Spaces:
Sleeping
Sleeping
Davidmide02
commited on
Commit
·
5ce4829
1
Parent(s):
c461289
Add app
Browse files- app.py +18 -0
- note.ipynb +103 -0
- requirements.txt +0 -0
app.py
ADDED
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from transformers import pipeline
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import gradio as gr
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pipe = pipeline(
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"audio-classification", model="Davidmide02/distilhubert-finetuned-gtzan"
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)
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def classify_audio(filepath):
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preds = pipe(filepath)
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outputs = {}
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for p in preds:
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outputs[p["label"]] = p["score"]
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return outputs
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demo = gr.Interface(
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fn=classify_audio, inputs=gr.Audio(type="filepath"), outputs=gr.Label()
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)
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demo.launch(debug=True)
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note.ipynb
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@@ -0,0 +1,103 @@
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from transformers import pipeline\n",
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"\n",
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"pipe = pipeline(\n",
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" \"audio-classification\", model=\"Davidmide02/distilhubert-finetuned-gtzan\"\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"def classify_audio(filepath):\n",
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" preds = pipe(filepath)\n",
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" outputs = {}\n",
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" for p in preds:\n",
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" outputs[p[\"label\"]] = p[\"score\"]\n",
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" return outputs"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Running on local URL: http://127.0.0.1:7860\n",
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"\n",
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"To create a public link, set `share=True` in `launch()`.\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Keyboard interruption in main thread... closing server.\n"
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]
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},
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{
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"data": {
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"text/plain": []
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import gradio as gr\n",
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"\n",
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"demo = gr.Interface(\n",
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" fn=classify_audio, inputs=gr.Audio(type=\"filepath\"), outputs=gr.Label()\n",
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")\n",
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"demo.launch(debug=True)"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": ".venv",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.12.3"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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requirements.txt
ADDED
Binary file (3.32 kB). View file
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