{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "date : Fri Oct 4 22:00:51 UTC 2019\n", "hostname : sedna\n", "whoami : tmb\n", "nvidia-smi -L : GPU 0: GeForce GTX 1080 Ti (UUID: GPU-2d5cf167-db75-89ec-c6f7-5639237768ce)\n" ] }, { "data": { "text/plain": [ "torch.Size([5, 1, 96, 496])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from importlib import reload\n", "import os, sys, re, glob, time, pickle, IPython, logging\n", "import scipy.ndimage as ndi\n", "from itertools import islice\n", "import torch\n", "from torch import nn, optim\n", "from torch.nn import functional as F\n", "from torchmore import layers, flex\n", "import torchtrainers as tt\n", "from torch.utils.data import DataLoader\n", "from webdataset import WebDataset\n", "from ocrlib import ocrhelpers as helpers\n", "from ocrlib.ocrhelpers import *\n", "from ocrlib import ocrmodels as models\n", "RUN(\"date\"); RUN(\"hostname\"); RUN(\"whoami\"); RUN(\"nvidia-smi -L\")\n", "\n", "charset = \"ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz\"\n", "\n", "def encode_str(s): \n", " return [charset.find(c)+1 for c in s]\n", "\n", "def decode_str(l): \n", " return \"\".join([charset[k-1] for k in l])\n", "\n", "transforms = [\n", " lambda x: (torch.tensor(x).float()/255.0).unsqueeze(0),\n", " lambda s: torch.tensor(encode_str(s)).long()\n", "]\n", "training = WebDataset(\"data/words-simple-training.tar\", decoder=\"l8\", \n", " extensions=\"jpg;jpeg;ppm;png txt\", transforms=transforms)\n", "testing = WebDataset(\"data/words-simple-test.tar\", decoder=\"l8\", \n", " extensions=\"jpg;jpeg;ppm;png txt\", transforms=transforms)\n", "training_dl = DataLoader(training, batch_size=5, collate_fn=helpers.collate4ocr)\n", "testing_dl = DataLoader(testing, batch_size=20, collate_fn=helpers.collate4ocr)\n", "next(iter(training_dl))[0].size()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "def make_lstm2_ctc(noutput=noutput):\r\n", " model = nn.Sequential(\r\n", " layers.Input(\"BDHW\", range=(0, 1), sizes=[None, 1, None, None]),\r\n", " *combos.conv2d_block(100, 3, mp=2, repeat=2),\r\n", " *combos.conv2d_block(200, 3, mp=2, repeat=2),\r\n", " *combos.conv2d_block(300, 3, mp=2, repeat=2),\r\n", " *combos.conv2d_block(400, 3, repeat=2),\r\n", " flex.Lstm2(400),\r\n", " *project_and_conv1d(800, noutput)\r\n", " )\r\n", " flex.shape_inference(model, (1, 1, 48, 300))\r\n", " return model\r\n" ] } ], "source": [ "!awk '/lstm2_ctc/' RS=\"\\n\\n\" ocrlib/ocrmodels.py" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Sequential(\n", " (0): Input(BDHW->BDHW torch.float32 (0, 1) cuda:0 [None, 1, None, None])\n", " (1): Conv2d(1, 100, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (2): BatchNorm2d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (3): ReLU()\n", " (4): Conv2d(100, 100, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (5): BatchNorm2d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (6): ReLU()\n", " (7): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (8): Conv2d(100, 200, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (9): BatchNorm2d(200, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (10): ReLU()\n", " (11): Conv2d(200, 200, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (12): BatchNorm2d(200, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (13): ReLU()\n", " (14): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (15): Conv2d(200, 300, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (16): BatchNorm2d(300, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (17): ReLU()\n", " (18): Conv2d(300, 300, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (19): BatchNorm2d(300, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (20): ReLU()\n", " (21): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (22): Conv2d(300, 400, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (23): BatchNorm2d(400, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (24): ReLU()\n", " (25): Conv2d(400, 400, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (26): BatchNorm2d(400, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (27): ReLU()\n", " (28): BDHW_LSTM(\n", " (hlstm): LSTM(400, 400, bidirectional=True)\n", " (vlstm): LSTM(800, 400, bidirectional=True)\n", " )\n", " (29): Fun None lambda x: x.max(2)[0]\n", " (30): Conv1d(800, 800, kernel_size=(5,), stride=(1,))\n", " (31): BatchNorm1d(800, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (32): ReLU()\n", " (33): Conv1d(800, 53, kernel_size=(1,), stride=(1,))\n", " (34): Reorder(\"BDL\", \"BDL\")\n", ")" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = models.make(\"lstm2_ctc\")\n", "model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "trainer = helpers.LineTrainer(model)\n", "trainer.train(training_dl, 10, every=15)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/scipy/ndimage/measurements.py:431: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n", " safe = ((np.issubdtype(dt, int) and dt.itemsize <= int_size) or\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figsize(10, 10)\n", "for i, batch in enumerate(islice(training_dl, 0, 10)):\n", " subplot(5, 2, i+1)\n", " result = trainer.predict_batch(batch[0], threshold=0.8)\n", " imshow(batch[0][0,0].detach().numpy())\n", " title(decode_str(result[0]))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(143, 5001)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainer.errors(testing_dl)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 4 }