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Gemini-Nano

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@@ -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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- Follow the instructions here: https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/llm_inference/js
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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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+
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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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+
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+ http://www.apache.org/licenses/LICENSE-2.0
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+
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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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+ <!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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+
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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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+
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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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+
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+ // http://www.apache.org/licenses/LICENSE-2.0
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+
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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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+ // ---------------------------------------------------------------------------------------- //
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+
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+ import {FilesetResolver, LlmInference} from 'https://cdn.jsdelivr.net/npm/@mediapipe/tasks-genai';
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+
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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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+
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+ const modelFileName = 'weights.bin'; /* PATH TO MODEL .bin */
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+
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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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+
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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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+ /**
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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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+
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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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+
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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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+
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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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+
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+ Finally,
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+
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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