--- a +++ b/demo_model/data/Loading Model.ipynb @@ -0,0 +1,137 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "7f754e9c", + "metadata": {}, + "outputs": [], + "source": [ + "from fastai.vision.all import * " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9fe02021", + "metadata": {}, + "outputs": [], + "source": [ + "learner = load_learner(\"/home/tkrsh/demo/demo_model/model_a.pkl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "33ade43c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x =learner.predict(\"/home/tkrsh/demo/demo_model/data/hemorrhage/Test/Hemorrhage/hemorrhage_images/58 (3).jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e708e7c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorBase(0.9318)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[-1][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "11a3253f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int(x[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c484273b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('hemorrhage_images', TensorBase(0), TensorBase([0.9318, 0.0682]))" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ddb2350", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}