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Update index.js
Browse files
index.js
CHANGED
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@@ -177,68 +177,82 @@ async function processVideo() {
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// Generate output
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let generatedText = '';
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do_sample: false,
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streamer: new TextStreamer(processor.tokenizer, {
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skip_prompt: true,
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skip_special_tokens: false,
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callback_function: (text) => {
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},
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}),
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});
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// Decode output
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const decoded = processor.batch_decode(
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outputs.slice(null, [inputs.input_ids.dims.at(-1), null]),
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{ skip_special_tokens: true },
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);
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frameDescriptions.push({
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frame: i + 1,
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time: frames[i].time,
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description: decoded[0]
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});
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}
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// Generate overall summary
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updateProgress(80, 'Generating video summary...');
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const summaryCard = document.getElementById('summaryCard');
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const summaryContent = document.getElementById('summaryContent');
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const summaryMessages = [
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{
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role: "user",
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content: `Based on these video frame descriptions: ${frameDescriptions.map(f => f.description).join('. ')}. Provide a comprehensive summary of the entire video content.`,
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},
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];
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const summaryPrompt = processor.apply_chat_template(summaryMessages, {
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add_generation_prompt: true,
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});
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const summaryInputs = await processor(frames[0].image, summaryPrompt, {
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add_special_tokens: false,
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});
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let summaryText = '';
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const summaryOutputs = await model.generate({
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...summaryInputs,
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max_new_tokens: 512,
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do_sample: false,
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streamer: new TextStreamer(processor.tokenizer, {
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skip_prompt: true,
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skip_special_tokens: false,
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callback_function: (text) => {
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summaryText += text;
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summaryContent.innerHTML = `<p>${summaryText}</p>`;
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summaryCard.classList.remove('hidden');
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},
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}),
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});
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updateProgress(100, 'Analysis complete!');
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// Show results
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// Generate output
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let generatedText = '';
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try {
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const outputs = await model.generate({
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...inputs,
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max_new_tokens: 256,
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do_sample: false,
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streamer: new TextStreamer(processor.tokenizer, {
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skip_prompt: true,
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skip_special_tokens: false,
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callback_function: (text) => {
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generatedText += text;
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frameCard.querySelector('.frame-description').innerHTML = `<p>${generatedText}</p>`;
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},
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}),
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});
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// Decode output
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const decoded = processor.batch_decode(
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outputs.slice(null, [inputs.input_ids.dims.at(-1), null]),
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{ skip_special_tokens: true },
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);
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frameDescriptions.push({
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frame: i + 1,
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time: frames[i].time,
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description: decoded[0] || generatedText
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});
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} catch (frameError) {
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console.error(`Error processing frame ${i + 1}:`, frameError);
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frameDescriptions.push({
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frame: i + 1,
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time: frames[i].time,
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description: 'Failed to analyze this frame'
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});
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frameCard.querySelector('.frame-description').innerHTML = `<p style="color: #ef4444;">Failed to analyze this frame</p>`;
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}
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}
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// Generate overall summary
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updateProgress(80, 'Generating video summary...');
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const summaryCard = document.getElementById('summaryCard');
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const summaryContent = document.getElementById('summaryContent');
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// Create a summary based on the frame descriptions
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if (frameDescriptions.length > 0) {
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const summaryMessages = [
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{
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role: "user",
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content: `<image>Based on what you see in this video frame and knowing that the video contains the following sequence: ${frameDescriptions.map(f => `Frame ${f.frame}: ${f.description}`).join('; ')}. Provide a comprehensive summary of what the entire video is about.`,
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},
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];
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const summaryPrompt = processor.apply_chat_template(summaryMessages, {
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add_generation_prompt: true,
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});
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// Use the last frame's image for context
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const summaryInputs = await processor(frames[frames.length - 1].image, summaryPrompt, {
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add_special_tokens: false,
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});
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let summaryText = '';
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const summaryOutputs = await model.generate({
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...summaryInputs,
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max_new_tokens: 512,
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do_sample: false,
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streamer: new TextStreamer(processor.tokenizer, {
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skip_prompt: true,
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skip_special_tokens: false,
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callback_function: (text) => {
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summaryText += text;
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summaryContent.innerHTML = `<p>${summaryText}</p>`;
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summaryCard.classList.remove('hidden');
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},
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}),
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});
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}
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updateProgress(100, 'Analysis complete!');
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// Show results
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