From 0e0620953b57f09127e770046b8065369408a751 Mon Sep 17 00:00:00 2001 From: Ewa Gasperowicz Date: Mon, 8 Jul 2024 15:49:12 +0200 Subject: [PATCH] Move gemini rating logic to server --- product-reviews/.env.template | 4 +- product-reviews/functions/.config-ai.js | 25 + product-reviews/functions/.env.template | 1 + product-reviews/functions/.gcloudignore | 16 + product-reviews/functions/README.md | 26 + product-reviews/functions/index.js | 65 + product-reviews/functions/package-lock.json | 1461 +++++++++++++++ product-reviews/functions/package.json | 19 + product-reviews/package-lock.json | 1761 +++++++++++++------ product-reviews/package.json | 2 +- product-reviews/src/app.jsx | 34 +- 11 files changed, 2864 insertions(+), 550 deletions(-) create mode 100644 product-reviews/functions/.config-ai.js create mode 100644 product-reviews/functions/.env.template create mode 100644 product-reviews/functions/.gcloudignore create mode 100644 product-reviews/functions/README.md create mode 100644 product-reviews/functions/index.js create mode 100644 product-reviews/functions/package-lock.json create mode 100644 product-reviews/functions/package.json diff --git a/product-reviews/.env.template b/product-reviews/.env.template index 7343073..ed28128 100644 --- a/product-reviews/.env.template +++ b/product-reviews/.env.template @@ -1,2 +1,2 @@ -VITE_GEMINI_GENAI_KEY= -GEMMA_MODEL_PATH= \ No newline at end of file +VITE_GEMINI_RATING_ENDPOINT= +VITE_GEMMA_MODEL_PATH= \ No newline at end of file diff --git a/product-reviews/functions/.config-ai.js b/product-reviews/functions/.config-ai.js new file mode 100644 index 0000000..51a8650 --- /dev/null +++ b/product-reviews/functions/.config-ai.js @@ -0,0 +1,25 @@ +/** + * Copyright 2024 Google LLC + * SPDX-License-Identifier: Apache-2.0 + */ + +import { HarmBlockThreshold, HarmCategory } from '@google/generative-ai'; + +export const SAFETY_SETTINGS_GEMINI = [ + { + category: HarmCategory.HARM_CATEGORY_HARASSMENT, + threshold: HarmBlockThreshold.BLOCK_ONLY_HIGH, + }, + { + category: HarmCategory.HARM_CATEGORY_HATE_SPEECH, + threshold: HarmBlockThreshold.BLOCK_ONLY_HIGH, + }, + { + category: HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT, + threshold: HarmBlockThreshold.BLOCK_ONLY_HIGH, + }, + { + category: HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT, + threshold: HarmBlockThreshold.BLOCK_ONLY_HIGH, + }, +]; diff --git a/product-reviews/functions/.env.template b/product-reviews/functions/.env.template new file mode 100644 index 0000000..6bed5fe --- /dev/null +++ b/product-reviews/functions/.env.template @@ -0,0 +1 @@ +GEMINI_GENAI_KEY= diff --git a/product-reviews/functions/.gcloudignore b/product-reviews/functions/.gcloudignore new file mode 100644 index 0000000..fb252d6 --- /dev/null +++ b/product-reviews/functions/.gcloudignore @@ -0,0 +1,16 @@ +# This file specifies files that are *not* uploaded to Google Cloud +# using gcloud. It follows the same syntax as .gitignore, with the addition of +# "#!include" directives (which insert the entries of the given .gitignore-style +# file at that point). +# +# For more information, run: +# $ gcloud topic gcloudignore +# +.gcloudignore +# If you would like to upload your .git directory, .gitignore file or files +# from your .gitignore file, remove the corresponding line +# below: +.git +.gitignore + +node_modules diff --git a/product-reviews/functions/README.md b/product-reviews/functions/README.md new file mode 100644 index 0000000..5f9e685 --- /dev/null +++ b/product-reviews/functions/README.md @@ -0,0 +1,26 @@ +# A Cloud function providing Gemini-powered ratings based on user reviews + +## Develop + +``` +npm run dev +``` + +## Deploy + +Make sure you're logged in and that you use the right Cloud project: + +``` +gcloud auth login +gcloud config list +``` + +Deploy your function: + +``` +gcloud functions deploy product-reviews-gemini-get-rating --runtime nodejs20 --trigger-http +``` + +## Use in the product-reviews frontend app + +Set VITE_GEMINI_RATING_ENDPOINT in ../.env (at the root directory) to the function's URL. \ No newline at end of file diff --git a/product-reviews/functions/index.js b/product-reviews/functions/index.js new file mode 100644 index 0000000..45337c0 --- /dev/null +++ b/product-reviews/functions/index.js @@ -0,0 +1,65 @@ +/** + * Copyright 2024 Google LLC + * SPDX-License-Identifier: Apache-2.0 + */ + +import functions from '@google-cloud/functions-framework'; +import { GoogleGenerativeAI } from '@google/generative-ai'; +import { SAFETY_SETTINGS_GEMINI } from './.config-ai.js'; + +import dotenv from 'dotenv'; +dotenv.config(); + +functions.http('product-reviews-gemini-get-rating', async (req, res) => { + res.set('Access-Control-Allow-Origin', '*'); + if (req.method === 'OPTIONS') { + console.log('is OPTIONS') + // Send response to OPTIONS requests + + res.set('Access-Control-Allow-Methods', 'GET'); + res.set('Access-Control-Allow-Headers', 'Content-Type'); + res.set('Access-Control-Max-Age', '3600'); + return res.status(204).send(''); + } + + if (!req.body.review) { + return res.sendStatus(400); + } + const review = req.body.review; + let model; + let rating; + try { + model = setupGemini(); + } catch (e) { + console.error('Error loading Gemini', e); + return res.sendStatus(500); + } + try { + rating = await getRating(model, review); + } catch (e) { + console.error('Error querying Gemini API (server)', e); + return res.sendStatus(500); + } + + return res.send(rating.toString()); +}); + +function setupGemini() { + const geminiGenAi = new GoogleGenerativeAI( + process.env.GEMINI_GENAI_KEY + ); + // https://ai.google.dev/tutorials/web_quickstart?_gl=1*mnb5md*_up*MQ..*_ga*MTI3OTI5NDU0MC4xNzA5NzMyOTI0*_ga_P1DBVKWT6V*MTcwOTczMjkyMy4xLjAuMTcwOTczMzAwOS4wLjAuMA..#use-safety-settings + const model = geminiGenAi.getGenerativeModel({ + model: 'gemini-1.0-pro-latest', + safetySettings: SAFETY_SETTINGS_GEMINI, + }); + return model; +} + +async function getRating(model, review) { + const result = await model.generateContent( + `Here is a product review: "${review}". Based on this review, assess how many stars (between 1 and 5) the review corresponds to. Return an integer. Don't give me a function, just give me a number between 1 and 5.` + ); + const rating = parseInt(await result.response.text()); + return rating; +} \ No newline at end of file diff --git a/product-reviews/functions/package-lock.json b/product-reviews/functions/package-lock.json new file mode 100644 index 0000000..5c9ac4e --- /dev/null +++ b/product-reviews/functions/package-lock.json @@ -0,0 +1,1461 @@ +{ + "name": "product-reviews-gemini-get-rating", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "product-reviews-gemini-get-rating", + "version": "1.0.0", + "license": "Apache-2.0", + "dependencies": { + "@google-cloud/functions-framework": "^3.4.0", + "@google/generative-ai": "^0.14.1", + "dotenv": "^16.4.5" + } + }, + "node_modules/@babel/code-frame": { + "version": "7.24.7", + "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.24.7.tgz", + "integrity": 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"type": "module", + "scripts": { + "dev": "npx functions-framework --target=product-reviews-gemini-get-rating", + "deploy": "gcloud functions deploy product-reviews-gemini-get-rating --runtime nodejs20 --trigger-http", + "test": "echo \"Error: no test specified\" && exit 1" + }, + "author": "devnook", + "license": "Apache-2.0", + "description": "", + "dependencies": { + "@google-cloud/functions-framework": "^3.4.0", + "@google/generative-ai": "^0.14.1", + "dotenv": "^16.4.5" + } +} diff --git a/product-reviews/package-lock.json b/product-reviews/package-lock.json index e6f0c75..fd58c0e 100644 --- a/product-reviews/package-lock.json +++ b/product-reviews/package-lock.json @@ -8,7 +8,7 @@ "name": "io-proto", "version": "0.0.0", "dependencies": { - "@google/generative-ai": "^0.2.1", + "@google/generative-ai": "^0.14.1", "@mediapipe/tasks-genai": "^0.10.12", "@tensorflow/tfjs": "^4.17.0", "@tensorflow/tfjs-backend-webgpu": "^4.17.0", @@ -37,7 +37,6 @@ "version": "7.23.5", "resolved": 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"https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz", diff --git a/product-reviews/package.json b/product-reviews/package.json index 2bca6e7..4f1856e 100644 --- a/product-reviews/package.json +++ b/product-reviews/package.json @@ -9,7 +9,7 @@ "preview": "vite preview" }, "dependencies": { - "@google/generative-ai": "^0.2.1", + "@google/generative-ai": "^0.14.1", "@mediapipe/tasks-genai": "^0.10.12", "@tensorflow/tfjs": "^4.17.0", "@tensorflow/tfjs-backend-webgpu": "^4.17.0", diff --git a/product-reviews/src/app.jsx b/product-reviews/src/app.jsx index 7c2a884..c4b8f88 100644 --- a/product-reviews/src/app.jsx +++ b/product-reviews/src/app.jsx @@ -19,10 +19,8 @@ import { TOXICITY, SENTIMENT, RATING, UNKNOWN } from '.consts'; // Gen AI imports import { TOXICITY_COMMENT_THRESHOLD, - SAFETY_SETTINGS_GEMINI, SENTIMENT_THRESHOLD, } from '.config-ai'; -import { GoogleGenerativeAI } from '@google/generative-ai'; import { pipeline, env, cat } from '@xenova/transformers'; import { FilesetResolver, LlmInference } from '@mediapipe/tasks-genai'; import binarySimdPath from '/node_modules/@mediapipe/tasks-genai/wasm/genai_wasm_internal.wasm?url'; @@ -55,7 +53,6 @@ export function App() { const [isThinkingToxic, setIsThinkingToxic] = useState(false); const [isThinkingSentiment, setIsThinkingSentiment] = useState(false); - const [geminiServerModel, setGeminiServerModel] = useState(null); const [mediaPipeLlm, setMediaPipeLlm] = useState(null); const [isGenAiReady, setIsGenAiReady] = useState(false); const [supportChatWindowVisible, setSupportChatWindowVisible] = @@ -114,21 +111,6 @@ export function App() { console.error('Error loading Gemma', e); console.log('endof preparing Gemma', Date.now()); } - - try { - const geminiGenAi = new GoogleGenerativeAI( - import.meta.env.VITE_GEMINI_GENAI_KEY - ); - // https://ai.google.dev/tutorials/web_quickstart?_gl=1*mnb5md*_up*MQ..*_ga*MTI3OTI5NDU0MC4xNzA5NzMyOTI0*_ga_P1DBVKWT6V*MTcwOTczMjkyMy4xLjAuMTcwOTczMzAwOS4wLjAuMA..#use-safety-settings - let modelGemini = geminiGenAi.getGenerativeModel({ - model: 'gemini-1.0-pro-latest', - safetySettings: SAFETY_SETTINGS_GEMINI, - }); - setGeminiServerModel(modelGemini); - setIsGenAiReady(true); - } catch (e) { - console.error('Error loading Gemini', e); - } }; prep(); @@ -176,11 +158,17 @@ export function App() { // RATING (SERVER) try { - const result = await geminiServerModel.generateContent( - `Here is a product review: "${review}". Based on this review, assess how many stars (between 1 and 5) the review corresponds to. Return an integer. Don't give me a function, just give me a number between 1 and 5.` - ); - const newRatingServer = parseInt(await result.response.text()); - setRatingServer(newRatingServer); + const rating = await fetch(import.meta.env.VITE_GEMINI_RATING_ENDPOINT, { + method: 'POST', + body: JSON.stringify({ + review + }), + headers: { + 'Content-type': 'application/json; charset=UTF-8' + } + }) + .then(res => res.text()); + setRatingServer(rating); setIsThinkingRatingServer(false); } catch (e) { console.error('Error with Gemini API (server)', e);