diff options
Diffstat (limited to 'notebooks/00-scratch-pad.ipynb')
| -rw-r--r-- | notebooks/00-scratch-pad.ipynb | 182 |
1 files changed, 26 insertions, 156 deletions
diff --git a/notebooks/00-scratch-pad.ipynb b/notebooks/00-scratch-pad.ipynb index 5c4edde..2ade2bb 100644 --- a/notebooks/00-scratch-pad.ipynb +++ b/notebooks/00-scratch-pad.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": { "scrolled": false }, @@ -50,168 +50,20 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": { "scrolled": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==========================================================================================\n", - "Layer (type:depth-idx) Output Shape Param #\n", - "==========================================================================================\n", - "├─Sequential: 1-1 [-1, 32, 112, 112] --\n", - "| └─ZeroPad2d: 2-1 [-1, 1, 225, 225] --\n", - "| └─Conv2d: 2-2 [-1, 32, 112, 112] 288\n", - "| └─BatchNorm2d: 2-3 [-1, 32, 112, 112] 64\n", - "| └─Mish: 2-4 [-1, 32, 112, 112] --\n", - "├─ModuleList: 1 [] --\n", - "| └─MBConvBlock: 2-5 [-1, 16, 112, 112] --\n", - "| | └─Sequential: 3-1 [-1, 32, 112, 112] 352\n", - "| | └─Sequential: 3-2 [-1, 32, 112, 112] 552\n", - "| | └─Sequential: 3-3 [-1, 16, 112, 112] 544\n", - "| └─MBConvBlock: 2-6 [-1, 24, 56, 56] --\n", - "| | └─Sequential: 3-4 [-1, 96, 112, 112] 1,728\n", - "| | └─Sequential: 3-5 [-1, 96, 56, 56] 1,056\n", - "| | └─Sequential: 3-6 [-1, 96, 56, 56] 4,728\n", - "| | └─Sequential: 3-7 [-1, 24, 56, 56] 2,352\n", - "| └─MBConvBlock: 2-7 [-1, 24, 56, 56] --\n", - "| | └─Sequential: 3-8 [-1, 144, 56, 56] 3,744\n", - "| | └─Sequential: 3-9 [-1, 144, 56, 56] 1,584\n", - "| | └─Sequential: 3-10 [-1, 144, 56, 56] 10,548\n", - "| | └─Sequential: 3-11 [-1, 24, 56, 56] 3,504\n", - "| └─MBConvBlock: 2-8 [-1, 40, 28, 28] --\n", - "| | └─Sequential: 3-12 [-1, 144, 56, 56] 3,744\n", - "| | └─Sequential: 3-13 [-1, 144, 28, 28] 3,888\n", - "| | └─Sequential: 3-14 [-1, 144, 28, 28] 10,548\n", - "| | └─Sequential: 3-15 [-1, 40, 28, 28] 5,840\n", - "| └─MBConvBlock: 2-9 [-1, 40, 28, 28] --\n", - "| | └─Sequential: 3-16 [-1, 240, 28, 28] 10,080\n", - "| | └─Sequential: 3-17 [-1, 240, 28, 28] 6,480\n", - "| | └─Sequential: 3-18 [-1, 240, 28, 28] 29,100\n", - "| | └─Sequential: 3-19 [-1, 40, 28, 28] 9,680\n", - "| └─MBConvBlock: 2-10 [-1, 80, 14, 14] --\n", - "| | └─Sequential: 3-20 [-1, 240, 28, 28] 10,080\n", - "| | └─Sequential: 3-21 [-1, 240, 14, 14] 2,640\n", - "| | └─Sequential: 3-22 [-1, 240, 14, 14] 29,100\n", - "| | └─Sequential: 3-23 [-1, 80, 14, 14] 19,360\n", - "| └─MBConvBlock: 2-11 [-1, 80, 14, 14] --\n", - "| | └─Sequential: 3-24 [-1, 480, 14, 14] 39,360\n", - "| | └─Sequential: 3-25 [-1, 480, 14, 14] 5,280\n", - "| | └─Sequential: 3-26 [-1, 480, 14, 14] 115,800\n", - "| | └─Sequential: 3-27 [-1, 80, 14, 14] 38,560\n", - "| └─MBConvBlock: 2-12 [-1, 80, 14, 14] --\n", - "| | └─Sequential: 3-28 [-1, 480, 14, 14] 39,360\n", - "| | └─Sequential: 3-29 [-1, 480, 14, 14] 5,280\n", - "| | └─Sequential: 3-30 [-1, 480, 14, 14] 115,800\n", - "| | └─Sequential: 3-31 [-1, 80, 14, 14] 38,560\n", - "| └─MBConvBlock: 2-13 [-1, 112, 14, 14] --\n", - "| | └─Sequential: 3-32 [-1, 480, 14, 14] 39,360\n", - "| | └─Sequential: 3-33 [-1, 480, 14, 14] 12,960\n", - "| | └─Sequential: 3-34 [-1, 480, 14, 14] 115,800\n", - "| | └─Sequential: 3-35 [-1, 112, 14, 14] 53,984\n", - "| └─MBConvBlock: 2-14 [-1, 112, 14, 14] --\n", - "| | └─Sequential: 3-36 [-1, 672, 14, 14] 76,608\n", - "| | └─Sequential: 3-37 [-1, 672, 14, 14] 18,144\n", - "| | └─Sequential: 3-38 [-1, 672, 14, 14] 226,632\n", - "| | └─Sequential: 3-39 [-1, 112, 14, 14] 75,488\n", - "| └─MBConvBlock: 2-15 [-1, 112, 14, 14] --\n", - "| | └─Sequential: 3-40 [-1, 672, 14, 14] 76,608\n", - "| | └─Sequential: 3-41 [-1, 672, 14, 14] 18,144\n", - "| | └─Sequential: 3-42 [-1, 672, 14, 14] 226,632\n", - "| | └─Sequential: 3-43 [-1, 112, 14, 14] 75,488\n", - "| └─MBConvBlock: 2-16 [-1, 192, 7, 7] --\n", - "| | └─Sequential: 3-44 [-1, 672, 14, 14] 76,608\n", - "| | └─Sequential: 3-45 [-1, 672, 7, 7] 18,144\n", - "| | └─Sequential: 3-46 [-1, 672, 7, 7] 226,632\n", - "| | └─Sequential: 3-47 [-1, 192, 7, 7] 129,408\n", - "| └─MBConvBlock: 2-17 [-1, 192, 7, 7] --\n", - "| | └─Sequential: 3-48 [-1, 1152, 7, 7] 223,488\n", - "| | └─Sequential: 3-49 [-1, 1152, 7, 7] 31,104\n", - "| | └─Sequential: 3-50 [-1, 1152, 7, 7] 664,992\n", - "| | └─Sequential: 3-51 [-1, 192, 7, 7] 221,568\n", - "| └─MBConvBlock: 2-18 [-1, 192, 7, 7] --\n", - "| | └─Sequential: 3-52 [-1, 1152, 7, 7] 223,488\n", - "| | └─Sequential: 3-53 [-1, 1152, 7, 7] 31,104\n", - "| | └─Sequential: 3-54 [-1, 1152, 7, 7] 664,992\n", - "| | └─Sequential: 3-55 [-1, 192, 7, 7] 221,568\n", - "| └─MBConvBlock: 2-19 [-1, 192, 7, 7] --\n", - "| | └─Sequential: 3-56 [-1, 1152, 7, 7] 223,488\n", - "| | └─Sequential: 3-57 [-1, 1152, 7, 7] 31,104\n", - "| | └─Sequential: 3-58 [-1, 1152, 7, 7] 664,992\n", - "| | └─Sequential: 3-59 [-1, 192, 7, 7] 221,568\n", - "| └─MBConvBlock: 2-20 [-1, 320, 7, 7] --\n", - "| | └─Sequential: 3-60 [-1, 1152, 7, 7] 223,488\n", - "| | └─Sequential: 3-61 [-1, 1152, 7, 7] 12,672\n", - "| | └─Sequential: 3-62 [-1, 1152, 7, 7] 664,992\n", - "| | └─Sequential: 3-63 [-1, 320, 7, 7] 369,280\n", - "├─Sequential: 1-2 [-1, 1280, 7, 7] --\n", - "| └─Conv2d: 2-21 [-1, 1280, 7, 7] 409,600\n", - "| └─BatchNorm2d: 2-22 [-1, 1280, 7, 7] 2,560\n", - "==========================================================================================\n", - "Total params: 7,142,272\n", - "Trainable params: 7,142,272\n", - "Non-trainable params: 0\n", - "Total mult-adds (M): 777.62\n", - "==========================================================================================\n", - "Input size (MB): 0.19\n", - "Forward/backward pass size (MB): 124.81\n", - "Params size (MB): 27.25\n", - "Estimated Total Size (MB): 152.24\n", - "==========================================================================================\n" - ] - } - ], + "outputs": [], "source": [ "summary(en, (1, 224, 224));" ] }, { "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2, 2)" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(2,) * 2" - ] - }, - { - "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at /pytorch/c10/cuda/CUDAFunctions.cpp:115.)\n", - " return torch._C._cuda_getDeviceCount() > 0\n" - ] - }, - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "torch.cuda.is_available()" ] @@ -286,7 +138,25 @@ "metadata": {}, "outputs": [], "source": [ - "t = torch.randn(4, 1, 576, 640).cuda()" + "t = torch.randn(8, 1, 576, 640).cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "en.cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "en(t)" ] }, { |