Add image-classification
Browse files- public/workers/image-classification.js +142 -0
- src/App.tsx +2 -0
- src/components/PipelineLayout.tsx +6 -0
- src/components/Sidebar.tsx +4 -0
- src/components/pipelines/ImageClassification.tsx +489 -0
- src/components/pipelines/ImageClassificationConfig.tsx +50 -0
- src/contexts/ImageClassificationContext.tsx +117 -0
- src/lib/huggingface.ts +3 -3
- src/lib/workerManager.ts +3 -0
- src/types.ts +22 -0
public/workers/image-classification.js
ADDED
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@@ -0,0 +1,142 @@
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| 1 |
+
/* eslint-disable no-restricted-globals */
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| 2 |
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import { pipeline } from 'https://cdn.jsdelivr.net/npm/@huggingface/transformers@3.6.3'
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| 3 |
+
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| 4 |
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class MyImageClassificationPipeline {
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static task = 'image-classification'
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static instance = null
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| 7 |
+
static modelId = null
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| 8 |
+
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| 9 |
+
static async getInstance(model, dtype = 'fp32', progress_callback = null) {
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| 10 |
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if (this.modelId !== model) {
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// Dispose of previous pipeline if model changed
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| 12 |
+
if (this.instance && this.instance.dispose) {
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+
this.instance.dispose()
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| 14 |
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}
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this.instance = null
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+
this.modelId = null
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+
}
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if (!this.instance) {
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try {
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// Try WebGPU first
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| 22 |
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this.instance = await pipeline(this.task, model, {
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dtype,
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device: 'webgpu',
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| 25 |
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progress_callback
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| 26 |
+
})
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| 27 |
+
} catch (webgpuError) {
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| 28 |
+
// Fallback to WASM if WebGPU fails
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| 29 |
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if (progress_callback) {
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| 30 |
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progress_callback({
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| 31 |
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status: 'fallback',
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message: 'WebGPU failed, falling back to WASM'
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})
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| 34 |
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}
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try {
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this.instance = await pipeline(this.task, model, {
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| 37 |
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dtype,
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device: 'wasm',
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progress_callback
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| 40 |
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})
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| 41 |
+
} catch (wasmError) {
|
| 42 |
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throw new Error(
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| 43 |
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`Both WebGPU and WASM failed. WebGPU error: ${webgpuError.message}. WASM error: ${wasmError.message}`
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)
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| 45 |
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}
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| 46 |
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}
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| 47 |
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this.modelId = model
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| 48 |
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}
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| 49 |
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| 50 |
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return this.instance
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| 51 |
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}
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| 52 |
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static dispose() {
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| 54 |
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if (this.instance && this.instance.dispose) {
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| 55 |
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this.instance.dispose()
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| 56 |
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}
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| 57 |
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this.instance = null
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| 58 |
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this.modelId = null
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| 59 |
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}
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| 60 |
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}
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| 61 |
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| 62 |
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// Listen for messages from the main thread
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| 63 |
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self.addEventListener('message', async (event) => {
|
| 64 |
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try {
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| 65 |
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const { type, image, model, dtype, topK = 5 } = event.data
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| 66 |
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| 67 |
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if (!model) {
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| 68 |
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self.postMessage({
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| 69 |
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status: 'error',
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| 70 |
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output: 'No model provided'
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| 71 |
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})
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| 72 |
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return
|
| 73 |
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}
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| 74 |
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| 75 |
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// Get the pipeline instance
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| 76 |
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const classifier = await MyImageClassificationPipeline.getInstance(
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| 77 |
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model,
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| 78 |
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dtype,
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| 79 |
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(x) => {
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| 80 |
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self.postMessage({ status: 'loading', output: x })
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| 81 |
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}
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| 82 |
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)
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| 83 |
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| 84 |
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if (type === 'load') {
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| 85 |
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self.postMessage({
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| 86 |
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status: 'ready',
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| 87 |
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output: `Image classification model ${model}, dtype ${dtype} loaded`
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| 88 |
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})
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| 89 |
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return
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| 90 |
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}
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| 91 |
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| 92 |
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if (type === 'classify') {
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| 93 |
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if (!image) {
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| 94 |
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self.postMessage({
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| 95 |
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status: 'error',
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| 96 |
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output: 'No image provided for classification'
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| 97 |
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})
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| 98 |
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return
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| 99 |
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}
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| 100 |
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| 101 |
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try {
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| 102 |
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self.postMessage({ status: 'loading' })
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| 104 |
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// Run classification
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| 105 |
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const output = await classifier(image, {
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| 106 |
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topk: topK
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| 107 |
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})
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| 108 |
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| 109 |
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// Format predictions
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| 110 |
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const predictions = output.map((item) => ({
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| 111 |
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label: item.label,
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| 112 |
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score: item.score
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| 113 |
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}))
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| 115 |
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self.postMessage({
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| 116 |
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status: 'output',
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| 117 |
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output: {
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| 118 |
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predictions
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| 119 |
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}
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| 120 |
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})
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| 121 |
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} catch (error) {
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| 122 |
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self.postMessage({
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| 123 |
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status: 'error',
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| 124 |
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output:
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| 125 |
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error.message || 'An error occurred during image classification'
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| 126 |
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})
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| 127 |
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}
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| 128 |
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} else if (type === 'dispose') {
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| 129 |
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MyImageClassificationPipeline.dispose()
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| 130 |
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self.postMessage({ status: 'disposed' })
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| 131 |
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}
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| 132 |
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} catch (error) {
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| 133 |
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self.postMessage({
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| 134 |
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status: 'error',
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| 135 |
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output:
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| 136 |
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error.message || 'An error occurred during pipeline initialization'
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| 137 |
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})
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| 138 |
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}
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})
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+
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+
// Handle initialization
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| 142 |
+
self.postMessage({ status: 'ready' })
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src/App.tsx
CHANGED
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@@ -7,6 +7,7 @@ import { useModel } from './contexts/ModelContext'
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| 7 |
import { getModelsByPipeline } from './lib/huggingface'
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| 8 |
import TextGeneration from './components/pipelines/TextGeneration'
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| 9 |
import FeatureExtraction from './components/pipelines/FeatureExtraction'
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import Sidebar from './components/Sidebar'
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import ModelReadme from './components/ModelReadme'
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| 12 |
import { PipelineLayout } from './components/PipelineLayout'
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@@ -63,6 +64,7 @@ function App() {
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| 63 |
{pipeline === 'text-classification' && <TextClassification />}
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| 64 |
{pipeline === 'text-generation' && <TextGeneration />}
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| 65 |
{pipeline === 'feature-extraction' && <FeatureExtraction />}
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| 66 |
</div>
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| 67 |
</div>
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| 68 |
</main>
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| 7 |
import { getModelsByPipeline } from './lib/huggingface'
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| 8 |
import TextGeneration from './components/pipelines/TextGeneration'
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| 9 |
import FeatureExtraction from './components/pipelines/FeatureExtraction'
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| 10 |
+
import ImageClassification from './components/pipelines/ImageClassification'
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| 11 |
import Sidebar from './components/Sidebar'
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| 12 |
import ModelReadme from './components/ModelReadme'
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| 13 |
import { PipelineLayout } from './components/PipelineLayout'
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| 64 |
{pipeline === 'text-classification' && <TextClassification />}
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| 65 |
{pipeline === 'text-generation' && <TextGeneration />}
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| 66 |
{pipeline === 'feature-extraction' && <FeatureExtraction />}
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| 67 |
+
{pipeline === 'image-classification' && <ImageClassification />}
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| 68 |
</div>
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| 69 |
</div>
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| 70 |
</main>
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src/components/PipelineLayout.tsx
CHANGED
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@@ -2,6 +2,7 @@ import { useModel } from '../contexts/ModelContext'
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| 2 |
import { TextGenerationProvider } from '../contexts/TextGenerationContext'
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| 3 |
import { FeatureExtractionProvider } from '../contexts/FeatureExtractionContext'
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| 4 |
import { ZeroShotClassificationProvider } from '../contexts/ZeroShotClassificationContext'
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| 5 |
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| 6 |
export const PipelineLayout = ({ children }: { children: React.ReactNode }) => {
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| 7 |
const { pipeline } = useModel()
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@@ -20,6 +21,11 @@ export const PipelineLayout = ({ children }: { children: React.ReactNode }) => {
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| 20 |
</ZeroShotClassificationProvider>
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)
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| 22 |
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| 23 |
default:
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| 24 |
return <>{children}</>
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| 25 |
}
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| 2 |
import { TextGenerationProvider } from '../contexts/TextGenerationContext'
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| 3 |
import { FeatureExtractionProvider } from '../contexts/FeatureExtractionContext'
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| 4 |
import { ZeroShotClassificationProvider } from '../contexts/ZeroShotClassificationContext'
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| 5 |
+
import { ImageClassificationProvider } from '../contexts/ImageClassificationContext'
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| 6 |
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| 7 |
export const PipelineLayout = ({ children }: { children: React.ReactNode }) => {
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| 8 |
const { pipeline } = useModel()
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| 21 |
</ZeroShotClassificationProvider>
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| 22 |
)
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| 23 |
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| 24 |
+
case 'image-classification':
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| 25 |
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return (
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| 26 |
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<ImageClassificationProvider>{children}</ImageClassificationProvider>
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| 27 |
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)
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| 28 |
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| 29 |
default:
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| 30 |
return <>{children}</>
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| 31 |
}
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src/components/Sidebar.tsx
CHANGED
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@@ -6,6 +6,7 @@ import { useModel } from '../contexts/ModelContext'
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| 6 |
import TextGenerationConfig from './pipelines/TextGenerationConfig'
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| 7 |
import FeatureExtractionConfig from './pipelines/FeatureExtractionConfig'
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| 8 |
import ZeroShotClassificationConfig from './pipelines/ZeroShotClassificationConfig'
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| 10 |
interface SidebarProps {
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| 11 |
isOpen: boolean
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@@ -92,6 +93,9 @@ const Sidebar = ({ isOpen, onClose, setIsModalOpen }: SidebarProps) => {
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{pipeline === 'zero-shot-classification' && (
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| 93 |
<ZeroShotClassificationConfig />
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| 94 |
)}
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| 95 |
</div>
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| 96 |
</div>
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| 97 |
</div>
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| 6 |
import TextGenerationConfig from './pipelines/TextGenerationConfig'
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| 7 |
import FeatureExtractionConfig from './pipelines/FeatureExtractionConfig'
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| 8 |
import ZeroShotClassificationConfig from './pipelines/ZeroShotClassificationConfig'
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| 9 |
+
import ImageClassificationConfig from './pipelines/ImageClassificationConfig'
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| 10 |
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| 11 |
interface SidebarProps {
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| 12 |
isOpen: boolean
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| 93 |
{pipeline === 'zero-shot-classification' && (
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| 94 |
<ZeroShotClassificationConfig />
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| 95 |
)}
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| 96 |
+
{pipeline === 'image-classification' && (
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| 97 |
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<ImageClassificationConfig />
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| 98 |
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)}
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| 99 |
</div>
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| 100 |
</div>
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| 101 |
</div>
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src/components/pipelines/ImageClassification.tsx
ADDED
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@@ -0,0 +1,489 @@
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|
| 1 |
+
import { useState, useRef, useCallback, useEffect } from 'react'
|
| 2 |
+
import {
|
| 3 |
+
Upload,
|
| 4 |
+
Trash2,
|
| 5 |
+
Loader2,
|
| 6 |
+
X,
|
| 7 |
+
Eye,
|
| 8 |
+
EyeOff,
|
| 9 |
+
Image as ImageIcon
|
| 10 |
+
} from 'lucide-react'
|
| 11 |
+
import {
|
| 12 |
+
ImageClassificationWorkerInput,
|
| 13 |
+
WorkerMessage,
|
| 14 |
+
ImageExample
|
| 15 |
+
} from '../../types'
|
| 16 |
+
import { useModel } from '../../contexts/ModelContext'
|
| 17 |
+
import { useImageClassification } from '../../contexts/ImageClassificationContext'
|
| 18 |
+
|
| 19 |
+
// Sample images for quick testing (placeholder URLs)
|
| 20 |
+
const SAMPLE_IMAGES = [
|
| 21 |
+
{
|
| 22 |
+
name: 'Cat',
|
| 23 |
+
url: 'https://images.unsplash.com/photo-1514888286974-6c03e2ca1dba?w=300&h=300&fit=crop'
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
name: 'Dog',
|
| 27 |
+
url: 'https://images.unsplash.com/photo-1552053831-71594a27632d?w=300&h=300&fit=crop'
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
name: 'Car',
|
| 31 |
+
url: 'https://images.unsplash.com/photo-1605559424843-9e4c228bf1c2?w=300&h=300&fit=crop'
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
name: 'Flower',
|
| 35 |
+
url: 'https://images.unsplash.com/photo-1490750967868-88aa4486c946?w=300&h=300&fit=crop'
|
| 36 |
+
}
|
| 37 |
+
]
|
| 38 |
+
|
| 39 |
+
function ImageClassification() {
|
| 40 |
+
const {
|
| 41 |
+
examples,
|
| 42 |
+
selectedExample,
|
| 43 |
+
setSelectedExample,
|
| 44 |
+
addExample,
|
| 45 |
+
removeExample,
|
| 46 |
+
updateExample,
|
| 47 |
+
clearExamples,
|
| 48 |
+
topK
|
| 49 |
+
} = useImageClassification()
|
| 50 |
+
|
| 51 |
+
const [isClassifying, setIsClassifying] = useState<boolean>(false)
|
| 52 |
+
const [showPreviews, setShowPreviews] = useState<boolean>(true)
|
| 53 |
+
const [dragOver, setDragOver] = useState<boolean>(false)
|
| 54 |
+
const [progress, setProgress] = useState<number | null>(null)
|
| 55 |
+
|
| 56 |
+
const {
|
| 57 |
+
activeWorker,
|
| 58 |
+
status,
|
| 59 |
+
modelInfo,
|
| 60 |
+
hasBeenLoaded,
|
| 61 |
+
selectedQuantization
|
| 62 |
+
} = useModel()
|
| 63 |
+
|
| 64 |
+
const fileInputRef = useRef<HTMLInputElement>(null)
|
| 65 |
+
const dropZoneRef = useRef<HTMLDivElement>(null)
|
| 66 |
+
|
| 67 |
+
const classifyImage = useCallback(
|
| 68 |
+
async (example: ImageExample) => {
|
| 69 |
+
if (!modelInfo || !activeWorker || !example.url) return
|
| 70 |
+
|
| 71 |
+
updateExample(example.id, { isLoading: true })
|
| 72 |
+
setIsClassifying(true)
|
| 73 |
+
setProgress(0)
|
| 74 |
+
|
| 75 |
+
const message: ImageClassificationWorkerInput = {
|
| 76 |
+
type: 'classify',
|
| 77 |
+
image: example.url,
|
| 78 |
+
model: modelInfo.id,
|
| 79 |
+
dtype: selectedQuantization ?? 'fp32',
|
| 80 |
+
topK
|
| 81 |
+
}
|
| 82 |
+
|
| 83 |
+
activeWorker.postMessage(message)
|
| 84 |
+
},
|
| 85 |
+
[modelInfo, activeWorker, selectedQuantization, topK, updateExample]
|
| 86 |
+
)
|
| 87 |
+
|
| 88 |
+
const handleFileSelect = useCallback(
|
| 89 |
+
(files: FileList | null) => {
|
| 90 |
+
if (!files) return
|
| 91 |
+
|
| 92 |
+
Array.from(files).forEach((file) => {
|
| 93 |
+
if (file.type.startsWith('image/')) {
|
| 94 |
+
addExample(file)
|
| 95 |
+
}
|
| 96 |
+
})
|
| 97 |
+
},
|
| 98 |
+
[addExample]
|
| 99 |
+
)
|
| 100 |
+
|
| 101 |
+
const handleDragOver = useCallback((e: React.DragEvent) => {
|
| 102 |
+
e.preventDefault()
|
| 103 |
+
setDragOver(true)
|
| 104 |
+
}, [])
|
| 105 |
+
|
| 106 |
+
const handleDragLeave = useCallback((e: React.DragEvent) => {
|
| 107 |
+
e.preventDefault()
|
| 108 |
+
setDragOver(false)
|
| 109 |
+
}, [])
|
| 110 |
+
|
| 111 |
+
const handleDrop = useCallback(
|
| 112 |
+
(e: React.DragEvent) => {
|
| 113 |
+
e.preventDefault()
|
| 114 |
+
setDragOver(false)
|
| 115 |
+
handleFileSelect(e.dataTransfer.files)
|
| 116 |
+
},
|
| 117 |
+
[handleFileSelect]
|
| 118 |
+
)
|
| 119 |
+
|
| 120 |
+
const handleClassifyAll = useCallback(() => {
|
| 121 |
+
const imagesToClassify = examples.filter(
|
| 122 |
+
(ex) => !ex.predictions && !ex.isLoading
|
| 123 |
+
)
|
| 124 |
+
|
| 125 |
+
imagesToClassify.forEach((example) => {
|
| 126 |
+
classifyImage(example)
|
| 127 |
+
})
|
| 128 |
+
}, [examples, classifyImage])
|
| 129 |
+
|
| 130 |
+
const handleSelectExample = useCallback(
|
| 131 |
+
(example: ImageExample) => {
|
| 132 |
+
setSelectedExample(example)
|
| 133 |
+
},
|
| 134 |
+
[setSelectedExample]
|
| 135 |
+
)
|
| 136 |
+
|
| 137 |
+
const handleLoadSampleImages = useCallback(async () => {
|
| 138 |
+
for (const sample of SAMPLE_IMAGES) {
|
| 139 |
+
try {
|
| 140 |
+
const response = await fetch(sample.url)
|
| 141 |
+
const blob = await response.blob()
|
| 142 |
+
const file = new File([blob], sample.name, { type: blob.type })
|
| 143 |
+
addExample(file)
|
| 144 |
+
} catch (error) {
|
| 145 |
+
console.error(`Failed to load sample image ${sample.name}:`, error)
|
| 146 |
+
}
|
| 147 |
+
}
|
| 148 |
+
}, [addExample])
|
| 149 |
+
|
| 150 |
+
useEffect(() => {
|
| 151 |
+
if (!activeWorker) return
|
| 152 |
+
|
| 153 |
+
const onMessageReceived = (e: MessageEvent<WorkerMessage>) => {
|
| 154 |
+
const { status, output, progress: workerProgress } = e.data
|
| 155 |
+
|
| 156 |
+
if (status === 'progress' && workerProgress !== undefined) {
|
| 157 |
+
setProgress(workerProgress)
|
| 158 |
+
} else if (status === 'output' && output?.predictions) {
|
| 159 |
+
// Find the example that was being processed
|
| 160 |
+
const processingExample = examples.find((ex) => ex.isLoading)
|
| 161 |
+
if (processingExample) {
|
| 162 |
+
updateExample(processingExample.id, {
|
| 163 |
+
predictions: output.predictions,
|
| 164 |
+
isLoading: false
|
| 165 |
+
})
|
| 166 |
+
}
|
| 167 |
+
setIsClassifying(false)
|
| 168 |
+
setProgress(null)
|
| 169 |
+
} else if (status === 'error') {
|
| 170 |
+
// Clear loading state for all examples
|
| 171 |
+
examples.forEach((ex) => {
|
| 172 |
+
if (ex.isLoading) {
|
| 173 |
+
updateExample(ex.id, { isLoading: false })
|
| 174 |
+
}
|
| 175 |
+
})
|
| 176 |
+
setIsClassifying(false)
|
| 177 |
+
setProgress(null)
|
| 178 |
+
}
|
| 179 |
+
}
|
| 180 |
+
|
| 181 |
+
activeWorker.addEventListener('message', onMessageReceived)
|
| 182 |
+
return () => activeWorker.removeEventListener('message', onMessageReceived)
|
| 183 |
+
}, [activeWorker, examples, updateExample])
|
| 184 |
+
|
| 185 |
+
const busy = status !== 'ready' || isClassifying
|
| 186 |
+
|
| 187 |
+
return (
|
| 188 |
+
<div className="flex flex-col h-full max-h-[92vh] w-full p-4">
|
| 189 |
+
<div className="flex items-center justify-between mb-4">
|
| 190 |
+
<h1 className="text-2xl font-bold">Image Classification</h1>
|
| 191 |
+
<div className="flex gap-2">
|
| 192 |
+
<button
|
| 193 |
+
onClick={handleLoadSampleImages}
|
| 194 |
+
disabled={!hasBeenLoaded || isClassifying}
|
| 195 |
+
className="px-3 py-2 bg-purple-100 hover:bg-purple-200 disabled:bg-gray-100 disabled:cursor-not-allowed rounded-lg transition-colors text-sm"
|
| 196 |
+
title="Load Sample Images"
|
| 197 |
+
>
|
| 198 |
+
Load Samples
|
| 199 |
+
</button>
|
| 200 |
+
<button
|
| 201 |
+
onClick={() => setShowPreviews(!showPreviews)}
|
| 202 |
+
className="p-2 bg-blue-100 hover:bg-blue-200 rounded-lg transition-colors"
|
| 203 |
+
title={showPreviews ? 'Hide Previews' : 'Show Previews'}
|
| 204 |
+
>
|
| 205 |
+
{showPreviews ? (
|
| 206 |
+
<EyeOff className="w-4 h-4" />
|
| 207 |
+
) : (
|
| 208 |
+
<Eye className="w-4 h-4" />
|
| 209 |
+
)}
|
| 210 |
+
</button>
|
| 211 |
+
<button
|
| 212 |
+
onClick={clearExamples}
|
| 213 |
+
className="p-2 bg-red-100 hover:bg-red-200 rounded-lg transition-colors"
|
| 214 |
+
title="Clear All Images"
|
| 215 |
+
>
|
| 216 |
+
<Trash2 className="w-4 h-4" />
|
| 217 |
+
</button>
|
| 218 |
+
</div>
|
| 219 |
+
</div>
|
| 220 |
+
|
| 221 |
+
<div className="flex flex-col lg:flex-row gap-4 flex-1">
|
| 222 |
+
{/* Left Panel - Image Upload and List */}
|
| 223 |
+
<div className="lg:w-1/2 flex flex-col">
|
| 224 |
+
{/* Upload Area */}
|
| 225 |
+
<div className="mb-4">
|
| 226 |
+
<label className="block text-sm font-medium text-gray-700 mb-2">
|
| 227 |
+
Upload Images:
|
| 228 |
+
</label>
|
| 229 |
+
<div
|
| 230 |
+
ref={dropZoneRef}
|
| 231 |
+
onDragOver={handleDragOver}
|
| 232 |
+
onDragLeave={handleDragLeave}
|
| 233 |
+
onDrop={handleDrop}
|
| 234 |
+
className={`border-2 border-dashed rounded-lg p-6 text-center transition-colors cursor-pointer ${
|
| 235 |
+
dragOver
|
| 236 |
+
? 'border-blue-500 bg-blue-50'
|
| 237 |
+
: 'border-gray-300 hover:border-gray-400'
|
| 238 |
+
} ${!hasBeenLoaded ? 'opacity-50 cursor-not-allowed' : ''}`}
|
| 239 |
+
onClick={() => hasBeenLoaded && fileInputRef.current?.click()}
|
| 240 |
+
>
|
| 241 |
+
<Upload className="w-8 h-8 mx-auto mb-2 text-gray-400" />
|
| 242 |
+
<p className="text-sm text-gray-600">
|
| 243 |
+
{dragOver
|
| 244 |
+
? 'Drop images here'
|
| 245 |
+
: 'Click to upload or drag and drop images'}
|
| 246 |
+
</p>
|
| 247 |
+
<p className="text-xs text-gray-500 mt-1">
|
| 248 |
+
Supports JPG, PNG, GIF, WebP
|
| 249 |
+
</p>
|
| 250 |
+
<input
|
| 251 |
+
ref={fileInputRef}
|
| 252 |
+
type="file"
|
| 253 |
+
multiple
|
| 254 |
+
accept="image/*"
|
| 255 |
+
onChange={(e) => handleFileSelect(e.target.files)}
|
| 256 |
+
className="hidden"
|
| 257 |
+
disabled={!hasBeenLoaded}
|
| 258 |
+
/>
|
| 259 |
+
</div>
|
| 260 |
+
</div>
|
| 261 |
+
|
| 262 |
+
{/* Classify Button */}
|
| 263 |
+
{examples.some((ex) => !ex.predictions) && (
|
| 264 |
+
<div className="mb-4">
|
| 265 |
+
<button
|
| 266 |
+
onClick={handleClassifyAll}
|
| 267 |
+
disabled={busy || !hasBeenLoaded}
|
| 268 |
+
className="px-6 py-2 bg-green-500 hover:bg-green-600 disabled:bg-gray-300 disabled:cursor-not-allowed text-white rounded-lg transition-colors flex items-center gap-2"
|
| 269 |
+
>
|
| 270 |
+
{isClassifying ? (
|
| 271 |
+
<>
|
| 272 |
+
<Loader2 className="w-4 h-4 animate-spin" />
|
| 273 |
+
Classifying...
|
| 274 |
+
{progress !== null && ` (${Math.round(progress * 100)}%)`}
|
| 275 |
+
</>
|
| 276 |
+
) : (
|
| 277 |
+
'Classify Images'
|
| 278 |
+
)}
|
| 279 |
+
</button>
|
| 280 |
+
</div>
|
| 281 |
+
)}
|
| 282 |
+
|
| 283 |
+
{/* Images List */}
|
| 284 |
+
<div className="flex-1 overflow-y-auto border border-gray-300 rounded-lg bg-white">
|
| 285 |
+
<div className="p-4">
|
| 286 |
+
<h3 className="text-sm font-medium text-gray-700 mb-3">
|
| 287 |
+
Images ({examples.length})
|
| 288 |
+
</h3>
|
| 289 |
+
{examples.length === 0 ? (
|
| 290 |
+
<div className="text-gray-500 italic text-center py-8">
|
| 291 |
+
No images uploaded yet. Upload some images above to get
|
| 292 |
+
started.
|
| 293 |
+
</div>
|
| 294 |
+
) : (
|
| 295 |
+
<div className="space-y-3">
|
| 296 |
+
{examples.map((example) => (
|
| 297 |
+
<div
|
| 298 |
+
key={example.id}
|
| 299 |
+
className={`p-3 border rounded-lg cursor-pointer transition-colors ${
|
| 300 |
+
selectedExample?.id === example.id
|
| 301 |
+
? 'border-blue-500 bg-blue-50'
|
| 302 |
+
: 'border-gray-200 hover:border-gray-300'
|
| 303 |
+
}`}
|
| 304 |
+
onClick={() => handleSelectExample(example)}
|
| 305 |
+
>
|
| 306 |
+
<div className="flex gap-3">
|
| 307 |
+
{showPreviews && (
|
| 308 |
+
<div className="flex-shrink-0">
|
| 309 |
+
<img
|
| 310 |
+
src={example.url}
|
| 311 |
+
alt={example.name}
|
| 312 |
+
className="w-16 h-16 object-cover rounded-lg"
|
| 313 |
+
/>
|
| 314 |
+
</div>
|
| 315 |
+
)}
|
| 316 |
+
<div className="flex-1 min-w-0">
|
| 317 |
+
<div className="flex justify-between items-start">
|
| 318 |
+
<div className="flex-1 min-w-0">
|
| 319 |
+
<div className="text-sm font-medium text-gray-800 truncate">
|
| 320 |
+
{example.name}
|
| 321 |
+
</div>
|
| 322 |
+
<div className="flex items-center gap-2 mt-1">
|
| 323 |
+
{example.isLoading ? (
|
| 324 |
+
<div className="flex items-center gap-1 text-xs text-blue-600">
|
| 325 |
+
<Loader2 className="w-3 h-3 animate-spin" />
|
| 326 |
+
Classifying...
|
| 327 |
+
</div>
|
| 328 |
+
) : example.predictions ? (
|
| 329 |
+
<div className="text-xs text-green-600">
|
| 330 |
+
✓ Classified
|
| 331 |
+
</div>
|
| 332 |
+
) : (
|
| 333 |
+
<div className="text-xs text-gray-500">
|
| 334 |
+
Not classified
|
| 335 |
+
</div>
|
| 336 |
+
)}
|
| 337 |
+
{selectedExample?.id === example.id && (
|
| 338 |
+
<div className="text-xs text-blue-600">
|
| 339 |
+
Selected
|
| 340 |
+
</div>
|
| 341 |
+
)}
|
| 342 |
+
</div>
|
| 343 |
+
</div>
|
| 344 |
+
<button
|
| 345 |
+
onClick={(e) => {
|
| 346 |
+
e.stopPropagation()
|
| 347 |
+
removeExample(example.id)
|
| 348 |
+
}}
|
| 349 |
+
className="ml-2 p-1 text-red-500 hover:text-red-700 transition-colors"
|
| 350 |
+
>
|
| 351 |
+
<X className="w-3 h-3" />
|
| 352 |
+
</button>
|
| 353 |
+
</div>
|
| 354 |
+
</div>
|
| 355 |
+
</div>
|
| 356 |
+
</div>
|
| 357 |
+
))}
|
| 358 |
+
</div>
|
| 359 |
+
)}
|
| 360 |
+
</div>
|
| 361 |
+
</div>
|
| 362 |
+
</div>
|
| 363 |
+
|
| 364 |
+
{/* Right Panel - Preview and Results */}
|
| 365 |
+
<div className="lg:w-1/2 flex flex-col">
|
| 366 |
+
{/* Image Preview */}
|
| 367 |
+
{selectedExample && (
|
| 368 |
+
<div className="mb-4">
|
| 369 |
+
<h3 className="text-sm font-medium text-gray-700 mb-2">
|
| 370 |
+
Selected Image
|
| 371 |
+
</h3>
|
| 372 |
+
<div className="border border-gray-300 rounded-lg bg-white p-4">
|
| 373 |
+
<div className="flex flex-col items-center">
|
| 374 |
+
<img
|
| 375 |
+
src={selectedExample.url}
|
| 376 |
+
alt={selectedExample.name}
|
| 377 |
+
className="max-w-full max-h-64 object-contain rounded-lg mb-2"
|
| 378 |
+
/>
|
| 379 |
+
<div className="text-sm text-gray-600 text-center">
|
| 380 |
+
{selectedExample.name}
|
| 381 |
+
</div>
|
| 382 |
+
</div>
|
| 383 |
+
</div>
|
| 384 |
+
</div>
|
| 385 |
+
)}
|
| 386 |
+
|
| 387 |
+
{/* Classification Results */}
|
| 388 |
+
<div className="flex-1 overflow-y-auto border border-gray-300 rounded-lg bg-white">
|
| 389 |
+
<div className="p-4">
|
| 390 |
+
<h3 className="text-sm font-medium text-gray-700 mb-3">
|
| 391 |
+
Classification Results
|
| 392 |
+
{selectedExample && ` - ${selectedExample.name}`}
|
| 393 |
+
</h3>
|
| 394 |
+
{!selectedExample ? (
|
| 395 |
+
<div className="text-gray-500 italic text-center py-8">
|
| 396 |
+
<ImageIcon className="w-12 h-12 mx-auto mb-2 text-gray-300" />
|
| 397 |
+
Select an image to see classification results
|
| 398 |
+
</div>
|
| 399 |
+
) : selectedExample.isLoading ? (
|
| 400 |
+
<div className="text-center py-8">
|
| 401 |
+
<Loader2 className="w-8 h-8 animate-spin mx-auto mb-2 text-blue-500" />
|
| 402 |
+
<div className="text-sm text-gray-600">
|
| 403 |
+
Classifying image...
|
| 404 |
+
</div>
|
| 405 |
+
{progress !== null && (
|
| 406 |
+
<div className="text-xs text-gray-500 mt-1">
|
| 407 |
+
{Math.round(progress * 100)}% complete
|
| 408 |
+
</div>
|
| 409 |
+
)}
|
| 410 |
+
</div>
|
| 411 |
+
) : !selectedExample.predictions ? (
|
| 412 |
+
<div className="text-gray-500 italic text-center py-8">
|
| 413 |
+
<button
|
| 414 |
+
onClick={() => classifyImage(selectedExample)}
|
| 415 |
+
disabled={busy || !hasBeenLoaded}
|
| 416 |
+
className="px-4 py-2 bg-blue-500 hover:bg-blue-600 disabled:bg-gray-300 disabled:cursor-not-allowed text-white rounded-lg transition-colors"
|
| 417 |
+
>
|
| 418 |
+
Classify This Image
|
| 419 |
+
</button>
|
| 420 |
+
</div>
|
| 421 |
+
) : (
|
| 422 |
+
<div className="space-y-3">
|
| 423 |
+
{selectedExample.predictions.map((prediction, index) => {
|
| 424 |
+
const confidencePercent = (prediction.score * 100).toFixed(
|
| 425 |
+
1
|
| 426 |
+
)
|
| 427 |
+
const isTopPrediction = index === 0
|
| 428 |
+
|
| 429 |
+
return (
|
| 430 |
+
<div
|
| 431 |
+
key={index}
|
| 432 |
+
className={`p-3 border rounded-lg ${
|
| 433 |
+
isTopPrediction
|
| 434 |
+
? 'border-green-300 bg-green-50'
|
| 435 |
+
: 'border-gray-200'
|
| 436 |
+
}`}
|
| 437 |
+
>
|
| 438 |
+
<div className="flex justify-between items-center mb-2">
|
| 439 |
+
<div className="flex items-center gap-2">
|
| 440 |
+
<span className="text-sm font-medium text-gray-800">
|
| 441 |
+
{prediction.label}
|
| 442 |
+
</span>
|
| 443 |
+
</div>
|
| 444 |
+
<span className="text-sm font-medium text-gray-600">
|
| 445 |
+
{confidencePercent}%
|
| 446 |
+
</span>
|
| 447 |
+
</div>
|
| 448 |
+
<div className="w-full bg-gray-200 rounded-full h-2">
|
| 449 |
+
<div
|
| 450 |
+
className={`h-2 rounded-full transition-all duration-300 ${
|
| 451 |
+
isTopPrediction
|
| 452 |
+
? 'bg-green-500'
|
| 453 |
+
: prediction.score > 0.5
|
| 454 |
+
? 'bg-blue-500'
|
| 455 |
+
: 'bg-gray-400'
|
| 456 |
+
}`}
|
| 457 |
+
style={{
|
| 458 |
+
width: `${Math.max(prediction.score * 100, 2)}%`
|
| 459 |
+
}}
|
| 460 |
+
/>
|
| 461 |
+
</div>
|
| 462 |
+
</div>
|
| 463 |
+
)
|
| 464 |
+
})}
|
| 465 |
+
</div>
|
| 466 |
+
)}
|
| 467 |
+
</div>
|
| 468 |
+
</div>
|
| 469 |
+
</div>
|
| 470 |
+
</div>
|
| 471 |
+
|
| 472 |
+
{!hasBeenLoaded && (
|
| 473 |
+
<div className="text-center text-gray-500 text-sm mt-2">
|
| 474 |
+
Please load an image classification model first to start classifying
|
| 475 |
+
images
|
| 476 |
+
</div>
|
| 477 |
+
)}
|
| 478 |
+
|
| 479 |
+
{hasBeenLoaded && examples.length === 0 && (
|
| 480 |
+
<div className="text-center text-blue-600 text-sm mt-2">
|
| 481 |
+
💡 Tip: Click "Load Samples" to try with example images, or upload
|
| 482 |
+
your own images above
|
| 483 |
+
</div>
|
| 484 |
+
)}
|
| 485 |
+
</div>
|
| 486 |
+
)
|
| 487 |
+
}
|
| 488 |
+
|
| 489 |
+
export default ImageClassification
|
src/components/pipelines/ImageClassificationConfig.tsx
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import React from 'react'
|
| 2 |
+
import { useImageClassification } from '../../contexts/ImageClassificationContext'
|
| 3 |
+
|
| 4 |
+
const ImageClassificationConfig = () => {
|
| 5 |
+
const { topK, setTopK } = useImageClassification()
|
| 6 |
+
|
| 7 |
+
return (
|
| 8 |
+
<div className="space-y-4">
|
| 9 |
+
<h3 className="text-lg font-semibold text-gray-900">
|
| 10 |
+
Image Classification Settings
|
| 11 |
+
</h3>
|
| 12 |
+
|
| 13 |
+
<div className="space-y-3">
|
| 14 |
+
<div>
|
| 15 |
+
<label className="block text-sm font-medium text-gray-700 mb-1">
|
| 16 |
+
Top K Predictions: {topK}
|
| 17 |
+
</label>
|
| 18 |
+
<input
|
| 19 |
+
type="range"
|
| 20 |
+
min="1"
|
| 21 |
+
max="10"
|
| 22 |
+
step="1"
|
| 23 |
+
value={topK}
|
| 24 |
+
onChange={(e) => setTopK(parseInt(e.target.value))}
|
| 25 |
+
className="w-full h-2 bg-gray-200 rounded-lg appearance-none cursor-pointer"
|
| 26 |
+
/>
|
| 27 |
+
<div className="flex justify-between text-xs text-gray-400 mt-1">
|
| 28 |
+
<span>1</span>
|
| 29 |
+
<span>5</span>
|
| 30 |
+
<span>10</span>
|
| 31 |
+
</div>
|
| 32 |
+
<p className="text-xs text-gray-500 mt-1">
|
| 33 |
+
Number of top predictions to return for each image
|
| 34 |
+
</p>
|
| 35 |
+
</div>
|
| 36 |
+
|
| 37 |
+
<div className="p-3 bg-yellow-50 border border-yellow-200 rounded-lg">
|
| 38 |
+
<h4 className="text-sm font-medium text-yellow-800 mb-2">💡 Tips</h4>
|
| 39 |
+
<div className="text-xs text-yellow-700 space-y-1">
|
| 40 |
+
<p>• Use Top K = 3-5 for most cases</p>
|
| 41 |
+
<p>• Smaller images process faster</p>
|
| 42 |
+
<p>• Try quantized models for speed</p>
|
| 43 |
+
</div>
|
| 44 |
+
</div>
|
| 45 |
+
</div>
|
| 46 |
+
</div>
|
| 47 |
+
)
|
| 48 |
+
}
|
| 49 |
+
|
| 50 |
+
export default ImageClassificationConfig
|
src/contexts/ImageClassificationContext.tsx
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import React, { createContext, useContext, useState, useCallback } from 'react'
|
| 2 |
+
import { ImageExample } from '../types'
|
| 3 |
+
|
| 4 |
+
interface ImageClassificationContextType {
|
| 5 |
+
examples: ImageExample[]
|
| 6 |
+
selectedExample: ImageExample | null
|
| 7 |
+
setSelectedExample: (example: ImageExample | null) => void
|
| 8 |
+
addExample: (file: File) => void
|
| 9 |
+
removeExample: (id: string) => void
|
| 10 |
+
updateExample: (id: string, updates: Partial<ImageExample>) => void
|
| 11 |
+
clearExamples: () => void
|
| 12 |
+
topK: number
|
| 13 |
+
setTopK: (k: number) => void
|
| 14 |
+
}
|
| 15 |
+
|
| 16 |
+
const ImageClassificationContext = createContext<
|
| 17 |
+
ImageClassificationContextType | undefined
|
| 18 |
+
>(undefined)
|
| 19 |
+
|
| 20 |
+
export function useImageClassification() {
|
| 21 |
+
const context = useContext(ImageClassificationContext)
|
| 22 |
+
if (context === undefined) {
|
| 23 |
+
throw new Error(
|
| 24 |
+
'useImageClassification must be used within an ImageClassificationProvider'
|
| 25 |
+
)
|
| 26 |
+
}
|
| 27 |
+
return context
|
| 28 |
+
}
|
| 29 |
+
|
| 30 |
+
interface ImageClassificationProviderProps {
|
| 31 |
+
children: React.ReactNode
|
| 32 |
+
}
|
| 33 |
+
|
| 34 |
+
export function ImageClassificationProvider({
|
| 35 |
+
children
|
| 36 |
+
}: ImageClassificationProviderProps) {
|
| 37 |
+
const [examples, setExamples] = useState<ImageExample[]>([])
|
| 38 |
+
const [selectedExample, setSelectedExample] = useState<ImageExample | null>(
|
| 39 |
+
null
|
| 40 |
+
)
|
| 41 |
+
const [topK, setTopK] = useState<number>(5)
|
| 42 |
+
|
| 43 |
+
const addExample = useCallback((file: File) => {
|
| 44 |
+
const id = Math.random().toString(36).substr(2, 9)
|
| 45 |
+
const url = URL.createObjectURL(file)
|
| 46 |
+
|
| 47 |
+
const newExample: ImageExample = {
|
| 48 |
+
id,
|
| 49 |
+
name: file.name,
|
| 50 |
+
url,
|
| 51 |
+
file,
|
| 52 |
+
predictions: undefined,
|
| 53 |
+
isLoading: false
|
| 54 |
+
}
|
| 55 |
+
|
| 56 |
+
setExamples((prev) => [...prev, newExample])
|
| 57 |
+
}, [])
|
| 58 |
+
|
| 59 |
+
const removeExample = useCallback((id: string) => {
|
| 60 |
+
setExamples((prev) => {
|
| 61 |
+
const updated = prev.filter((ex) => ex.id !== id)
|
| 62 |
+
// Clean up object URL to prevent memory leaks
|
| 63 |
+
const example = prev.find((ex) => ex.id === id)
|
| 64 |
+
if (example?.url) {
|
| 65 |
+
URL.revokeObjectURL(example.url)
|
| 66 |
+
}
|
| 67 |
+
return updated
|
| 68 |
+
})
|
| 69 |
+
|
| 70 |
+
// Clear selection if the selected example was removed
|
| 71 |
+
setSelectedExample((prev) => (prev?.id === id ? null : prev))
|
| 72 |
+
}, [])
|
| 73 |
+
|
| 74 |
+
const updateExample = useCallback(
|
| 75 |
+
(id: string, updates: Partial<ImageExample>) => {
|
| 76 |
+
setExamples((prev) =>
|
| 77 |
+
prev.map((ex) => (ex.id === id ? { ...ex, ...updates } : ex))
|
| 78 |
+
)
|
| 79 |
+
|
| 80 |
+
// Update selected example if it's the one being updated
|
| 81 |
+
setSelectedExample((prev) =>
|
| 82 |
+
prev?.id === id ? { ...prev, ...updates } : prev
|
| 83 |
+
)
|
| 84 |
+
},
|
| 85 |
+
[]
|
| 86 |
+
)
|
| 87 |
+
|
| 88 |
+
const clearExamples = useCallback(() => {
|
| 89 |
+
// Clean up all object URLs to prevent memory leaks
|
| 90 |
+
examples.forEach((example) => {
|
| 91 |
+
if (example.url) {
|
| 92 |
+
URL.revokeObjectURL(example.url)
|
| 93 |
+
}
|
| 94 |
+
})
|
| 95 |
+
|
| 96 |
+
setExamples([])
|
| 97 |
+
setSelectedExample(null)
|
| 98 |
+
}, [examples])
|
| 99 |
+
|
| 100 |
+
const value: ImageClassificationContextType = {
|
| 101 |
+
examples,
|
| 102 |
+
selectedExample,
|
| 103 |
+
setSelectedExample,
|
| 104 |
+
addExample,
|
| 105 |
+
removeExample,
|
| 106 |
+
updateExample,
|
| 107 |
+
clearExamples,
|
| 108 |
+
topK,
|
| 109 |
+
setTopK
|
| 110 |
+
}
|
| 111 |
+
|
| 112 |
+
return (
|
| 113 |
+
<ImageClassificationContext.Provider value={value}>
|
| 114 |
+
{children}
|
| 115 |
+
</ImageClassificationContext.Provider>
|
| 116 |
+
)
|
| 117 |
+
}
|
src/lib/huggingface.ts
CHANGED
|
@@ -34,9 +34,9 @@ const getModelInfo = async (
|
|
| 34 |
const modelData: ModelInfoResponse = await response.json()
|
| 35 |
|
| 36 |
const requiredFiles = [
|
| 37 |
-
'config.json'
|
| 38 |
-
'tokenizer.json',
|
| 39 |
-
'tokenizer_config.json'
|
| 40 |
]
|
| 41 |
|
| 42 |
const siblingFiles = modelData.siblings?.map((s) => s.rfilename) || []
|
|
|
|
| 34 |
const modelData: ModelInfoResponse = await response.json()
|
| 35 |
|
| 36 |
const requiredFiles = [
|
| 37 |
+
'config.json'
|
| 38 |
+
// 'tokenizer.json',
|
| 39 |
+
// 'tokenizer_config.json'
|
| 40 |
]
|
| 41 |
|
| 42 |
const siblingFiles = modelData.siblings?.map((s) => s.rfilename) || []
|
src/lib/workerManager.ts
CHANGED
|
@@ -17,6 +17,9 @@ export const getWorker = (pipeline: string) => {
|
|
| 17 |
case 'feature-extraction':
|
| 18 |
workerUrl = `${process.env.PUBLIC_URL}/workers/feature-extraction.js`
|
| 19 |
break
|
|
|
|
|
|
|
|
|
|
| 20 |
default:
|
| 21 |
return null
|
| 22 |
}
|
|
|
|
| 17 |
case 'feature-extraction':
|
| 18 |
workerUrl = `${process.env.PUBLIC_URL}/workers/feature-extraction.js`
|
| 19 |
break
|
| 20 |
+
case 'image-classification':
|
| 21 |
+
workerUrl = `${process.env.PUBLIC_URL}/workers/image-classification.js`
|
| 22 |
+
break
|
| 23 |
default:
|
| 24 |
return null
|
| 25 |
}
|
src/types.ts
CHANGED
|
@@ -75,6 +75,28 @@ export interface FeatureExtractionWorkerInput {
|
|
| 75 |
}
|
| 76 |
}
|
| 77 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
export interface EmbeddingExample {
|
| 79 |
id: string
|
| 80 |
text: string
|
|
|
|
| 75 |
}
|
| 76 |
}
|
| 77 |
|
| 78 |
+
export interface ImageClassificationWorkerInput {
|
| 79 |
+
type: 'classify'
|
| 80 |
+
image: string | ImageData | HTMLImageElement | HTMLCanvasElement
|
| 81 |
+
model: string
|
| 82 |
+
dtype: QuantizationType
|
| 83 |
+
topK?: number
|
| 84 |
+
}
|
| 85 |
+
|
| 86 |
+
export interface ImageClassificationResult {
|
| 87 |
+
label: string
|
| 88 |
+
score: number
|
| 89 |
+
}
|
| 90 |
+
|
| 91 |
+
export interface ImageExample {
|
| 92 |
+
id: string
|
| 93 |
+
name: string
|
| 94 |
+
url: string
|
| 95 |
+
file?: File
|
| 96 |
+
predictions?: ImageClassificationResult[]
|
| 97 |
+
isLoading?: boolean
|
| 98 |
+
}
|
| 99 |
+
|
| 100 |
export interface EmbeddingExample {
|
| 101 |
id: string
|
| 102 |
text: string
|