_fields": {}, - "description": "Generate embeddings using OpenAI models.", - "display_name": "OpenAI Embeddings", - "documentation": "", - "edited": false, - "field_order": [ - "default_headers", - "default_query", - "chunk_size", - "client", - "deployment", - "embedding_ctx_length", - "max_retries", - "model", - "model_kwargs", - "openai_api_key", - "openai_api_base", - "openai_api_type", - "openai_api_version", - "openai_organization", - "openai_proxy", - "request_timeout", - "show_progress_bar", - "skip_empty", - "tiktoken_model_name", - "tiktoken_enable", - "dimensions" - ], - "frozen": false, - "icon": "OpenAI", - "legacy": false, - "lf_version": "1.5.0.post2", - "metadata": { - "code_hash": "2691dee277c9", - "dependencies": { - "dependencies": [ - { - "name": "langchain_openai", - "version": "0.3.23" - }, - { - "name": "langflow", - "version": "1.5.0.post2" - } - ], - "total_dependencies": 2 - }, - "module": "langflow.components.openai.openai.OpenAIEmbeddingsComponent" - }, - "output_types": [], - "outputs": [ - { - "allows_loop": false, - "cache": true, - "display_name": "Embedding Model", - "group_outputs": false, - "method": "build_embeddings", - "name": "embeddings", - "selected": "Embeddings", - "tool_mode": true, - "types": [ - "Embeddings" - ], - "value": "__UNDEFINED__" - } - ], - "pinned": false, - "template": { - "_type": "Component", - "chunk_size": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Chunk Size", - "dynamic": false, - "info": "", - "list": false, - "name": "chunk_size", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "int", - "value": 1000 - }, - "client": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "Client", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "client", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "code": { - "advanced": true, - "dynamic": true, - "fileTypes": [], - "file_path": "", - "info": "", - "list": false, - "load_from_db": false, - "multiline": true, - "name": "code", - "password": false, - "placeholder": "", - "required": true, - "show": true, - "title_case": false, - "type": "code", - "value": "from langchain_openai import OpenAIEmbeddings\n\nfrom langflow.base.embeddings.model import LCEmbeddingsModel\nfrom langflow.base.models.openai_constants import OPENAI_EMBEDDING_MODEL_NAMES\nfrom langflow.field_typing import Embeddings\nfrom langflow.io import BoolInput, DictInput, DropdownInput, FloatInput, IntInput, MessageTextInput, SecretStrInput\n\n\nclass OpenAIEmbeddingsComponent(LCEmbeddingsModel):\n display_name = \"OpenAI Embeddings\"\n description = \"Generate embeddings using OpenAI models.\"\n icon = \"OpenAI\"\n name = \"OpenAIEmbeddings\"\n\n inputs = [\n DictInput(\n name=\"default_headers\",\n display_name=\"Default Headers\",\n advanced=True,\n info=\"Default headers to use for the API request.\",\n ),\n DictInput(\n name=\"default_query\",\n display_name=\"Default Query\",\n advanced=True,\n info=\"Default query parameters to use for the API request.\",\n ),\n IntInput(name=\"chunk_size\", display_name=\"Chunk Size\", advanced=True, value=1000),\n MessageTextInput(name=\"client\", display_name=\"Client\", advanced=True),\n MessageTextInput(name=\"deployment\", display_name=\"Deployment\", advanced=True),\n IntInput(name=\"embedding_ctx_length\", display_name=\"Embedding Context Length\", advanced=True, value=1536),\n IntInput(name=\"max_retries\", display_name=\"Max Retries\", value=3, advanced=True),\n DropdownInput(\n name=\"model\",\n display_name=\"Model\",\n advanced=False,\n options=OPENAI_EMBEDDING_MODEL_NAMES,\n value=\"text-embedding-3-small\",\n ),\n DictInput(name=\"model_kwargs\", display_name=\"Model Kwargs\", advanced=True),\n SecretStrInput(name=\"openai_api_key\", display_name=\"OpenAI API Key\", value=\"OPENAI_API_KEY\", required=True),\n MessageTextInput(name=\"openai_api_base\", display_name=\"OpenAI API Base\", advanced=True),\n MessageTextInput(name=\"openai_api_type\", display_name=\"OpenAI API Type\", advanced=True),\n MessageTextInput(name=\"openai_api_version\", display_name=\"OpenAI API Version\", advanced=True),\n MessageTextInput(\n name=\"openai_organization\",\n display_name=\"OpenAI Organization\",\n advanced=True,\n ),\n MessageTextInput(name=\"openai_proxy\", display_name=\"OpenAI Proxy\", advanced=True),\n FloatInput(name=\"request_timeout\", display_name=\"Request Timeout\", advanced=True),\n BoolInput(name=\"show_progress_bar\", display_name=\"Show Progress Bar\", advanced=True),\n BoolInput(name=\"skip_empty\", display_name=\"Skip Empty\", advanced=True),\n MessageTextInput(\n name=\"tiktoken_model_name\",\n display_name=\"TikToken Model Name\",\n advanced=True,\n ),\n BoolInput(\n name=\"tiktoken_enable\",\n display_name=\"TikToken Enable\",\n advanced=True,\n value=True,\n info=\"If False, you must have transformers installed.\",\n ),\n IntInput(\n name=\"dimensions\",\n display_name=\"Dimensions\",\n info=\"The number of dimensions the resulting output embeddings should have. \"\n \"Only supported by certain models.\",\n advanced=True,\n ),\n ]\n\n def build_embeddings(self) -> Embeddings:\n return OpenAIEmbeddings(\n client=self.client or None,\n model=self.model,\n dimensions=self.dimensions or None,\n deployment=self.deployment or None,\n api_version=self.openai_api_version or None,\n base_url=self.openai_api_base or None,\n openai_api_type=self.openai_api_type or None,\n openai_proxy=self.openai_proxy or None,\n embedding_ctx_length=self.embedding_ctx_length,\n api_key=self.openai_api_key or None,\n organization=self.openai_organization or None,\n allowed_special=\"all\",\n disallowed_special=\"all\",\n chunk_size=self.chunk_size,\n max_retries=self.max_retries,\n timeout=self.request_timeout or None,\n tiktoken_enabled=self.tiktoken_enable,\n tiktoken_model_name=self.tiktoken_model_name or None,\n show_progress_bar=self.show_progress_bar,\n model_kwargs=self.model_kwargs,\n skip_empty=self.skip_empty,\n default_headers=self.default_headers or None,\n default_query=self.default_query or None,\n )\n" - }, - "default_headers": { - "_input_type": "DictInput", - "advanced": true, - "display_name": "Default Headers", - "dynamic": false, - "info": "Default headers to use for the API request.", - "list": false, - "name": "default_headers", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_input": true, - "type": "dict", - "value": {} - }, - "default_query": { - "_input_type": "DictInput", - "advanced": true, - "display_name": "Default Query", - "dynamic": false, - "info": "Default query parameters to use for the API request.", - "list": false, - "name": "default_query", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_input": true, - "type": "dict", - "value": {} - }, - "deployment": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "Deployment", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "deployment", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "dimensions": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Dimensions", - "dynamic": false, - "info": "The number of dimensions the resulting output embeddings should have. Only supported by certain models.", - "list": false, - "name": "dimensions", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "int", - "value": "" - }, - "embedding_ctx_length": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Embedding Context Length", - "dynamic": false, - "info": "", - "list": false, - "name": "embedding_ctx_length", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "int", - "value": 1536 - }, - "max_retries": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Max Retries", - "dynamic": false, - "info": "", - "list": false, - "name": "max_retries", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "int", - "value": 3 - }, - "model": { - "_input_type": "DropdownInput", - "advanced": false, - "combobox": false, - "display_name": "Model", - "dynamic": false, - "info": "", - "name": "model", - "options": [ - "text-embedding-3-small", - "text-embedding-3-large", - "text-embedding-ada-002" - ], - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "str", - "value": "text-embedding-3-small" - }, - "model_kwargs": { - "_input_type": "DictInput", - "advanced": true, - "display_name": "Model Kwargs", - "dynamic": false, - "info": "", - "list": false, - "name": "model_kwargs", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_input": true, - "type": "dict", - "value": {} - }, - "openai_api_base": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "OpenAI API Base", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "openai_api_base", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "openai_api_key": { - "_input_type": "SecretStrInput", - "advanced": false, - "display_name": "OpenAI API Key", - "dynamic": false, - "info": "", - "input_types": [], - "load_from_db": true, - "name": "openai_api_key", - "password": true, - "placeholder": "", - "required": true, - "show": true, - "title_case": false, - "type": "str", - "value": "OPENAI_API_KEY" - }, - "openai_api_type": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "OpenAI API Type", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "openai_api_type", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "openai_api_version": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "OpenAI API Version", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "openai_api_version", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "openai_organization": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "OpenAI Organization", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "openai_organization", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "openai_proxy": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "OpenAI Proxy", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "openai_proxy", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, - "request_timeout": { - "_input_type": "FloatInput", - "advanced": true, - "display_name": "Request Timeout", - "dynamic": false, - "info": "", - "list": false, - "name": "request_timeout", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "float", - "value": "" - }, - "show_progress_bar": { - "_input_type": "BoolInput", - "advanced": true, - "display_name": "Show Progress Bar", - "dynamic": false, - "info": "", - "list": false, - "name": "show_progress_bar", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "bool", - "value": false - }, - "skip_empty": { - "_input_type": "BoolInput", - "advanced": true, - "display_name": "Skip Empty", - "dynamic": false, - "info": "", - "list": false, - "name": "skip_empty", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "bool", - "value": false - }, - "tiktoken_enable": { - "_input_type": "BoolInput", - "advanced": true, - "display_name": "TikToken Enable", - "dynamic": false, - "info": "If False, you must have transformers installed.", - "list": false, - "name": "tiktoken_enable", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "trace_as_metadata": true, - "type": "bool", - "value": true - }, - "tiktoken_model_name": { - "_input_type": "MessageTextInput", - "advanced": true, - "display_name": "TikToken Model Name", - "dynamic": false, - "info": "", - "input_types": [ - "Message" - ], - "list": false, - "load_from_db": false, - "name": "tiktoken_model_name", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "trace_as_metadata": true, - "type": "str", - "value": "" - } - }, - "tool_mode": false - }, - "selected_output": "embeddings", - "type": "OpenAIEmbeddings" - }, - "dragging": false, - "height": 320, - "id": "OpenAIEmbeddings-joRJ6", - "measured": { - "height": 320, - "width": 320 - }, - "position": { - "x": 1704.8491676318172, - "y": 1879.144249471858 - }, - "positionAbsolute": { - "x": 1690.9220896443658, - "y": 1866.483269483266 - }, - "selected": false, - "type": "genericNode", - "width": 320 - }, - { - "data": { - "id": "note-Bm5Xw", - "node": { - "description": "### 💡 Add your OpenAI API key here 👇", - "display_name": "", - "documentation": "", - "template": { - "backgroundColor": "transparent" - } - }, - "type": "note" - }, - "dragging": false, - "height": 324, - "id": "note-Bm5Xw", - "measured": { - "height": 324, - "width": 324 - }, - "position": { - "x": 1692.2322233423606, - "y": 1821.9077961087607 - }, - "positionAbsolute": { - "x": 1692.2322233423606, - "y": 1821.9077961087607 - }, - "selected": false, - "type": "noteNode", - "width": 324 - }, { "data": { "id": "File-PSU37", @@ -910,7 +363,7 @@ ], "frozen": false, "icon": "file-text", - "last_updated": "2025-09-09T02:18:48.064Z", + "last_updated": "2025-09-22T15:54:40.920Z", "legacy": false, "lf_version": "1.5.0.post2", "metadata": { @@ -949,23 +402,6 @@ "Message" ], "value": "__UNDEFINED__" - }, - { - "allows_loop": false, - "cache": true, - "display_name": "File Path", - "group_outputs": false, - "hidden": null, - "method": "load_files_path", - "name": "path", - "options": null, - "required_inputs": null, - "selected": "Message", - "tool_mode": true, - "types": [ - "Message" - ], - "value": "__UNDEFINED__" } ], "pinned": false, @@ -983,7 +419,7 @@ "placeholder": "", "real_time_refresh": true, "required": false, - "show": true, + "show": false, "title_case": false, "tool_mode": false, "trace_as_metadata": true, @@ -1368,7 +804,7 @@ "dragging": false, "id": "File-PSU37", "measured": { - "height": 275, + "height": 230, "width": 320 }, "position": { @@ -2000,21 +1436,330 @@ "dragging": false, "id": "OpenSearchHybrid-Ve6bS", "measured": { - "height": 761, + "height": 765, "width": 320 }, "position": { "x": 2218.9287723423276, "y": 1332.2598463956504 }, + "selected": false, + "type": "genericNode" + }, + { + "data": { + "id": "EmbeddingModel-eZ6bT", + "node": { + "base_classes": [ + "Embeddings" + ], + "beta": false, + "conditional_paths": [], + "custom_fields": {}, + "description": "Generate embeddings using a specified provider.", + "display_name": "Embedding Model", + "documentation": "https://docs.langflow.org/components-embedding-models", + "edited": false, + "field_order": [ + "provider", + "model", + "api_key", + "api_base", + "dimensions", + "chunk_size", + "request_timeout", + "max_retries", + "show_progress_bar", + "model_kwargs" + ], + "frozen": false, + "icon": "binary", + "last_updated": "2025-09-22T15:54:52.885Z", + "legacy": false, + "metadata": { + "code_hash": "93faf11517da", + "dependencies": { + "dependencies": [ + { + "name": "langchain_openai", + "version": "0.3.23" + }, + { + "name": "langflow", + "version": null + } + ], + "total_dependencies": 2 + }, + "module": "langflow.components.models.embedding_model.EmbeddingModelComponent" + }, + "minimized": false, + "output_types": [], + "outputs": [ + { + "allows_loop": false, + "cache": true, + "display_name": "Embedding Model", + "group_outputs": false, + "method": "build_embeddings", + "name": "embeddings", + "options": null, + "required_inputs": null, + "selected": "Embeddings", + "tool_mode": true, + "types": [ + "Embeddings" + ], + "value": "__UNDEFINED__" + } + ], + "pinned": false, + "template": { + "_type": "Component", + "api_base": { + "_input_type": "MessageTextInput", + "advanced": true, + "display_name": "API Base URL", + "dynamic": false, + "info": "Base URL for the API. Leave empty for default.", + "input_types": [ + "Message" + ], + "list": false, + "list_add_label": "Add More", + "load_from_db": false, + "name": "api_base", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_input": true, + "trace_as_metadata": true, + "type": "str", + "value": "" + }, + "api_key": { + "_input_type": "SecretStrInput", + "advanced": false, + "display_name": "OpenAI API Key", + "dynamic": false, + "info": "Model Provider API key", + "input_types": [], + "load_from_db": true, + "name": "api_key", + "password": true, + "placeholder": "", + "real_time_refresh": true, + "required": true, + "show": true, + "title_case": false, + "type": "str", + "value": "OPENAI_API_KEY" + }, + "chunk_size": { + "_input_type": "IntInput", + "advanced": true, + "display_name": "Chunk Size", + "dynamic": false, + "info": "", + "list": false, + "list_add_label": "Add More", + "name": "chunk_size", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "int", + "value": 1000 + }, + "code": { + "advanced": true, + "dynamic": true, + "fileTypes": [], + "file_path": "", + "info": "", + "list": false, + "load_from_db": false, + "multiline": true, + "name": "code", + "password": false, + "placeholder": "", + "required": true, + "show": true, + "title_case": false, + "type": "code", + "value": "from typing import Any\n\nfrom langchain_openai import OpenAIEmbeddings\n\nfrom langflow.base.embeddings.model import LCEmbeddingsModel\nfrom langflow.base.models.openai_constants import OPENAI_EMBEDDING_MODEL_NAMES\nfrom langflow.field_typing import Embeddings\nfrom langflow.io import (\n BoolInput,\n DictInput,\n DropdownInput,\n FloatInput,\n IntInput,\n MessageTextInput,\n SecretStrInput,\n)\nfrom langflow.schema.dotdict import dotdict\n\n\nclass EmbeddingModelComponent(LCEmbeddingsModel):\n display_name = \"Embedding Model\"\n description = \"Generate embeddings using a specified provider.\"\n documentation: str = \"https://docs.langflow.org/components-embedding-models\"\n icon = \"binary\"\n name = \"EmbeddingModel\"\n category = \"models\"\n\n inputs = [\n DropdownInput(\n name=\"provider\",\n display_name=\"Model Provider\",\n options=[\"OpenAI\"],\n value=\"OpenAI\",\n info=\"Select the embedding model provider\",\n real_time_refresh=True,\n options_metadata=[{\"icon\": \"OpenAI\"}],\n ),\n DropdownInput(\n name=\"model\",\n display_name=\"Model Name\",\n options=OPENAI_EMBEDDING_MODEL_NAMES,\n value=OPENAI_EMBEDDING_MODEL_NAMES[0],\n info=\"Select the embedding model to use\",\n ),\n SecretStrInput(\n name=\"api_key\",\n display_name=\"OpenAI API Key\",\n info=\"Model Provider API key\",\n required=True,\n show=True,\n real_time_refresh=True,\n ),\n MessageTextInput(\n name=\"api_base\",\n display_name=\"API Base URL\",\n info=\"Base URL for the API. Leave empty for default.\",\n advanced=True,\n ),\n IntInput(\n name=\"dimensions\",\n display_name=\"Dimensions\",\n info=\"The number of dimensions the resulting output embeddings should have. \"\n \"Only supported by certain models.\",\n advanced=True,\n ),\n IntInput(name=\"chunk_size\", display_name=\"Chunk Size\", advanced=True, value=1000),\n FloatInput(name=\"request_timeout\", display_name=\"Request Timeout\", advanced=True),\n IntInput(name=\"max_retries\", display_name=\"Max Retries\", advanced=True, value=3),\n BoolInput(name=\"show_progress_bar\", display_name=\"Show Progress Bar\", advanced=True),\n DictInput(\n name=\"model_kwargs\",\n display_name=\"Model Kwargs\",\n advanced=True,\n info=\"Additional keyword arguments to pass to the model.\",\n ),\n ]\n\n def build_embeddings(self) -> Embeddings:\n provider = self.provider\n model = self.model\n api_key = self.api_key\n api_base = self.api_base\n dimensions = self.dimensions\n chunk_size = self.chunk_size\n request_timeout = self.request_timeout\n max_retries = self.max_retries\n show_progress_bar = self.show_progress_bar\n model_kwargs = self.model_kwargs or {}\n\n if provider == \"OpenAI\":\n if not api_key:\n msg = \"OpenAI API key is required when using OpenAI provider\"\n raise ValueError(msg)\n return OpenAIEmbeddings(\n model=model,\n dimensions=dimensions or None,\n base_url=api_base or None,\n api_key=api_key,\n chunk_size=chunk_size,\n max_retries=max_retries,\n timeout=request_timeout or None,\n show_progress_bar=show_progress_bar,\n model_kwargs=model_kwargs,\n )\n msg = f\"Unknown provider: {provider}\"\n raise ValueError(msg)\n\n def update_build_config(self, build_config: dotdict, field_value: Any, field_name: str | None = None) -> dotdict:\n if field_name == \"provider\" and field_value == \"OpenAI\":\n build_config[\"model\"][\"options\"] = OPENAI_EMBEDDING_MODEL_NAMES\n build_config[\"model\"][\"value\"] = OPENAI_EMBEDDING_MODEL_NAMES[0]\n build_config[\"api_key\"][\"display_name\"] = \"OpenAI API Key\"\n build_config[\"api_base\"][\"display_name\"] = \"OpenAI API Base URL\"\n return build_config\n" + }, + "dimensions": { + "_input_type": "IntInput", + "advanced": true, + "display_name": "Dimensions", + "dynamic": false, + "info": "The number of dimensions the resulting output embeddings should have. Only supported by certain models.", + "list": false, + "list_add_label": "Add More", + "name": "dimensions", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "int", + "value": "" + }, + "max_retries": { + "_input_type": "IntInput", + "advanced": true, + "display_name": "Max Retries", + "dynamic": false, + "info": "", + "list": false, + "list_add_label": "Add More", + "name": "max_retries", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "int", + "value": 3 + }, + "model": { + "_input_type": "DropdownInput", + "advanced": false, + "combobox": false, + "dialog_inputs": {}, + "display_name": "Model Name", + "dynamic": false, + "info": "Select the embedding model to use", + "name": "model", + "options": [ + "text-embedding-3-small", + "text-embedding-3-large", + "text-embedding-ada-002" + ], + "options_metadata": [], + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "toggle": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "str", + "value": "text-embedding-3-small" + }, + "model_kwargs": { + "_input_type": "DictInput", + "advanced": true, + "display_name": "Model Kwargs", + "dynamic": false, + "info": "Additional keyword arguments to pass to the model.", + "list": false, + "list_add_label": "Add More", + "name": "model_kwargs", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_input": true, + "type": "dict", + "value": {} + }, + "provider": { + "_input_type": "DropdownInput", + "advanced": false, + "combobox": false, + "dialog_inputs": {}, + "display_name": "Model Provider", + "dynamic": false, + "info": "Select the embedding model provider", + "name": "provider", + "options": [ + "OpenAI" + ], + "options_metadata": [ + { + "icon": "OpenAI" + } + ], + "placeholder": "", + "real_time_refresh": true, + "required": false, + "show": true, + "title_case": false, + "toggle": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "str", + "value": "OpenAI" + }, + "request_timeout": { + "_input_type": "FloatInput", + "advanced": true, + "display_name": "Request Timeout", + "dynamic": false, + "info": "", + "list": false, + "list_add_label": "Add More", + "name": "request_timeout", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "float", + "value": "" + }, + "show_progress_bar": { + "_input_type": "BoolInput", + "advanced": true, + "display_name": "Show Progress Bar", + "dynamic": false, + "info": "", + "list": false, + "list_add_label": "Add More", + "name": "show_progress_bar", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "bool", + "value": false + } + }, + "tool_mode": false + }, + "showNode": true, + "type": "EmbeddingModel" + }, + "dragging": false, + "id": "EmbeddingModel-eZ6bT", + "measured": { + "height": 369, + "width": 320 + }, + "position": { + "x": 1726.6943524438122, + "y": 1800.5330404375484 + }, "selected": true, "type": "genericNode" } ], "viewport": { - "x": -919.0070567185035, - "y": -955.5333976627492, - "zoom": 0.8337061732891438 + "x": -816.160132796055, + "y": -860.347743678783, + "zoom": 0.7338647578262055 } }, "description": "Load your data for chat context with Retrieval Augmented Generation.", diff --git a/flows/openrag_agent.json b/flows/openrag_agent.json index 9c363fff..ae9ac1d1 100644 --- a/flows/openrag_agent.json +++ b/flows/openrag_agent.json @@ -142,6 +142,33 @@ "sourceHandle": "{œdataTypeœ:œOpenSearchHybridœ,œidœ:œOpenSearch-iYfjfœ,œnameœ:œcomponent_as_toolœ,œoutput_typesœ:[œToolœ]}", "target": "Agent-crjWf", "targetHandle": "{œfieldNameœ:œtoolsœ,œidœ:œAgent-crjWfœ,œinputTypesœ:[œToolœ],œtypeœ:œotherœ}" + }, + { + "animated": false, + "data": { + "sourceHandle": { + "dataType": "LanguageModelComponent", + "id": "LanguageModelComponent-0YME7", + "name": "model_output", + "output_types": [ + "LanguageModel" + ] + }, + "targetHandle": { + "fieldName": "agent_llm", + "id": "Agent-crjWf", + "inputTypes": [ + "LanguageModel" + ], + "type": "str" + } + }, + "id": "xy-edge__LanguageModelComponent-0YME7{œdataTypeœ:œLanguageModelComponentœ,œidœ:œLanguageModelComponent-0YME7œ,œnameœ:œmodel_outputœ,œoutput_typesœ:[œLanguageModelœ]}-Agent-crjWf{œfieldNameœ:œagent_llmœ,œidœ:œAgent-crjWfœ,œinputTypesœ:[œLanguageModelœ],œtypeœ:œstrœ}", + "selected": false, + "source": "LanguageModelComponent-0YME7", + "sourceHandle": "{œdataTypeœ:œLanguageModelComponentœ,œidœ:œLanguageModelComponent-0YME7œ,œnameœ:œmodel_outputœ,œoutput_typesœ:[œLanguageModelœ]}", + "target": "Agent-crjWf", + "targetHandle": "{œfieldNameœ:œagent_llmœ,œidœ:œAgent-crjWfœ,œinputTypesœ:[œLanguageModelœ],œtypeœ:œstrœ}" } ], "nodes": [ @@ -455,7 +482,7 @@ }, "position": { "x": 1264.0651279011304, - "y": 1042.1154468545742 + "y": 1192.017532447814 }, "selected": false, "type": "genericNode" @@ -807,7 +834,7 @@ ], "frozen": false, "icon": "OpenSearch", - "last_updated": "2025-08-20T14:53:21.486Z", + "last_updated": "2025-09-22T15:52:59.128Z", "legacy": false, "metadata": {}, "minimized": false, @@ -1274,12 +1301,12 @@ "dragging": false, "id": "OpenSearch-iYfjf", "measured": { - "height": 751, + "height": 747, "width": 320 }, "position": { "x": 1202.1762389080463, - "y": 112.65887163017715 + "y": 395.8072555285192 }, "selected": false, "type": "genericNode" @@ -1314,7 +1341,7 @@ "frozen": false, "icon": "binary", "key": "EmbeddingModel", - "last_updated": "2025-08-27T19:21:17.906Z", + "last_updated": "2025-09-22T15:52:59.132Z", "legacy": false, "lf_version": "1.5.0.post1", "metadata": {}, @@ -1571,7 +1598,7 @@ "dragging": false, "id": "EmbeddingModel-eZ6bT", "measured": { - "height": 370, + "height": 369, "width": 320 }, "position": { @@ -1623,7 +1650,7 @@ ], "frozen": false, "icon": "bot", - "last_updated": "2025-08-27T19:21:17.907Z", + "last_updated": "2025-09-22T15:54:25.247Z", "legacy": false, "metadata": { "code_hash": "964ea0b7bc96", @@ -1691,6 +1718,7 @@ "display_name": "Current Date", "dynamic": false, "info": "If true, will add a tool to the agent that returns the current date.", + "input_types": [], "list": false, "list_add_label": "Add More", "name": "add_current_date_tool", @@ -1733,10 +1761,12 @@ "advanced": false, "combobox": false, "dialog_inputs": {}, - "display_name": "Model Provider", + "display_name": "Language Model", "dynamic": false, - "info": "The provider of the language model that the agent will use to generate responses.", - "input_types": [], + "info": "", + "input_types": [ + "LanguageModel" + ], "name": "agent_llm", "options": [ "Anthropic", @@ -1771,25 +1801,7 @@ "tool_mode": false, "trace_as_metadata": true, "type": "str", - "value": "OpenAI" - }, - "api_key": { - "_input_type": "SecretStrInput", - "advanced": false, - "display_name": "OpenAI API Key", - "dynamic": false, - "info": "The OpenAI API Key to use for the OpenAI model.", - "input_types": [], - "load_from_db": true, - "name": "api_key", - "password": true, - "placeholder": "", - "real_time_refresh": true, - "required": false, - "show": true, - "title_case": false, - "type": "str", - "value": "OPENAI_API_KEY" + "value": "" }, "code": { "advanced": true, @@ -1797,6 +1809,7 @@ "fileTypes": [], "file_path": "", "info": "", + "input_types": [], "list": false, "load_from_db": false, "multiline": true, @@ -1840,6 +1853,7 @@ "display_name": "Handle Parse Errors", "dynamic": false, "info": "Should the Agent fix errors when reading user input for better processing?", + "input_types": [], "list": false, "list_add_label": "Add More", "name": "handle_parsing_errors", @@ -1881,6 +1895,7 @@ "display_name": "Max Iterations", "dynamic": false, "info": "The maximum number of attempts the agent can make to complete its task before it stops.", + "input_types": [], "list": false, "list_add_label": "Add More", "name": "max_iterations", @@ -1893,114 +1908,13 @@ "type": "int", "value": 15 }, - "max_retries": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Max Retries", - "dynamic": false, - "info": "The maximum number of retries to make when generating.", - "list": false, - "list_add_label": "Add More", - "name": "max_retries", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "int", - "value": 5 - }, - "max_tokens": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Max Tokens", - "dynamic": false, - "info": "The maximum number of tokens to generate. Set to 0 for unlimited tokens.", - "list": false, - "list_add_label": "Add More", - "name": "max_tokens", - "placeholder": "", - "range_spec": { - "max": 128000, - "min": 0, - "step": 0.1, - "step_type": "float" - }, - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "int", - "value": "" - }, - "model_kwargs": { - "_input_type": "DictInput", - "advanced": true, - "display_name": "Model Kwargs", - "dynamic": false, - "info": "Additional keyword arguments to pass to the model.", - "list": false, - "list_add_label": "Add More", - "name": "model_kwargs", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_input": true, - "type": "dict", - "value": {} - }, - "model_name": { - "_input_type": "DropdownInput", - "advanced": false, - "combobox": true, - "dialog_inputs": {}, - "display_name": "Model Name", - "dynamic": false, - "info": "To see the model names, first choose a provider. Then, enter your API key and click the refresh button next to the model name.", - "name": "model_name", - "options": [ - "gpt-4o-mini", - "gpt-4o", - "gpt-4.1", - "gpt-4.1-mini", - "gpt-4.1-nano", - "gpt-4-turbo", - "gpt-4-turbo-preview", - "gpt-4", - "gpt-3.5-turbo", - "gpt-5", - "gpt-5-mini", - "gpt-5-nano", - "gpt-5-chat-latest", - "o1", - "o3-mini", - "o3", - "o3-pro", - "o4-mini", - "o4-mini-high" - ], - "options_metadata": [], - "placeholder": "", - "real_time_refresh": false, - "required": false, - "show": true, - "title_case": false, - "toggle": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "str", - "value": "gpt-4o-mini" - }, "n_messages": { "_input_type": "IntInput", "advanced": true, "display_name": "Number of Chat History Messages", "dynamic": false, "info": "Number of chat history messages to retrieve.", + "input_types": [], "list": false, "list_add_label": "Add More", "name": "n_messages", @@ -2013,31 +1927,13 @@ "type": "int", "value": 100 }, - "openai_api_base": { - "_input_type": "StrInput", - "advanced": true, - "display_name": "OpenAI API Base", - "dynamic": false, - "info": "The base URL of the OpenAI API. Defaults to https://api.openai.com/v1. You can change this to use other APIs like JinaChat, LocalAI and Prem.", - "list": false, - "list_add_label": "Add More", - "load_from_db": false, - "name": "openai_api_base", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "str", - "value": "" - }, "output_schema": { "_input_type": "TableInput", "advanced": true, "display_name": "Output Schema", "dynamic": false, "info": "Schema Validation: Define the structure and data types for structured output. No validation if no output schema.", + "input_types": [], "is_list": true, "list_add_label": "Add More", "name": "output_schema", @@ -2116,24 +2012,6 @@ "type": "table", "value": [] }, - "seed": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Seed", - "dynamic": false, - "info": "The seed controls the reproducibility of the job.", - "list": false, - "list_add_label": "Add More", - "name": "seed", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "int", - "value": 1 - }, "system_prompt": { "_input_type": "MultilineInput", "advanced": false, @@ -2159,52 +2037,6 @@ "type": "str", "value": "You are a helpful assistant that can use tools to answer questions and perform tasks." }, - "temperature": { - "_input_type": "SliderInput", - "advanced": true, - "display_name": "Temperature", - "dynamic": false, - "info": "", - "max_label": "", - "max_label_icon": "", - "min_label": "", - "min_label_icon": "", - "name": "temperature", - "placeholder": "", - "range_spec": { - "max": 1, - "min": 0, - "step": 0.01, - "step_type": "float" - }, - "required": false, - "show": true, - "slider_buttons": false, - "slider_buttons_options": [], - "slider_input": false, - "title_case": false, - "tool_mode": false, - "type": "slider", - "value": 0.1 - }, - "timeout": { - "_input_type": "IntInput", - "advanced": true, - "display_name": "Timeout", - "dynamic": false, - "info": "The timeout for requests to OpenAI completion API.", - "list": false, - "list_add_label": "Add More", - "name": "timeout", - "placeholder": "", - "required": false, - "show": true, - "title_case": false, - "tool_mode": false, - "trace_as_metadata": true, - "type": "int", - "value": 700 - }, "tools": { "_input_type": "HandleInput", "advanced": false, @@ -2231,6 +2063,7 @@ "display_name": "Verbose", "dynamic": false, "info": "", + "input_types": [], "list": false, "list_add_label": "Add More", "name": "verbose", @@ -2253,7 +2086,7 @@ "dragging": false, "id": "Agent-crjWf", "measured": { - "height": 597, + "height": 429, "width": 320 }, "position": { @@ -2360,14 +2193,341 @@ "x": 745.3341059713564, "y": 95.0152511387621 }, - "selected": true, + "selected": false, + "type": "genericNode" + }, + { + "data": { + "id": "LanguageModelComponent-0YME7", + "node": { + "base_classes": [ + "LanguageModel", + "Message" + ], + "beta": false, + "conditional_paths": [], + "custom_fields": {}, + "description": "Runs a language model given a specified provider.", + "display_name": "Language Model", + "documentation": "https://docs.langflow.org/components-models", + "edited": false, + "field_order": [ + "provider", + "model_name", + "api_key", + "input_value", + "system_message", + "stream", + "temperature" + ], + "frozen": false, + "icon": "brain-circuit", + "last_updated": "2025-09-22T15:54:29.406Z", + "legacy": false, + "metadata": { + "code_hash": "6ac42a7167a4", + "dependencies": { + "dependencies": [ + { + "name": "langchain_anthropic", + "version": "0.3.14" + }, + { + "name": "langchain_google_genai", + "version": "2.0.6" + }, + { + "name": "langchain_openai", + "version": "0.3.23" + }, + { + "name": "langflow", + "version": null + } + ], + "total_dependencies": 4 + }, + "keywords": [ + "model", + "llm", + "language model", + "large language model" + ], + "module": "langflow.components.models.language_model.LanguageModelComponent" + }, + "minimized": false, + "output_types": [], + "outputs": [ + { + "allows_loop": false, + "cache": true, + "display_name": "Model Response", + "group_outputs": false, + "method": "text_response", + "name": "text_output", + "options": null, + "required_inputs": null, + "selected": "Message", + "tool_mode": true, + "types": [ + "Message" + ], + "value": "__UNDEFINED__" + }, + { + "allows_loop": false, + "cache": true, + "display_name": "Language Model", + "group_outputs": false, + "method": "build_model", + "name": "model_output", + "options": null, + "required_inputs": null, + "selected": "LanguageModel", + "tool_mode": true, + "types": [ + "LanguageModel" + ], + "value": "__UNDEFINED__" + } + ], + "pinned": false, + "priority": 0, + "template": { + "_type": "Component", + "api_key": { + "_input_type": "SecretStrInput", + "advanced": false, + "display_name": "OpenAI API Key", + "dynamic": false, + "info": "Model Provider API key", + "input_types": [], + "load_from_db": true, + "name": "api_key", + "password": true, + "placeholder": "", + "real_time_refresh": true, + "required": false, + "show": true, + "title_case": false, + "type": "str", + "value": "OPENAI_API_KEY" + }, + "code": { + "advanced": true, + "dynamic": true, + "fileTypes": [], + "file_path": "", + "info": "", + "list": false, + "load_from_db": false, + "multiline": true, + "name": "code", + "password": false, + "placeholder": "", + "required": true, + "show": true, + "title_case": false, + "type": "code", + "value": "from typing import Any\n\nfrom langchain_anthropic import ChatAnthropic\nfrom langchain_google_genai import ChatGoogleGenerativeAI\nfrom langchain_openai import ChatOpenAI\n\nfrom langflow.base.models.anthropic_constants import ANTHROPIC_MODELS\nfrom langflow.base.models.google_generative_ai_constants import GOOGLE_GENERATIVE_AI_MODELS\nfrom langflow.base.models.model import LCModelComponent\nfrom langflow.base.models.openai_constants import OPENAI_CHAT_MODEL_NAMES, OPENAI_REASONING_MODEL_NAMES\nfrom langflow.field_typing import LanguageModel\nfrom langflow.field_typing.range_spec import RangeSpec\nfrom langflow.inputs.inputs import BoolInput\nfrom langflow.io import DropdownInput, MessageInput, MultilineInput, SecretStrInput, SliderInput\nfrom langflow.schema.dotdict import dotdict\n\n\nclass LanguageModelComponent(LCModelComponent):\n display_name = \"Language Model\"\n description = \"Runs a language model given a specified provider.\"\n documentation: str = \"https://docs.langflow.org/components-models\"\n icon = \"brain-circuit\"\n category = \"models\"\n priority = 0 # Set priority to 0 to make it appear first\n\n inputs = [\n DropdownInput(\n name=\"provider\",\n display_name=\"Model Provider\",\n options=[\"OpenAI\", \"Anthropic\", \"Google\"],\n value=\"OpenAI\",\n info=\"Select the model provider\",\n real_time_refresh=True,\n options_metadata=[{\"icon\": \"OpenAI\"}, {\"icon\": \"Anthropic\"}, {\"icon\": \"GoogleGenerativeAI\"}],\n ),\n DropdownInput(\n name=\"model_name\",\n display_name=\"Model Name\",\n options=OPENAI_CHAT_MODEL_NAMES + OPENAI_REASONING_MODEL_NAMES,\n value=OPENAI_CHAT_MODEL_NAMES[0],\n info=\"Select the model to use\",\n real_time_refresh=True,\n ),\n SecretStrInput(\n name=\"api_key\",\n display_name=\"OpenAI API Key\",\n info=\"Model Provider API key\",\n required=False,\n show=True,\n real_time_refresh=True,\n ),\n MessageInput(\n name=\"input_value\",\n display_name=\"Input\",\n info=\"The input text to send to the model\",\n ),\n MultilineInput(\n name=\"system_message\",\n display_name=\"System Message\",\n info=\"A system message that helps set the behavior of the assistant\",\n advanced=False,\n ),\n BoolInput(\n name=\"stream\",\n display_name=\"Stream\",\n info=\"Whether to stream the response\",\n value=False,\n advanced=True,\n ),\n SliderInput(\n name=\"temperature\",\n display_name=\"Temperature\",\n value=0.1,\n info=\"Controls randomness in responses\",\n range_spec=RangeSpec(min=0, max=1, step=0.01),\n advanced=True,\n ),\n ]\n\n def build_model(self) -> LanguageModel:\n provider = self.provider\n model_name = self.model_name\n temperature = self.temperature\n stream = self.stream\n\n if provider == \"OpenAI\":\n if not self.api_key:\n msg = \"OpenAI API key is required when using OpenAI provider\"\n raise ValueError(msg)\n\n if model_name in OPENAI_REASONING_MODEL_NAMES:\n # reasoning models do not support temperature (yet)\n temperature = None\n\n return ChatOpenAI(\n model_name=model_name,\n temperature=temperature,\n streaming=stream,\n openai_api_key=self.api_key,\n )\n if provider == \"Anthropic\":\n if not self.api_key:\n msg = \"Anthropic API key is required when using Anthropic provider\"\n raise ValueError(msg)\n return ChatAnthropic(\n model=model_name,\n temperature=temperature,\n streaming=stream,\n anthropic_api_key=self.api_key,\n )\n if provider == \"Google\":\n if not self.api_key:\n msg = \"Google API key is required when using Google provider\"\n raise ValueError(msg)\n return ChatGoogleGenerativeAI(\n model=model_name,\n temperature=temperature,\n streaming=stream,\n google_api_key=self.api_key,\n )\n msg = f\"Unknown provider: {provider}\"\n raise ValueError(msg)\n\n def update_build_config(self, build_config: dotdict, field_value: Any, field_name: str | None = None) -> dotdict:\n if field_name == \"provider\":\n if field_value == \"OpenAI\":\n build_config[\"model_name\"][\"options\"] = OPENAI_CHAT_MODEL_NAMES + OPENAI_REASONING_MODEL_NAMES\n build_config[\"model_name\"][\"value\"] = OPENAI_CHAT_MODEL_NAMES[0]\n build_config[\"api_key\"][\"display_name\"] = \"OpenAI API Key\"\n elif field_value == \"Anthropic\":\n build_config[\"model_name\"][\"options\"] = ANTHROPIC_MODELS\n build_config[\"model_name\"][\"value\"] = ANTHROPIC_MODELS[0]\n build_config[\"api_key\"][\"display_name\"] = \"Anthropic API Key\"\n elif field_value == \"Google\":\n build_config[\"model_name\"][\"options\"] = GOOGLE_GENERATIVE_AI_MODELS\n build_config[\"model_name\"][\"value\"] = GOOGLE_GENERATIVE_AI_MODELS[0]\n build_config[\"api_key\"][\"display_name\"] = \"Google API Key\"\n elif field_name == \"model_name\" and field_value.startswith(\"o1\") and self.provider == \"OpenAI\":\n # Hide system_message for o1 models - currently unsupported\n if \"system_message\" in build_config:\n build_config[\"system_message\"][\"show\"] = False\n elif field_name == \"model_name\" and not field_value.startswith(\"o1\") and \"system_message\" in build_config:\n build_config[\"system_message\"][\"show\"] = True\n return build_config\n" + }, + "input_value": { + "_input_type": "MessageInput", + "advanced": false, + "display_name": "Input", + "dynamic": false, + "info": "The input text to send to the model", + "input_types": [ + "Message" + ], + "list": false, + "list_add_label": "Add More", + "load_from_db": false, + "name": "input_value", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_input": true, + "trace_as_metadata": true, + "type": "str", + "value": "" + }, + "model_name": { + "_input_type": "DropdownInput", + "advanced": false, + "combobox": false, + "dialog_inputs": {}, + "display_name": "Model Name", + "dynamic": false, + "info": "Select the model to use", + "name": "model_name", + "options": [ + "gpt-4o-mini", + "gpt-4o", + "gpt-4.1", + "gpt-4.1-mini", + "gpt-4.1-nano", + "gpt-4-turbo", + "gpt-4-turbo-preview", + "gpt-4", + "gpt-3.5-turbo", + "gpt-5", + "gpt-5-mini", + "gpt-5-nano", + "gpt-5-chat-latest", + "o1", + "o3-mini", + "o3", + "o3-pro", + "o4-mini", + "o4-mini-high" + ], + "options_metadata": [], + "placeholder": "", + "real_time_refresh": true, + "required": false, + "show": true, + "title_case": false, + "toggle": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "str", + "value": "gpt-4o-mini" + }, + "provider": { + "_input_type": "DropdownInput", + "advanced": false, + "combobox": false, + "dialog_inputs": {}, + "display_name": "Model Provider", + "dynamic": false, + "info": "Select the model provider", + "name": "provider", + "options": [ + "OpenAI", + "Anthropic", + "Google" + ], + "options_metadata": [ + { + "icon": "OpenAI" + }, + { + "icon": "Anthropic" + }, + { + "icon": "GoogleGenerativeAI" + } + ], + "placeholder": "", + "real_time_refresh": true, + "required": false, + "show": true, + "title_case": false, + "toggle": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "str", + "value": "OpenAI" + }, + "stream": { + "_input_type": "BoolInput", + "advanced": true, + "display_name": "Stream", + "dynamic": false, + "info": "Whether to stream the response", + "list": false, + "list_add_label": "Add More", + "name": "stream", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_metadata": true, + "type": "bool", + "value": false + }, + "system_message": { + "_input_type": "MultilineInput", + "advanced": false, + "copy_field": false, + "display_name": "System Message", + "dynamic": false, + "info": "A system message that helps set the behavior of the assistant", + "input_types": [ + "Message" + ], + "list": false, + "list_add_label": "Add More", + "load_from_db": false, + "multiline": true, + "name": "system_message", + "placeholder": "", + "required": false, + "show": true, + "title_case": false, + "tool_mode": false, + "trace_as_input": true, + "trace_as_metadata": true, + "type": "str", + "value": "" + }, + "temperature": { + "_input_type": "SliderInput", + "advanced": true, + "display_name": "Temperature", + "dynamic": false, + "info": "Controls randomness in responses", + "max_label": "", + "max_label_icon": "", + "min_label": "", + "min_label_icon": "", + "name": "temperature", + "placeholder": "", + "range_spec": { + "max": 1, + "min": 0, + "step": 0.01, + "step_type": "float" + }, + "required": false, + "show": true, + "slider_buttons": false, + "slider_buttons_options": [], + "slider_input": false, + "title_case": false, + "tool_mode": false, + "type": "slider", + "value": 0.1 + } + }, + "tool_mode": false + }, + "selected_output": "model_output", + "showNode": true, + "type": "LanguageModelComponent" + }, + "dragging": false, + "id": "LanguageModelComponent-0YME7", + "measured": { + "height": 534, + "width": 320 + }, + "position": { + "x": 1206.0291133693556, + "y": -185.39565741253472 + }, + "selected": false, "type": "genericNode" } ], "viewport": { - "x": -329.70601114169506, - "y": 204.47879504267328, - "zoom": 0.4285124473313821 + "x": -171.9254522389558, + "y": 141.41747076743695, + "zoom": 0.5223218120388116 } }, "description": "OpenRAG Open Search Agent",