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Proven track record of increasing brand visibility and driving sales growth. +Work Experience: +Marketing Director, GreenTech Inc. (2020-Present) +Developed and implemented comprehensive marketing plans that resulted in a 25% increase in brand recognition. +Managed a team of marketing specialists to launch new product lines, achieving a 30% increase in sales within the first quarter. +Senior Marketing Manager, BlueSky Ventures (2018-2020) +Created and executed social media campaigns that boosted engagement by 50% and follower growth by 20%. +Collaborated with the sales team to align marketing efforts with sales strategies, resulting in a 15% increase in sales conversions. +Marketing Coordinator, Starlight Media (2015-2018) +Assisted in planning and executing large-scale events, including product launches and trade shows. +Developed content for marketing materials, including brochures, flyers, and email campaigns. +Education: +Master of Business Administration (MBA), University of California (2015) +Bachelor of Arts in Marketing, University of Michigan (2010-2014) +Skills: +Marketing strategy and planning +Team management and leadership +Social media marketing and content creation +Event planning and execution +Data analysis and reporting +Certifications: +Certified Marketing Professional (CMP), American Marketing Association +Google Analytics Certification +References: +Available upon request. +This resume is entirely fictional and should not be used for actual job applications. \ No newline at end of file diff --git a/assets/images/tutorial-chat-file-loader-099f2f4c5e4343412557b1a78c4b9209.png b/assets/images/tutorial-chat-file-loader-099f2f4c5e4343412557b1a78c4b9209.png new file mode 100644 index 0000000000..654316f4c3 Binary files /dev/null and b/assets/images/tutorial-chat-file-loader-099f2f4c5e4343412557b1a78c4b9209.png differ diff --git a/assets/js/22dd74f7.c30a8f9b.js b/assets/js/22dd74f7.c30a8f9b.js new file mode 100644 index 0000000000..874db1dfe9 --- /dev/null +++ b/assets/js/22dd74f7.c30a8f9b.js @@ -0,0 +1 @@ +"use 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responses."}),"\n",(0,s.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"/get-started-installation",children:"A running Langflow instance"})}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"/configuration-api-keys",children:"A Langflow API key"})}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://platform.openai.com/api-keys",children:"An OpenAI API key"})}),"\n",(0,s.jsx)(t.p,{children:"This tutorial uses an OpenAI LLM. If you want to use a different provider, you need a valid credential for that provider."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"create-a-flow-that-accepts-file-input",children:"Create a flow that accepts file input"}),"\n",(0,s.jsxs)(t.p,{children:["To ingest files, your flow must have a ",(0,s.jsx)(t.strong,{children:"File"})," component attached to a component that receives input, such as a ",(0,s.jsx)(t.strong,{children:"Prompt"})," or ",(0,s.jsx)(t.strong,{children:"Agent"})," component."]}),"\n",(0,s.jsxs)(t.p,{children:["The following steps modify the ",(0,s.jsx)(t.a,{href:"/basic-prompting",children:(0,s.jsx)(t.strong,{children:"Basic prompting"})})," template to accept file input:"]}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["In Langflow, click ",(0,s.jsx)(t.strong,{children:"New Flow"}),", and then select the ",(0,s.jsx)(t.strong,{children:"Basic prompting"})," template."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["In the ",(0,s.jsx)(t.strong,{children:"Language Model"})," component, enter your OpenAI API key."]}),"\n",(0,s.jsxs)(t.p,{children:["If you want to use a different provider or model, edit the ",(0,s.jsx)(t.strong,{children:"Model Provider"}),", ",(0,s.jsx)(t.strong,{children:"Model Name"}),", and ",(0,s.jsx)(t.strong,{children:"API Key"})," fields accordingly."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To verify that your API key is valid, click ",(0,s.jsx)(c.A,{name:"Play","aria-hidden":"true"})," ",(0,s.jsx)(t.strong,{children:"Playground"}),", and then ask the LLM a question.\nThe LLM should respond according to the specifications in the ",(0,s.jsx)(t.strong,{children:"Prompt"})," component's ",(0,s.jsx)(t.strong,{children:"Template"})," field."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["Exit the ",(0,s.jsx)(t.strong,{children:"Playground"}),", and then modify the ",(0,s.jsx)(t.strong,{children:"Prompt"})," component to accept file input in addition to chat input.\nTo do this, edit the ",(0,s.jsx)(t.strong,{children:"Template"})," field, and then replace the default prompt with the following text:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"ChatInput:",props:{}}]},{tokens:[{content:"{chat-input}",props:{}}]},{tokens:[{content:"File:",props:{}}]},{tokens:[{content:"{file}",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(t.p,{children:["The ",(0,s.jsx)(t.strong,{children:"Prompt"})," component gets a new input port for each value in curly braces. At this point, your ",(0,s.jsx)(t.strong,{children:"Prompt"})," component should have ",(0,s.jsx)(t.strong,{children:"chat-input"})," and ",(0,s.jsx)(t.strong,{children:"file"})," input ports."]}),"\n",(0,s.jsx)(t.admonition,{type:"tip",children:(0,s.jsx)(t.p,{children:"Within the curly braces, you can use any port name you like. For this tutorial, the ports are named after the components that connect to them."})}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["Add a ",(0,s.jsx)(t.a,{href:"/components-data#file",children:"File component"})," to the flow, and then connect the ",(0,s.jsx)(t.strong,{children:"Raw Content"})," output port to the Prompt component's ",(0,s.jsx)(t.strong,{children:"file"})," input port.\nTo connect ports, click and drag from one port to the other."]}),"\n",(0,s.jsx)(t.p,{children:"You can add files directly to the file component to pre-load input before running the flow, or you can load files at runtime. The next section of this tutorial covers runtime file uploads."}),"\n",(0,s.jsx)(t.p,{children:"At this point your flow has five components. The Chat Input and File components are connected to the Prompt component's input ports. Then, the Prompt component's output port is connected to the Language Model component's input port. Finally, the Language Model component's output port is connected to the Chat Output component, which returns the final response to the user."}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"File loader chat flow",src:o(47617).A+"",width:"4000",height:"1564"})}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"send-requests-to-your-flow-from-a-python-application",children:"Send requests to your flow from a Python application"}),"\n",(0,s.jsx)(t.p,{children:"This section of the tutorial demonstrates how you can send file input to a flow from an application."}),"\n",(0,s.jsxs)(t.p,{children:["To do this, your application must send a ",(0,s.jsx)(t.code,{children:"POST /run"})," request to your Langflow server with the file you want to upload and a text prompt.\nThe result includes the outcome of the flow run and the LLM's response."]}),"\n",(0,s.jsxs)(t.p,{children:["This example uses a local Langflow instance, and it asks the LLM to evaluate a sample resume.\nIf you don't have a resume on hand, you can download ",(0,s.jsx)(t.a,{target:"_blank","data-noBrokenLinkCheck":!0,href:o(87481).A+"",children:"fake-resume.txt"}),"."]}),"\n",(0,s.jsx)(t.admonition,{type:"tip",children:(0,s.jsxs)(t.p,{children:["For help with constructing file upload requests in Python, JavaScript, and curl, see the ",(0,s.jsx)(t.a,{href:"https://langflow-file-upload-examples.onrender.com",children:"Langflow File Upload Utility"}),"."]})}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:"To construct the request, gather the following information:"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsxs)(t.li,{children:[(0,s.jsx)(t.code,{children:"LANGFLOW_SERVER_ADDRESS"}),": Your Langflow server's domain. The default value is ",(0,s.jsx)(t.code,{children:"127.0.0.1:7860"}),". You can get this value from the code snippets on your flow's ",(0,s.jsxs)(t.a,{href:"/concepts-publish#api-pane",children:[(0,s.jsx)(t.strong,{children:"API access"})," pane"]}),"."]}),"\n",(0,s.jsxs)(t.li,{children:[(0,s.jsx)(t.code,{children:"FLOW_ID"}),": Your flow's UUID or custom endpoint name. You can get this value from the code snippets on your flow's ",(0,s.jsxs)(t.a,{href:"/concepts-publish#api-pane",children:[(0,s.jsx)(t.strong,{children:"API access"})," pane"]}),"."]}),"\n",(0,s.jsxs)(t.li,{children:[(0,s.jsx)(t.code,{children:"FILE_COMPONENT_ID"}),": The UUID of the File component in your flow, such as ",(0,s.jsx)(t.code,{children:"File-KZP68"}),". To find the component ID, open your flow in Langflow, click the File component, and then click ",(0,s.jsx)(t.strong,{children:"Controls"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:[(0,s.jsx)(t.code,{children:"CHAT_INPUT"}),": The message you want to send to the Chat Input of your flow, such as ",(0,s.jsx)(t.code,{children:"Evaluate this resume for a job opening in my Marketing department."})]}),"\n",(0,s.jsxs)(t.li,{children:[(0,s.jsx)(t.code,{children:"FILE_NAME"})," and ",(0,s.jsx)(t.code,{children:"FILE_PATH"}),": The name and path to the local file that you want to send to your flow."]}),"\n",(0,s.jsxs)(t.li,{children:[(0,s.jsx)(t.code,{children:"LANGFLOW_API_KEY"}),": A valid Langflow API key. To create an API key, see ",(0,s.jsx)(t.a,{href:"/configuration-api-keys",children:"API keys"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:"Copy the following script into a Python file, and then replace the placeholders with the information you gathered in the previous step:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"# Python example using requests",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"import",props:{style:{color:"#FF7B72"}}},{content:" requests",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"import",props:{style:{color:"#FF7B72"}}},{content:" json",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# 1. Set the upload URL",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"url ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"http://LANGFLOW_SERVER_ADDRESS/api/v2/files/"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# 2. Prepare the file and payload",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"payload ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" {}",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"files ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" (",props:{style:{color:"#C9D1D9"}}},{content:"'file'",props:{style:{color:"#A5D6FF"}}},{content:", (",props:{style:{color:"#C9D1D9"}}},{content:"'FILE_PATH'",props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"open",props:{style:{color:"#79C0FF"}}},{content:"(",props:{style:{color:"#C9D1D9"}}},{content:"'FILE_NAME'",props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"'rb'",props:{style:{color:"#A5D6FF"}}},{content:"), ",props:{style:{color:"#C9D1D9"}}},{content:"'application/octet-stream'",props:{style:{color:"#A5D6FF"}}},{content:"))",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"headers ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" 'Accept'",props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:"'application/json'",props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" 'x-api-key'",props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:"'LANGFLOW_API_KEY'",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# 3. Upload the file to Langflow",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"response ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" requests.request(",props:{style:{color:"#C9D1D9"}}},{content:'"POST"',props:{style:{color:"#A5D6FF"}}},{content:", url, ",props:{style:{color:"#C9D1D9"}}},{content:"headers",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"headers, ",props:{style:{color:"#C9D1D9"}}},{content:"data",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"payload, ",props:{style:{color:"#C9D1D9"}}},{content:"files",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"files)",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"print",props:{style:{color:"#79C0FF"}}},{content:"(response.text)",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# 4. Get the uploaded file path from the response",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"uploaded_data ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" response.json()",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"uploaded_path ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" uploaded_data.get(",props:{style:{color:"#C9D1D9"}}},{content:"'path'",props:{style:{color:"#A5D6FF"}}},{content:")",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# 5. Call the Langflow run endpoint with the uploaded file path",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"run_url ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"http://LANGFLOW_SERVER_ADDRESS/api/v1/run/FLOW_ID"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"run_payload ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "input_value"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"CHAT_INPUT"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "output_type"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"chat"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "input_type"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"chat"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "tweaks"',props:{style:{color:"#A5D6FF"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "FILE_COMPONENT_ID"',props:{style:{color:"#A5D6FF"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "path"',props:{style:{color:"#A5D6FF"}}},{content:": uploaded_path",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"run_headers ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" 'Content-Type'",props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:"'application/json'",props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" 'Accept'",props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:"'application/json'",props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" 'x-api-key'",props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:"'LANGFLOW_API_KEY'",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"run_response ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" requests.post(run_url, ",props:{style:{color:"#C9D1D9"}}},{content:"headers",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"run_headers, ",props:{style:{color:"#C9D1D9"}}},{content:"data",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"json.dumps(run_payload))",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"langflow_data ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" run_response.json()",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Output only the message",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"message ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"None",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"try",props:{style:{color:"#FF7B72"}}},{content:":",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" message ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" langflow_data[",props:{style:{color:"#C9D1D9"}}},{content:"'outputs'",props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"0",props:{style:{color:"#79C0FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"'outputs'",props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"0",props:{style:{color:"#79C0FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"'results'",props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"'message'",props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"'data'",props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:"'text'",props:{style:{color:"#A5D6FF"}}},{content:"]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"except",props:{style:{color:"#FF7B72"}}},{content:" (",props:{style:{color:"#C9D1D9"}}},{content:"KeyError",props:{style:{color:"#79C0FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"IndexError",props:{style:{color:"#79C0FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"TypeError",props:{style:{color:"#79C0FF"}}},{content:"):",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:" pass",props:{style:{color:"#FF7B72"}}}]},{tokens:[{content:"print",props:{style:{color:"#79C0FF"}}},{content:"(message)",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(t.p,{children:"This script contains two requests."}),"\n",(0,s.jsxs)(t.p,{children:["The first request uploads a file, such as ",(0,s.jsx)(t.code,{children:"fake-resume.txt"}),", to your Langflow server at the ",(0,s.jsx)(t.code,{children:"/v2/files"})," endpoint. This request returns a file path that can be referenced in subsequent Langflow requests, such as ",(0,s.jsx)(t.code,{children:"02791d46-812f-4988-ab1c-7c430214f8d5/fake-resume.txt"})]}),"\n",(0,s.jsxs)(t.p,{children:["The second request sends a chat message to the Langflow flow at the ",(0,s.jsx)(t.code,{children:"/v1/run/"})," endpoint.\nThe ",(0,s.jsx)(t.code,{children:"tweaks"})," parameter includes the path to the uploaded file as the variable ",(0,s.jsx)(t.code,{children:"uploaded_path"}),", and sends this file directly to the File component."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:"Save and run the script to send the requests and test the flow."}),"\n",(0,s.jsxs)(n,{children:[(0,s.jsx)("summary",{children:"Response"}),(0,s.jsx)(t.p,{children:"The following is an example of a response returned from this tutorial's flow. Due to the nature of LLMs and variations in your inputs, your response might be different."}),(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:'{"id":"793ba3d8-5e7a-4499-8b89-d9a7b6325fee","name":"fake-resume (1)","path":"02791d46-812f-4988-ab1c-7c430214f8d5/fake-resume.txt","size":1779,"provider":null}',props:{}}]},{tokens:[{content:"The resume for Emily J. Wilson presents a strong candidate for a position in your Marketing department. Here are some key points to consider:",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"### Strengths:",props:{}}]},{tokens:[{content:"1. **Experience**: With over 8 years in marketing, Emily has held progressively responsible positions, culminating in her current role as Marketing Director. This indicates a solid foundation in the field.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"2. **Quantifiable Achievements**: The resume highlights specific accomplishments, such as a 25% increase in brand recognition and a 30% sales increase after launching new product lines. These metrics demonstrate her ability to drive results.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"3. **Diverse Skill Set**: Emily's skills encompass various aspects of marketing, including strategy development, team management, social media marketing, event planning, and data analysis. This versatility can be beneficial in a dynamic marketing environment.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"4. **Educational Background**: Her MBA and a Bachelor's degree in Marketing provide a strong academic foundation, which is often valued in marketing roles.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"5. **Certifications**: The Certified Marketing Professional (CMP) and Google Analytics Certification indicate a commitment to professional development and staying current with industry standards.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"### Areas for Improvement:",props:{}}]},{tokens:[{content:"1. **Specificity in Skills**: While the skills listed are relevant, providing examples of how she has applied these skills in her previous roles could strengthen her resume further.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"2. **References**: While stating that references are available upon request is standard, including a couple of testimonials or notable endorsements could enhance credibility.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"3. **Formatting**: Ensure that the resume is visually appealing and easy to read. Clear headings and bullet points help in quickly identifying key information.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"### Conclusion:",props:{}}]},{tokens:[{content:"Overall, Emily J. Wilson's resume reflects a well-rounded marketing professional with a proven track record of success. If her experience aligns with the specific needs of your Marketing department, she could be a valuable addition to your team. Consider inviting her for an interview to further assess her fit for the role.",props:{}}]}],lang:"text"},annotations:[]}]})]}),"\n",(0,s.jsx)(t.p,{children:"The initial output contains the JSON response object from the file upload endpoint, including the internal path where Langflow stores the file."}),"\n",(0,s.jsx)(t.p,{children:"The LLM then retrieves this file and evaluates its content, in this case the suitability of the resume for a job position."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"next-steps",children:"Next steps"}),"\n",(0,s.jsx)(t.p,{children:"To process multiple files in a single flow run, add a separate File component for each file you want to ingest. 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}'}}),"\n","\n",(0,s.jsxs)(t.p,{children:["Get started with Langflow by loading a template flow, running it, and then serving it at the ",(0,s.jsx)(t.code,{children:"/run"})," API endpoint."]}),"\n",(0,s.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"/get-started-installation",children:"A running Langflow instance"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"https://platform.openai.com/api-keys",children:"An OpenAI API key"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"/configuration-api-keys",children:"A Langflow API key"})}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"create-a-langflow-api-key",children:"Create a Langflow API key"}),"\n",(0,s.jsxs)(t.p,{children:["A ",(0,s.jsx)(t.a,{href:"/configuration-api-keys",children:"Langflow API key"})," is a user-specific token you can use with Langflow."]}),"\n",(0,s.jsx)(t.p,{children:"To create a Langflow API key, do the following:"}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["In Langflow, click your user icon, and then select ",(0,s.jsx)(t.strong,{children:"Settings"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Click ",(0,s.jsx)(t.strong,{children:"Langflow API Keys"}),", and then click ",(0,s.jsx)(c.A,{name:"Plus","aria-hidden":"true"})," ",(0,s.jsx)(t.strong,{children:"Add New"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Name your key, and then click ",(0,s.jsx)(t.strong,{children:"Create API Key"}),"."]}),"\n",(0,s.jsx)(t.li,{children:"Copy the API key and store it in a secure location."}),"\n",(0,s.jsxs)(t.li,{children:["Include your ",(0,s.jsx)(t.code,{children:"LANGFLOW_API_KEY"})," in requests like this:","\n",(0,s.jsx)(F.Code,{codeConfig:d,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"curl --request POST \\",props:{}}]},{tokens:[{content:" --url 'http://LANGFLOW_SERVER_ADDRESS/api/v1/run/FLOW_ID' \\",props:{}}]},{tokens:[{content:" --header 'Content-Type: application/json' \\",props:{}}]},{tokens:[{content:" --header 'x-api-key: LANGFLOW_API_KEY' \\",props:{}}]},{tokens:[{content:" --data '{",props:{}}]},{tokens:[{content:' "output_type": "chat",',props:{}}]},{tokens:[{content:' "input_type": "chat",',props:{}}]},{tokens:[{content:' "input_value": "Hello"',props:{}}]},{tokens:[{content:" }'",props:{}}]}],lang:"text"},annotations:[]}]}),"\n","The API access pane's code snippets include a script that looks for a ",(0,s.jsx)(t.code,{children:"LANGFLOW_API_KEY"})," environment variable set in your terminal session.\nSet this variable in your terminal so you can copy and paste the commands.","\n",(0,s.jsx)(F.Code,{codeConfig:d,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"export",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_API_KEY",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"sk..."',props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"run-the-simple-agent-template-flow",children:"Run the Simple Agent template flow"}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["In Langflow, click ",(0,s.jsx)(t.strong,{children:"New Flow"}),", and then select the ",(0,s.jsx)(t.strong,{children:"Simple Agent"})," template."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"Simple agent starter flow",src:e(33946).A+"",width:"4000",height:"2180"})}),"\n",(0,s.jsxs)(t.p,{children:["The Simple Agent flow consists of an ",(0,s.jsx)(t.a,{href:"/agents",children:"Agent component"})," connected to ",(0,s.jsx)(t.a,{href:"/components-io",children:"Chat I/O components"}),", a ",(0,s.jsx)(t.a,{href:"/components-tools#calculator-tool",children:"Calculator component"}),", and a ",(0,s.jsx)(t.a,{href:"/components-data#url",children:"URL component"}),". When you run this flow, you submit a query to the agent through the Chat Input component, the agent uses the Calculator and URL tools to generate a response, and then returns the response through the Chat Output component."]}),"\n",(0,s.jsxs)(t.p,{children:["Many components can be tools for agents, including ",(0,s.jsx)(t.a,{href:"/mcp-server",children:"Model Context Protocol (MCP) servers"}),". The agent decides which tools to call based on the context of a given query."]}),"\n",(0,s.jsxs)(t.ol,{start:"2",children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["In the ",(0,s.jsx)(t.strong,{children:"Agent"})," component's settings, in the ",(0,s.jsx)(t.strong,{children:"OpenAI API Key"})," field, enter your OpenAI API key.\nThis guide uses an OpenAI model for demonstration purposes. If you want to use a different provider, change the ",(0,s.jsx)(t.strong,{children:"Model Provider"})," field, and then provide credentials for your selected provider."]}),"\n",(0,s.jsxs)(t.p,{children:["Optionally, you can click ",(0,s.jsx)(c.A,{name:"Globe","aria-hidden":"true"})," ",(0,s.jsx)(t.strong,{children:"Globe"})," to store the key in a Langflow ",(0,s.jsx)(t.a,{href:"/configuration-global-variables",children:"global variable"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To run the flow, click ",(0,s.jsx)(c.A,{name:"Play","aria-hidden":"true"})," ",(0,s.jsx)(t.strong,{children:"Playground"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To test the Calculator tool, ask the agent a simple math question, such as ",(0,s.jsx)(t.code,{children:"I want to add 4 and 4."}),"\nTo help you test and evaluate your flows, the Playground shows the agent's reasoning process as it analyzes the prompt, selects a tool, and then uses the tool to generate a response.\nIn this case, a math question causes the agent to select the Calculator tool and use an action like ",(0,s.jsx)(t.code,{children:"evaluate_expression"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"Playground with Agent tool",src:e(65049).A+"",width:"2000",height:"1093"})}),"\n",(0,s.jsxs)(t.ol,{start:"5",children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To test the URL tool, ask the agent about current events.\nFor this request, the agent selects the URL tool's ",(0,s.jsx)(t.code,{children:"fetch_content"})," action, and then returns a summary of current news headlines."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["When you are done testing the flow, click ",(0,s.jsx)(c.A,{name:"X","aria-hidden":"true"}),(0,s.jsx)(t.strong,{children:"Close"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:"Now that you've run your first flow, try these next steps:"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsxs)(t.li,{children:["Edit your ",(0,s.jsx)(t.strong,{children:"Simple Agent"})," flow by attaching different tools or adding more components to the flow."]}),"\n",(0,s.jsx)(t.li,{children:"Build your own flows from scratch or by modifying other template flows."}),"\n",(0,s.jsxs)(t.li,{children:["Integrate flows into your applications, as explained in ",(0,s.jsx)(t.a,{href:"#run-your-flows-from-external-applications",children:"Run your flows from external applications"}),"."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:"Optionally, stop here if you just want to create more flows within Langflow."}),"\n",(0,s.jsx)(t.p,{children:"If you want to learn how Langflow integrates into external applications, read on."}),"\n",(0,s.jsx)(t.h2,{id:"run-your-flows-from-external-applications",children:"Run your flows from external applications"}),"\n",(0,s.jsx)(t.p,{children:"Langflow is an IDE, but it's also a runtime you can call through an API with 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steps:"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsxs)(t.li,{children:["Edit your ",(0,s.jsx)(t.strong,{children:"Simple Agent"})," flow by attaching different tools or adding more components to the flow."]}),"\n",(0,s.jsx)(t.li,{children:"Build your own flows from scratch or by modifying other template flows."}),"\n",(0,s.jsxs)(t.li,{children:["Integrate flows into your applications, as explained in ",(0,s.jsx)(t.a,{href:"#run-your-flows-from-external-applications",children:"Run your flows from external applications"}),"."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:"Optionally, stop here if you just want to create more flows within Langflow."}),"\n",(0,s.jsx)(t.p,{children:"If you want to learn how Langflow integrates into external applications, read on."}),"\n",(0,s.jsx)(t.h2,{id:"run-your-flows-from-external-applications",children:"Run your flows from external applications"}),"\n",(0,s.jsx)(t.p,{children:"Langflow is an IDE, but it's also a runtime you can call through an API with Python, JavaScript, or HTTP."}),"\n",(0,s.jsxs)(t.p,{children:["When you start Langflow locally, you can send requests to the local Langflow server.\nFor production applications, you need to deploy a stable Langflow instance to handle API calls.\nFor more information, see ",(0,s.jsx)(t.a,{href:"/deployment-overview",children:"Langflow deployment overview"}),"."]}),"\n",(0,s.jsxs)(t.p,{children:["For example, you can use ",(0,s.jsx)(t.code,{children:"POST /run"})," to run a flow and get the result."]}),"\n",(0,s.jsx)(t.p,{children:"Langflow provides code snippets to help you get started with the Langflow API."}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To open the ",(0,s.jsx)(t.strong,{children:"API access pane"}),", in the ",(0,s.jsx)(t.strong,{children:"Playground"}),", click ",(0,s.jsx)(t.strong,{children:"Share"}),", and then click ",(0,s.jsx)(t.strong,{children:"API access"}),"."]}),"\n",(0,s.jsxs)(t.p,{children:["The default 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Your Docusaurus site did not load properly.

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A very common reason is a wrong site baseUrl configuration.

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Current configured baseUrl = ${e} ${"/"===e?" (default value)":""}

\n

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