docs: rag chatbot tutorial#8929
Conversation
|
Important Review skippedAuto incremental reviews are disabled on this repository. Please check the settings in the CodeRabbit UI or the You can disable this status message by setting the WalkthroughThree new tutorial documents and a sample resume file were added to the documentation. The sidebar configuration was updated to include a new "Tutorials" section under "Get started," listing the two new tutorials. No changes were made to application code or exported entities. Changes
Suggested labels
✨ Finishing Touches🧪 Generate unit tests
Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out. 🪧 TipsChatThere are 3 ways to chat with CodeRabbit:
SupportNeed help? Create a ticket on our support page for assistance with any issues or questions. Note: Be mindful of the bot's finite context window. It's strongly recommended to break down tasks such as reading entire modules into smaller chunks. For a focused discussion, use review comments to chat about specific files and their changes, instead of using the PR comments. CodeRabbit Commands (Invoked using PR comments)
Other keywords and placeholders
Documentation and Community
|
dosubot
Bot
added
size:L
github-actions
Bot
added
documentation
github-actions
Bot
added
documentation
![coderabbitai[bot]](https://avatars.githubusercontent.com/in/347564?s=60&v=4){kind=small}
There was a problem hiding this comment.
Actionable comments posted: 0
🧹 Nitpick comments (8)
docs/sidebars.js (1)
10-17: Consider promoting “Tutorials” to a top-level category (optional).Placing Tutorials under Get started is fine, but the doc set already has several top-level categories (Templates, Concepts, Components, …). A top-level Tutorials section would be more discoverable and future-proof as the list grows.
No action required if you prefer the current hierarchy.docs/docs/Tutorials/chat-with-rag.md (3)
105-108: Unify list marker style.Use the same bullet marker across the doc (conventionally
-) instead of switching to*, which triggers MD004.- * `LANGFLOW_SERVER_ADDRESS`: Your Langflow server's domain. … - * `FLOW_ID`: Your flow's UUID or custom endpoint name. … - * `LANGFLOW_API_KEY`: A valid Langflow API key. … + - `LANGFLOW_SERVER_ADDRESS`: Your Langflow server's domain. … + - `FLOW_ID`: Your flow's UUID or custom endpoint name. … + - `LANGFLOW_API_KEY`: A valid Langflow API key. …
196-204: Add a language identifier to the fenced code block.The response example is currently
``` …JSON omitted… ```Without a language tag MD040 is raised and syntax highlighting is lost.
-``` +```text
211-212: Match bullet style with earlier change.Replace
*with-to stay consistent:-* [Model Context Protocol (MCP) servers](/mcp-server) -* [Langflow deployment overview](/deployment-overview) +- [Model Context Protocol (MCP) servers](/mcp-server) +- [Langflow deployment overview](/deployment-overview)docs/docs/Tutorials/chat-with-files.md (3)
55-63: Switch to a uniform dash list marker.Same MD004 issue as in the RAG tutorial.
- * `LANGFLOW_SERVER_ADDRESS`: … - * `FLOW_ID`: … - * File Component name: … - * Input value: … - * File path: … - * Session ID: … - * Langflow API key: … + - `LANGFLOW_SERVER_ADDRESS`: … + - `FLOW_ID`: … + - File component name: … + - Input value: … + - File path: … + - Session ID: … + - Langflow API key: …
138-142: Add language tag to fenced “Response” block.-``` +```text
170-173: Keep list style consistent (dash vs asterisk).-* [Model Context Protocol (MCP) servers](/mcp-server) -* [Langflow deployment overview](/deployment-overview) +- [Model Context Protocol (MCP) servers](/mcp-server) +- [Langflow deployment overview](/deployment-overview)docs/docs/Tutorials/fake-resume.txt (1)
1-6: Minor formatting nit – separate the heading from the name.Currently the first line mixes the intro text and the candidate’s name, making parsing harder for readers or automated tools:
-Here's a sample fake resume for educational purposes: Emily J. Wilson +Here's a sample fake resume for educational purposes +**Emily J. Wilson**
📜 Review details
Configuration used: .coderabbit.yaml
Review profile: CHILL
Plan: Pro
⛔ Files ignored due to path filters (3)
docs/static/img/tutorial-chat-file-loader.pngis excluded by!**/*.pngdocs/static/img/tutorial-chatbot-chat-flow.pngis excluded by!**/*.pngdocs/static/img/tutorial-chatbot-embed-files.pngis excluded by!**/*.png
📒 Files selected for processing (4)
docs/docs/Tutorials/chat-with-files.md(1 hunks)docs/docs/Tutorials/chat-with-rag.md(1 hunks)docs/docs/Tutorials/fake-resume.txt(1 hunks)docs/sidebars.js(1 hunks)
🧰 Additional context used
📓 Path-based instructions (2)
`docs/docs/**/*.{md,mdx}`: All documentation content must be placed within the '...
docs/docs/**/*.{md,mdx}: All documentation content must be placed within the 'docs/' directory, organized into subdirectories such as 'getting-started', 'components', 'integrations', 'administration', 'contributing', and 'api-reference'.
All documentation markdown files must start with a frontmatter block containing at least 'title' and 'description' fields.
Use admonitions (:::tip, :::warning, :::danger) in markdown files to highlight important information, warnings, or critical issues.
Reference images in documentation using the '/img/' path and provide descriptive alt text in markdown.
Use code blocks with language identifiers and optional titles for code examples in markdown documentation.
Documentation content must follow the style guide: professional but approachable tone, second person voice, present tense, short paragraphs, sentence case headers, inline code with backticks, bold for UI elements, italic for emphasis, and parallel structure in lists.
Use consistent terminology: always capitalize 'Langflow', 'Component', and 'Flow' when referring to Langflow concepts; always uppercase 'API' and 'JSON'.
📄 Source: CodeRabbit Inference Engine (.cursor/rules/docs_development.mdc)
List of files the instruction was applied to:
docs/docs/Tutorials/chat-with-rag.mddocs/docs/Tutorials/chat-with-files.md
`docs/sidebars.js`: Sidebar navigation must be configured and updated in 'docs/sidebars.js' to reflect the current documentation structure.
docs/sidebars.js: Sidebar navigation must be configured and updated in 'docs/sidebars.js' to reflect the current documentation structure.
📄 Source: CodeRabbit Inference Engine (.cursor/rules/docs_development.mdc)
List of files the instruction was applied to:
docs/sidebars.js
🧠 Learnings (3)
📓 Common learnings
Learnt from: CR
PR: langflow-ai/langflow#0
File: .cursor/rules/docs_development.mdc:0-0
Timestamp: 2025-06-30T14:40:02.682Z
Learning: Applies to docs/sidebars.js : Sidebar navigation must be configured and updated in 'docs/sidebars.js' to reflect the current documentation structure.
Learnt from: CR
PR: langflow-ai/langflow#0
File: .cursor/rules/docs_development.mdc:0-0
Timestamp: 2025-06-23T12:46:29.953Z
Learning: Sidebar and navigation should be kept current to ensure users can easily find all documentation sections and cross-references.
docs/sidebars.js (2)
Learnt from: CR
PR: langflow-ai/langflow#0
File: .cursor/rules/docs_development.mdc:0-0
Timestamp: 2025-06-30T14:40:02.682Z
Learning: Applies to docs/sidebars.js : Sidebar navigation must be configured and updated in 'docs/sidebars.js' to reflect the current documentation structure.
Learnt from: CR
PR: langflow-ai/langflow#0
File: .cursor/rules/docs_development.mdc:0-0
Timestamp: 2025-06-23T12:46:29.953Z
Learning: Sidebar and navigation should be kept current to ensure users can easily find all documentation sections and cross-references.
docs/docs/Tutorials/chat-with-files.md (1)
Learnt from: CR
PR: langflow-ai/langflow#0
File: .cursor/rules/testing.mdc:0-0
Timestamp: 2025-06-30T14:41:58.849Z
Learning: Applies to {src/backend/tests/**/*.py,tests/**/*.py} : Test Langflow's 'Message' objects and chat functionality by asserting correct properties and structure.
🪛 LanguageTool
docs/docs/Tutorials/fake-resume.txt
[grammar] ~6-~6: Use proper spacing conventions.
Context: ...and visibility and driving sales growth. Work Experience: Marketing Director, Gre...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~9-~9: Use proper spacing conventions.
Context: ... in a 25% increase in brand recognition. Managed a team of marketing specialists ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~10-~10: Use proper spacing conventions.
Context: ...rease in sales within the first quarter. Senior Marketing Manager, BlueSky Ventur...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~12-~12: Use proper spacing conventions.
Context: ...ement by 50% and follower growth by 20%. Collaborated with the sales team to alig...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~13-~13: Use proper spacing conventions.
Context: ... in a 15% increase in sales conversions. Marketing Coordinator, Starlight Media (...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~15-~15: Use proper spacing conventions.
Context: ...luding product launches and trade shows. Developed content for marketing material...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~16-~16: Use proper spacing conventions.
Context: ... brochures, flyers, and email campaigns. Education: Master of Business Administra...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~30-~30: Use proper spacing conventions.
Context: ...tion References: Available upon request. This resume is entirely fictional and sh...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
docs/docs/Tutorials/chat-with-rag.md
[grammar] ~8-~8: Use proper spacing conventions.
Context: ...'; import TabItem from '@theme/TabItem'; Create a chatbot application that uses R...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~13-~13: Use proper spacing conventions.
Context: ...onents-vector-stores). ## Prerequisites - [A running Langflow instance](/get-starte...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~16-~16: Use proper spacing conventions.
Context: ...arted-installation) - An OpenAI API key ## Create a vector RAG flow 1. In Langflow...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~18-~18: Place a period at the end of declarative sentences.
Context: ...penai.com/) ## Create a vector RAG flow 1. In Langflow, click New Flow, and the...
(QB_NEW_EN_OTHER_ERROR_IDS_000178)
[grammar] ~21-~21: Use proper spacing conventions.
Context: ...to the OpenAI Embeddings components. 3. Replace both Astra DB vector store c...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~24-~24: Use proper spacing conventions.
Context: ...Your loading flow should look like this: 
Your chat flow should look like this: ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~28-~28: Use proper spacing conventions.
Context: ... Your chat flow should look like this: 
The flow is complete. In the next se...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~32-~32: There might be a problem here.
Context: ...hat-flow.png) The flow is complete. In the next section, you will embed fil...
(QB_NEW_EN_MERGED_MATCH)
[grammar] ~33-~33: There might be a mistake here.
Context: ... you will embed files into your database, and then create a chatbot to chat with ...
(QB_NEW_EN_OTHER)
[grammar] ~33-~33: Use proper spacing conventions.
Context: ...then create a chatbot to chat with them. ## Load and embed a file You have two opti...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~35-~35: Place a period at the end of declarative sentences.
Context: ...hat with them. ## Load and embed a file You have two options for loading and emb...
(QB_NEW_EN_OTHER_ERROR_IDS_000178)
[grammar] ~37-~37: There might be a mistake here.
Context: ...a file into your vector database: the UI, or the /v2/files endpoint. The UI is...
(QB_NEW_EN_OTHER)
[grammar] ~37-~37: Use proper spacing conventions.
Context: ...se: the UI, or the /v2/files endpoint. The UI is the easiest method. ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~39-~39: Use proper spacing conventions.
Context: ...endpoint. The UI is the easiest method. 1. In the File component, click File. 2. Select the local file you want to upload, and then click Open. The file is loaded to your Langflow server. 3. To run the embedding flow, in the vector store component, click Run component. The file is split by chunk overlap and chunk size, and then the chunked files are embedded by the Embeddings component into the vector database. To upload files with the API, send a request to the flow's File component containing the uploaded path to your file. The fastest way to form this request is with the Langflow File Upload Utility. For example: js // Node 18+ example using global fetch, FormData, and Blob import fs from 'fs/promises'; // 1. Prepare the form data with the file to upload const fileBuffer = await fs.readFile('FILE_NAME'); const data = new FormData(); data.append('file', new Blob([fileBuffer]), 'FILE_NAME'); const headers = { 'x-api-key': 'LANGFLOW_API_KEY' }; // 2. Upload the file to Langflow const uploadRes = await fetch('LANGFLOW_SERVER_ADDRESS/api/v2/files/', { method: 'POST', headers, body: data }); const uploadData = await uploadRes.json(); const uploadedPath = uploadData.path; // 3. Call the Langflow run endpoint with the uploaded file path const payload = { input_value: "Analyze this file", output_type: "chat", input_type: "text", tweaks: { 'FILE_COMPONENT_NAME': { path: uploadedPath } } }; const runRes = await fetch('LANGFLOW_SERVER_ADDRESS/api/v1/run/FLOW_ID', { method: 'POST', headers: { 'Content-Type': 'application/json', 'x-api-key': 'LANGFLOW_API_KEY' }, body: JSON.stringify(payload) }); const langflowData = await runRes.json(); // Output only the message console.log(langflowData.outputs?.[0]?.outputs?.[0]?.results?.message?.data?.text); ## Chat with your flow from a JavaScript ap...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~99-~99: Place a period at the end of declarative sentences.
Context: ... your flow from a JavaScript application With your files loaded and embedded in y...
(QB_NEW_EN_OTHER_ERROR_IDS_000178)
[grammar] ~101-~101: Use proper spacing conventions.
Context: ...vaScript chatbot to chat with your data. 1. To construct the chatbot, gather the fol...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~103-~103: Use proper spacing conventions.
Context: ...atbot, gather the following information: Replace the following values: * `LAN...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~106-~106: Use proper spacing conventions.
Context: ...ess** pane](/concepts-publish#api-pane). * FLOW_ID: Your flow's UUID or custom endpoint na...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~107-~107: Use proper spacing conventions.
Context: ...ess** pane](/concepts-publish#api-pane). * LANGFLOW_API_KEY: A valid Langflow API key. To create an...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~108-~108: Use proper spacing conventions.
Context: ...see API keys. 2. Copy the following script into a JavaScr...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~110-~110: Use proper spacing conventions.
Context: ...ation you gathered in the previous step: js #!/usr/bin/env node const readline = require('readline'); const fetch = require('node-fetch'); const API_KEY = 'LANGFLOW_API_KEY'; const SERVER = 'LANGFLOW_SERVER_ADDRESS'; const FLOW_ID = 'FLOW_ID'; const rl = readline.createInterface({ input: process.stdin, output: process.stdout }); async function sendMessage(message) { try { const response = await fetch(`${SERVER}/api/v1/run/${FLOW_ID}`, { method: 'POST', headers: { 'Content-Type': 'application/json', 'x-api-key': API_KEY }, body: JSON.stringify({ output_type: 'chat', input_type: 'chat', input_value: message, session_id: 'user_1' }) }); const data = await response.json(); return data.outputs?.[0]?.outputs?.[0]?.results?.message?.data?.text || 'No response'; } catch (error) { return `Error: ${error.message}`; } } function chat() { console.log('🤖 Langflow RAG Chatbot (type "quit" to exit)\n'); const ask = () => { rl.question('👤 You: ', async (input) => { if (['quit', 'exit', 'bye'].includes(input.trim().toLowerCase())) { console.log('👋 Goodbye!'); rl.close(); return; } const response = await sendMessage(input.trim()); console.log(`🤖 Assistant: ${response}\n`); ask(); }); }; ask(); } chat(); The script creates a Node application th...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~167-~167: Use proper spacing conventions.
Context: ...ith the content in your vector database. The script uses the chat input and out...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~169-~169: There might be a problem here.
Context: ... to communicate with your Langflow flow. Chat maintains ongoing conversation con...
(QB_NEW_EN_MERGED_MATCH)
[grammar] ~172-~172: Use proper spacing conventions.
Context: ...t with it more with follow-up questions. json { "outputs": [{ "outputs": [{ "results": { "message": { "data": { "text": "The actual response text" } } } }] }] } 3. Save and run the script to send the requ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~189-~189: Use proper spacing conventions.
Context: ... to send the requests and test the flow.
Response
The following is an example of a respons...(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~209-~209: Use proper spacing conventions.
Context: ... ```
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
docs/docs/Tutorials/chat-with-files.md
[grammar] ~8-~8: Use proper spacing conventions.
Context: ...'; import TabItem from '@theme/TabItem'; Create a chatbot application that chats ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~10-~10: Use proper spacing conventions.
Context: ...th files loaded from your local machine. ## Prerequisites - [A running Langflow ins...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~12-~12: Use proper spacing conventions.
Context: ...om your local machine. ## Prerequisites - [A running Langflow instance](/get-starte...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~15-~15: Use proper spacing conventions.
Context: ...arted-installation) - An OpenAI API key ## Create a file loader chat flow 1. In La...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~17-~17: Place a period at the end of declarative sentences.
Context: ...keys) ## Create a file loader chat flow 1. In Langflow, click New Flow, and the...
(QB_NEW_EN_OTHER_ERROR_IDS_000178)
[grammar] ~19-~19: Use proper spacing conventions.
Context: ...select the Basic prompting template. 2. Add your OpenAI API key to the **Lan...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~20-~20: Use proper spacing conventions.
Context: ...key to the Language Model component. 3. To confirm that the chatbot responds as ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~21-~21: Use proper spacing conventions.
Context: ... Playground and then ask a question. The LLM should respond as the Prompt...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~22-~22: Use proper spacing conventions.
Context: ...d as the Prompt component specifies. With the basic flow responding correctly...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~23-~23: Use proper spacing conventions.
Context: ...* component to accept additional inputs. 4. In the Prompt component, open the **...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~24-~24: Use proper spacing conventions.
Context: ... current prompt with the following text: text ChatInput: {chat-input} File: {file} The Prompt component adds ports to a...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~31-~31: Use proper spacing conventions.
Context: ..., in this case, a chat input and a file. :::tip The port names are for illust...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~33-~33: There might be a mistake here.
Context: ...se, a chat input and a file. :::tip The port names are for illustrative pur...
(QB_NEW_EN_OTHER)
[grammar] ~34-~34: There might be a problem here.
Context: ...fter the component they're connected to. ::: 5. Add a [File component](/compone...
(QB_NEW_EN_MERGED_MATCH)
[grammar] ~35-~35: Use proper spacing conventions.
Context: ... component they're connected to. ::: 5. Add a [File component](/components-data#...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~37-~37: Use proper spacing conventions.
Context: ... to the Prompt component's file input. Your flow should look like this: ![...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~39-~39: Use proper spacing conventions.
Context: ...t. Your flow should look like this: 
The flow is complete. If you'd like,...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~43-~43: There might be a problem here.
Context: ...e-loader.png) The flow is complete. If you'd like, add files to the File co...
(QB_NEW_EN_MERGED_MATCH)
[grammar] ~44-~44: There might be a problem here.
Context: ...nd chat with it within the Langflow IDE. In the next section, you will load file...
(QB_NEW_EN_MERGED_MATCH)
[grammar] ~45-~45: Use proper spacing conventions.
Context: ...ith your flow from a Python application. ## Send requests to your flow from a Python...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~47-~47: Place a period at the end of declarative sentences.
Context: ...s to your flow from a Python application With your flow running locally, send a r...
(QB_NEW_EN_OTHER_ERROR_IDS_000178)
[grammar] ~49-~49: Use proper spacing conventions.
Context: ...d a chat message, and get a result back. :::tip To easily construct file upload r...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~52-~52: Use proper spacing conventions.
Context: ...flow-file-upload-examples.onrender.com). ::: 1. To construct the request, gather...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~53-~53: Use proper spacing conventions.
Context: ...-file-upload-examples.onrender.com). ::: 1. To construct the request, gather the fol...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~55-~55: Use proper spacing conventions.
Context: ...ther the following values from Langflow. * LANGFLOW_SERVER_ADDRESS: The default value is 127.0.0.1:7860....
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~57-~57: Use proper spacing conventions.
Context: ...: The default value is 127.0.0.1:7860. * FLOW_ID: The UUID of your flow, or the endpoint...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~58-~58: Use proper spacing conventions.
Context: ...low, or the endpoint name you've chosen. * File Component name: To find the ID of y...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~59-~59: Use proper spacing conventions.
Context: ...ple, the component name is File-KZP68. * Input value: This is the message you wan...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~61-~61: Use proper spacing conventions.
Context: ...om the same file location as the script. * Session ID: Optional. For more informati...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~62-~62: Use proper spacing conventions.
Context: ...ormation, see session ID. * Langflow API key: Required. To create an...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~63-~63: Use proper spacing conventions.
Context: ...see API keys. 2. Replace the values in the script below. ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~65-~65: Use proper spacing conventions.
Context: ... Replace the values in the script below.
Python
python # Python example using requests import requests import json # 1. Set the upload URL url = "http://LANGFLOW_SERVER_ADDRESS/api/v2/files/" # 2. Prepare the file and payload payload = {} files = [ ('file', ('fake-resume.txt', open('fake-resume.txt', 'rb'), 'application/octet-stream')) ] headers = { 'Accept': 'application/json', 'x-api-key': 'LANGFLOW_API_KEY' } # 3. Upload the file to Langflow response = requests.request("POST", url, headers=headers, data=payload, files=files) print(response.text) # 4. Get the uploaded file path from the response uploaded_data = response.json() uploaded_path = uploaded_data.get('path') # 5. Call the Langflow run endpoint with the uploaded file path run_url = "http://LANGFLOW_SERVER_ADDRESS/api/v1/run/FLOW_ID" run_payload = { "input_value": "Evaluate this resume for a job opening in my Marketing department.", "output_type": "chat", "input_type": "chat", "tweaks": { "File-KZP68": { "path": uploaded_path } } } run_headers = { 'Content-Type': 'application/json', 'Accept': 'application/json', 'x-api-key': 'LANGFLOW_API_KEY' } run_response = requests.post(run_url, headers=run_headers, data=json.dumps(run_payload)) langflow_data = run_response.json() # Output only the message message = None try: message = langflow_data['outputs'][0]['outputs'][0]['results']['message']['data']['text'] except (KeyError, IndexError, TypeError): pass print(message) (QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~126-~126: Use proper spacing conventions.
Context: ... This script contains two requests. The first request uploads `fake-resume.t...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~128-~128: Use proper spacing conventions.
Context: ...4988-ab1c-7c430214f8d5/fake-resume.txt`. The second request sends a chat message ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~130-~130: There might be a problem here.
Context: ...low flow at the /api/v1/run/ endpoint. The tweaks parameter includes the pat...
(QB_NEW_EN_MERGED_MATCH)
[grammar] ~131-~131: Use proper spacing conventions.
Context: ...ed file as the variable uploaded_path. 3. Run the script to send the request. ...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~133-~133: Use proper spacing conventions.
Context: ... 3. Run the script to send the request.
Response
{"id":"793ba3d8-5e7a-4499-8b89-d9a7b6325fee","name":"fake-resume (1)","path":"02791d46-812f-4988-ab1c-7c430214f8d5/fake-resume.txt","size":1779,"provider":null} The resume for Emily J. Wilson presents a strong candidate for a position in your Marketing department. Here are some key points to consider: ### Strengths: 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. 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. 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. 4. **Educational Background**: Her MBA and a Bachelor's degree in Marketing provide a strong academic foundation, which is often valued in marketing roles. 5. **Certifications**: The Certified Marketing Professional (CMP) and Google Analytics Certification indicate a commitment to professional development and staying current with industry standards. ### Areas for Improvement: 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. 2. **References**: While stating that references are available upon request is standard, including a couple of testimonials or notable endorsements could enhance credibility. 3. **Formatting**: Ensure that the resume is visually appealing and easy to read. Clear headings and bullet points help in quickly identifying key information. ### Conclusion: 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. (QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~166-~166: Use proper spacing conventions.
Context: ...nal path where Langflow stores the file. The LLM then retrieves this file and cor...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~168-~168: Use proper spacing conventions.
Context: ...bility of the resume for a job position. ## Next steps * [Model Context Protocol (M...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
[grammar] ~170-~170: Use proper spacing conventions.
Context: ...esume for a job position. ## Next steps * [Model Context Protocol (MCP) servers](/m...
(QB_NEW_EN_OTHER_ERROR_IDS_000007)
🪛 markdownlint-cli2 (0.17.2)
docs/docs/Tutorials/chat-with-rag.md
106-106: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
107-107: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
108-108: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
112-112: Code block style
Expected: indented; Actual: fenced
(MD046, code-block-style)
173-173: Code block style
Expected: indented; Actual: fenced
(MD046, code-block-style)
196-196: Fenced code blocks should have a language specified
(MD040, fenced-code-language)
196-196: Code block style
Expected: indented; Actual: fenced
(MD046, code-block-style)
211-211: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
212-212: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
docs/docs/Tutorials/chat-with-files.md
57-57: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
58-58: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
59-59: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
60-60: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
61-61: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
62-62: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
63-63: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
138-138: Fenced code blocks should have a language specified
(MD040, fenced-code-language)
172-172: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
173-173: Unordered list style
Expected: dash; Actual: asterisk
(MD004, ul-style)
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
- GitHub Check: build-and-deploy
|
Build successful! ✅ |
github-actions
Bot
added
documentation
|
Build successful! ✅ |
Co-authored-by: April I. Murphy <36110273+aimurphy@users.noreply.github.com>
github-actions
Bot
added
documentation
|
Build failure! ❌
|
github-actions
Bot
added
documentation
|
Build successful! ✅ |
github-actions
Bot
added
documentation
|
Build successful! ✅ |
github-actions
Bot
added
documentation
|
Build successful! ✅ |
github-actions
Bot
added
documentation
|
Build successful! ✅ |
melienherrera
left a comment
melienherrera
left a comment
There was a problem hiding this comment.
+1 on all changes LGTM
3 participants
Preview build
Add a tutorial on embedding vector data, and then create a javascript application to interact with the flow.
Summary by CodeRabbit