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+ diff --git a/api/read-flows.html b/api/read-flows.html index 0948003cb5..19527e0103 100644 --- a/api/read-flows.html +++ b/api/read-flows.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-folder-redirect.html b/api/read-folder-redirect.html index b0154e46fd..d72d75cbdb 100644 --- a/api/read-folder-redirect.html +++ b/api/read-folder-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-folders-redirect.html b/api/read-folders-redirect.html index c205351f91..a036c8b601 100644 --- a/api/read-folders-redirect.html +++ b/api/read-folders-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-project.html b/api/read-project.html index b47b78cb53..df6a9b4640 100644 --- a/api/read-project.html +++ b/api/read-project.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-projects.html b/api/read-projects.html index 1adf8f2950..f1de08c7d8 100644 --- a/api/read-projects.html +++ b/api/read-projects.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-public-flow.html b/api/read-public-flow.html index c9ffc0b3d5..15224b21bf 100644 --- a/api/read-public-flow.html +++ b/api/read-public-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-variables.html b/api/read-variables.html index 82ed0e3a0f..8042de803d 100644 --- a/api/read-variables.html +++ b/api/read-variables.html @@ -23,7 +23,7 @@ - + diff --git a/api/refresh-token.html b/api/refresh-token.html index 61f8f18765..d52dccb346 100644 --- a/api/refresh-token.html +++ b/api/refresh-token.html @@ -23,7 +23,7 @@ - + diff --git a/api/reset-password.html b/api/reset-password.html index a9fa88001b..6dee8780ba 100644 --- a/api/reset-password.html +++ b/api/reset-password.html @@ -23,7 +23,7 @@ - + diff --git a/api/retrieve-vertices-order.html b/api/retrieve-vertices-order.html index a43600f3d3..28e43026bd 100644 --- a/api/retrieve-vertices-order.html +++ b/api/retrieve-vertices-order.html @@ -23,7 +23,7 @@ - + diff --git a/api/save-store-api-key.html b/api/save-store-api-key.html index e130be026f..1d892f5704 100644 --- a/api/save-store-api-key.html +++ b/api/save-store-api-key.html @@ -23,7 +23,7 @@ - + diff --git a/api/share-component.html b/api/share-component.html index bf7a17eafb..174f140129 100644 --- a/api/share-component.html +++ b/api/share-component.html @@ -23,7 +23,7 @@ - + diff --git a/api/simplified-run-flow.html b/api/simplified-run-flow.html index 40aa3d96b1..e270e1efb0 100644 --- a/api/simplified-run-flow.html +++ b/api/simplified-run-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/stream-logs.html b/api/stream-logs.html index 55e6de6847..8c7536ccc5 100644 --- a/api/stream-logs.html +++ b/api/stream-logs.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-flow.html b/api/update-flow.html index 9be954aa1e..74450aef7a 100644 --- a/api/update-flow.html +++ b/api/update-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-folder-redirect.html b/api/update-folder-redirect.html index 1a6776c5c9..b4a41c1a08 100644 --- a/api/update-folder-redirect.html +++ b/api/update-folder-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-message.html b/api/update-message.html index b6c8ed077c..f18e6f96e9 100644 --- a/api/update-message.html +++ b/api/update-message.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-project-mcp-settings.html b/api/update-project-mcp-settings.html index 2f5578897e..d31e29220d 100644 --- a/api/update-project-mcp-settings.html +++ b/api/update-project-mcp-settings.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-project.html b/api/update-project.html index 1a35b80be6..9d4adb969e 100644 --- a/api/update-project.html +++ b/api/update-project.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-server-endpoint.html b/api/update-server-endpoint.html index d86fa18fb6..983cab906f 100644 --- a/api/update-server-endpoint.html +++ b/api/update-server-endpoint.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-session-id.html b/api/update-session-id.html index d148c8ea57..7289a58257 100644 --- a/api/update-session-id.html +++ b/api/update-session-id.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-shared-component.html b/api/update-shared-component.html index 6d2f928851..0fa27f28cc 100644 --- a/api/update-shared-component.html +++ b/api/update-shared-component.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-variable.html b/api/update-variable.html index de9d40b0ad..fbc906b34e 100644 --- a/api/update-variable.html +++ b/api/update-variable.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file-1.html b/api/upload-file-1.html index 5457476777..faa7ffaad2 100644 --- a/api/upload-file-1.html +++ b/api/upload-file-1.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file-2.html b/api/upload-file-2.html index 51d5090030..1567376302 100644 --- a/api/upload-file-2.html +++ b/api/upload-file-2.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file-redirect.html b/api/upload-file-redirect.html index b126e00558..53f2afa1cc 100644 --- a/api/upload-file-redirect.html +++ b/api/upload-file-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file.html b/api/upload-file.html index 136096df4d..2e093adc7f 100644 --- a/api/upload-file.html +++ b/api/upload-file.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-user-file-1.html b/api/upload-user-file-1.html index de2fd0f313..71f9229b4c 100644 --- a/api/upload-user-file-1.html +++ b/api/upload-user-file-1.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-user-file.html b/api/upload-user-file.html index 5119cdc53d..8d41adf3c2 100644 --- a/api/upload-user-file.html +++ b/api/upload-user-file.html @@ -23,7 +23,7 @@ - + diff --git a/api/webhook-run-flow.html b/api/webhook-run-flow.html index 6faf3fce9c..33fb0854f4 100644 --- a/api/webhook-run-flow.html +++ b/api/webhook-run-flow.html @@ -23,7 +23,7 @@ - + diff --git a/assets/js/2ab0d4f5.64d890d0.js b/assets/js/2ab0d4f5.64d890d0.js deleted file mode 100644 index b2f011b9a1..0000000000 --- a/assets/js/2ab0d4f5.64d890d0.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[1845],{28453:(e,n,t)=>{t.d(n,{R:()=>a,x:()=>o});var i=t(96540);const s={},r=i.createContext(s);function a(e){const n=i.useContext(r);return i.useMemo(function(){return"function"==typeof e?e(n):{...n,...e}},[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:a(e.components),i.createElement(r.Provider,{value:n},e.children)}},83640:(e,n,t)=>{t.r(n),t.d(n,{contentTitle:()=>o,default:()=>c,frontMatter:()=>a,metadata:()=>i,toc:()=>l});const i=JSON.parse('{"type":"api","id":"simplified-run-flow","title":"Simplified Run Flow","description":"","slug":"/simplified-run-flow","frontMatter":{},"api":{"tags":["Base"],"description":"Executes a specified flow by ID with support for streaming and telemetry.\\n\\nThis endpoint executes a flow identified by ID or name, with options for streaming the response\\nand tracking execution metrics. 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menu to the ",(0,s.jsx)(n.a,{href:"/concepts-overview",children:(0,s.jsx)(n.strong,{children:"Workspace"})}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.strong,{children:"Components"})," menu is organized by component type, and some components are hidden by default:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Beta components"}),": These are Langflow's core components. They are grouped by purpose, such as ",(0,s.jsx)(n.strong,{children:"Inputs"})," or ",(0,s.jsx)(n.strong,{children:"Data"}),". Be aware that these components are in beta and not suitable for production workloads."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Legacy components"}),": You can still use these components, but they are no longer supported. Legacy components are hidden by default; click ",(0,s.jsx)(l.A,{name:"SlidersHorizontal","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Component settings"})," to expose legacy components."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Bundles"}),": These components support specific integrations, and they are grouped by provider."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"configure-a-component",children:"Configure a component"}),"\n",(0,s.jsx)(n.p,{children:"After adding a component to a flow, configure the component's parameters and connect it to the other components in your flows."}),"\n",(0,s.jsx)(n.p,{children:"Each component has inputs, outputs, parameters, and controls related to the component's purpose.\nBy default, components show only required and common options.\nTo access additional settings and controls, including meta settings, use the component's header menu."}),"\n",(0,s.jsxs)(n.p,{children:["To access a component's header menu, click the component in your ",(0,s.jsx)(n.strong,{children:"Workspace"}),"."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Agent component",src:o(58876).A+"",width:"1948",height:"3344"})}),"\n",(0,s.jsx)(n.p,{children:"A few options are available directly on the header menu.\nFor example:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Code"}),": Modify component settings by directly editing the component's Python code."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Controls"}),": Adjust all component parameters, including optional settings that are hidden by default."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Tool Mode"}),": Enable this option when combining a component with an ",(0,s.jsx)(n.strong,{children:"Agent"})," component."]}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["For all other options, including ",(0,s.jsx)(n.strong,{children:"Delete"})," and ",(0,s.jsx)(n.strong,{children:"Duplicate"})," controls, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Show More"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"rename-a-component",children:"Rename a component"}),"\n",(0,s.jsxs)(n.p,{children:["To modify a component's name or description, click the component in the ",(0,s.jsx)(n.strong,{children:"Workspace"}),", and then click ",(0,s.jsx)(l.A,{name:"PencilLine","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Edit"}),".\nComponent descriptions accept Markdown syntax."]}),"\n",(0,s.jsx)(n.h3,{id:"run-a-component",children:"Run a component"}),"\n",(0,s.jsxs)(n.p,{children:["To run a single component, click ",(0,s.jsx)(l.A,{name:"Play","aria-label":"Play button"})," ",(0,s.jsx)(n.strong,{children:"Run component"}),".\nA ",(0,s.jsx)(n.strong,{children:"Last Run"})," value indicates that the component ran successfully."]}),"\n",(0,s.jsxs)(n.p,{children:["Running a single component is different from running an entire flow. In a single component run, the ",(0,s.jsx)(n.code,{children:"build_vertex"})," function is called, which builds and runs only the single component with direct inputs provided through the UI (the ",(0,s.jsx)(n.code,{children:"inputs_dict"})," parameter). The ",(0,s.jsx)(n.code,{children:"VertexBuildResult"})," data is passed to the ",(0,s.jsx)(n.code,{children:"build_and_run"})," method that calls the component's ",(0,s.jsx)(n.code,{children:"build"})," method and runs it. Unlike running an entire flow, running a single component doesn't automatically execute its upstream dependencies."]}),"\n",(0,s.jsx)(n.h3,{id:"inspect-component-output-and-logs",children:"Inspect component output and logs"}),"\n",(0,s.jsxs)(n.p,{children:["To view the output and logs for a single component, click ",(0,s.jsx)(l.A,{name:"TextSearch","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Inspect"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"freeze-a-component",children:"Freeze a component"}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsx)(n.p,{children:"Freezing a component also freezes all components upstream of the selected component."})}),"\n",(0,s.jsxs)(n.p,{children:["Use the freeze option if you expect consistent output from a component ",(0,s.jsx)(n.em,{children:"and all upstream components"}),", and you only need to run those components once."]}),"\n",(0,s.jsx)(n.p,{children:"Freezing a component prevents that component and all upstream components from re-running, and it preserves the last output state for those components.\nAny future flow runs use the preserved output."}),"\n",(0,s.jsxs)(n.p,{children:["To freeze a component, click the component in the ",(0,s.jsx)(n.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(n.strong,{children:"Freeze"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"component-ports",children:"Component ports"}),"\n",(0,s.jsxs)(n.p,{children:["Circular port icons (",(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}}),") on the border of a component indicate the types of inputs and outputs that can be connected to the component at that port."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Prompt component with multiple inputs",src:o(27389).A+"",width:"2600",height:"3020"})}),"\n",(0,s.jsx)(n.h3,{id:"dynamic-ports",children:"Dynamic ports"}),"\n",(0,s.jsxs)(n.p,{children:["Some components have ports that are dynamically added or removed.\nFor example, the ",(0,s.jsx)(n.strong,{children:"Prompt"})," component accepts inputs within curly braces, and new ports are opened when a value within curly braces is detected in the ",(0,s.jsx)(n.strong,{children:"Template"})," field."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Prompt component with multiple inputs",src:o(17901).A+"",width:"2104",height:"2928"})}),"\n",(0,s.jsx)(n.h3,{id:"output-type-selection",children:"Output type selection"}),"\n",(0,s.jsx)(n.p,{children:"Some components include dropdown menus to select the type of output sent to the next component."}),"\n",(0,s.jsxs)(n.p,{children:["For example, the ",(0,s.jsx)(n.strong,{children:"Language Model"})," component includes ",(0,s.jsx)(n.strong,{children:"Model Response"})," or ",(0,s.jsx)(n.strong,{children:"Language Model"})," outputs.\nThe ",(0,s.jsx)(n.strong,{children:"Model Response"})," output sends a ",(0,s.jsx)(n.a,{href:"/concepts-objects#message-object",children:"Message"})," output on to another Message port.\nThe ",(0,s.jsx)(n.strong,{children:"Language Model"})," output can be connected to components like ",(0,s.jsx)(n.a,{href:"/components-processing#structured-output",children:"Structured output"})," to use the LLM to power the component's reasoning."]}),"\n",(0,s.jsxs)(n.p,{children:["In the component code, ",(0,s.jsx)(n.code,{children:"group_outputs"})," is set to ",(0,s.jsx)(n.code,{children:"False"})," by default, which forces the outputs into the same dropdown menu, and only allows one output to be selected.\nWhen ",(0,s.jsx)(n.code,{children:"group_outputs=True"}),", outputs are displayed individually."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Output type selection in the Language Model component",src:o(64599).A+"",width:"280",height:"446"})}),"\n",(0,s.jsx)(n.h3,{id:"port-colors",children:"Port colors"}),"\n",(0,s.jsx)(n.p,{children:"Component port colors indicate the data type ingested or emitted by the port.\nFor example, a text port either accepts or emits text data."}),"\n",(0,s.jsx)(n.admonition,{type:"tip",children:(0,s.jsx)(n.p,{children:"Hover over a port to see connection details for that port."})}),"\n",(0,s.jsx)(n.p,{children:"The following table lists the component port colors and their corresponding input types:"}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Data type"}),(0,s.jsx)(n.th,{children:"Port color"}),(0,s.jsx)(n.th,{children:"Port icon example"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Data"}),(0,s.jsx)(n.td,{children:"Red"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#dc2626",fill:"#dc2626"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"DataFrame"}),(0,s.jsx)(n.td,{children:"Pink"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#ec4899",fill:"#ec4899"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Embeddings"}),(0,s.jsx)(n.td,{children:"Emerald"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#10b981",fill:"#10b981"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"LanguageModel"}),(0,s.jsx)(n.td,{children:"Fuchsia"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#c026d3",fill:"#c026d3"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Memory"}),(0,s.jsx)(n.td,{children:"Orange"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#f97316",fill:"#f97316"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Message"}),(0,s.jsx)(n.td,{children:"Indigo"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Text"}),(0,s.jsx)(n.td,{children:"Indigo"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Tool"}),(0,s.jsx)(n.td,{children:"Cyan"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#06b6d4",fill:"#06b6d4"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Unknown"}),(0,s.jsx)(n.td,{children:"Gray"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#9CA3AF",fill:"#9CA3AF"}})})]})]})]}),"\n",(0,s.jsx)(n.h2,{id:"component-code",children:"Component code"}),"\n",(0,s.jsxs)(n.p,{children:["You can edit components in the visual editor and in code. When editing a flow, select a component, and then click ",(0,s.jsx)(l.A,{name:"Code","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Code"})," to see and edit the component's underlying Python code."]}),"\n",(0,s.jsx)(n.p,{children:"All components have underlying code that determines how you configure them and what actions they can perform.\nIn the context of creating and running flows, component code does the following:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Determines what configuration options to show in the Langflow UI."}),"\n",(0,s.jsx)(n.li,{children:"Validates inputs based on the component's defined input types."}),"\n",(0,s.jsx)(n.li,{children:"Processes data using the configured parameters, methods, and functions."}),"\n",(0,s.jsx)(n.li,{children:"Passes results to the next component in the flow."}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["All components inherit from a base ",(0,s.jsx)(n.code,{children:"Component"})," class that defines the component's interface and behavior.\nFor example, the ",(0,s.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/components/langchain_utilities/recursive_character.py",children:"Recursive character text splitter"})," is a child of the ",(0,s.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/base/textsplitters/model.py",children:"LCTextSplitterComponent"})," class."]}),"\n",(0,s.jsxs)(n.p,{children:["Each component's code includes definitions for inputs and outputs, which are represented in the ",(0,s.jsx)(n.strong,{children:"Workspace"})," as ",(0,s.jsx)(n.a,{href:"/concepts-components#component-ports",children:"component ports"}),".\nFor example, the ",(0,s.jsx)(n.code,{children:"RecursiveCharacterTextSplitter"})," has four inputs. Each input definition specifies the input type, such as ",(0,s.jsx)(n.code,{children:"IntInput"}),", as well as the encoded name, display name, description, and other parameters for that specific input.\nThese values determine the component settings, such as display names and tooltips in the Langflow UI."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:" inputs ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" IntInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"chunk_size"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Chunk Size"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The maximum length of each chunk."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"1000",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" IntInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"chunk_overlap"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Chunk Overlap"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The amount of overlap between chunks."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"200",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" DataInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"data_input"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Input"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The texts to split."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" input_types",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"[",props:{style:{color:"#C9D1D9"}}},{content:'"Document"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"Data"',props:{style:{color:"#A5D6FF"}}},{content:"],",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" MessageTextInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"separators"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Separators"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"'The characters to split on.",props:{style:{color:"#A5D6FF"}}},{content:"\\n",props:{style:{color:"#79C0FF"}}},{content:'If left empty defaults to ["',props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:"n",props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:'n", "',props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:'n", " ", ""].\'',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" is_list",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"True",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ]",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["Additionally, components have methods or functions that handle their functionality.\nFor example, the ",(0,s.jsx)(n.code,{children:"RecursiveCharacterTextSplitter"})," has two methods:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:" def ",props:{style:{color:"#FF7B72"}}},{content:"get_data_input",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> Any:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" return ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".data_input",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" def ",props:{style:{color:"#FF7B72"}}},{content:"build_text_splitter",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> TextSplitter:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" if not ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".separators:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" separators: list[",props:{style:{color:"#C9D1D9"}}},{content:"str",props:{style:{color:"#79C0FF"}}},{content:"] ",props:{style:{color:"#C9D1D9"}}},{content:"| ",props:{style:{color:"#FF7B72"}}},{content:"None ",props:{style:{color:"#79C0FF"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"None",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" else",props:{style:{color:"#FF7B72"}}},{content:":",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" # check if the separators list has escaped characters",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:" # if there are escaped characters, unescape them",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:" separators ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [unescape_string(x) ",props:{style:{color:"#C9D1D9"}}},{content:"for",props:{style:{color:"#FF7B72"}}},{content:" x ",props:{style:{color:"#C9D1D9"}}},{content:"in ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".separators]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" return",props:{style:{color:"#FF7B72"}}},{content:" RecursiveCharacterTextSplitter(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" separators",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"separators,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" chunk_size",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".chunk_size,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" chunk_overlap",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".chunk_overlap,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" )",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.code,{children:"get_data_input"})," method retrieves the text data to be split from the component's input, which makes the data available to the class.\nThe ",(0,s.jsx)(n.code,{children:"build_text_splitter"})," method creates a ",(0,s.jsx)(n.code,{children:"RecursiveCharacterTextSplitter"})," object by calling its parent class's ",(0,s.jsx)(n.code,{children:"build"})," method. Then, the text is split with the created splitter and passed to the next component."]}),"\n",(0,s.jsx)(n.h2,{id:"component-versions",children:"Component versions"}),"\n",(0,s.jsx)(n.p,{children:"Component versions and states are stored in an internal Langflow database. When you add a component to a flow, you create a detached copy of the component based on the information in the Langflow database.\nThese copies are detached from the primary Langflow database, and they don't synchronize with any updates that can occur when you upgrade your Langflow version."}),"\n",(0,s.jsxs)(n.p,{children:["In other words, an individual instance of a component retains the version number and state from the moment you add it to a specific flow. For example, if a component is at version 1.0 when you add it to a flow, it remains at version 1.0 ",(0,s.jsx)(n.em,{children:"in that flow"})," unless you update it."]}),"\n",(0,s.jsx)(n.h3,{id:"update-component-versions",children:"Update component versions"}),"\n",(0,s.jsxs)(n.p,{children:["When editing a flow in the ",(0,s.jsx)(n.strong,{children:"Workspace"}),", Langflow notifies you if a component's workspace version is behind the database version so you can update the component's workspace version:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Update ready"}),": This notification means the component update contains no breaking changes."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Update available"}),": This notification means the component update might contain breaking changes."]}),"\n",(0,s.jsx)(n.p,{children:"Breaking changes modify component inputs and outputs, causing the components to be disconnected and break the flow. After updating the component, you might need to edit the component settings or reconnect component ports."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"There are two ways to update components:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Click ",(0,s.jsx)(n.strong,{children:"Update"})," to update a single component. This is recommended for updates without breaking changes."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Click ",(0,s.jsx)(n.strong,{children:"Review"})," to view all available updates and create a snapshot before updating. This is recommended for updates with breaking changes."]}),"\n",(0,s.jsxs)(n.p,{children:["To save a snapshot of your flow before updating the components, enable ",(0,s.jsx)(n.strong,{children:"Create backup flow before updating"}),". Backup flows are stored in the same project folder as the original flow with the suffix ",(0,s.jsx)(n.code,{children:"(backup)"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["To update specific components, select the components you want to update, and then click ",(0,s.jsx)(n.strong,{children:"Update Components"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"Components are updated to the latest available version, based on the version of Langflow you are running."}),"\n",(0,s.jsx)(n.h2,{id:"group-components",children:"Group components"}),"\n",(0,s.jsxs)(n.p,{children:["Multiple components can be grouped into a single component for reuse. This is useful for organizing large flows by combining related components together, such as a RAG ",(0,s.jsx)(n.strong,{children:"Agent"})," component and an associated vector database component."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Hold ",(0,s.jsx)("kbd",{children:"Shift"}),", and then click and drag to highlight all components you want to merge. Components must be completely within the selection area to be merged."]}),"\n",(0,s.jsxs)(n.p,{children:["Alternatively, to select components for merging one by one, hold ",(0,s.jsx)("kbd",{children:"Ctrl"})," on Windows or ",(0,s.jsx)("kbd",{children:"Cmd"})," on Mac, and then click each component to add them to the group."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Release the mouse and keyboard, and then click ",(0,s.jsx)(n.strong,{children:"Group"})," to merge the components into a single, group component."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"Grouped components are configured and managed as a single component, including the component name, code, and settings."}),"\n",(0,s.jsxs)(n.p,{children:["To ungroup the components, click the component in the ",(0,s.jsx)(n.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(n.strong,{children:"Ungroup"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["If you want to reuse this grouping in other flows, click the component in the ",(0,s.jsx)(n.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(n.strong,{children:"Save"})," to save the component to the ",(0,s.jsx)(n.strong,{children:"Components"})," menu."]})]})}function x(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(m,{...e})}):m(e)}function g(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},58876:(e,n,o)=>{o.d(n,{A:()=>t});const t=o.p+"assets/images/agent-component-4c496697124cfebd3883ee9ade19ca5c.png"},64599:(e,n,o)=>{o.d(n,{A:()=>t});const t=o.p+"assets/images/select-output-f7d64629d278098e3fba32fe79f79ed6.png"}}]); 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}'}}),"\n","\n",(0,s.jsx)(n.p,{children:"Components are the building blocks of your flows.\nLike classes in an application, each component is designed for a specific use case or integration."}),"\n",(0,s.jsxs)(n.admonition,{type:"tip",children:[(0,s.jsxs)(n.p,{children:["Langflow provides keyboard shortcuts for the ",(0,s.jsx)(n.strong,{children:"Workspace"}),"."]}),(0,s.jsxs)(n.p,{children:["In the Langflow header, click your profile icon, select ",(0,s.jsx)(n.strong,{children:"Settings"}),", and then click ",(0,s.jsx)(n.strong,{children:"Shortcuts"})," to view the available shortcuts."]})]}),"\n",(0,s.jsx)(n.h2,{id:"component-menus",children:"Add a component to a flow"}),"\n",(0,s.jsxs)(n.p,{children:["To add a component to a flow, drag the component from the ",(0,s.jsx)(n.strong,{children:"Components"})," menu to the ",(0,s.jsx)(n.a,{href:"/concepts-overview",children:(0,s.jsx)(n.strong,{children:"Workspace"})}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.strong,{children:"Components"})," menu is organized by component type, and some components are hidden by default:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Beta components"}),": These are Langflow's core components. They are grouped by purpose, such as ",(0,s.jsx)(n.strong,{children:"Inputs"})," or ",(0,s.jsx)(n.strong,{children:"Data"}),". Be aware that these components are in beta and not suitable for production workloads."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Legacy components"}),": You can still use these components, but they are no longer supported. Legacy components are hidden by default; click ",(0,s.jsx)(l.A,{name:"SlidersHorizontal","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Component settings"})," to expose legacy components."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Bundles"}),": These components support specific integrations, and they are grouped by provider."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"configure-a-component",children:"Configure a component"}),"\n",(0,s.jsx)(n.p,{children:"After adding a component to a flow, configure the component's parameters and connect it to the other components in your flows."}),"\n",(0,s.jsx)(n.p,{children:"Each component has inputs, outputs, parameters, and controls related to the component's purpose.\nBy default, components show only required and common options.\nTo access additional settings and controls, including meta settings, use the component's header menu."}),"\n",(0,s.jsxs)(n.p,{children:["To access a component's header menu, click the component in your ",(0,s.jsx)(n.strong,{children:"Workspace"}),"."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Agent component",src:o(58876).A+"",width:"1948",height:"3344"})}),"\n",(0,s.jsx)(n.p,{children:"A few options are available directly on the header menu.\nFor example:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Code"}),": Modify component settings by directly editing the component's Python code."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Controls"}),": Adjust all component parameters, including optional settings that are hidden by default."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Tool Mode"}),": Enable this option when combining a component with an ",(0,s.jsx)(n.strong,{children:"Agent"})," component."]}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["For all other options, including ",(0,s.jsx)(n.strong,{children:"Delete"})," and ",(0,s.jsx)(n.strong,{children:"Duplicate"})," controls, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Show More"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"rename-a-component",children:"Rename a component"}),"\n",(0,s.jsxs)(n.p,{children:["To modify a component's name or description, click the component in the ",(0,s.jsx)(n.strong,{children:"Workspace"}),", and then click ",(0,s.jsx)(l.A,{name:"PencilLine","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Edit"}),".\nComponent descriptions accept Markdown syntax."]}),"\n",(0,s.jsx)(n.h3,{id:"run-a-component",children:"Run a component"}),"\n",(0,s.jsxs)(n.p,{children:["To run a single component, click ",(0,s.jsx)(l.A,{name:"Play","aria-label":"Play button"})," ",(0,s.jsx)(n.strong,{children:"Run component"}),".\nA ",(0,s.jsx)(n.strong,{children:"Last Run"})," value indicates that the component ran successfully."]}),"\n",(0,s.jsxs)(n.p,{children:["Running a single component is different from running an entire flow. In a single component run, the ",(0,s.jsx)(n.code,{children:"build_vertex"})," function is called, which builds and runs only the single component with direct inputs provided through the UI (the ",(0,s.jsx)(n.code,{children:"inputs_dict"})," parameter). The ",(0,s.jsx)(n.code,{children:"VertexBuildResult"})," data is passed to the ",(0,s.jsx)(n.code,{children:"build_and_run"})," method that calls the component's ",(0,s.jsx)(n.code,{children:"build"})," method and runs it. Unlike running an entire flow, running a single component doesn't automatically execute its upstream dependencies."]}),"\n",(0,s.jsx)(n.h3,{id:"inspect-component-output-and-logs",children:"Inspect component output and logs"}),"\n",(0,s.jsxs)(n.p,{children:["To view the output and logs for a single component, click ",(0,s.jsx)(l.A,{name:"TextSearch","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Inspect"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"freeze-a-component",children:"Freeze a component"}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsx)(n.p,{children:"Freezing a component also freezes all components upstream of the selected component."})}),"\n",(0,s.jsxs)(n.p,{children:["Use the freeze option if you expect consistent output from a component ",(0,s.jsx)(n.em,{children:"and all upstream components"}),", and you only need to run those components once."]}),"\n",(0,s.jsx)(n.p,{children:"Freezing a component prevents that component and all upstream components from re-running, and it preserves the last output state for those components.\nAny future flow runs use the preserved output."}),"\n",(0,s.jsxs)(n.p,{children:["To freeze a component, click the component in the ",(0,s.jsx)(n.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(n.strong,{children:"Freeze"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"component-ports",children:"Component ports"}),"\n",(0,s.jsxs)(n.p,{children:["Circular port icons (",(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}}),") on the border of a component indicate the types of inputs and outputs that can be connected to the component at that port."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Prompt component with multiple inputs",src:o(27389).A+"",width:"2600",height:"3020"})}),"\n",(0,s.jsx)(n.h3,{id:"dynamic-ports",children:"Dynamic ports"}),"\n",(0,s.jsxs)(n.p,{children:["Some components have ports that are dynamically added or removed.\nFor example, the ",(0,s.jsx)(n.strong,{children:"Prompt"})," component accepts inputs within curly braces, and new ports are opened when a value within curly braces is detected in the ",(0,s.jsx)(n.strong,{children:"Template"})," field."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Prompt component with multiple inputs",src:o(17901).A+"",width:"2104",height:"2928"})}),"\n",(0,s.jsx)(n.h3,{id:"output-type-selection",children:"Output type selection"}),"\n",(0,s.jsx)(n.p,{children:"Some components include dropdown menus to select the type of output sent to the next component."}),"\n",(0,s.jsxs)(n.p,{children:["For example, the ",(0,s.jsx)(n.strong,{children:"Language Model"})," component includes ",(0,s.jsx)(n.strong,{children:"Model Response"})," or ",(0,s.jsx)(n.strong,{children:"Language Model"})," outputs.\nThe ",(0,s.jsx)(n.strong,{children:"Model Response"})," output sends a ",(0,s.jsx)(n.a,{href:"/concepts-objects#message-object",children:"Message"})," output on to another Message port.\nThe ",(0,s.jsx)(n.strong,{children:"Language Model"})," output can be connected to components like ",(0,s.jsx)(n.a,{href:"/components-processing#structured-output",children:"Structured output"})," to use the LLM to power the component's reasoning."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Output type selection in the Language Model component",src:o(64599).A+"",width:"280",height:"446"})}),"\n",(0,s.jsx)(n.h3,{id:"port-colors",children:"Port colors"}),"\n",(0,s.jsx)(n.p,{children:"Component port colors indicate the data type ingested or emitted by the port.\nFor example, a text port either accepts or emits text data."}),"\n",(0,s.jsx)(n.admonition,{type:"tip",children:(0,s.jsx)(n.p,{children:"Hover over a port to see connection details for that port."})}),"\n",(0,s.jsx)(n.p,{children:"The following table lists the component port colors and their corresponding input types:"}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Data type"}),(0,s.jsx)(n.th,{children:"Port color"}),(0,s.jsx)(n.th,{children:"Port icon example"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Data"}),(0,s.jsx)(n.td,{children:"Red"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#dc2626",fill:"#dc2626"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"DataFrame"}),(0,s.jsx)(n.td,{children:"Pink"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#ec4899",fill:"#ec4899"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Embeddings"}),(0,s.jsx)(n.td,{children:"Emerald"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#10b981",fill:"#10b981"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"LanguageModel"}),(0,s.jsx)(n.td,{children:"Fuchsia"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#c026d3",fill:"#c026d3"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Memory"}),(0,s.jsx)(n.td,{children:"Orange"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#f97316",fill:"#f97316"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Message"}),(0,s.jsx)(n.td,{children:"Indigo"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Text"}),(0,s.jsx)(n.td,{children:"Indigo"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Tool"}),(0,s.jsx)(n.td,{children:"Cyan"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#06b6d4",fill:"#06b6d4"}})})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Unknown"}),(0,s.jsx)(n.td,{children:"Gray"}),(0,s.jsx)(n.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#9CA3AF",fill:"#9CA3AF"}})})]})]})]}),"\n",(0,s.jsx)(n.h2,{id:"component-code",children:"Component code"}),"\n",(0,s.jsxs)(n.p,{children:["You can edit components in the visual editor and in code. When editing a flow, select a component, and then click ",(0,s.jsx)(l.A,{name:"Code","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Code"})," to see and edit the component's underlying Python code."]}),"\n",(0,s.jsx)(n.p,{children:"All components have underlying code that determines how you configure them and what actions they can perform.\nIn the context of creating and running flows, component code does the following:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Determines what configuration options to show in the Langflow UI."}),"\n",(0,s.jsx)(n.li,{children:"Validates inputs based on the component's defined input types."}),"\n",(0,s.jsx)(n.li,{children:"Processes data using the configured parameters, methods, and functions."}),"\n",(0,s.jsx)(n.li,{children:"Passes results to the next component in the flow."}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["All components inherit from a base ",(0,s.jsx)(n.code,{children:"Component"})," class that defines the component's interface and behavior.\nFor example, the ",(0,s.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/components/langchain_utilities/recursive_character.py",children:"Recursive character text splitter"})," is a child of the ",(0,s.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/base/textsplitters/model.py",children:"LCTextSplitterComponent"})," class."]}),"\n",(0,s.jsxs)(n.p,{children:["Each component's code includes definitions for inputs and outputs, which are represented in the ",(0,s.jsx)(n.strong,{children:"Workspace"})," as ",(0,s.jsx)(n.a,{href:"/concepts-components#component-ports",children:"component ports"}),".\nFor example, the ",(0,s.jsx)(n.code,{children:"RecursiveCharacterTextSplitter"})," has four inputs. Each input definition specifies the input type, such as ",(0,s.jsx)(n.code,{children:"IntInput"}),", as well as the encoded name, display name, description, and other parameters for that specific input.\nThese values determine the component settings, such as display names and tooltips in the Langflow UI."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:" inputs ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" IntInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"chunk_size"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Chunk Size"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The maximum length of each chunk."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"1000",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" IntInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"chunk_overlap"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Chunk Overlap"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The amount of overlap between chunks."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"200",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" DataInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"data_input"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Input"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The texts to split."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" input_types",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"[",props:{style:{color:"#C9D1D9"}}},{content:'"Document"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"Data"',props:{style:{color:"#A5D6FF"}}},{content:"],",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" MessageTextInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"separators"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Separators"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"'The characters to split on.",props:{style:{color:"#A5D6FF"}}},{content:"\\n",props:{style:{color:"#79C0FF"}}},{content:'If left empty defaults to ["',props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:"n",props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:'n", "',props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:'n", " ", ""].\'',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" is_list",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"True",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" ]",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["Additionally, components have methods or functions that handle their functionality.\nFor example, the ",(0,s.jsx)(n.code,{children:"RecursiveCharacterTextSplitter"})," has two methods:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:" def ",props:{style:{color:"#FF7B72"}}},{content:"get_data_input",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> Any:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" return ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".data_input",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" def ",props:{style:{color:"#FF7B72"}}},{content:"build_text_splitter",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> TextSplitter:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" if not ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".separators:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" separators: list[",props:{style:{color:"#C9D1D9"}}},{content:"str",props:{style:{color:"#79C0FF"}}},{content:"] ",props:{style:{color:"#C9D1D9"}}},{content:"| ",props:{style:{color:"#FF7B72"}}},{content:"None ",props:{style:{color:"#79C0FF"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"None",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" else",props:{style:{color:"#FF7B72"}}},{content:":",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" # check if the separators list has escaped characters",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:" # if there are escaped characters, unescape them",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:" separators ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [unescape_string(x) ",props:{style:{color:"#C9D1D9"}}},{content:"for",props:{style:{color:"#FF7B72"}}},{content:" x ",props:{style:{color:"#C9D1D9"}}},{content:"in ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".separators]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" return",props:{style:{color:"#FF7B72"}}},{content:" RecursiveCharacterTextSplitter(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" separators",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"separators,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" chunk_size",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".chunk_size,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" chunk_overlap",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".chunk_overlap,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" )",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.code,{children:"get_data_input"})," method retrieves the text data to be split from the component's input, which makes the data available to the class.\nThe ",(0,s.jsx)(n.code,{children:"build_text_splitter"})," method creates a ",(0,s.jsx)(n.code,{children:"RecursiveCharacterTextSplitter"})," object by calling its parent class's ",(0,s.jsx)(n.code,{children:"build"})," method. Then, the text is split with the created splitter and passed to the next component."]}),"\n",(0,s.jsx)(n.h2,{id:"component-versions",children:"Component versions"}),"\n",(0,s.jsx)(n.p,{children:"Component versions and states are stored in an internal Langflow database. When you add a component to a flow, you create a detached copy of the component based on the information in the Langflow database.\nThese copies are detached from the primary Langflow database, and they don't synchronize with any updates that can occur when you upgrade your Langflow version."}),"\n",(0,s.jsxs)(n.p,{children:["In other words, an individual instance of a component retains the version number and state from the moment you add it to a specific flow. For example, if a component is at version 1.0 when you add it to a flow, it remains at version 1.0 ",(0,s.jsx)(n.em,{children:"in that flow"})," unless you update it."]}),"\n",(0,s.jsx)(n.h3,{id:"update-component-versions",children:"Update component versions"}),"\n",(0,s.jsxs)(n.p,{children:["When editing a flow in the ",(0,s.jsx)(n.strong,{children:"Workspace"}),", Langflow notifies you if a component's workspace version is behind the database version so you can update the component's workspace version:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Update ready"}),": This notification means the component update contains no breaking changes."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Update available"}),": This notification means the component update might contain breaking changes."]}),"\n",(0,s.jsx)(n.p,{children:"Breaking changes modify component inputs and outputs, causing the components to be disconnected and break the flow. After updating the component, you might need to edit the component settings or reconnect component ports."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"There are two ways to update components:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Click ",(0,s.jsx)(n.strong,{children:"Update"})," to update a single component. This is recommended for updates without breaking changes."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Click ",(0,s.jsx)(n.strong,{children:"Review"})," to view all available updates and create a snapshot before updating. This is recommended for updates with breaking changes."]}),"\n",(0,s.jsxs)(n.p,{children:["To save a snapshot of your flow before updating the components, enable ",(0,s.jsx)(n.strong,{children:"Create backup flow before updating"}),". Backup flows are stored in the same project folder as the original flow with the suffix ",(0,s.jsx)(n.code,{children:"(backup)"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["To update specific components, select the components you want to update, and then click ",(0,s.jsx)(n.strong,{children:"Update Components"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"Components are updated to the latest available version, based on the version of Langflow you are running."}),"\n",(0,s.jsx)(n.h2,{id:"group-components",children:"Group components"}),"\n",(0,s.jsxs)(n.p,{children:["Multiple components can be grouped into a single component for reuse. This is useful for organizing large flows by combining related components together, such as a RAG ",(0,s.jsx)(n.strong,{children:"Agent"})," component and an associated vector database component."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Hold ",(0,s.jsx)("kbd",{children:"Shift"}),", and then click and drag to highlight all components you want to merge. 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@@ - + diff --git a/components-processing.html b/components-processing.html index 41df626ce2..dfb10f332e 100644 --- a/components-processing.html +++ b/components-processing.html @@ -23,7 +23,7 @@ - + diff --git a/components-prompts.html b/components-prompts.html index 483ff8b08b..c6f872b8e6 100644 --- a/components-prompts.html +++ b/components-prompts.html @@ -23,7 +23,7 @@ - + diff --git a/components-tools.html b/components-tools.html index ca22fe8040..d0ddc224bb 100644 --- a/components-tools.html +++ b/components-tools.html @@ -23,7 +23,7 @@ - + diff --git a/components-vector-stores.html b/components-vector-stores.html index 332c106bc6..9c1df9378f 100644 --- a/components-vector-stores.html +++ b/components-vector-stores.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-components.html b/concepts-components.html index cda03f2fb8..f1e3665b24 100644 --- a/concepts-components.html +++ b/concepts-components.html @@ -23,7 +23,7 @@ - + @@ -93,6 +93,8 @@ For example, the Prompt component accepts inputs within curly b

For example, the Language Model component includes Model Response or Language Model outputs. The Model Response output sends a Message output on to another Message port. The Language Model output can be connected to components like Structured output to use the LLM to power the component's reasoning.

+

In the component code, group_outputs is set to False by default, which forces the outputs into the same dropdown menu, and only allows one output to be selected. +When group_outputs=True, outputs are displayed individually.

Output type selection in the Language Model component

Port colors​

Component port colors indicate the data type ingested or emitted by the port. diff --git a/concepts-file-management.html b/concepts-file-management.html index ecfd8a86d7..6ed5a66761 100644 --- a/concepts-file-management.html +++ b/concepts-file-management.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-flows-import.html b/concepts-flows-import.html index e7b7e454cb..16841aee9d 100644 --- a/concepts-flows-import.html +++ b/concepts-flows-import.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-flows.html b/concepts-flows.html index 026646ff6c..ccf54264b2 100644 --- a/concepts-flows.html +++ b/concepts-flows.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-objects.html b/concepts-objects.html index 642b60273c..002cab31a4 100644 --- a/concepts-objects.html +++ b/concepts-objects.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-overview.html b/concepts-overview.html index 3bf268b9f4..921fdb1593 100644 --- a/concepts-overview.html +++ b/concepts-overview.html @@ -23,7 +23,7 @@ - + diff 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