{ "cells": [ { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "from fastai.vision.all import *\n", "import numpy\n", "import gradio as gr\n", "import PIL\n", "from PIL import Image, ImageEnhance\n", "import torchvision.transforms as T\n", "\n", "# import pathlib\n", "# plt = platform.system()\n", "# if plt == 'Linux': pathlib.WindowsPath = pathlib.PosixPath\n", "\n", "def name_to_hrs (r): return float(round(float(os.path.basename(r)[0:-4].split(\"_\")[1][1:])*(minutes/60)+5,2))\n", "def validation_split (r): return os.path.basename(r)[0:-4].split(\"_\")[3] == \"R0003\" or os.path.basename(r)[0:-4].split(\"_\")[3] == \"R0006\"\n", "def get_label_filename(name): return path/'labels'/f'{name.stem}_annotationLabels.tif'\n", "\n", "#zebrafish_age_predictor= vision_learner().load('zebrafish_age_20220726.pkl')\n", "#zebrafish_classifier = unet_learner().load('fish_yolk_segmentation_20220726.pkl')\n", "\n", "zebrafish_age_predictor = load_learner('zebrafish_age_20220726.pkl')\n", "zebrafish_classifier = load_learner('fish_yolk_segmentation_20220726.pkl')\n", "\n", "title = \"Zebrafish segmenter and age predictor\"\n", "description = \"An rgb grayscale zebrafish fluorescence image segmenter and age predictor created with fastai. Created as a demo for Gradio and HuggingFace Spaces. Gradio does not display .tif files - those will only show up in the output. The input will be blank unless the file is .jpg or .png.\"\n", "\n", "examples = [\"early1.png\",\"early2.png\",\"early3.png\", \"late1.png\", \"late2.png\", \"late3.png\", \"mid1.png\", \"mid2.png\",\"mid3.png\"]\n", "def process_zebrafish_image(img):\n", "\n", " age,tensor, tensor=zebrafish_age_predictor.predict(img)\n", " \n", " pred,pred_idx,probs=zebrafish_classifier.predict(img)\n", " img = img*10\n", " img = PILImage.create(img)\n", " #img = PILImage.create('24hr.tif')\n", " _,axs = plt.subplots(1,3, figsize=(12,3))\n", " img.show(ctx=axs[0], title='image')\n", " pred.show(alpha=1, ctx=axs[1], vmin=0, vmax=3, title='mask')\n", " img.show(ctx=axs[2], title='superimposed')\n", " pred.show(ctx=axs[2], vmin=0, vmax=3);\n", " fig = plt.gcf()\n", " fig.canvas.draw()\n", " image_out = PIL.Image.frombytes('RGB', fig.canvas.get_width_height(),fig.canvas.tostring_rgb())\n", " \n", " text_out = \"Age prediction \"+ str(age[0])\n", " return (image_out, text_out )\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(,\n", " 'Age prediction 18.487110137939453')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "process_zebrafish_image('24hr.tif')\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\Anaconda\\envs\\fastai2\\lib\\site-packages\\gradio\\inputs.py:256: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n", " warnings.warn(\n", "d:\\Anaconda\\envs\\fastai2\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n", " warnings.warn(value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7863/\n", "Running on public URL: https://19888.gradio.app\n", "\n", "This share link expires in 72 hours. For free permanent hosting, check out Spaces: https://huggingface.co/spaces\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Keyboard interruption in main thread... closing server.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "intf = gr.Interface(fn=process_zebrafish_image, inputs=gr.inputs.Image(shape=(512, 512)), outputs=['image', 'text'], title = title, description=description, examples= examples).launch(debug=True, share=True)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "split_at_heading": true }, "kernelspec": { "display_name": "Python 3.10.4 ('fastai2')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" }, "vscode": { "interpreter": { "hash": "f69c838de7ce47136ebe027dd64b911371851962ad08f8b0aa77da2666fa0521" } } }, "nbformat": 4, "nbformat_minor": 4 }