{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8468e45a", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch" ] }, { "cell_type": "code", "execution_count": 2, "id": "d1bc956b", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.is_available()" ] }, { "cell_type": "code", "execution_count": 3, "id": "652cfb26", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.device_count()" ] }, { "cell_type": "code", "execution_count": 4, "id": "0fc5e328", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.current_device()" ] }, { "cell_type": "code", "execution_count": 5, "id": "4ed93c82", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.device(0)" ] }, { "cell_type": "code", "execution_count": 6, "id": "c03841ce", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "'NVIDIA GeForce RTX 2070'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.get_device_name(0)" ] }, { "cell_type": "code", "execution_count": 7, "id": "2fba9680-0c73-4a62-b24d-ceea79874717", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "'11.7'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.version.cuda" ] }, { "cell_type": "code", "execution_count": 10, "id": "7e62de10", "metadata": {}, "outputs": [], "source": [ "t = torch.randn((2, 1, 3, 64))" ] }, { "cell_type": "code", "execution_count": 11, "id": "fc221b4e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([2, 1, 3, 64])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t.shape" ] }, { "cell_type": "code", "execution_count": 12, "id": "ab80d75e", "metadata": {}, "outputs": [], "source": [ "import torch.nn.functional as F" ] }, { "cell_type": "code", "execution_count": 21, "id": "bfe1fc90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([2, 1, 7, 128])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F.interpolate(t, scale_factor=[2.5, 2], mode=\"nearest\").shape" ] }, { "cell_type": "code", "execution_count": 18, "id": "f69fa1fc", "metadata": {}, "outputs": [], "source": [ "f = torch.nn.Conv2d(1, 1, 3, 1, padding=1)" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd6df204", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([2, 1, 64, 64])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f(torch.randn(2, 1, 64, 64)).shape" ] }, { "cell_type": "code", "execution_count": null, "id": "41693566", "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": "3.9.4" } }, "nbformat": 4, "nbformat_minor": 5 }