From caed2463778bba3837bcaa9da41e238759cca16b Mon Sep 17 00:00:00 2001
From: Dereje Getahun <getahun.d@gmail.com>
Date: Fri, 14 Jun 2024 20:13:29 +0300
Subject: [PATCH] replace google vision api with openAI's

---
 README.md                             |    2 -
 package-lock.json                     | 1940 ++-----------------------
 package.json                          |    1 -
 server/controllers/post.ts            |   49 +-
 tests/server/controllers/post.test.ts |   13 +-
 5 files changed, 174 insertions(+), 1831 deletions(-)

diff --git a/README.md b/README.md
index 5ba0d6d9..ee31f6e2 100644
--- a/README.md
+++ b/README.md
@@ -79,7 +79,6 @@ Optional tools:
     NODE_ENV=<development|production>
     DEBUG=Pinterest-Clone:server
     DEBUG_COLORS=1
-    GOOGLE_APPLICATION_CREDENTIALS=< service account key path for cloud vision api >
     OPENAI_API_KEY=<Get from OpenAI>
     ```
 
@@ -150,7 +149,6 @@ npm start
 * [MongoDB](https://www.mongodb.com/) - Database
 * [Express](https://expressjs.com/) - Node.js web application framework
 * [Material UI](https://mui.com/) - A library of React UI components that implements Google's Material Design
-* [Google Cloud Vision API](https://cloud.google.com/vision/docs) - Image labeling, face, and landmark detection
 * [OpenAI](https://www.openai.com/) - AI-based image generation
 * [...and more](https://github.com/Dereje1/Pinterest-Clone/blob/master/package.json)
 
diff --git a/package-lock.json b/package-lock.json
index 12663ccb..52456576 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -12,7 +12,6 @@
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         "@emotion/styled": "^11.6.0",
-        "@google-cloud/vision": "^3.1.2",
         "@mui/icons-material": "^5.2.5",
         "@mui/material": "^5.10.17",
         "@mui/styles": "^5.3.0",
@@ -1433,6 +1432,7 @@
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+      "dev": true,
       "bin": {
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@@ -3574,86 +3574,6 @@
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-      "integrity": "sha512-76SUhtfqR2Ijn+xllcI5P1oyannHNHByD80W1q447gU3mp9G9PSpGdWmjUOHRDPiHYacIk66W7ubDTuPF3BEtQ==",
-      "requires": {
-        "rimraf": "^3.0.0"
-      }
-    },
     "tmpl": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/tmpl/-/tmpl-1.0.5.tgz",
@@ -30954,16 +29306,6 @@
       "resolved": "https://registry.npmjs.org/typescript/-/typescript-4.9.5.tgz",
       "integrity": "sha512-1FXk9E2Hm+QzZQ7z+McJiHL4NW1F2EzMu9Nq9i3zAaGqibafqYwCVU6WyWAuyQRRzOlxou8xZSyXLEN8oKj24g=="
     },
-    "uc.micro": {
-      "version": "1.0.6",
-      "resolved": "https://registry.npmjs.org/uc.micro/-/uc.micro-1.0.6.tgz",
-      "integrity": "sha512-8Y75pvTYkLJW2hWQHXxoqRgV7qb9B+9vFEtidML+7koHUFapnVJAZ6cKs+Qjz5Aw3aZWHMC6u0wJE3At+nSGwA=="
-    },
-    "uglify-js": {
-      "version": "3.17.4",
-      "resolved": "https://registry.npmjs.org/uglify-js/-/uglify-js-3.17.4.tgz",
-      "integrity": "sha512-T9q82TJI9e/C1TAxYvfb16xO120tMVFZrGA3f9/P4424DNu6ypK103y0GPFVa17yotwSyZW5iYXgjYHkGrJW/g=="
-    },
     "uid2": {
       "version": "0.0.4",
       "resolved": "https://registry.npmjs.org/uid2/-/uid2-0.0.4.tgz",
@@ -30987,11 +29329,6 @@
       "integrity": "sha512-WxONCrssBM8TSPRqN5EmsjVrsv4A8X12J4ArBiiayv3DyyG3ZlIg6yysuuSYdZsVz3TKcTg2fd//Ujd4CHV1iA==",
       "dev": true
     },
-    "underscore": {
-      "version": "1.13.6",
-      "resolved": "https://registry.npmjs.org/underscore/-/underscore-1.13.6.tgz",
-      "integrity": "sha512-+A5Sja4HP1M08MaXya7p5LvjuM7K6q/2EaC0+iovj/wOcMsTzMvDFbasi/oSapiwOlt252IqsKqPjCl7huKS0A=="
-    },
     "unicode-canonical-property-names-ecmascript": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/unicode-canonical-property-names-ecmascript/-/unicode-canonical-property-names-ecmascript-2.0.0.tgz",
@@ -31256,15 +29593,11 @@
         "has-tostringtag": "^1.0.0"
       }
     },
-    "word-wrap": {
-      "version": "1.2.5",
-      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
-      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA=="
-    },
     "wrap-ansi": {
       "version": "7.0.0",
       "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
       "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "dev": true,
       "requires": {
         "ansi-styles": "^4.0.0",
         "string-width": "^4.1.0",
@@ -31275,6 +29608,7 @@
           "version": "4.3.0",
           "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
           "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
+          "dev": true,
           "requires": {
             "color-convert": "^2.0.1"
           }
@@ -31283,6 +29617,7 @@
           "version": "2.0.1",
           "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
           "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
+          "dev": true,
           "requires": {
             "color-name": "~1.1.4"
           }
@@ -31290,14 +29625,16 @@
         "color-name": {
           "version": "1.1.4",
           "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-          "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA=="
+          "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==",
+          "dev": true
         }
       }
     },
     "wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
-      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "dev": true
     },
     "write-file-atomic": {
       "version": "4.0.2",
@@ -31328,11 +29665,6 @@
       "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==",
       "dev": true
     },
-    "xmlcreate": {
-      "version": "2.0.4",
-      "resolved": "https://registry.npmjs.org/xmlcreate/-/xmlcreate-2.0.4.tgz",
-      "integrity": "sha512-nquOebG4sngPmGPICTS5EnxqhKbCmz5Ox5hsszI2T6U5qdrJizBc+0ilYSEjTSzU0yZcmvppztXe/5Al5fUwdg=="
-    },
     "xmldom": {
       "version": "0.1.31",
       "resolved": "https://registry.npmjs.org/xmldom/-/xmldom-0.1.31.tgz",
@@ -31349,7 +29681,8 @@
     "y18n": {
       "version": "5.0.8",
       "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
-      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA=="
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "dev": true
     },
     "yallist": {
       "version": "3.1.1",
@@ -31388,7 +29721,8 @@
     "yargs-parser": {
       "version": "21.1.1",
       "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
-      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw=="
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "dev": true
     },
     "yn": {
       "version": "3.1.1",
diff --git a/package.json b/package.json
index d67a9ff2..4a72d88a 100644
--- a/package.json
+++ b/package.json
@@ -19,7 +19,6 @@
     "@aws-sdk/client-s3": "^3.421.0",
     "@emotion/react": "^11.7.1",
     "@emotion/styled": "^11.6.0",
-    "@google-cloud/vision": "^3.1.2",
     "@mui/icons-material": "^5.2.5",
     "@mui/material": "^5.10.17",
     "@mui/styles": "^5.3.0",
diff --git a/server/controllers/post.ts b/server/controllers/post.ts
index 754f7b28..ea8c2414 100644
--- a/server/controllers/post.ts
+++ b/server/controllers/post.ts
@@ -1,7 +1,6 @@
 import { Request } from 'express';
 import mongoose from 'mongoose';
 import debugg from 'debug';
-import vision from '@google-cloud/vision';
 import OpenAI from 'openai';
 import { genericResponseType, tagType } from '../interfaces';
 import {
@@ -16,21 +15,43 @@ import aiGenerated from '../models/AI_generated';
 const debug = debugg('Pinterest-Clone:server');
 
 // run as a side effect after pin has been uploaded
-const addVisionApiTags = async (addedpin: Pin) => {
+const tagWithOpenAI = async (addedpin: Pin) => {
   try {
-    // Creates a client
-    const client = new vision.ImageAnnotatorClient();
-    // Performs label detection on the image file
-    const [result] = await client.labelDetection(addedpin.imgLink);
-    const { labelAnnotations: labels } = result;
-    if (labels) {
-      const descriptions = labels.map((label) => (label.description?.toUpperCase()));
-      const tags = descriptions.map((description) => ({ tag: description }));
-      const update = { $set: { tags, visionApiTags: descriptions } };
-      debug(`Adding tags -> ${descriptions} for new pin -> ${addedpin.imgDescription} from vision api`);
+    const openai = new OpenAI({
+      apiKey: process.env.OPENAI_API_KEY,
+    });
+    const tagsResponse = await openai.chat.completions.create({
+      model: 'gpt-4o',
+      messages: [
+        {
+          role: 'user',
+          content: [
+            {
+              type: 'text',
+              text: 'Please provide 10 unique, single-word tags for the image in a pure JSON array format. The tags should accurately and specifically describe the image. Do not number the tags. Your response should only include a single JSON array and must NOT be wrapped in JSON markdown markers.',
+            },
+            {
+              type: 'image_url',
+              image_url: {
+                url: addedpin.imgLink,
+              },
+            },
+          ],
+        },
+      ],
+      temperature: 0.2,
+    });
+    const [tagsObject] = tagsResponse.choices;
+    const rawTags = tagsObject.message?.content?.trim();
+    let tagsArray = rawTags ? JSON.parse(rawTags) : [];
+    if (tagsArray.length) {
+      tagsArray = tagsArray.map((tag: string) => tag.toUpperCase());
+      const tags = tagsArray.map((tag: string) => ({ tag }));
+      const update = { $set: { tags, visionApiTags: tagsArray } };
+      debug(`Adding tags -> ${tagsArray} for new pin -> ${addedpin.imgDescription} from OpenAI vision api`);
       await pins.findByIdAndUpdate(addedpin._id, update);
       const newSavedTags: Promise<tagType>[] = [];
-      tags.forEach((tag) => newSavedTags.push(savedTags.create(tag)));
+      tags.forEach((tag: string) => newSavedTags.push(savedTags.create(tag)));
       await Promise.all(newSavedTags);
     }
   } catch (error) {
@@ -65,7 +86,7 @@ export const addPin = async (req: Request, res: genericResponseType) => {
       originalImgLink: addedpin.originalImgLink,
       cloudFrontLink: newImgLink ? `https://d1ttxrulihk8wq.cloudfront.net/${newImgLink.split('/')[4]}` : '',
     });
-    addVisionApiTags(addedpin);
+    tagWithOpenAI(addedpin);
     debug(`${displayName} added pin ${addedpin.imgDescription}`);
     res.json(addedpin);
   } catch (error) {
diff --git a/tests/server/controllers/post.test.ts b/tests/server/controllers/post.test.ts
index a1c595e2..9defe3f2 100644
--- a/tests/server/controllers/post.test.ts
+++ b/tests/server/controllers/post.test.ts
@@ -25,15 +25,6 @@ jest.mock('@aws-sdk/client-s3', () => {
   };
 });
 
-/* Mock cloud vision api */
-const mockGvisionInstance = {
-  labelDetection: jest.fn(() => Promise.resolve([
-    { labelAnnotations: [{ description: 'Test-label-A' }, { description: 'Test-label-B' }] },
-  ])),
-};
-
-jest.mock('@google-cloud/vision', () => ({ ImageAnnotatorClient: jest.fn(() => mockGvisionInstance) }));
-
 /* Mock open ai api */
 const mockOpenAiInstance = {
   images: {
@@ -41,7 +32,7 @@ const mockOpenAiInstance = {
   },
   chat: {
     completions: {
-      create: jest.fn(() => Promise.resolve({ choices: [{ message: { content: 'stub-ai-title' } }] })),
+      create: jest.fn(() => Promise.resolve({ choices: [{ message: { content: '["TEST-LABEL-A", "TEST-LABEL-B"]' } }] })),
     },
   },
 };
@@ -422,7 +413,7 @@ describe('generating an AI image', () => {
     });
     expect(res.json).toHaveBeenCalledWith({
       imgURL: 'http:/stub-ai-image-url',
-      title: 'stub-ai-title',
+      title: '[TEST-LABEL-A, TEST-LABEL-B]', // Not really the title but easier to mock just the tags since both use chat completions
       _id: 'stub_ai_mongoose_storage_ID',
     });
   });