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Move gemini rating logic to server #14

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2 changes: 1 addition & 1 deletion product-reviews/.env.template
Original file line number Diff line number Diff line change
@@ -1,2 +1,2 @@
VITE_GEMINI_GENAI_KEY=
VITE_GEMINI_RATING_ENDPOINT=
VITE_GEMMA_MODEL_PATH=
25 changes: 25 additions & 0 deletions product-reviews/functions/.config-ai.js
Original file line number Diff line number Diff line change
@@ -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,
},
];
1 change: 1 addition & 0 deletions product-reviews/functions/.env.template
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
GEMINI_GENAI_KEY=
16 changes: 16 additions & 0 deletions product-reviews/functions/.gcloudignore
Original file line number Diff line number Diff line change
@@ -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
26 changes: 26 additions & 0 deletions product-reviews/functions/README.md
Original file line number Diff line number Diff line change
@@ -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.
65 changes: 65 additions & 0 deletions product-reviews/functions/index.js
Original file line number Diff line number Diff line change
@@ -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')
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Suggested change
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) {

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Drive by comment: would it make sense to implement a few best practices here around making sure that calls only come from your own website? (e.g. checking referrer...). I know that this can easily be spoofed, but might be a good indicator for people looking at this that they should think about how to secure their API endpoints.

This might also be complete overkill here...

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;
}
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