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{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:49:25.038541Z","iopub.status.busy":"2023-11-02T16:49:25.038086Z","iopub.status.idle":"2023-11-02T16:49:36.495928Z","shell.execute_reply":"2023-11-02T16:49:36.494677Z","shell.execute_reply.started":"2023-11-02T16:49:25.038512Z"},"trusted":true},"outputs":[],"source":[]},{"cell_type":"code","execution_count":1,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:49:36.499374Z","iopub.status.busy":"2023-11-02T16:49:36.498486Z","iopub.status.idle":"2023-11-02T16:49:36.505894Z","shell.execute_reply":"2023-11-02T16:49:36.504850Z","shell.execute_reply.started":"2023-11-02T16:49:36.499330Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["/home/kishan/mambaforge/envs/web_project/lib/python3.10/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: 'libc10_cuda.so: cannot open shared object file: No such file or directory'If you don't plan on using image functionality from `torchvision.io`, you can ignore this warning. Otherwise, there might be something wrong with your environment. Did you have `libjpeg` or `libpng` installed before building `torchvision` from source?\n"," warn(\n","/home/kishan/mambaforge/envs/web_project/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n"," from .autonotebook import tqdm as notebook_tqdm\n"]}],"source":["from fastai.vision.all import *\n","import gradio as gr"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:49:36.507443Z","iopub.status.busy":"2023-11-02T16:49:36.507141Z","iopub.status.idle":"2023-11-02T16:49:36.518642Z","shell.execute_reply":"2023-11-02T16:49:36.517925Z","shell.execute_reply.started":"2023-11-02T16:49:36.507420Z"},"trusted":true},"outputs":[],"source":["# path = Path('/kaggle/input/sarscov2-ctscan-dataset')\n"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:49:36.520834Z","iopub.status.busy":"2023-11-02T16:49:36.520491Z","iopub.status.idle":"2023-11-02T16:49:37.072851Z","shell.execute_reply":"2023-11-02T16:49:37.071947Z","shell.execute_reply.started":"2023-11-02T16:49:36.520802Z"},"trusted":true},"outputs":[],"source":["# dls = DataBlock(\n","# blocks=(ImageBlock, CategoryBlock),\n","# get_items=get_image_files,\n","# splitter=RandomSplitter(valid_pct=0.2, seed=42),\n","# get_y=parent_label,\n","# item_tfms=[Resize(192, method='squish')]\n","# ).dataloaders(path)"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:49:37.074363Z","iopub.status.busy":"2023-11-02T16:49:37.074050Z"},"trusted":true},"outputs":[],"source":["# dls.show_batch(max_n=6)"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.status.idle":"2023-11-02T16:51:56.921136Z","shell.execute_reply":"2023-11-02T16:51:56.920158Z","shell.execute_reply.started":"2023-11-02T16:49:38.181096Z"},"trusted":true},"outputs":[],"source":["# learn = vision_learner(dls, resnet34, metrics=error_rate)\n","# learn.fine_tune(13)"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:51:56.922953Z","iopub.status.busy":"2023-11-02T16:51:56.922609Z","iopub.status.idle":"2023-11-02T16:51:57.187649Z","shell.execute_reply":"2023-11-02T16:51:57.186604Z","shell.execute_reply.started":"2023-11-02T16:51:56.922923Z"},"trusted":true},"outputs":[],"source":["# learn.export('model.pkl')"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2023-11-02T16:54:29.241002Z","iopub.status.busy":"2023-11-02T16:54:29.240231Z","iopub.status.idle":"2023-11-02T16:54:29.247914Z","shell.execute_reply":"2023-11-02T16:54:29.246890Z","shell.execute_reply.started":"2023-11-02T16:54:29.240968Z"},"trusted":true},"outputs":[],"source":["# from IPython.display import FileLink\n","# FileLink(r'model.pkl')"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"image/jpeg":"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","image/png":"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","text/plain":["PILImage mode=RGB size=192x152"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["im = PILImage.create('covid.png')\n","im.thumbnail((192, 192))\n","im"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["learn = load_learner('covid_model.pkl')"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/html":["\n"," <div>\n"," <style>\n"," /* Turns off some styling */\n"," progress {\n"," /* gets rid of default border in Firefox and Opera. */\n"," border: none;\n"," /* Needs to be in here for Safari polyfill so background images work as expected. */\n"," background-size: auto;\n"," }\n"," .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n"," background: #F44336;\n"," }\n"," </style>\n"," <progress value='0' class='' max='1' style='width:300px; height:20px; vertical-align: middle;'></progress>\n"," 0.00% [0/1 00:00<00:00]\n"," </div>\n"," "],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["('COVID', tensor(0), tensor([1.0000e+00, 2.8816e-09]))"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["learn.predict(im)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["categories = ('COVID', 'NON_COVID')\n","def classify_image(img):\n"," pred, idx, probs = learn.predict(img)\n"," return dict(zip(categories, map(float, probs)))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/html":["\n"," <div>\n"," <style>\n"," /* Turns off some styling */\n"," progress {\n"," /* gets rid of default border in Firefox and Opera. */\n"," border: none;\n"," /* Needs to be in here for Safari polyfill so background images work as expected. */\n"," background-size: auto;\n"," }\n"," .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n"," background: #F44336;\n"," }\n"," </style>\n"," <progress value='0' class='' max='1' style='width:300px; height:20px; vertical-align: middle;'></progress>\n"," 0.00% [0/1 00:00<00:00]\n"," </div>\n"," "],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["{'COVID': 1.0, 'NON_COVID': 2.881642036101084e-09}"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["classify_image(im)"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Running on local URL: http://127.0.0.1:7860\n","\n","To create a public link, set `share=True` in `launch()`.\n"]},{"data":{"text/plain":[]},"execution_count":16,"metadata":{},"output_type":"execute_result"},{"data":{"text/html":[],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"}],"source":["image = gr.Image(height=192, width=192)\n","label = gr.Label()\n","examples = ['covid.png']\n","\n","intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n","intf.launch(inline=False)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.10.13"}},"nbformat":4,"nbformat_minor":4}
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