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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# |export\n",
"import gradio as gr\n",
"from transformers import pipeline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# |export\n",
"MODEL_ID = \"facebook/galactica-125m\"\n",
"pipe = pipeline(\"text-generation\", model=MODEL_ID)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'generated_text': 'A force of 0.6N is applied to an object, which accelerates at 3m/s. What is its mass? <work>\\n\\nThe mass of the object is $m = \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2}'}]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pipe(\n",
" \"A force of 0.6N is applied to an object, which accelerates at 3m/s. What is its mass? <work>\",\n",
" max_length=100,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# |export\n",
"def generate(text):\n",
" return pipe(text, max_length=100)[0][\"generated_text\"]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7861\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7861/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(<gradio.routes.App at 0x7fc2b040e9d0>, 'http://127.0.0.1:7861/', None)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# |export\n",
"iface = gr.Interface(\n",
" fn=generate,\n",
" inputs=\"text\",\n",
" outputs=\"text\",\n",
" examples=[[\"A force of 0.6N is applied to an object, which accelerates at 3m/s. What is its mass? <work>\"]],\n",
")\n",
"iface.launch()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Closing server running on port: 7861\n"
]
}
],
"source": [
"iface.close()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"from nbdev.export import nb_export\n",
"\n",
"nb_export(\"app.ipynb\", lib_path=\".\", name=\"app\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "hf",
"language": "python",
"name": "hf"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.13"
},
"vscode": {
"interpreter": {
"hash": "66e5af1d4a3a75efffc7cd5a7f382675fc3ac06b0697676e06fa85c907378a99"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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