From 14aff17747b655db0187f03cda50a9d40122d9f8 Mon Sep 17 00:00:00 2001 From: Cory Waddingham Date: Sat, 14 Sep 2024 18:56:57 -0700 Subject: [PATCH 1/3] Initial commit of Confluent news chatbot sample app. --- confluent-rss-newsbot/.env.example | 18 + confluent-rss-newsbot/.eslintrc.json | 3 + confluent-rss-newsbot/.gitignore | 54 + confluent-rss-newsbot/README.md | 68 + confluent-rss-newsbot/next-steps.md | 93 + confluent-rss-newsbot/next.config.js | 19 + confluent-rss-newsbot/package-lock.json | 9714 +++++++++++++++++ confluent-rss-newsbot/package.json | 55 + confluent-rss-newsbot/playwright.config.ts | 77 + confluent-rss-newsbot/postcss.config.js | 5 + confluent-rss-newsbot/public/confluent.png | Bin 0 -> 50797 bytes confluent-rss-newsbot/public/next.svg | 1 + confluent-rss-newsbot/public/pinecone.svg | 11 + confluent-rss-newsbot/public/vercel.svg | 3 + confluent-rss-newsbot/requirements.txt | 27 + .../src/app/api/chat/route.ts | 102 + .../src/app/api/checkIndex/route.ts | 21 + .../src/app/api/clearIndex/route.ts | 20 + .../src/app/api/crawl/crawler.ts | 89 + .../src/app/api/crawl/route.ts | 14 + .../src/app/api/crawl/seed.ts | 133 + confluent-rss-newsbot/src/app/appContext.tsx | 14 + .../src/app/assets/icons/ellipse.tsx | 11 + .../src/app/assets/icons/pinecone.tsx | 11 + .../src/app/assets/icons/user.tsx | 11 + .../src/app/assets/svg/blueEllipse.tsx | 5 + .../src/app/assets/svg/ellipse.tsx | 5 + .../src/app/assets/svg/pinecone.tsx | 8 + .../src/app/assets/svg/pineconeLogo.tsx | 13 + .../src/app/assets/svg/upArrow.tsx | 5 + .../src/app/assets/svg/user.tsx | 5 + .../src/app/components/Chat/ChatInput.tsx | 48 + .../src/app/components/Chat/ChatWrapper.tsx | 77 + .../src/app/components/Chat/Messages.tsx | 116 + .../src/app/components/Chat/index.tsx | 49 + .../src/app/components/Header.tsx | 26 + .../src/app/components/Sidebar/Button.tsx | 11 + .../src/app/components/Sidebar/Card.tsx | 87 + .../app/components/Sidebar/InfoPopover.tsx | 32 + .../Sidebar/RecursiveSplittingOptions.tsx | 66 + .../src/app/components/Sidebar/UrlButton.tsx | 61 + .../src/app/components/Sidebar/index.tsx | 262 + .../src/app/components/Sidebar/urls.ts | 19 + .../src/app/components/Sidebar/utils.ts | 61 + confluent-rss-newsbot/src/app/favicon.ico | Bin 0 -> 25931 bytes confluent-rss-newsbot/src/app/globals.css | 27 + .../src/app/hooks/useRefreshIndex.ts | 21 + confluent-rss-newsbot/src/app/layout.tsx | 35 + confluent-rss-newsbot/src/app/page.tsx | 44 + .../src/app/services/chunkedUpsert.ts | 34 + .../src/app/services/context.ts | 35 + .../src/app/services/embeddings.ts | 38 + .../src/app/services/logger.ts | 87 + .../src/app/services/pinecone.ts | 48 + .../src/app/utils/truncateString.ts | 4 + confluent-rss-newsbot/src/global.css | 104 + confluent-rss-newsbot/src/middleware.ts | 12 + .../src/scripts/kafka_poller.py | 110 + .../src/scripts/kafka_writer.py | 62 + .../src/scripts/logger_config.py | 13 + .../src/scripts/rss_transformer.py | 131 + confluent-rss-newsbot/src/scripts/server.py | 66 + .../src/scripts/upsert_vectors.py.old | 42 + confluent-rss-newsbot/tailwind.config.js | 38 + confluent-rss-newsbot/tests/example.spec.ts | 42 + confluent-rss-newsbot/tsconfig.json | 28 + 66 files changed, 12551 insertions(+) create mode 100644 confluent-rss-newsbot/.env.example create mode 100644 confluent-rss-newsbot/.eslintrc.json create mode 100644 confluent-rss-newsbot/.gitignore create mode 100644 confluent-rss-newsbot/README.md create mode 100644 confluent-rss-newsbot/next-steps.md create mode 100644 confluent-rss-newsbot/next.config.js create mode 100644 confluent-rss-newsbot/package-lock.json create mode 100644 confluent-rss-newsbot/package.json create mode 100644 confluent-rss-newsbot/playwright.config.ts create mode 100644 confluent-rss-newsbot/postcss.config.js create mode 100644 confluent-rss-newsbot/public/confluent.png create mode 100644 confluent-rss-newsbot/public/next.svg create mode 100644 confluent-rss-newsbot/public/pinecone.svg create mode 100644 confluent-rss-newsbot/public/vercel.svg create mode 100644 confluent-rss-newsbot/requirements.txt create mode 100644 confluent-rss-newsbot/src/app/api/chat/route.ts create mode 100644 confluent-rss-newsbot/src/app/api/checkIndex/route.ts create mode 100644 confluent-rss-newsbot/src/app/api/clearIndex/route.ts create mode 100644 confluent-rss-newsbot/src/app/api/crawl/crawler.ts create mode 100644 confluent-rss-newsbot/src/app/api/crawl/route.ts create mode 100644 confluent-rss-newsbot/src/app/api/crawl/seed.ts create mode 100644 confluent-rss-newsbot/src/app/appContext.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/icons/ellipse.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/icons/pinecone.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/icons/user.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/svg/blueEllipse.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/svg/ellipse.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/svg/pinecone.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/svg/pineconeLogo.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/svg/upArrow.tsx create mode 100644 confluent-rss-newsbot/src/app/assets/svg/user.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Chat/ChatInput.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Chat/ChatWrapper.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Chat/Messages.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Chat/index.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Header.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/Button.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/Card.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/InfoPopover.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/RecursiveSplittingOptions.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/UrlButton.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/index.tsx create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/urls.ts create mode 100644 confluent-rss-newsbot/src/app/components/Sidebar/utils.ts create mode 100644 confluent-rss-newsbot/src/app/favicon.ico create mode 100644 confluent-rss-newsbot/src/app/globals.css create mode 100644 confluent-rss-newsbot/src/app/hooks/useRefreshIndex.ts create mode 100644 confluent-rss-newsbot/src/app/layout.tsx create mode 100644 confluent-rss-newsbot/src/app/page.tsx create mode 100644 confluent-rss-newsbot/src/app/services/chunkedUpsert.ts create mode 100644 confluent-rss-newsbot/src/app/services/context.ts create mode 100644 confluent-rss-newsbot/src/app/services/embeddings.ts create mode 100644 confluent-rss-newsbot/src/app/services/logger.ts create mode 100644 confluent-rss-newsbot/src/app/services/pinecone.ts create mode 100644 confluent-rss-newsbot/src/app/utils/truncateString.ts create mode 100644 confluent-rss-newsbot/src/global.css create mode 100644 confluent-rss-newsbot/src/middleware.ts create mode 100644 confluent-rss-newsbot/src/scripts/kafka_poller.py create mode 100644 confluent-rss-newsbot/src/scripts/kafka_writer.py create mode 100644 confluent-rss-newsbot/src/scripts/logger_config.py create mode 100644 confluent-rss-newsbot/src/scripts/rss_transformer.py create mode 100644 confluent-rss-newsbot/src/scripts/server.py create mode 100644 confluent-rss-newsbot/src/scripts/upsert_vectors.py.old create mode 100644 confluent-rss-newsbot/tailwind.config.js create mode 100644 confluent-rss-newsbot/tests/example.spec.ts create mode 100644 confluent-rss-newsbot/tsconfig.json diff --git a/confluent-rss-newsbot/.env.example b/confluent-rss-newsbot/.env.example new file mode 100644 index 0000000..fc3db2d --- /dev/null +++ b/confluent-rss-newsbot/.env.example @@ -0,0 +1,18 @@ +# By default, we will fetch news from the past 24 hours +LATEST_NEWS_TIMEFRAME=86400 + +# Use https://platform.openai.com/ to get an API key +OPENAI_API_KEY= + +# Use https://app.pinecone.io to get an API key +PINECONE_API_KEY= + +# Navigate to Indexes under your Project to retrieve the Index name +PINECONE_INDEX= + +# Retrieve the following from the Confluent Cloud Console. +CONFLUENT_BOOTSTRAP_SERVERS= +CONFLUENT_API_KEY= +CONFLUENT_API_SECRET= +CONFLUENT_INPUT_TOPIC= +CONFLUENT_OUTPUT_TOPIC= diff --git a/confluent-rss-newsbot/.eslintrc.json b/confluent-rss-newsbot/.eslintrc.json new file mode 100644 index 0000000..bffb357 --- /dev/null +++ b/confluent-rss-newsbot/.eslintrc.json @@ -0,0 +1,3 @@ +{ + "extends": "next/core-web-vitals" +} diff --git a/confluent-rss-newsbot/.gitignore b/confluent-rss-newsbot/.gitignore new file mode 100644 index 0000000..0e2023a --- /dev/null +++ b/confluent-rss-newsbot/.gitignore @@ -0,0 +1,54 @@ +# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. + +# dependencies +/node_modules +/.pnp +.pnp.js + +# testing +/coverage + +# next.js +/.next/ +/out/ + +# production +/build + +# misc +.DS_Store +*.pem +*.swp + +# debug +npm-debug.log* +yarn-debug.log* +yarn-error.log* +/logs +nohup.out +output.txt + +# Python +.venv/ + +# local env files +.env +.env*.local +.env*.development +client.properties + +# vercel +.vercel + +# typescript +*.tsbuildinfo +next-env.d.ts +.env + +#pnpm +pnpm-lock.yaml +/test-results/ +/playwright-report/ +/playwright/.cache/ +.azure + diff --git a/confluent-rss-newsbot/README.md b/confluent-rss-newsbot/README.md new file mode 100644 index 0000000..25fc31a --- /dev/null +++ b/confluent-rss-newsbot/README.md @@ -0,0 +1,68 @@ +# Building a Real-Time News Intelligence Chatbot with Confluent, Pinecone, and Azure OpenAI + +In this example, we'll build a full-stack application that uses Retrieval Augmented Generation (RAG) powered by [Pinecone](https://pinecone.io) and streaming data from [Confluent](https://www.confluent.io/) to deliver accurate and contextually relevant responses about current news events in a chatbot. + +Our application will: + +1. Poll a given news source (reddit news subs by default) to retrieve the latest news stories via RSS. +2. Stream these stories to Confluent for real-time processing. +3. Use OpenAI to generate embeddings for the news articles, which are then stored in Pinecone. +4. Provide a chat mechanism to query about the latest news and events in the world, using the stored embeddings to provide contextually relevant responses. + +By the end of this tutorial, you'll have a real-time news intelligence chatbot that provides accurate responses about current events, ensuring a more effective and engaging user experience. + +## Step 1: Setting Up Your Next.js Application + +First, clone the repository and install the necessary packages: + +```bash +git clone git@github.com:pinecone-field/confluent-demo.git +cd confluent-demo +python -m venv .venv +source .venv/bin/activate +pip install -r requirements.txt +``` + +## Step 2: Configure Environment Variables + +Create a `.env.local` file in your project root and add the following: + +```bash +PINECONE_API_KEY=your_pinecone_api_key +PINECONE_INDEX=your_pinecone_index_name +PINECONE_NAMESPACE=your_pinecone_namespace +OPENAI_API_KEY=your_azure_openai_api_key +CONFLUENT_BOOTSTRAP_SERVERS=your_confluent_bootstrap_servers +CONFLUENT_API_KEY=your_confluent_api_key +CONFLUENT_API_SECRET=your_confluent_api_secret +``` + +## Running the Application + +1. The news poller + +2. The news processor + +3. The Next.js development server + +You can create a custom script in your `package.json` to run all of these concurrently, or you can run them in separate terminal windows. + +```javascript +{ + "scripts": { + "dev": "next dev", + "server": "python src/scripts/server.py", + "start": "concurrently \"npm run server\" \"npm run dev\"" + } +} +``` + +Then you can start the entire application with: + +```bash +npm run start +``` + +## Conclusion + +You've now built a real-time news intelligence chatbot that uses Retrieval Augmented Generation (RAG) powered by Pinecone and OpenAI, using Confluent to stream news data. This application demonstrates how to integrate multiple technologies to create a powerful and contextually relevant chatbot. diff --git a/confluent-rss-newsbot/next-steps.md b/confluent-rss-newsbot/next-steps.md new file mode 100644 index 0000000..01a6c72 --- /dev/null +++ b/confluent-rss-newsbot/next-steps.md @@ -0,0 +1,93 @@ +# Next Steps after `azd init` + +## Table of Contents + +1. [Next Steps](#next-steps) +2. [What was added](#what-was-added) +3. [Billing](#billing) +4. [Troubleshooting](#troubleshooting) + +## Next Steps + +### Provision infrastructure and deploy application code + +Run `azd up` to provision your infrastructure and deploy to Azure (or run `azd provision` then `azd deploy` to accomplish the tasks separately). Visit the service endpoints listed to see your application up-and-running! + +To troubleshoot any issues, see [troubleshooting](#troubleshooting). + +### Configure environment variables for running services + +Configure environment variables for running services by updating `settings` in [main.parameters.json](./infra/main.parameters.json). + +### Configure CI/CD pipeline + +1. Create a workflow pipeline file locally. The following starters are available: + - [Deploy with GitHub Actions](https://github.com/Azure-Samples/azd-starter-bicep/blob/main/.github/workflows/azure-dev.yml) + - [Deploy with Azure Pipelines](https://github.com/Azure-Samples/azd-starter-bicep/blob/main/.azdo/pipelines/azure-dev.yml) +2. Run `azd pipeline config` to configure the deployment pipeline to connect securely to Azure. + +## What was added + +### Infrastructure configuration + +To describe the infrastructure and application, `azure.yaml` along with Infrastructure as Code files using Bicep were added with the following directory structure: + +```yaml +- azure.yaml # azd project configuration +- infra/ # Infrastructure as Code (bicep) files + - main.bicep # main deployment module + - app/ # Application resource modules + - shared/ # Shared resource modules + - modules/ # Library modules +``` + +Each bicep file declares resources to be provisioned. The resources are provisioned when running `azd up` or `azd provision`. + +- [app/pinecone-rag-demo.bicep](./infra/app/pinecone-rag-demo.bicep) - Azure Container Apps resources to host the 'pinecone-rag-demo' service. +- [shared/keyvault.bicep](./infra/shared/keyvault.bicep) - Azure KeyVault to store secrets. +- [shared/monitoring.bicep](./infra/shared/monitoring.bicep) - Azure Log Analytics workspace and Application Insights to log and store instrumentation logs. +- [shared/registry.bicep](./infra/shared/registry.bicep) - Azure Container Registry to store docker images. + +More information about [Bicep](https://aka.ms/bicep) language. + +### Build from source (no Dockerfile) + +#### Build with Buildpacks using Oryx + +If your project does not contain a Dockerfile, we will use [Buildpacks](https://buildpacks.io/) using [Oryx](https://github.com/microsoft/Oryx/blob/main/doc/README.md) to create an image for the services in `azure.yaml` and get your containerized app onto Azure. + +To produce and run the docker image locally: + +1. Run `azd package` to build the image. +2. Copy the *Image Tag* shown. +3. Run `docker run -it ` to run the image locally. + +#### Exposed port + +Oryx will automatically set `PORT` to a default value of `80` (port `8080` for Java). Additionally, it will auto-configure supported web servers such as `gunicorn` and `ASP .NET Core` to listen to the target `PORT`. If your application already listens to the port specified by the `PORT` variable, the application will work out-of-the-box. Otherwise, you may need to perform one of the steps below: + +1. Update your application code or configuration to listen to the port specified by the `PORT` variable +1. (Alternatively) Search for `targetPort` in a .bicep file under the `infra/app` folder, and update the variable to match the port used by the application. + +## Billing + +Visit the *Cost Management + Billing* page in Azure Portal to track current spend. For more information about how you're billed, and how you can monitor the costs incurred in your Azure subscriptions, visit [billing overview](https://learn.microsoft.com/azure/developer/intro/azure-developer-billing). + +## Troubleshooting + +Q: I visited the service endpoint listed, and I'm seeing a blank page, a generic welcome page, or an error page. + +A: Your service may have failed to start, or it may be missing some configuration settings. To investigate further: + +1. Run `azd show`. Click on the link under "View in Azure Portal" to open the resource group in Azure Portal. +2. Navigate to the specific Container App service that is failing to deploy. +3. Click on the failing revision under "Revisions with Issues". +4. Review "Status details" for more information about the type of failure. +5. Observe the log outputs from Console log stream and System log stream to identify any errors. +6. If logs are written to disk, use *Console* in the navigation to connect to a shell within the running container. + +For more troubleshooting information, visit [Container Apps troubleshooting](https://learn.microsoft.com/azure/container-apps/troubleshooting). + +### Additional information + +For additional information about setting up your `azd` project, visit our official [docs](https://learn.microsoft.com/azure/developer/azure-developer-cli/make-azd-compatible?pivots=azd-convert). diff --git a/confluent-rss-newsbot/next.config.js b/confluent-rss-newsbot/next.config.js new file mode 100644 index 0000000..0dbbd99 --- /dev/null +++ b/confluent-rss-newsbot/next.config.js @@ -0,0 +1,19 @@ +/** @type {import('next').NextConfig} */ +const nextConfig = { + webpack: (config, { isServer }) => { + if (!isServer) { + config.resolve.fallback = { + ...config.resolve.fallback, + net: false, + tls: false, + fs: false, + child_process: false, + crypto: require.resolve('crypto-browserify'), + path: false, + }; + } + return config; + }, +}; + +module.exports = nextConfig; diff --git a/confluent-rss-newsbot/package-lock.json b/confluent-rss-newsbot/package-lock.json new file mode 100644 index 0000000..1231965 --- /dev/null +++ b/confluent-rss-newsbot/package-lock.json @@ -0,0 +1,9714 @@ +{ + "name": "vercel-pinecone-template", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "vercel-pinecone-template", + "version": "0.1.0", + "dependencies": { + "@confluentinc/kafka-javascript": "^0.1.16-devel", + "@emotion/react": "^11.11.3", + "@emotion/styled": "^11.11.0", + "@material-tailwind/react": "^2.1.8", + "@mui/icons-material": "^5.15.4", + "@mui/material": "^5.15.3", + "@pinecone-database/doc-splitter": "^0.0.1", + "@pinecone-database/pinecone": "2.0.0", + "ai": "^2.2.30", + "buffer": "^6.0.3", + "cheerio": "^1.0.0", + "crypto-browserify": "^3.12.0", + "isomorphic-fetch": "^3.0.0", + "kafkajs": "^2.2.4", + "md5": "^2.3.0", + "next": 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"^6.0.3", + "cheerio": "^1.0.0", + "crypto-browserify": "^3.12.0", + "isomorphic-fetch": "^3.0.0", + "kafkajs": "^2.2.4", + "md5": "^2.3.0", + "next": "^14.2.4", + "node-fetch": "^3.3.2", + "node-html-markdown": "^1.3.0", + "node-rdkafka": "^3.1.0", + "openai-edge": "^1.2.2", + "react": "18.2.0", + "react-dom": "18.2.0", + "react-icons": "^4.12.0", + "react-markdown": "^9.0.1", + "react-spinners": "^0.13.8", + "sswr": "^2.0.0", + "svelte": "^4.2.8", + "tailwindcss": "3.4.0", + "typescript": "5.3.3", + "unified": "^11.0.4", + "uuid": "^9.0.1", + "vue": "^3.3.13" + }, + "devDependencies": { + "@playwright/test": "^1.40.1", + "@types/md5": "^2.3.5", + "@types/node": "20.10.5", + "@types/react": "18.2.45", + "@types/react-dom": "18.2.18", + "@types/uuid": "^10.0.0", + "eslint": "8.56.0", + "eslint-config-next": "14.0.4" + } +} diff --git a/confluent-rss-newsbot/playwright.config.ts b/confluent-rss-newsbot/playwright.config.ts new file mode 100644 index 0000000..301801e --- /dev/null +++ b/confluent-rss-newsbot/playwright.config.ts @@ -0,0 +1,77 @@ +import { defineConfig, devices } from '@playwright/test'; + +/** + * Read environment variables from file. + * https://github.com/motdotla/dotenv + */ +// require('dotenv').config(); + +/** + * See https://playwright.dev/docs/test-configuration. + */ +export default defineConfig({ + testDir: './tests', + /* Run tests in files in parallel */ + fullyParallel: true, + /* Fail the build on CI if you accidentally left test.only in the source code. */ + forbidOnly: !!process.env.CI, + /* Retry on CI only */ + retries: process.env.CI ? 2 : 0, + /* Opt out of parallel tests on CI. */ + workers: process.env.CI ? 1 : undefined, + /* Reporter to use. See https://playwright.dev/docs/test-reporters */ + reporter: 'html', + /* Shared settings for all the projects below. See https://playwright.dev/docs/api/class-testoptions. */ + use: { + /* Base URL to use in actions like `await page.goto('/')`. */ + // baseURL: 'http://127.0.0.1:3000', + + /* Collect trace when retrying the failed test. See https://playwright.dev/docs/trace-viewer */ + trace: 'on-first-retry', + }, + + /* Configure projects for major browsers */ + projects: [ + { + name: 'chromium', + use: { ...devices['Desktop Chrome'] }, + }, + + { + name: 'firefox', + use: { ...devices['Desktop Firefox'] }, + }, + + { + name: 'webkit', + use: { ...devices['Desktop Safari'] }, + }, + + /* Test against mobile viewports. */ + // { + // name: 'Mobile Chrome', + // use: { ...devices['Pixel 5'] }, + // }, + // { + // name: 'Mobile Safari', + // use: { ...devices['iPhone 12'] }, + // }, + + /* Test against branded browsers. */ + // { + // name: 'Microsoft Edge', + // use: { ...devices['Desktop Edge'], channel: 'msedge' }, + // }, + // { + // name: 'Google Chrome', + // use: { ...devices['Desktop Chrome'], channel: 'chrome' }, + // }, + ], + + /* Run your local dev server before starting the tests */ + // webServer: { + // command: 'npm run start', + // url: 'http://127.0.0.1:3000', + // reuseExistingServer: 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b/confluent-rss-newsbot/public/next.svg new file mode 100644 index 0000000..5174b28 --- /dev/null +++ b/confluent-rss-newsbot/public/next.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/confluent-rss-newsbot/public/pinecone.svg b/confluent-rss-newsbot/public/pinecone.svg new file mode 100644 index 0000000..7ed7303 --- /dev/null +++ b/confluent-rss-newsbot/public/pinecone.svg @@ -0,0 +1,11 @@ + + + + + + + + + + + \ No newline at end of file diff --git a/confluent-rss-newsbot/public/vercel.svg b/confluent-rss-newsbot/public/vercel.svg new file mode 100644 index 0000000..e2fe519 --- /dev/null +++ b/confluent-rss-newsbot/public/vercel.svg @@ -0,0 +1,3 @@ + + + \ No newline at end of file diff --git a/confluent-rss-newsbot/requirements.txt b/confluent-rss-newsbot/requirements.txt new file mode 100644 index 0000000..f135172 --- /dev/null +++ b/confluent-rss-newsbot/requirements.txt @@ -0,0 +1,27 @@ +annotated-types==0.7.0 +anyio==4.4.0 +beautifulsoup4==4.12.3 +bs4==0.0.2 +certifi==2024.8.30 +charset-normalizer==3.3.2 +click==8.1.7 +confluent-kafka==2.5.3 +distro==1.9.0 +exceptiongroup==1.2.2 +h11==0.14.0 +httpcore==1.0.5 +httpx==0.27.2 +idna==3.8 +jiter==0.5.0 +kafka==1.3.5 +openai==1.45.0 +pinecone-client==5.0.1 +pydantic==2.9.1 +pydantic_core==2.23.3 +python-dotenv==1.0.1 +requests==2.32.3 +sniffio==1.3.1 +soupsieve==2.6 +tqdm==4.66.5 +typing_extensions==4.12.2 +urllib3==2.2.3 diff --git a/confluent-rss-newsbot/src/app/api/chat/route.ts b/confluent-rss-newsbot/src/app/api/chat/route.ts new file mode 100644 index 0000000..d6178b1 --- /dev/null +++ b/confluent-rss-newsbot/src/app/api/chat/route.ts @@ -0,0 +1,102 @@ +import { Metadata, getContext } from '@/services/context' +import type { PineconeRecord } from '@pinecone-database/pinecone' +import { Message, OpenAIStream, StreamingTextResponse, experimental_StreamData } from 'ai' +import { Configuration, OpenAIApi } from 'openai-edge' + + +// Create an OpenAI API client (that's edge friendly!) +const config = new Configuration({ + apiKey: process.env.OPENAI_API_KEY +}) +const openai = new OpenAIApi(config) + +// IMPORTANT! Set the runtime to edge +export const runtime = 'edge' + +export async function POST(req: Request) { + try { + + const { messages, withContext, messageId } = await req.json() + // Get the last message + const lastMessage = messages[messages.length - 1] + + + // Get the context from the last message + const latestNewsTimeframe = process.env.LATEST_NEWS_TIMEFRAME ? parseInt(process.env.LATEST_NEWS_TIMEFRAME) : 86400 + const context = withContext ? await getContext(lastMessage.content, '', 30000, 0.01, false, latestNewsTimeframe) : '' + + const docs = (withContext && context.length > 0) ? (context as PineconeRecord[]).map(match => { + const metadata = match.metadata as Metadata; + const publishedAt = metadata.published_at ? new Date(metadata.published_at * 1000).toISOString() : 'Unknown date'; + return `[Published: ${publishedAt}]\n${metadata.chunk || ''}\nSource: ${metadata.link}`; // Include published date, chunk, and source URL + }) : []; + + console.log("withContext", context.length) + + // Join all the chunks of text together, truncate to the maximum number of tokens, and return the result + const contextText = docs.join("\n").substring(0, 30000) + + console.log("contextText", contextText) + + const prompt = [ + { + role: 'system', + content: `AI News Reader is a news reader that reads news articles and provides a summary of the news. + When answering questions about current events or news: + 1. Start with something like "Here's what's happening in the world:". If the question is about a specific topic, start with something like "Here's what's happening in the world of [topic]:" + 2. Present each news item as a separate bullet point. + 3. Use bold text for the main topic of each news item. + 4. Provide a brief 1-2 sentence summary for each item. + 5. Add a newline between each bullet point for readability. + 6. End with a brief concluding sentence if appropriate. + 7. Be concise and to the point. + 8. Give answers for each news item in the context. + 9. Use the "published_at" metadata which is a unix timestamp to sort them in descending order. + START CONTEXT BLOCK + ${contextText} + END OF CONTEXT BLOCK + Use the provided context to answer questions accurately and concisely. + If you don't have enough information, say "I'm sorry, but I don't have enough information to answer that question." + Do not invent or assume any information not provided in the context.`, + }, + ] + + const sanitizedMessages = messages.map((message: any) => { + const { createdAt, id, ...rest } = message; + return rest; + }); + + // Ask OpenAI for a streaming chat completion given the prompt + const response = await openai.createChatCompletion({ + model: 'gpt-4o', + stream: true, + messages: [...prompt, ...sanitizedMessages.filter((message: Message) => message.role === 'user')] + }) + + const data = new experimental_StreamData(); + + const stream = OpenAIStream(response, { + onFinal(completion) { + // IMPORTANT! you must close StreamData manually or the response will never finish. + data.close(); + }, + // IMPORTANT! until this is stable, you must explicitly opt in to supporting streamData. + experimental_streamData: true, + }); + + if (withContext) { + data.append({ + context: [...context as PineconeRecord[]] + }) + + } + + // IMPORTANT! If you aren't using StreamingTextResponse, you MUST have the `X-Experimental-Stream-Data: 'true'` header + // in your response so the client uses the correct parsing logic. + return new StreamingTextResponse(stream, {}, data); + + + } catch (e) { + throw (e) + } +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/api/checkIndex/route.ts b/confluent-rss-newsbot/src/app/api/checkIndex/route.ts new file mode 100644 index 0000000..3d1282f --- /dev/null +++ b/confluent-rss-newsbot/src/app/api/checkIndex/route.ts @@ -0,0 +1,21 @@ +import { Pinecone } from '@pinecone-database/pinecone'; +import { NextResponse } from "next/server"; + +export async function POST() { + // Instantiate a new Pinecone client + const pinecone = new Pinecone(); + // Select the desired index + const indexName = process.env.PINECONE_INDEX!; + const index = pinecone.Index(indexName); + + // Use the custom namespace, if provided, otherwise use the default + const namespaceName = process.env.PINECONE_NAMESPACE ?? '' + const namespace = index.namespace(namespaceName) + + // Delete everything within the namespace + const stats = await namespace.describeIndexStats() + + return NextResponse.json({ + ...stats + }) +} diff --git a/confluent-rss-newsbot/src/app/api/clearIndex/route.ts b/confluent-rss-newsbot/src/app/api/clearIndex/route.ts new file mode 100644 index 0000000..01b2e86 --- /dev/null +++ b/confluent-rss-newsbot/src/app/api/clearIndex/route.ts @@ -0,0 +1,20 @@ +import { NextResponse } from "next/server"; +import { Pinecone } from '@pinecone-database/pinecone' + +export async function POST() { + // Instantiate a new Pinecone client + const pinecone = new Pinecone(); + // Select the desired index + const index = pinecone.Index(process.env.PINECONE_INDEX!) + + // Use the custom namespace, if provided, otherwise use the default + const namespaceName = process.env.PINECONE_NAMESPACE ?? '' + const namespace = index.namespace(namespaceName) + + // Delete everything within the namespace + await namespace.deleteAll(); + + return NextResponse.json({ + success: true + }) +} diff --git a/confluent-rss-newsbot/src/app/api/crawl/crawler.ts b/confluent-rss-newsbot/src/app/api/crawl/crawler.ts new file mode 100644 index 0000000..9af00fc --- /dev/null +++ b/confluent-rss-newsbot/src/app/api/crawl/crawler.ts @@ -0,0 +1,89 @@ +import cheerio from 'cheerio'; +import { NodeHtmlMarkdown } from 'node-html-markdown'; +import { logger } from '@/services/logger'; +interface Page { + url: string; + content: string; +} + +class Crawler { + private seen = new Set(); + private pages: Page[] = []; + private queue: { url: string; depth: number }[] = []; + + constructor(private maxDepth = 2, private maxPages = 1) { } + + async crawl(startUrl: string): Promise { + // Add the start URL to the queue + this.addToQueue(startUrl); + + // While there are URLs in the queue and we haven't reached the maximum number of pages... + while (this.shouldContinueCrawling()) { + // Dequeue the next URL and depth + const { url, depth } = this.queue.shift()!; + + // If the depth is too great or we've already seen this URL, skip it + if (this.isTooDeep(depth) || this.isAlreadySeen(url)) continue; + + // Add the URL to the set of seen URLs + this.seen.add(url); + + // Fetch the page HTML + const html = await this.fetchPage(url); + + // Parse the HTML and add the page to the list of crawled pages + this.pages.push({ url, content: this.parseHtml(html) }); + + // Extract new URLs from the page HTML and add them to the queue + this.addNewUrlsToQueue(this.extractUrls(html, url), depth); + } + + // Return the list of crawled pages + return this.pages; + } + + private isTooDeep(depth: number) { + return depth > this.maxDepth; + } + + private isAlreadySeen(url: string) { + return this.seen.has(url); + } + + private shouldContinueCrawling() { + return this.queue.length > 0 && this.pages.length < this.maxPages; + } + + private addToQueue(url: string, depth = 0) { + this.queue.push({ url, depth }); + } + + private addNewUrlsToQueue(urls: string[], depth: number) { + this.queue.push(...urls.map(url => ({ url, depth: depth + 1 }))); + } + + private async fetchPage(url: string): Promise { + try { + const response = await fetch(url); + return await response.text(); + } catch (error) { + logger.error(`Failed to fetch ${url}: ${error}`); + return ''; + } + } + + private parseHtml(html: string): string { + const $ = cheerio.load(html); + $('a').removeAttr('href'); + return NodeHtmlMarkdown.translate($.html()); + } + + private extractUrls(html: string, baseUrl: string): string[] { + const $ = cheerio.load(html); + const relativeUrls = $('a').map((_, link) => $(link).attr('href')).get() as string[]; + return relativeUrls.map(relativeUrl => new URL(relativeUrl, baseUrl).href); + } +} + +export { Crawler }; +export type { Page }; diff --git a/confluent-rss-newsbot/src/app/api/crawl/route.ts b/confluent-rss-newsbot/src/app/api/crawl/route.ts new file mode 100644 index 0000000..7d43a75 --- /dev/null +++ b/confluent-rss-newsbot/src/app/api/crawl/route.ts @@ -0,0 +1,14 @@ +import seed from './seed' +import { NextResponse } from 'next/server'; + +export const runtime = 'edge' + +export async function POST(req: Request) { + const { url, options } = await req.json() + try { + const documents = await seed(url, 1, process.env.PINECONE_INDEX!, options) + return NextResponse.json({ success: true, documents }) + } catch (error) { + return NextResponse.json({ success: false, error: "Failed crawling" }) + } +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/api/crawl/seed.ts b/confluent-rss-newsbot/src/app/api/crawl/seed.ts new file mode 100644 index 0000000..7460eb5 --- /dev/null +++ b/confluent-rss-newsbot/src/app/api/crawl/seed.ts @@ -0,0 +1,133 @@ +import { chunkedUpsert } from '@/services/chunkedUpsert'; +import { getEmbeddings } from "@/services/embeddings"; +import { truncateStringByBytes } from "@/utils/truncateString"; +import { Document, MarkdownTextSplitter, RecursiveCharacterTextSplitter } from "@pinecone-database/doc-splitter"; +import { Pinecone, PineconeRecord } from "@pinecone-database/pinecone"; +import { ServerlessSpecCloudEnum } from '@pinecone-database/pinecone/dist/pinecone-generated-ts-fetch'; +import md5 from "md5"; +import { Crawler, Page } from "./crawler"; + +interface SeedOptions { + splittingMethod: string + chunkSize: number + chunkOverlap: number +} + +const PINECONE_REGION = process.env.PINECONE_REGION || 'us-west-2' +const PINECONE_CLOUD = process.env.PINECONE_CLOUD || 'aws' + +type DocumentSplitter = RecursiveCharacterTextSplitter | MarkdownTextSplitter + +async function seed(url: string, limit: number, indexName: string, options: SeedOptions) { + try { + // Initialize the Pinecone client + const pinecone = new Pinecone(); + + // Destructure the options object + const { splittingMethod, chunkSize, chunkOverlap } = options; + + // Create a new Crawler with depth 1 and maximum pages as limit + const crawler = new Crawler(1, limit || 100); + + // Crawl the given URL and get the pages + const pages = await crawler.crawl(url) as Page[]; + + // Choose the appropriate document splitter based on the splitting method + const splitter: DocumentSplitter = splittingMethod === 'recursive' ? + new RecursiveCharacterTextSplitter({ chunkSize, chunkOverlap }) : new MarkdownTextSplitter({}); + + // Prepare documents by splitting the pages + const documents = await Promise.all(pages.map(page => prepareDocument(page, splitter))); + + // Create Pinecone index if it does not exist + const indexList = await pinecone.listIndexes(); + const indexes = indexList.indexes + const indexExists = indexes && indexes.some(index => index.name === indexName) + if (!indexExists) { + await pinecone.createIndex({ + name: indexName, + dimension: 1536, + waitUntilReady: true, + spec: { + serverless: { + region: PINECONE_REGION, + cloud: PINECONE_CLOUD as ServerlessSpecCloudEnum + } + } + }); + } + + const index = pinecone.Index(indexName) + + // Get the vector embeddings for the documents + const vectors = await Promise.all(documents.flat().map(embedDocument)); + + // Upsert vectors into the Pinecone index + await chunkedUpsert(index, vectors, '', 10); + + // Return the first document + return documents[0]; + } catch (error) { + console.error("Error seeding:", error); + throw error; + } +} + +async function embedDocument(doc: Document): Promise { + try { + // Generate OpenAI embeddings for the document content + const embedding = await getEmbeddings(doc.pageContent); + + // Create a hash of the document content + const hash = md5(doc.pageContent); + + // Return the vector embedding object + return { + id: hash, // The ID of the vector is the hash of the document content + values: embedding, // The vector values are the OpenAI embeddings + metadata: { // The metadata includes details about the document + chunk: doc.pageContent, // The chunk of text that the vector represents + text: doc.metadata.text as string, // The text of the document + url: doc.metadata.url as string, // The URL where the document was found + hash: doc.metadata.hash as string // The hash of the document content + } + } as PineconeRecord; + } catch (error) { + console.log("Error embedding document: ", error) + throw error + } +} + +async function prepareDocument(page: Page, splitter: DocumentSplitter): Promise { + // Get the content of the page + const pageContent = page.content; + + // Split the documents using the provided splitter + const docs = await splitter.splitDocuments([ + new Document({ + pageContent, + metadata: { + url: page.url, + // Truncate the text to a maximum byte length + text: truncateStringByBytes(pageContent, 36000) + }, + }), + ]); + + // Map over the documents and add a hash to their metadata + return docs.map((doc: Document) => { + return { + pageContent: doc.pageContent, + metadata: { + ...doc.metadata, + // Create a hash of the document content + hash: md5(doc.pageContent) + }, + }; + }); +} + + + + +export default seed; diff --git a/confluent-rss-newsbot/src/app/appContext.tsx b/confluent-rss-newsbot/src/app/appContext.tsx new file mode 100644 index 0000000..2a6fffa --- /dev/null +++ b/confluent-rss-newsbot/src/app/appContext.tsx @@ -0,0 +1,14 @@ +import React from 'react'; + +interface RefreshIndexContextType { + totalRecords: number; + refreshIndex: () => Promise; +} +const defaultContext: RefreshIndexContextType = { + totalRecords: 0, + refreshIndex: () => Promise.resolve(), +}; + +const AppContext = React.createContext(defaultContext); + +export default AppContext; \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/icons/ellipse.tsx b/confluent-rss-newsbot/src/app/assets/icons/ellipse.tsx new file mode 100644 index 0000000..08caa5a --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/icons/ellipse.tsx @@ -0,0 +1,11 @@ +import { EllipseSvg } from '../svg/ellipse' +export const EllipseIcon = (props: any) => { + return (
+ +
) + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/icons/pinecone.tsx b/confluent-rss-newsbot/src/app/assets/icons/pinecone.tsx new file mode 100644 index 0000000..5b92c4b --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/icons/pinecone.tsx @@ -0,0 +1,11 @@ +import { PineconeSvg } from '../svg/pinecone' +export const PineconeIcon = (props: any) => { + return (
+ +
) + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/icons/user.tsx b/confluent-rss-newsbot/src/app/assets/icons/user.tsx new file mode 100644 index 0000000..5c36c19 --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/icons/user.tsx @@ -0,0 +1,11 @@ +import { UserSvg } from '../svg/user' +export const UserIcon = (props: any) => { + return (
+ +
) + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/svg/blueEllipse.tsx b/confluent-rss-newsbot/src/app/assets/svg/blueEllipse.tsx new file mode 100644 index 0000000..ca8e404 --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/svg/blueEllipse.tsx @@ -0,0 +1,5 @@ +export const BlueEllipseSvg = () => { + return + + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/svg/ellipse.tsx b/confluent-rss-newsbot/src/app/assets/svg/ellipse.tsx new file mode 100644 index 0000000..9783094 --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/svg/ellipse.tsx @@ -0,0 +1,5 @@ +export const EllipseSvg = () => { + return + + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/svg/pinecone.tsx b/confluent-rss-newsbot/src/app/assets/svg/pinecone.tsx new file mode 100644 index 0000000..81572f6 --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/svg/pinecone.tsx @@ -0,0 +1,8 @@ +export const PineconeSvg = () => { + return + + + + + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/svg/pineconeLogo.tsx b/confluent-rss-newsbot/src/app/assets/svg/pineconeLogo.tsx new file mode 100644 index 0000000..c389ebf --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/svg/pineconeLogo.tsx @@ -0,0 +1,13 @@ +export const PineconeLogoSvg = () => { + return ( + + + + + + + + + + ) +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/svg/upArrow.tsx b/confluent-rss-newsbot/src/app/assets/svg/upArrow.tsx new file mode 100644 index 0000000..bdd73b5 --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/svg/upArrow.tsx @@ -0,0 +1,5 @@ +export const UpArrowSvg = () => { + return + + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/assets/svg/user.tsx b/confluent-rss-newsbot/src/app/assets/svg/user.tsx new file mode 100644 index 0000000..1b624a0 --- /dev/null +++ b/confluent-rss-newsbot/src/app/assets/svg/user.tsx @@ -0,0 +1,5 @@ +export const UserSvg = () => { + return + + +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/components/Chat/ChatInput.tsx b/confluent-rss-newsbot/src/app/components/Chat/ChatInput.tsx new file mode 100644 index 0000000..ad66b22 --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Chat/ChatInput.tsx @@ -0,0 +1,48 @@ +import { UpArrowSvg } from '@/assets/svg/upArrow'; +import React, { FormEvent } from 'react'; + +interface ChatInputProps { + input: string; + handleInputChange: (event: React.ChangeEvent) => void; + handleMessageSubmit: (event: FormEvent) => void; + showIndexMessage: boolean; +} + +const styles = { + container: { border: "1px solid #738FAB1F", padding: 30 }, + form: { border: "1px solid #738FAB80", borderRadius: 4 }, + svg: { background: "black", margin: 9, borderRadius: 4 }, + message: { marginTop: 15, color: "#72788D", fontSize: 12 }, + hint: { position: "absolute", top: 10, right: 35, fontSize: 12, color: "#72788D" } +}; + +const ChatInput: React.FC = ({ input, handleInputChange, handleMessageSubmit, showIndexMessage }) => { + return ( +
+
+
+ +
0 ? "visible" : "hidden"}` }}>Hit enter to send
+ +
+ + {showIndexMessage &&
+ Your index contains no vector embeddings yet. Please add some by indexing one of the demo URLs on the left. +
} + +
+
+ ); +}; + +export default ChatInput; diff --git a/confluent-rss-newsbot/src/app/components/Chat/ChatWrapper.tsx b/confluent-rss-newsbot/src/app/components/Chat/ChatWrapper.tsx new file mode 100644 index 0000000..08bad0e --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Chat/ChatWrapper.tsx @@ -0,0 +1,77 @@ +import type { PineconeRecord } from "@pinecone-database/pinecone"; +import { useChat } from "ai/react"; +import React, { ChangeEvent, FormEvent, Ref, forwardRef, useEffect, useImperativeHandle, useRef } from "react"; +import { v4 as uuidv4 } from 'uuid'; +import Messages from "./Messages"; + +export interface ChatInterface { + handleMessageSubmit: (e: FormEvent) => void; + handleInputUpdated: (event: ChangeEvent) => void; + ref: Ref; + withContext: boolean; +} + +interface ChatProps { + withContext: boolean; + setContext: (data: { context: PineconeRecord[] }[]) => void; + context?: { context: PineconeRecord[] }[] | null; + ref: Ref +} + +const Chat: React.FC = forwardRef(({ withContext, setContext, context }, ref) => { + const [finished, setFinished] = React.useState(false) + const { messages, handleInputChange, handleSubmit, data } = useChat({ + sendExtraMessageFields: true, + body: { + withContext, + }, + onFinish: () => { + setFinished(true) + } + }); + + const bottomChatRef = useRef(null); + + useEffect(() => { + if (finished && withContext && data) { + setContext(data as { context: PineconeRecord[] }[]) // Logs the additional data + setFinished(false) + } + }, [data, finished, withContext, setContext]); + + useEffect(() => { + bottomChatRef.current?.scrollIntoView({ behavior: "smooth" }); + }, [messages]); + + const chatRef = useRef(null); + + useImperativeHandle(ref, () => ({ + handleMessageSubmit: (event: FormEvent) => { + const id = uuidv4(); + handleSubmit(event, { + data: { + messageId: id, + }, + }) + }, + handleInputUpdated: (event: ChangeEvent) => { + handleInputChange(event) + }, + withContext, + ref: chatRef, + })); + + return ( +
+
+ {context ? : } +
+
+
+ ); +}); + + +Chat.displayName = 'Chat'; + +export default Chat; diff --git a/confluent-rss-newsbot/src/app/components/Chat/Messages.tsx b/confluent-rss-newsbot/src/app/components/Chat/Messages.tsx new file mode 100644 index 0000000..338d1dd --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Chat/Messages.tsx @@ -0,0 +1,116 @@ +import { EllipseIcon } from "@/assets/icons/ellipse"; +import { PineconeIcon } from "@/assets/icons/pinecone"; +import { UserIcon } from "@/assets/icons/user"; +import { PineconeLogoSvg } from "@/assets/svg/pineconeLogo"; +import { Typography } from "@mui/material"; +import Popover from "@mui/material/Popover"; +import type { PineconeRecord } from "@pinecone-database/pinecone"; +import { Message } from "ai"; +import { useRef, useState } from "react"; +import ReactMarkdown from 'react-markdown'; + +export default function Messages({ messages, withContext, context }: { messages: Message[], withContext: boolean, context?: { context: PineconeRecord[] }[] }) { + const messagesEndRef = useRef(null); + const [anchorEls, setAnchorEls] = useState<{ [key: string]: HTMLButtonElement | null }>({}); + + const handleClick = (event: React.MouseEvent, messageId: string, chunkId: string) => { + setAnchorEls(prev => ({ ...prev, [`${messageId}-${chunkId}`]: event.currentTarget })); + }; + + // Handle close function + const handleClose = (messageId: string, chunkId: string) => { + setAnchorEls(prev => ({ ...prev, [`${messageId}-${chunkId}`]: null })); + }; + + const styles = { + lightGrey: { + color: "#72788D" + }, + placeholder: { + fontSize: 12, + marginTop: 10, + } + } + + const MarkdownComponents = { + p: (props: any) =>

, + ul: (props: any) =>

+ {/*
+ {selected && selected.includes(card.metadata.hash) && } + + ID: {card.metadata.hash} + +
*/} + + ) + +}; diff --git a/confluent-rss-newsbot/src/app/components/Sidebar/InfoPopover.tsx b/confluent-rss-newsbot/src/app/components/Sidebar/InfoPopover.tsx new file mode 100644 index 0000000..5799482 --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Sidebar/InfoPopover.tsx @@ -0,0 +1,32 @@ +import { Popover, PopoverContent, PopoverHandler } from "@material-tailwind/react"; +import React, { useState } from 'react'; +import { IoMdInformationCircleOutline } from "react-icons/io"; + +interface InfoPopoverProps { + infoText: string; + className?: string; +} + +export const InfoPopover: React.FC = ({ infoText, className }) => { + const [open, setOpen] = useState(false); + + const popoverTriggers = { + onMouseEnter: () => setOpen(true), + onMouseLeave: () => setOpen(false), + }; + + return ( +
+ + +
+ + +
+ {infoText} +
+ + +
+ ); +}; \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/components/Sidebar/RecursiveSplittingOptions.tsx b/confluent-rss-newsbot/src/app/components/Sidebar/RecursiveSplittingOptions.tsx new file mode 100644 index 0000000..c7b79e4 --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Sidebar/RecursiveSplittingOptions.tsx @@ -0,0 +1,66 @@ +import React from 'react'; +import { InfoPopover } from './InfoPopover'; + +interface RecursiveSplittingOptionsProps { + chunkSize: number; + setChunkSize: (value: number) => void; + overlap: number; + setOverlap: (value: number) => void; +} + +export const RecursiveSplittingOptions: React.FC = ({ + chunkSize, + setChunkSize, + overlap, + setOverlap, +}) => { + + + return ( +
+
+
+
+ Chunk Size: {chunkSize} +
+ +
+ +
+ + setChunkSize(parseInt(e.target.value))} + /> +
+
+
+ Overlap:{overlap} +
+ +
+ +
+ setOverlap(parseInt(e.target.value))} + /> +
+
+
+ ); +}; \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/components/Sidebar/UrlButton.tsx b/confluent-rss-newsbot/src/app/components/Sidebar/UrlButton.tsx new file mode 100644 index 0000000..0b5a28b --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Sidebar/UrlButton.tsx @@ -0,0 +1,61 @@ +// UrlButton.tsx + +import { Button } from "./Button"; +import React, { FC } from "react"; +import { IconContext } from "react-icons"; +import { AiOutlineLink } from "react-icons/ai"; +import Link from "next/link"; + +export interface IUrlEntry { + url: string; + title: string; + seeded: boolean; + loading: boolean; +} + +interface IURLButtonProps { + entry: IUrlEntry; + onClick: () => Promise; +} + +const UrlButton: FC = ({ entry, onClick }) => ( +
+ +
+); + +export default UrlButton; diff --git a/confluent-rss-newsbot/src/app/components/Sidebar/index.tsx b/confluent-rss-newsbot/src/app/components/Sidebar/index.tsx new file mode 100644 index 0000000..892a9e2 --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Sidebar/index.tsx @@ -0,0 +1,262 @@ +import AppContext from "@/appContext"; +import { Button } from "@material-tailwind/react"; +import ExpandMoreIcon from '@mui/icons-material/ExpandMore'; +import CircularProgress from '@mui/material/CircularProgress'; +import MenuItem from '@mui/material/MenuItem'; +import Select, { SelectChangeEvent } from '@mui/material/Select'; +import React, { useContext, useState } from "react"; +import Header from "../Header"; +import { Card, ICard } from "./Card"; +import { InfoPopover } from "./InfoPopover"; +import { RecursiveSplittingOptions } from "./RecursiveSplittingOptions"; +import { urls } from "./urls"; +import { clearIndex, crawlDocument } from "./utils"; +import { logger } from "@/services/logger"; + +const styles: Record = { + contextWrapper: { + display: "flex", + padding: "var(--spacer-huge, 64px) var(--spacer-m, 32px) var(--spacer-m, 32px) var(--spacer-m, 32px)", + alignItems: "flex-start", + gap: "var(--Spacing-0, 0px)", + alignSelf: "stretch", + backgroundColor: "#FBFBFC", + fontSize: 14 + }, + textHeaderWrapper: { + display: "flex", + flexDirection: "column", + alignItems: "flex-start", + alignSelf: "stretch" + }, + entryUrl: { + fontSize: 'small', + color: 'grey', + whiteSpace: 'nowrap', + overflow: 'hidden', + textOverflow: 'ellipsis', + maxWidth: "400px" + }, + h4: { + fontWeight: 600, marginBottom: 8, fontSize: 16 + }, + h7: { + fontSize: 12, + textTransform: 'uppercase', + letterSpacing: 1 + } +} + + +export const Sidebar: React.FC = () => { + const [entries, setEntries] = useState(urls); + const [cards, setCards] = useState([]); + const [splittingMethod, setSplittingMethod] = useState("markdown"); + const [chunkSize, setChunkSize] = useState(256); + const [overlap, setOverlap] = useState(1); + const [url, setUrl] = useState(entries[0].url); + const [clearIndexComplete, setClearIndexCompleteMessageVisible] = useState(false) + const [crawling, setCrawling] = useState(false) + const [crawlingDoneVisible, setCrawlingDoneVisible] = useState(false) + + const { refreshIndex } = useContext(AppContext); + + const handleUrlChange = (event: SelectChangeEvent) => { + const { + target: { value }, + } = event; + setUrl(value) + } + + const handleSplittingMethodChange = (event: SelectChangeEvent) => { + const { + target: { value }, + } = event; + setSplittingMethod(value) + } + + const handleEmbedAndUpsertClick = async () => { + setCrawling(true) + await crawlDocument( + url, + setEntries, + setCards, + splittingMethod, + chunkSize, + overlap + ) + + setCrawling(false) + setCrawlingDoneVisible(true) + setTimeout(() => { + setCrawlingDoneVisible(false) + logger.info("It's time to refresh the index") + refreshIndex() + }, 2000) + } + + const handleClearIndexClick = async () => { + await clearIndex(setEntries, setCards) + setClearIndexCompleteMessageVisible(true) + refreshIndex() + setTimeout(() => { + setClearIndexCompleteMessageVisible(false) + }, 2000) + } + + const menuItems = entries.map((entry, key) => ( +
+
{entry.title}
+
{entry.url}
+
+ + )); + + + return ( +
+
+
+
+ This RAG chatbot uses Pinecone and Confluent to demonstrate a news feed with semantic questioning. +
+
+ {/* +
+
+

Select demo url to index

+ +
+
+

+
Chunking method
+ +

+ +
+ {splittingMethod === "recursive" && ( + + )} + +
+
+
Index records
+
Clear
+
+ {( +
+ Index cleared +
+ )} + {( +
+ Chunking and embedding your data... +
+ )} + */} +
+
+ {cards && cards.length > 0 ? +
+
{cards.length} records:
+
+ {url} +
+
+ : +
+ } +
+
+
+ {cards.map((card, index) => ( + + ))} + {cards.length > 0 && (
End of results
)} +
+ +
+ ); +}; diff --git a/confluent-rss-newsbot/src/app/components/Sidebar/urls.ts b/confluent-rss-newsbot/src/app/components/Sidebar/urls.ts new file mode 100644 index 0000000..3ae9dc2 --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Sidebar/urls.ts @@ -0,0 +1,19 @@ +export const urls = [ + { + url: "https://www.wired.com/story/fast-forward-toyota-robots-learning-housework/", + title: "Toyota's Robots are Learning Housework", + seeded: false, + loading: false, + }, + { + url: "https://www.wired.com/story/synthetic-data-is-a-dangerous-teacher/", + title: "Synthetic Data Is a Dangerous Teacher", + seeded: false, + loading: false, + }, + { + url: "https://www.wired.com/story/staying-one-step-ahead-of-hackers-when-it-comes-to-ai/", + title: "Staying Ahead of Hackers When It Comes to AI", + seeded: false, + loading: false, + }] \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/components/Sidebar/utils.ts b/confluent-rss-newsbot/src/app/components/Sidebar/utils.ts new file mode 100644 index 0000000..9f06799 --- /dev/null +++ b/confluent-rss-newsbot/src/app/components/Sidebar/utils.ts @@ -0,0 +1,61 @@ +import { ICard } from "./Card"; +import { IUrlEntry } from "./UrlButton"; + +export async function crawlDocument( + url: string, + setEntries: React.Dispatch>, + setCards: React.Dispatch>, + splittingMethod: string, + chunkSize: number, + overlap: number +): Promise { + setEntries((seeded: IUrlEntry[]) => + seeded.map((seed: IUrlEntry) => + seed.url === url ? { ...seed, loading: true } : seed + ) + ); + const response = await fetch("/api/crawl", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ + url, + options: { + splittingMethod, + chunkSize, + overlap, + }, + }), + }); + + const { documents } = await response.json(); + + setCards(documents); + + setEntries((prevEntries: IUrlEntry[]) => + prevEntries.map((entry: IUrlEntry) => + entry.url === url ? { ...entry, seeded: true, loading: false } : entry + ) + ); +} + +export async function clearIndex( + setEntries: React.Dispatch>, + setCards: React.Dispatch> +) { + const response = await fetch("/api/clearIndex", { + method: "POST", + headers: { "Content-Type": "application/json" }, + }); + + if (response.ok) { + setEntries((prevEntries: IUrlEntry[]) => + prevEntries.map((entry: IUrlEntry) => ({ + ...entry, + seeded: false, + loading: false, + })) + ); + setCards([]); + return true + } +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/favicon.ico b/confluent-rss-newsbot/src/app/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..718d6fea4835ec2d246af9800eddb7ffb276240c GIT binary patch literal 25931 zcmeHv30#a{`}aL_*G&7qml|y<+KVaDM2m#dVr!KsA!#An?kSQM(q<_dDNCpjEux83 zLb9Z^XxbDl(w>%i@8hT6>)&Gu{h#Oeyszu?xtw#Zb1mO{pgX9699l+Qppw7jXaYf~-84xW z)w4x8?=youko|}Vr~(D$UXIbiXABHh`p1?nn8Po~fxRJv}|0e(BPs|G`(TT%kKVJAdg5*Z|x0leQq0 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b/confluent-rss-newsbot/src/app/globals.css @@ -0,0 +1,27 @@ +@tailwind base; +@tailwind components; +@tailwind utilities; + +:root { + --foreground-rgb: 0, 0, 0; + --background-start-rgb: 214, 219, 220; + --background-end-rgb: 255, 255, 255; +} + +@media (prefers-color-scheme: dark) { + :root { + --foreground-rgb: 255, 255, 255; + --background-start-rgb: 0, 0, 0; + --background-end-rgb: 0, 0, 0; + } +} + +body { + color: rgb(var(--foreground-rgb)); + background: linear-gradient( + to bottom, + transparent, + rgb(var(--background-end-rgb)) + ) + rgb(var(--background-start-rgb)); +} diff --git a/confluent-rss-newsbot/src/app/hooks/useRefreshIndex.ts b/confluent-rss-newsbot/src/app/hooks/useRefreshIndex.ts new file mode 100644 index 0000000..14f6a67 --- /dev/null +++ b/confluent-rss-newsbot/src/app/hooks/useRefreshIndex.ts @@ -0,0 +1,21 @@ +import { useState } from 'react'; + +const useRefreshIndex = () => { + const [totalRecords, setTotalRecords] = useState(0); + + const refreshIndex = async () => { + const response = await fetch("/api/checkIndex", { + method: "POST", + }); + try { + const stats = await response.json(); + setTotalRecords(stats.totalRecordCount); + } catch (e) { + console.log(e) + } + } + + return { totalRecords, refreshIndex }; +} + +export default useRefreshIndex; \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/layout.tsx b/confluent-rss-newsbot/src/app/layout.tsx new file mode 100644 index 0000000..0687c92 --- /dev/null +++ b/confluent-rss-newsbot/src/app/layout.tsx @@ -0,0 +1,35 @@ +import { Inter } from 'next/font/google'; +import { logger } from '@/services/logger'; +import "../global.css"; + +const inter = Inter({ subsets: ['latin'] }) + +export const metadata = { + title: "Pinecone - Confluent SDK Example", + description: "Pinecone - Confluent SDK Example", +}; + +export default function RootLayout({ + children, +}: { + children: React.ReactNode; +}) { + if (typeof window === 'undefined') { + logger.serviceStart(); + } + + return ( + + + {children} + + + ); +} + +if (typeof window === 'undefined') { + process.on('SIGINT', async () => { + logger.info('Shutting down...'); + process.exit(0); + }); +} diff --git a/confluent-rss-newsbot/src/app/page.tsx b/confluent-rss-newsbot/src/app/page.tsx new file mode 100644 index 0000000..b4f91c6 --- /dev/null +++ b/confluent-rss-newsbot/src/app/page.tsx @@ -0,0 +1,44 @@ +"use client"; + +import Chat from "@/components/Chat"; +import { Sidebar } from "@/components/Sidebar"; +import useRefreshIndex from '@/hooks/useRefreshIndex'; +import type { PineconeRecord } from "@pinecone-database/pinecone"; +import React, { useEffect, useState } from "react"; +import { FaGithub } from 'react-icons/fa'; +import AppContext from "./appContext"; +import { logger } from '@/services/logger'; + +const Page: React.FC = () => { + const [context, setContext] = useState<{ context: PineconeRecord[] }[] | null>(null); + const { totalRecords, refreshIndex } = useRefreshIndex(); + + useEffect(() => { + if (totalRecords === 0) { + refreshIndex() + } + }, [refreshIndex, totalRecords]) + + return ( + +
+
+
+ +
+ +
+
+ + + +
+
+ + ); +}; + +export default Page; + diff --git a/confluent-rss-newsbot/src/app/services/chunkedUpsert.ts b/confluent-rss-newsbot/src/app/services/chunkedUpsert.ts new file mode 100644 index 0000000..060185f --- /dev/null +++ b/confluent-rss-newsbot/src/app/services/chunkedUpsert.ts @@ -0,0 +1,34 @@ +import type { Index, PineconeRecord } from '@pinecone-database/pinecone'; + +const sliceIntoChunks = (arr: T[], chunkSize: number) => { + return Array.from({ length: Math.ceil(arr.length / chunkSize) }, (_, i) => + arr.slice(i * chunkSize, (i + 1) * chunkSize) + ); +}; + +export const chunkedUpsert = async ( + index: Index, + vectors: Array, + namespace: string, + chunkSize = 10 +) => { + // Split the vectors into chunks + const chunks = sliceIntoChunks(vectors, chunkSize); + + try { + // Upsert each chunk of vectors into the index + await Promise.allSettled( + chunks.map(async (chunk) => { + try { + await index.namespace(namespace).upsert(vectors); + } catch (e) { + console.log('Error upserting chunk', e); + } + }) + ); + + return true; + } catch (e) { + throw new Error(`Error upserting vectors into index: ${e}`); + } +}; diff --git a/confluent-rss-newsbot/src/app/services/context.ts b/confluent-rss-newsbot/src/app/services/context.ts new file mode 100644 index 0000000..36cde78 --- /dev/null +++ b/confluent-rss-newsbot/src/app/services/context.ts @@ -0,0 +1,35 @@ +import type { PineconeRecord } from "@pinecone-database/pinecone"; +import { getEmbeddings } from './embeddings'; +import { getMatchesFromEmbeddings } from "./pinecone"; + +export type Metadata = { + link: string, + text: string, + chunk: string, + published_at: number, +} + +// The function `getContext` is used to retrieve the context of a given message +export const getContext = async (message: string, namespace: string, maxTokens = 3000, minScore = 0.01, getOnlyText = true, latestNewsTimeframe: number ): Promise => { + const currentTimestamp = Math.floor(Date.now() / 1000); + const minTimestamp = currentTimestamp - latestNewsTimeframe; + console.log("Min timestamp:", minTimestamp); + + console.log("Getting embeddings for message:", message); + const { values } = await getEmbeddings(message, minTimestamp); + console.log("Embeddings received:", values.length); + + console.log("Getting matches from embeddings"); + const matches = await getMatchesFromEmbeddings(values, 10, namespace, minTimestamp); + console.log("Matches received:", matches.length); + + console.log("Matches and scores:"); + matches.forEach((match, index) => { + console.log(`Match ${index + 1}: score = ${match.score}`); + }); + + const qualifyingDocs = matches.filter(m => m.score && m.score > minScore); + console.log("Qualifying docs:", qualifyingDocs.length); + + return qualifyingDocs; +} diff --git a/confluent-rss-newsbot/src/app/services/embeddings.ts b/confluent-rss-newsbot/src/app/services/embeddings.ts new file mode 100644 index 0000000..8972d3b --- /dev/null +++ b/confluent-rss-newsbot/src/app/services/embeddings.ts @@ -0,0 +1,38 @@ +import { OpenAIApi, Configuration } from "openai-edge"; +import { v4 as uuidv4 } from 'uuid'; + +const config = new Configuration({ + apiKey: process.env.OPENAI_API_KEY +}) +const openai = new OpenAIApi(config) + +export async function getEmbeddings(input: string, timestamp: number) { + try { + const cleanedInput = input + .replace(/<[^>]*>/g, '') + .replace(/\s+/g, ' ') + .replace(/(\r\n|\n|\r){2,}/g, '\n\n') + .replace(/[^\w\s.,?!-]/g, '') + .trim(); + + const response = await openai.createEmbedding({ + model: "text-embedding-3-small", + input: cleanedInput + }); + + const result = await response.json(); + const embedding = result.data[0].embedding as number[]; + + return { + id: uuidv4(), + values: embedding, + metadata: JSON.stringify({ + text: cleanedInput, + timestamp: timestamp + }) + }; + } catch (e) { + console.log("Error calling OpenAI embedding API: ", e); + throw new Error(`Error calling OpenAI embedding API: ${e}`); + } +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/app/services/logger.ts b/confluent-rss-newsbot/src/app/services/logger.ts new file mode 100644 index 0000000..55a15a0 --- /dev/null +++ b/confluent-rss-newsbot/src/app/services/logger.ts @@ -0,0 +1,87 @@ +import fs from 'fs'; +import path from 'path'; + +enum LogLevel { + INFO = 'INFO', + WARN = 'WARN', + ERROR = 'ERROR', + DEBUG = 'DEBUG', + START = 'START' +} + +class Logger { + private static instance: Logger; + private isServer: boolean; + private logDir: string; + private logFile: string; + + private constructor() { + this.isServer = typeof window === 'undefined'; + this.logDir = path.join(process.cwd(), 'logs'); + this.logFile = ''; + + if (this.isServer) { + try { + if (!fs.existsSync(this.logDir)) { + fs.mkdirSync(this.logDir, { recursive: true }); + } + const now = new Date(); + const timestamp = now.toISOString().split('T')[0]; // Format: YYYY-MM-DD + this.logFile = path.join(this.logDir, `${timestamp}.log`); + + // Only create a new file if the server is starting (not on hot reloads) + if (process.env.SERVER_STARTUP === 'true' && !fs.existsSync(this.logFile)) { + fs.writeFileSync(this.logFile, ''); + console.log(`Log file created: ${this.logFile}`); + } + } catch (error) { + console.error(`Failed to set up logging: ${error}`); + } + } + } + + public static getInstance(): Logger { + if (!Logger.instance) { + Logger.instance = new Logger(); + } + return Logger.instance; + } + + private log(level: LogLevel, message: string) { + const timestamp = new Date().toISOString(); + const logEntry = `[${timestamp}] [${level}] ${message}`; + + if (this.isServer) { + console.log(logEntry); + try { + fs.appendFileSync(this.logFile, logEntry + '\n'); + } catch (error) { + console.error(`Failed to write to log file: ${error}`); + } + } else { + console.log(logEntry); + } + } + + info(message: string) { + this.log(LogLevel.INFO, message); + } + + warn(message: string) { + this.log(LogLevel.WARN, message); + } + + error(message: string) { + this.log(LogLevel.ERROR, message); + } + + debug(message: string) { + this.log(LogLevel.DEBUG, message); + } + + serviceStart(message: string = 'Service has fully started') { + this.log(LogLevel.START, message); + } +} + +export const logger = Logger.getInstance(); diff --git a/confluent-rss-newsbot/src/app/services/pinecone.ts b/confluent-rss-newsbot/src/app/services/pinecone.ts new file mode 100644 index 0000000..913bfa8 --- /dev/null +++ b/confluent-rss-newsbot/src/app/services/pinecone.ts @@ -0,0 +1,48 @@ +import { Pinecone, type ScoredPineconeRecord } from "@pinecone-database/pinecone"; + +export type Metadata = { + url: string, + text: string, + chunk: string, + hash: string +} + +// The function `getMatchesFromEmbeddings` is used to retrieve matches for the given embeddings +const getMatchesFromEmbeddings = async (embeddings: number[], topK: number, namespace: string, minTimestamp: number): Promise[]> => { + // Obtain a client for Pinecone + const pinecone = new Pinecone(); + + const indexName: string = process.env.PINECONE_INDEX || ''; + if (indexName === '') { + throw new Error('PINECONE_INDEX environment variable not set') + } + console.log("Pinecone index name:", indexName); + // Get the Pinecone index + const index = pinecone!.Index(indexName); + + // Get the namespace + const pineconeNamespace = index.namespace(process.env.PINECONE_NAMESPACE || namespace || '') + + try { + // Query the index with the defined request + const queryBody = { + vector: embeddings, + topK, + includeMetadata: true, + filter: { + 'published_at': { '$gte': minTimestamp } + } + } + const queryResult = await pineconeNamespace.query(queryBody) + console.log("query: ", JSON.stringify(queryBody)) + //console.log("queryResult", JSON.stringify(queryResult)) + return queryResult.matches || [] + } catch (e) { + // Log the error and throw it + console.log("Error querying embeddings: ", e) + throw new Error(`Error querying embeddings: ${e}`) + } +} + +export { getMatchesFromEmbeddings }; + diff --git a/confluent-rss-newsbot/src/app/utils/truncateString.ts b/confluent-rss-newsbot/src/app/utils/truncateString.ts new file mode 100644 index 0000000..ebd90e2 --- /dev/null +++ b/confluent-rss-newsbot/src/app/utils/truncateString.ts @@ -0,0 +1,4 @@ +export const truncateStringByBytes = (str: string, bytes: number) => { + const enc = new TextEncoder(); + return new TextDecoder("utf-8").decode(enc.encode(str).slice(0, bytes)); +}; \ No newline at end of file diff --git a/confluent-rss-newsbot/src/global.css b/confluent-rss-newsbot/src/global.css new file mode 100644 index 0000000..c45fc99 --- /dev/null +++ b/confluent-rss-newsbot/src/global.css @@ -0,0 +1,104 @@ +@import "tailwindcss/base"; +@import "tailwindcss/components"; +@import "tailwindcss/utilities"; + +@keyframes slideInFromBottom { + 0% { + transform: translateY(100%); + opacity: 0; + } + 100% { + transform: translateY(0); + opacity: 1; + } +} + +.slide-in-bottom { + animation: slideInFromBottom 0.3s ease-out; +} + +.input-glow { + box-shadow: 0 0 1px #738FAB80, 0 0 1px #738FAB80; +} + +.input-glow:hover { + box-shadow: 0 0 1px #87f4f6, 0 0 2 #8b9ebe; +} + +/* .message-glow { + box-shadow: 0 0 3px #738FAB80, 0 0 5px #738FAB80; +} + +.message-glow:hover { + box-shadow: 0 0 3px #5eabac, 0 0 4px #8b9ebe; +} */ + +@keyframes glimmer { + 0% { + background-position: -200px; + } + 100% { + background-position: calc(200px + 100%); + } +} + +@keyframes shimmer { + 0% { + transform: translateX(-100%); + } + 100% { + transform: translateX(100%); + } +} + +.shimmer { + animation: glimmer 2s infinite linear; + background: rgb(82, 82, 91); + background: linear-gradient( + to right, + darkgray 10%, + rgb(130, 129, 129) 50%, + rgba(124, 123, 123, 0.816) 90% + ); + background-size: 200px 100%; + background-repeat: no-repeat; + /* color: transparent; */ +} + +@keyframes pulse { + 0%, + 100% { + color: white; + } + 50% { + color: #f59e0b; /* Tailwind's yellow-500 */ + } +} + +.animate-pulse-once { + animation: pulse 5s cubic-bezier(0, 0, 0.2, 1) 1; +} + +#chunkSize, #overlap { + accent-color: #1B17F5; + --inverse-accent-color: #E4E8EA; + +} + +.markdown-content { + white-space: pre-wrap; + word-wrap: break-word; +} + +.markdown-content p { + margin-bottom: 1em; +} + +.markdown-content ul { + margin-left: 1em; + margin-bottom: 1em; +} + +.markdown-content li { + margin-bottom: 0.5em; +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/middleware.ts b/confluent-rss-newsbot/src/middleware.ts new file mode 100644 index 0000000..f7b5d95 --- /dev/null +++ b/confluent-rss-newsbot/src/middleware.ts @@ -0,0 +1,12 @@ +import type { NextRequest } from 'next/server'; +import { NextResponse } from 'next/server'; + +export function middleware(request: NextRequest) { + const requiredEnvVars = ['OPENAI_API_KEY', 'PINECONE_API_KEY', 'PINECONE_REGION', 'PINECONE_INDEX']; + requiredEnvVars.forEach(envVar => { + if (!process.env[envVar] && !process.env.CI) { + throw new Error(`${envVar} environment variable is not defined`); + } + }); + return NextResponse.next() +} \ No newline at end of file diff --git a/confluent-rss-newsbot/src/scripts/kafka_poller.py b/confluent-rss-newsbot/src/scripts/kafka_poller.py new file mode 100644 index 0000000..bb999a2 --- /dev/null +++ b/confluent-rss-newsbot/src/scripts/kafka_poller.py @@ -0,0 +1,110 @@ +from confluent_kafka import Consumer, KafkaError, KafkaException +import json +from logger_config import logger +import os +import time +import uuid +import base64 + +def get_kafka_config(): + logger.info(f"ENVIRONMENT: {os.environ.get('ENVIRONMENT')}") + + if os.environ.get('ENVIRONMENT') == 'development': + group_id = f'rss-poller-group-{uuid.uuid4()}' + logger.info(f"Running in development environment. Using unique consumer group ID: {group_id}") + else: + group_id = os.environ.get('KAFKA_CONSUMER_GROUP_ID', 'rss-poller-group-default') + logger.info(f"Running in production environment. Using consumer group ID: {group_id}") + + return { + 'bootstrap.servers': os.environ.get('CONFLUENT_BOOTSTRAP_SERVERS', ''), + 'group.id': group_id, + 'auto.offset.reset': 'earliest', + 'security.protocol': 'SASL_SSL', + 'sasl.mechanisms': 'PLAIN', + 'sasl.username': os.environ.get('CONFLUENT_API_KEY', ''), + 'sasl.password': os.environ.get('CONFLUENT_API_SECRET', ''), + 'enable.auto.commit': False + } + +def start_kafka_polling(message_handler, max_messages=100): + logger.info("Starting Kafka polling") + + config = get_kafka_config() + input_topic = os.environ.get('CONFLUENT_INPUT_TOPIC', '') + + consumer = None + try: + consumer = Consumer(config) + consumer.subscribe([input_topic]) + logger.info(f"Consumer subscribed to topic: {input_topic}") + + message_count = 0 + start_time = time.time() + + while message_count < max_messages: + try: + msg = consumer.poll(1.0) + + if msg is None: + if time.time() - start_time > 30: + logger.info("No more messages received. Stopping.") + break + continue + + if msg.error(): + if msg.error().code() == KafkaError._PARTITION_EOF: + logger.debug("Reached end of partition") + else: + logger.error(f"Consumer error: {msg.error()}") + break + else: + raw_message = msg.value() + logger.debug(f"Raw message (base64): {base64.b64encode(raw_message).decode('utf-8')}") + + # Remove null bytes and the Start of Heading character + decoded_message = raw_message.replace(b'\x00', b'').replace(b'\x01', b'').decode('utf-8', errors='ignore') + logger.debug(f"Decoded message: {decoded_message}") + + cleaned_message = decoded_message.strip().lstrip('\ufeff') + logger.info(f'Cleaned message: {cleaned_message[:100]}...') + + try: + message = json.loads(cleaned_message) + logger.info(f"Successfully parsed JSON. Keys: {list(message.keys())}") + message_handler(message) + message_count += 1 + except json.JSONDecodeError as e: + logger.error(f"Failed to parse JSON: {e}") + logger.error(f"Error position: {e.pos}") + logger.error(f"Error line and column: {e.lineno}:{e.colno}") + logger.error(f"Full cleaned message: {cleaned_message}") + + # If JSON parsing fails, log the problematic characters + logger.error(f"Problematic characters: {[ord(c) for c in cleaned_message[:20]]}") + + consumer.commit(msg) + + except KafkaException as ke: + logger.error(f"Kafka exception during polling: {ke}") + break + except Exception as e: + logger.error(f"Unexpected error during polling: {e}") + break + + logger.info(f"Finished polling. Processed {message_count} messages.") + + except KafkaException as e: + logger.error(f"Kafka exception occurred during setup: {e}") + except Exception as e: + logger.error(f"Unexpected error in Kafka polling setup: {e}") + finally: + logger.info("Closing Kafka consumer") + if consumer: + consumer.close() + +if __name__ == "__main__": + def dummy_message_handler(message): + logger.info(f"Processed message: {message}") + + start_kafka_polling(dummy_message_handler, max_messages=100) diff --git a/confluent-rss-newsbot/src/scripts/kafka_writer.py b/confluent-rss-newsbot/src/scripts/kafka_writer.py new file mode 100644 index 0000000..46331cd --- /dev/null +++ b/confluent-rss-newsbot/src/scripts/kafka_writer.py @@ -0,0 +1,62 @@ +from confluent_kafka import Producer +from confluent_kafka.serialization import StringSerializer, SerializationContext, MessageField +import json +from logger_config import logger +import os + +config = { + 'bootstrap.servers': os.environ.get('CONFLUENT_BOOTSTRAP_SERVERS', ''), + 'security.protocol': 'SASL_SSL', + 'sasl.mechanisms': 'PLAIN', + 'sasl.username': os.environ.get('CONFLUENT_API_KEY', ''), + 'sasl.password': os.environ.get('CONFLUENT_API_SECRET', '') +} + +output_topic = os.environ.get('CONFLUENT_OUTPUT_TOPIC', '') + +json_serializer = StringSerializer('utf-8') + +def json_serializer(obj): + return json.dumps(obj).encode('utf-8') + +def delivery_report(err, msg): + if err is not None: + logger.error(f'Message delivery failed: {err}') + else: + logger.info(f'Message delivered to {msg.topic()} [{msg.partition()}]') + +def write_to_kafka(message, key): + producer = Producer(config) + + try: + # Ensure the message is in the correct format + kafka_message = { + "id": message["id"], + "metadata": json.loads(message["metadata"]), # Parse the JSON string back to a dict + "values": message["values"] + } + + # Serialize the entire message as JSON + serialized_message = json.dumps(kafka_message).encode('utf-8') + + # Produce message to topic with the provided key + producer.produce( + topic=output_topic, + key=key.encode('utf-8'), # Encode the key as bytes + value=serialized_message, + on_delivery=delivery_report + ) + + # Wait for any outstanding messages to be delivered and delivery reports received + producer.flush() + + except Exception as e: + logger.error(f'Error in write_to_kafka: {e}') + raise + + logger.info(f'Message written to Kafka topic: {output_topic} with key: {key}') + +if __name__ == "__main__": + # Test the writer + test_message = {"test": "message"} + write_to_kafka(test_message, "test_key") diff --git a/confluent-rss-newsbot/src/scripts/logger_config.py b/confluent-rss-newsbot/src/scripts/logger_config.py new file mode 100644 index 0000000..399b4f5 --- /dev/null +++ b/confluent-rss-newsbot/src/scripts/logger_config.py @@ -0,0 +1,13 @@ +import os +import logging +from datetime import datetime + +def setup_logger(): + log_dir = f'{os.getcwd()}/logs' + os.makedirs(log_dir, exist_ok=True) + log_file = os.path.join(log_dir, f"{datetime.now().strftime('%Y-%m-%d')}.log") + logging.basicConfig(filename=log_file, level=logging.INFO, + format='%(asctime)s - %(name)s - %(levelname)s - %(message)s') + return logging.getLogger(__name__) + +logger = setup_logger() diff --git a/confluent-rss-newsbot/src/scripts/rss_transformer.py b/confluent-rss-newsbot/src/scripts/rss_transformer.py new file mode 100644 index 0000000..0f5b193 --- /dev/null +++ b/confluent-rss-newsbot/src/scripts/rss_transformer.py @@ -0,0 +1,131 @@ +import requests +from bs4 import BeautifulSoup +from openai import OpenAI +from datetime import datetime +import json +from logger_config import logger +import os +import uuid + +client = OpenAI(api_key=os.environ.get('OPENAI_API_KEY')) + +def get_embeddings(content, timestamp): + logger.debug(f"Getting embeddings for content: {content[:50]}...") + try: + response = client.embeddings.create( + input=content, + model="text-embedding-3-small" + ) + embedding = response.data[0].embedding + logger.debug("Successfully generated embeddings") + return embedding + except Exception as e: + logger.error(f"Error calling OpenAI embedding API: {e}") + raise + +def validate_embeddings(embeddings): + if not isinstance(embeddings, list): + raise ValueError("Embeddings is not a list") + + try: + validated_embeddings = [float(value) for value in embeddings] + return validated_embeddings + except ValueError as e: + logger.error(f"Error converting embedding values to float: {e}") + raise ValueError("Embedding contains non-float values") + +def fetch_article_body(url): + try: + response = requests.get(url, timeout=10) + response.raise_for_status() + soup = BeautifulSoup(response.text, 'html.parser') + + # Look for the main article content + article_body = soup.find('article') + if article_body: + # Remove unwanted elements + for unwanted in article_body.find_all(['script', 'style', 'nav', 'header', 'footer']): + unwanted.decompose() + + # Extract text from paragraphs + paragraphs = article_body.find_all('p') + content = ' '.join([p.get_text(strip=True) for p in paragraphs]) + return content[:4000] # Limit to first 4000 characters + else: + logger.warning(f"Could not find article body for URL: {url}") + return "" + except Exception as e: + logger.error(f"Error fetching article body: {e}") + return "" + +def transform_rss_message(message): + logger.info(f"Transforming RSS message: {message.get('title', 'No title')}") + + try: + # Parse the date string to a datetime object + date_str = message.get('date') + if date_str: + date_obj = datetime.strptime(date_str, "%Y-%m-%dT%H:%M:%SZ") + timestamp = int(date_obj.timestamp()) + else: + timestamp = int(datetime.now().timestamp()) + + # Fetch the article body (already limited to 4000 characters) + article_body = fetch_article_body(message.get('link', '')) + + # Prepare content for embedding and chunk + title = message.get('title', '') + chunk = f"{title}\n\n{article_body}" + + # Get and validate embeddings + embeddings = validate_embeddings(get_embeddings(chunk, timestamp)) + + # Prepare metadata + metadata = { + "title": title, + "link": message.get('link', '') or '', + "description": message.get('content', '')[:500] or '', # Limit description to 500 characters + "source": message.get('feed', {}).get('title', '') or '', + "published_at": timestamp or 0, + "author": message.get('author', '') or '', + "categories": message.get('categories', []) or [], + "chunk": chunk # This now contains the truncated article body + } + + # Remove any keys with empty string values + metadata = {k: v for k, v in metadata.items() if v != ''} + + # Upsert vector to Pinecone + #from upsert_vectors import upsert_to_pinecone + #upsert_to_pinecone(message.get('id', '') or str(uuid.uuid4()), embeddings, metadata) + + transformed_message = { + "id": message.get('id', '') or str(uuid.uuid4()), # Generate a UUID if id is missing + "metadata": json.dumps(metadata), + "values": embeddings + } + + # Use the article URL as the key + key = message.get('link', '') + + logger.info(f"Transformed message: {transformed_message['id']}") + return transformed_message, key + except Exception as e: + logger.error(f"Error transforming RSS message: {e}") + raise + +if __name__ == "__main__": + # Test the transformer + test_message = { + "id": "test_id", + "title": "Test Title", + "content": "Test Content", + "link": "https://example.com", + "date": "2023-09-14T12:00:00Z", + "author": "Test Author", + "feed": { + "title": "Test Feed", + "url": "https://example.com/feed" + } + } + transform_rss_message(test_message) diff --git a/confluent-rss-newsbot/src/scripts/server.py b/confluent-rss-newsbot/src/scripts/server.py new file mode 100644 index 0000000..d4d6389 --- /dev/null +++ b/confluent-rss-newsbot/src/scripts/server.py @@ -0,0 +1,66 @@ +import os +from dotenv import load_dotenv +from pathlib import Path +from logger_config import logger +from kafka_poller import start_kafka_polling +from rss_transformer import transform_rss_message +from kafka_writer import write_to_kafka + +def load_env(): + env_path = Path('.') / '.env.local' + if env_path.exists(): + load_dotenv(env_path) + os.environ['ENVIRONMENT'] = 'development' + logger.info("Loaded .env.local file. Running in development environment.") + else: + env_path = Path('.') / '.env' + if env_path.exists(): + load_dotenv(env_path) + logger.info("Loaded .env file.") + else: + raise FileNotFoundError("No .env or .env.local file found.") + +def main(): + try: + load_env() + except FileNotFoundError as e: + logger.error(f"Environment file error: {e}") + return + + logger.info("START: Backend server is starting") + import time + import signal + + def signal_handler(signum, frame): + logger.info("Interrupt received, shutting down...") + raise KeyboardInterrupt + + signal.signal(signal.SIGINT, signal_handler) + + while True: + try: + logger.info("Starting Kafka polling service") + try: + start_kafka_polling(message_handler) + except Exception as e: + logger.error(f"Error starting Kafka polling service: {e}") + break + time.sleep(300) + except KeyboardInterrupt: + logger.info("Keyboard interrupt received, shutting down...") + break + except Exception as e: + logger.error(f"Error in main server loop: {e}") + break + + logger.info("STOP: Backend server is shutting down") + +def message_handler(message): + try: + transformed_message, key = transform_rss_message(message) + write_to_kafka(transformed_message, key) + except Exception as e: + logger.error(f"Error handling message: {e}") + +if __name__ == "__main__": + main() diff --git a/confluent-rss-newsbot/src/scripts/upsert_vectors.py.old b/confluent-rss-newsbot/src/scripts/upsert_vectors.py.old new file mode 100644 index 0000000..2bcf7ba --- /dev/null +++ b/confluent-rss-newsbot/src/scripts/upsert_vectors.py.old @@ -0,0 +1,42 @@ +import os +from pinecone import Pinecone, ServerlessSpec +from logger_config import logger + +# Initialize Pinecone client +pc = Pinecone(api_key=os.environ.get('PINECONE_API_KEY')) + +# Get the index name from environment variables +index_name = os.environ.get('PINECONE_INDEX') + +# Get or create the index +if index_name not in pc.list_indexes().names(): + pc.create_index( + name=index_name, + dimension=1536, # dimensionality of text-embedding-3-small + metric='cosine', + spec=ServerlessSpec( + cloud='aws', + region='us-west-2' + ) + ) + +# Get the index +index = pc.Index(index_name) + +def upsert_to_pinecone(id, vector, metadata): + try: + # Upsert the vector to Pinecone + upsert_response = index.upsert( + vectors=[ + { + 'id': id, + 'values': vector, + 'metadata': metadata + } + ], + namespace=os.environ.get('PINECONE_NAMESPACE') or '' + ) + logger.info(f"Vector upserted to Pinecone: {upsert_response}, {id}") + except Exception as e: + logger.error(f"Error upserting vector to Pinecone: {e}") + raise diff --git a/confluent-rss-newsbot/tailwind.config.js b/confluent-rss-newsbot/tailwind.config.js new file mode 100644 index 0000000..5675c4b --- /dev/null +++ b/confluent-rss-newsbot/tailwind.config.js @@ -0,0 +1,38 @@ +const withMT = require("@material-tailwind/react/utils/withMT"); + +/** @type {import('tailwindcss').Config} */ +module.exports = withMT({ + content: [ + "./src/pages/**/*.{js,ts,jsx,tsx,mdx}", + "./src/components/**/*.{js,ts,jsx,tsx,mdx}", + "./src/app/**/*.{js,ts,jsx,tsx,mdx}", + ], + theme: { + screens: { + sm: "640px", + md: "768px", + lg: "1024px", + xl: "1280px", + }, + colors: { + "button-primary": '#1B17F5', + "bg-grey": '#FBFBFC', + "text-primary": "#121142", + "shaded-border": "#738FAB80" + }, + extend: { + backgroundImage: { + "gradient-radial": "radial-gradient(var(--tw-gradient-stops))", + "gradient-conic": + "conic-gradient(from 180deg at 50% 50%, var(--tw-gradient-stops))", + }, + gridTemplateRows: { + "auto-1fr": "auto 1fr", + }, + }, + }, + plugins: [], + future: { + removeDeprecatedGapUtilities: true, + }, +}); diff --git a/confluent-rss-newsbot/tests/example.spec.ts b/confluent-rss-newsbot/tests/example.spec.ts new file mode 100644 index 0000000..94367ee --- /dev/null +++ b/confluent-rss-newsbot/tests/example.spec.ts @@ -0,0 +1,42 @@ +import { expect, test } from '@playwright/test'; +import { urls } from '../src/app/components/Sidebar/urls'; + +test('has correct title', async ({ page }) => { + await page.goto('http://localhost:3000'); + + await expect(page).toHaveTitle('Pinecone - Vercel AI SDK Example') +}) + +test('renders clear index button', async ({ page }) => { + await page.goto('http://localhost:3000') + + const clearIndexButton = await page.$('[data-testid="clear-button"]'); + const clearIndexButtonCount = clearIndexButton ? 1 : 0; + await expect(clearIndexButtonCount).toBe(1) +}) + +test('Check Select menu', async ({ page }) => { + // Go to your page + await page.goto('http://localhost:3000'); + + // Check if Select is visible + const select = await page.locator('data-testid=url-selector'); + await expect(select).toBeVisible(); + + // Click on the Select box and wait for it + await select.click(); + await page.waitForTimeout(1000); + + // Check if MenuItems are rendered correctly + for (let i = 0; i < urls.length; i++) { + const menuItem = await page.locator(`div[data-testid="${urls[i].url}"]`); + const title = await menuItem.locator('div').first().innerText(); + expect(title).toBe(urls[i].title); // The title should be the title of the entry + const url = await menuItem.locator('div').last().innerText(); + expect(url).toBe(urls[i].url); // The url should be the url of the entry + } +}); + + +// TODO - add tests for other key buttons on the homepage + diff --git a/confluent-rss-newsbot/tsconfig.json b/confluent-rss-newsbot/tsconfig.json new file mode 100644 index 0000000..874edf8 --- /dev/null +++ b/confluent-rss-newsbot/tsconfig.json @@ -0,0 +1,28 @@ +{ + "compilerOptions": { + "target": "es5", + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "forceConsistentCasingInFileNames": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "node", + "resolveJsonModule": true, + "isolatedModules": true, + "jsx": "preserve", + "incremental": true, + "plugins": [ + { + "name": "next" + } + ], + "paths": { + "@/*": ["./src/app/*"] + } + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"], + "exclude": ["node_modules"] +} From 1e40a36993f662b52aa390bec9543b3635094a7e Mon Sep 17 00:00:00 2001 From: Cory Waddingham Date: Sat, 14 Sep 2024 19:49:50 -0700 Subject: [PATCH 2/3] Minor change to the model prompt to allow for getting more context about a news story. --- confluent-rss-newsbot/src/app/api/chat/route.ts | 1 + 1 file changed, 1 insertion(+) diff --git a/confluent-rss-newsbot/src/app/api/chat/route.ts b/confluent-rss-newsbot/src/app/api/chat/route.ts index d6178b1..e3dab1d 100644 --- a/confluent-rss-newsbot/src/app/api/chat/route.ts +++ b/confluent-rss-newsbot/src/app/api/chat/route.ts @@ -52,6 +52,7 @@ export async function POST(req: Request) { 7. Be concise and to the point. 8. Give answers for each news item in the context. 9. Use the "published_at" metadata which is a unix timestamp to sort them in descending order. + 10. If asked for additional context, provide a longer summary of the context text. If the context is under 1000 tokens, provide the entire context. If the context is over 1000 tokens, provide a summary of the context. START CONTEXT BLOCK ${contextText} END OF CONTEXT BLOCK From 4b0c27667ca9f4d8d4cf5af5b94c9609da863592 Mon Sep 17 00:00:00 2001 From: Cory Waddingham Date: Sat, 14 Sep 2024 20:31:00 -0700 Subject: [PATCH 3/3] Tweaks to the context generation, and additional logging around queries. --- confluent-rss-newsbot/README.md | 1 + confluent-rss-newsbot/src/app/api/chat/route.ts | 4 ++-- confluent-rss-newsbot/src/app/services/context.ts | 10 ++++++++++ confluent-rss-newsbot/src/app/services/pinecone.ts | 3 +-- 4 files changed, 14 insertions(+), 4 deletions(-) diff --git a/confluent-rss-newsbot/README.md b/confluent-rss-newsbot/README.md index 25fc31a..751b95f 100644 --- a/confluent-rss-newsbot/README.md +++ b/confluent-rss-newsbot/README.md @@ -21,6 +21,7 @@ cd confluent-demo python -m venv .venv source .venv/bin/activate pip install -r requirements.txt +npm install ``` ## Step 2: Configure Environment Variables diff --git a/confluent-rss-newsbot/src/app/api/chat/route.ts b/confluent-rss-newsbot/src/app/api/chat/route.ts index e3dab1d..1010418 100644 --- a/confluent-rss-newsbot/src/app/api/chat/route.ts +++ b/confluent-rss-newsbot/src/app/api/chat/route.ts @@ -43,7 +43,7 @@ export async function POST(req: Request) { role: 'system', content: `AI News Reader is a news reader that reads news articles and provides a summary of the news. When answering questions about current events or news: - 1. Start with something like "Here's what's happening in the world:". If the question is about a specific topic, start with something like "Here's what's happening in the world of [topic]:" + 1. Start with something like "Here's what's happening in the world:". If the question is about a specific topic, start with something like "Here's what's happening with [topic]:". Use the topic from the question and change up the wording to be more conversational. 2. Present each news item as a separate bullet point. 3. Use bold text for the main topic of each news item. 4. Provide a brief 1-2 sentence summary for each item. @@ -52,7 +52,7 @@ export async function POST(req: Request) { 7. Be concise and to the point. 8. Give answers for each news item in the context. 9. Use the "published_at" metadata which is a unix timestamp to sort them in descending order. - 10. If asked for additional context, provide a longer summary of the context text. If the context is under 1000 tokens, provide the entire context. If the context is over 1000 tokens, provide a summary of the context. + 10. If asked for additional context, provide a longer summary of the previous context. If the context is under 1000 tokens, provide the entire context. If the context is over 1000 tokens, provide a summary of the context. START CONTEXT BLOCK ${contextText} END OF CONTEXT BLOCK diff --git a/confluent-rss-newsbot/src/app/services/context.ts b/confluent-rss-newsbot/src/app/services/context.ts index 36cde78..3be6bf5 100644 --- a/confluent-rss-newsbot/src/app/services/context.ts +++ b/confluent-rss-newsbot/src/app/services/context.ts @@ -23,6 +23,12 @@ export const getContext = async (message: string, namespace: string, maxTokens = const matches = await getMatchesFromEmbeddings(values, 10, namespace, minTimestamp); console.log("Matches received:", matches.length); + if (matches.length === 0) { + console.log("No matches found, check that the namespace and index are correct."); + console.log("Namespace:", namespace); + console.log("Index:", process.env.PINECONE_INDEX); + } + console.log("Matches and scores:"); matches.forEach((match, index) => { console.log(`Match ${index + 1}: score = ${match.score}`); @@ -31,5 +37,9 @@ export const getContext = async (message: string, namespace: string, maxTokens = const qualifyingDocs = matches.filter(m => m.score && m.score > minScore); console.log("Qualifying docs:", qualifyingDocs.length); + console.log("Current timestamp:", currentTimestamp); + console.log("Latest news timeframe:", latestNewsTimeframe); + console.log("Min timestamp:", minTimestamp); + return qualifyingDocs; } diff --git a/confluent-rss-newsbot/src/app/services/pinecone.ts b/confluent-rss-newsbot/src/app/services/pinecone.ts index 913bfa8..8619631 100644 --- a/confluent-rss-newsbot/src/app/services/pinecone.ts +++ b/confluent-rss-newsbot/src/app/services/pinecone.ts @@ -34,8 +34,7 @@ const getMatchesFromEmbeddings = async (embeddings: number[], topK: number, name } } const queryResult = await pineconeNamespace.query(queryBody) - console.log("query: ", JSON.stringify(queryBody)) - //console.log("queryResult", JSON.stringify(queryResult)) + console.log("Query result:", JSON.stringify(queryResult, null, 2)); return queryResult.matches || [] } catch (e) { // Log the error and throw it