Update README.md
#1
by
adarshxs
- opened
README.md
CHANGED
@@ -13,9 +13,130 @@ The model seems to be of the TFLite model format with the following architecture
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## Run the model using Mediapipe:
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## License
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I dont own shit. Just extracted the model weights stored as a .bin file. https://policies.google.com/terms/generative-ai/use-policy
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## Run the model using Mediapipe:
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Instructions from here: https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/llm_inference/js
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In a directory, make two files:
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`index.html`:
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```html
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<!-- Copyright 2024 The MediaPipe Authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. -->
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<!doctype html>
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<html lang="en">
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<head>
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<title>LLM Inference Web Demo</title>
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</head>
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<body>
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Input:<br />
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<textarea id="input" style="height: 300px; width: 600px"></textarea><br />
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<input type="button" id="submit" value="Get Response" disabled /><br />
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<br />
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Result:<br />
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<textarea id="output" style="height: 300px; width: 600px"></textarea>
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<script type="module" src="index.js"></script>
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</body>
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</html>
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```
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`index.js`(Replace line no. 23 to the path to the .bin file):
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```js
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// Copyright 2024 The MediaPipe Authors.
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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// http://www.apache.org/licenses/LICENSE-2.0
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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// ---------------------------------------------------------------------------------------- //
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import {FilesetResolver, LlmInference} from 'https://cdn.jsdelivr.net/npm/@mediapipe/tasks-genai';
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const input = document.getElementById('input');
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const output = document.getElementById('output');
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const submit = document.getElementById('submit');
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const modelFileName = 'weights.bin'; /* PATH TO MODEL .bin */
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/**
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* Display newly generated partial results to the output text box.
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*/
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function displayPartialResults(partialResults, complete) {
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output.textContent += partialResults;
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if (complete) {
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if (!output.textContent) {
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output.textContent = 'Result is empty';
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}
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submit.disabled = false;
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}
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}
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/**
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* Main function to run LLM Inference.
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*/
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async function runDemo() {
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const genaiFileset = await FilesetResolver.forGenAiTasks(
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'https://cdn.jsdelivr.net/npm/@mediapipe/tasks-genai/wasm');
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let llmInference;
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submit.onclick = () => {
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output.textContent = '';
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submit.disabled = true;
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llmInference.generateResponse(input.value, displayPartialResults);
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};
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submit.value = 'Loading the model...'
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LlmInference
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.createFromOptions(genaiFileset, {
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baseOptions: {modelAssetPath: modelFileName},
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// maxTokens: 512, // The maximum number of tokens (input tokens + output
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// // tokens) the model handles.
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// randomSeed: 1, // The random seed used during text generation.
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// topK: 1, // The number of tokens the model considers at each step of
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// // generation. Limits predictions to the top k most-probable
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// // tokens. Setting randomSeed is required for this to make
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// // effects.
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// temperature:
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// 1.0, // The amount of randomness introduced during generation.
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// // Setting randomSeed is required for this to make effects.
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})
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.then(llm => {
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llmInference = llm;
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submit.disabled = false;
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submit.value = 'Get Response'
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})
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.catch(() => {
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alert('Failed to initialize the task.');
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});
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}
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runDemo();
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```
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## Run using:
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`python3 -m http.server 8000` in the same directory (or python -m SimpleHTTPServer 8000 for older python versions).
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Finally,
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`Open localhost:8000 in Chrome`
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## License
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I dont own shit. Just extracted the model weights stored as a .bin file. https://policies.google.com/terms/generative-ai/use-policy
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