Created
April 16, 2021 23:21
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "outstanding-cargo", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"/data19/ocr\n" | |
] | |
} | |
], | |
"source": [ | |
"!pwd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "relative-gibson", | |
"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, | |
"id": "refined-drove", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import webdataset as wds\n", | |
"import numpy as np\n", | |
"from itertools import islice\n", | |
"from collections import Counter\n", | |
"import glob\n", | |
"import os\n", | |
"import os.path" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "surgical-perfume", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds = wds.WebDataset(\"publaynet/publaynet-train-000000.tar\").decode(\"rgb\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "impressive-assumption", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Counter({'text1': 1378,\n", | |
" 'table4': 63,\n", | |
" 'title2': 373,\n", | |
" 'list3': 45,\n", | |
" 'figure5': 46})" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ids = []\n", | |
"for sample in islice(ds, 0, 200):\n", | |
" for a in sample[\"json\"][\"annotations\"]:\n", | |
" ids.append(a[\"category_name\"]+str(a[\"category_id\"]))\n", | |
"Counter(ids)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "waiting-audio", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"src = iter(ds)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "defensive-geometry", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sample = next(src)\n", | |
"figsize(16, 8)\n", | |
"categories = [\"black\", \"blue\", \"red\", \"green\", \"orange\", \"yellow\", \"cyan\", \"magenta\"]\n", | |
"imshow(sample[\"png\"])\n", | |
"for a in sample[\"json\"][\"annotations\"]:\n", | |
" x, y, w, h = a[\"bbox\"]\n", | |
" plot([x, x+w, x+w, x, x], [y, y, y+h, y+h, y], color=categories[a[\"category_id\"]])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "limiting-hierarchy", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([70., 65., 60., 55., 50., 45., 40., 35., 30., 25., 20., 15., 10.,\n", | |
" 5., 0.])" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"linspace(70, 0, 15)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "electrical-dispute", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"src = iter(ds)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "essential-travel", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sample = next(src)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "hydraulic-pixel", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb910352760>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(20, 10)\n", | |
"binary = (np.mean(sample[\"png\"], 2) < 0.9)\n", | |
"a = sample[\"json\"][\"annotations\"][0]\n", | |
"x0, y0, w, h = [int(x+0.5) for x in a[\"bbox\"]]\n", | |
"x1, y1 = x0+w, y0+h\n", | |
"im = binary[y0:y1, x0:x1]\n", | |
"imshow(im)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "narrow-massage", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb9102c2310>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"_stop = False\n", | |
"def vertical_runs(im, margin=5):\n", | |
" im0 = im.copy()\n", | |
" im0[:margin, :] = 0\n", | |
" im0[-margin:, :] = 0\n", | |
" im0[:, :margin] = 0\n", | |
" im0[:, -margin:] = 0\n", | |
" if _stop:\n", | |
" clf(); imshow(im0); raise ValueError(\"_stop\")\n", | |
" marked = im0 * arange(im.shape[0])[:, newaxis]\n", | |
" lo = np.amin(where(marked==0, 9999, marked), 0)\n", | |
" hi = np.amax(marked, 0)\n", | |
" output = np.zeros_like(marked)\n", | |
" for x, (i, j) in enumerate(zip(lo, hi)):\n", | |
" output[i:j, x] = 1\n", | |
" return np.maximum(output, im)\n", | |
"def text_outline(im):\n", | |
" return np.maximum(vertical_runs(im), vertical_runs(im.T).T)\n", | |
"imshow(text_outline(im))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "expected-knight", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import scipy.ndimage as ndi\n", | |
"\n", | |
"def remove_rules(im, h=60, v=60):\n", | |
" mask1 = ndi.maximum_filter(ndi.minimum_filter(im, (v, 0)), (v, 0))\n", | |
" mask2 = ndi.maximum_filter(ndi.minimum_filter(im, (0, h)), (0, h))\n", | |
" im = (im - mask1 - mask2).clip(0, 1)\n", | |
" return im" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "received-small", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb8e997d970>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sample = next(src)\n", | |
"image = sample[\"png\"]\n", | |
"binary = (np.mean(image, 2) < 0.9).astype(np.uint8)\n", | |
"binary = remove_rules(binary)\n", | |
"subplot(121); imshow(image)\n", | |
"subplot(122); imshow(binary)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "extended-evans", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb961ec42b0>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sample = next(src)\n", | |
"\n", | |
"import scipy.ndimage as ndi\n", | |
"\n", | |
"translate = np.array([0, 3, 3, 3, 1, 2], dtype=np.uint8)\n", | |
"\n", | |
"def make_target(sample, threshold=0.9, text_r=(10, 10), r=(50, 50), dilate=0, margin=5, sigma=0.5):\n", | |
" image = sample[\"png\"]\n", | |
" binary = (np.mean(image, 2) < threshold).astype(np.uint8)\n", | |
" # remove rules and boxes for mask computations (requires perfectly axis aligned images)\n", | |
" binary = remove_rules(binary)\n", | |
" ih, iw = image.shape[:2]\n", | |
" target = np.zeros((ih, iw), dtype=np.uint8)\n", | |
" #overlap = np.zeros((h, w))\n", | |
" for a in sample[\"json\"][\"annotations\"]:\n", | |
" value = a[\"category_id\"]\n", | |
" assert value > 0\n", | |
" value = translate[value]\n", | |
" x0, y0, w, h = [int(x+0.5) for x in a[\"bbox\"]]\n", | |
" x1, y1 = x0+w, y0+h\n", | |
" isolated = np.zeros((ih, iw), dtype=np.uint8)\n", | |
" isolated[y0:y1, x0:x1] = binary[y0:y1, x0:x1]\n", | |
" if value == 3:\n", | |
" # compute text outlines for text elements only\n", | |
" isolated = ndi.maximum_filter(isolated, text_r)\n", | |
" isolated = ndi.minimum_filter(isolated, text_r)\n", | |
" isolated = text_outline(isolated)\n", | |
" else:\n", | |
" # for other elements, just use a large closing to compute a mask\n", | |
" isolated = ndi.maximum_filter(isolated, r)\n", | |
" isolated = ndi.minimum_filter(isolated, r) \n", | |
" if dilate > 0:\n", | |
" isolated = ndi.maximum_filter(isolated, dilate) \n", | |
" if value == 3:\n", | |
" # for text element (class 3), generate an outline and a central marker\n", | |
" # this helps with text segmentation of nearby blocks\n", | |
" target = np.maximum(3*isolated, target)\n", | |
" isolated = ndi.minimum_filter(isolated, margin)\n", | |
" target = np.maximum(4*isolated, target)\n", | |
" else:\n", | |
" target = np.where(isolated, value, target)\n", | |
" assert np.amin(target) == 0\n", | |
" assert np.amax(target) <= 4\n", | |
" return target.astype(np.uint8)\n", | |
" \n", | |
"figsize(16, 8)\n", | |
"#imshow(make_target(sample)[200:1200, 200:1200], vmin=0, vmax=4, cmap=\"nipy_spectral\", interpolation=\"nearest\")\n", | |
"imshow(make_target(sample), vmin=0, vmax=4, cmap=\"nipy_spectral\", interpolation=\"nearest\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "incorrect-rogers", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import re\n", | |
"\n", | |
"def make_targets(shard, n=999999999):\n", | |
" output = \"publaynet-seg/\" + os.path.basename(shard)\n", | |
" output = re.sub(\".tar$\", \"-mseg2.tar\", output)\n", | |
" print(shard, output)\n", | |
" sink = wds.TarWriter(output+\".temp\")\n", | |
" ds = wds.WebDataset(shard).decode(\"rgb\")\n", | |
" for sample in islice(ds, 0, n):\n", | |
" global last_sample\n", | |
" target = make_target(sample)\n", | |
" sample[\"target.png\"] = target\n", | |
" last_sample = sample\n", | |
" sink.write(sample)\n", | |
" sink.close()\n", | |
" if os.path.exists(output):\n", | |
" os.unlink(output)\n", | |
" os.rename(output+\".temp\", output)\n", | |
" return output" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "incoming-pizza", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"shards = sorted(glob.glob(\"publaynet/publaynet-train-*.tar\")) + sorted(glob.glob(\"publaynet/publaynet-val-*.tar\"))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "elegant-mexican", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"publaynet/publaynet-train-000000.tar publaynet-seg/publaynet-train-000000-mseg2.tar\n", | |
"rm: cannot remove 'publaynet-seg/publaynet-train-000000-mseg2.tar': No such file or directory\n" | |
] | |
} | |
], | |
"source": [ | |
"make_targets(\"publaynet/publaynet-train-000000.tar\", n=5)\n", | |
"!rm publaynet-seg/publaynet-train-000000-mseg2.tar" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "skilled-optimum", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"dtype('uint8')" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"imshow(last_sample[\"target.png\"][:200], vmin=0, vmax=4, cmap=\"nipy_spectral\", interpolation=\"nearest\")\n", | |
"last_sample[\"target.png\"].dtype" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "exciting-regulation", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"imshow(last_sample[\"png\"][:200])\n", | |
"for a in last_sample[\"json\"][\"annotations\"]:\n", | |
" x, y, w, h = a[\"bbox\"]\n", | |
" if y+h > 200:\n", | |
" continue\n", | |
" plot([x, x+w, x+w, x, x], [y, y, y+h, y+h, y])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"id": "engaging-comedy", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/tmb/.local/lib/python3.8/site-packages/distributed/node.py:151: UserWarning: Port 8787 is already in use.\n", | |
"Perhaps you already have a cluster running?\n", | |
"Hosting the HTTP server on port 38479 instead\n", | |
" warnings.warn(\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table style=\"border: 2px solid white;\">\n", | |
"<tr>\n", | |
"<td style=\"vertical-align: top; border: 0px solid white\">\n", | |
"<h3 style=\"text-align: left;\">Client</h3>\n", | |
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n", | |
" <li><b>Scheduler: </b>tcp://127.0.0.1:45505</li>\n", | |
" <li><b>Dashboard: </b><a href='http://127.0.0.1:38479/status' target='_blank'>http://127.0.0.1:38479/status</a></li>\n", | |
"</ul>\n", | |
"</td>\n", | |
"<td style=\"vertical-align: top; border: 0px solid white\">\n", | |
"<h3 style=\"text-align: left;\">Cluster</h3>\n", | |
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n", | |
" <li><b>Workers: </b>1</li>\n", | |
" <li><b>Cores: </b>8</li>\n", | |
" <li><b>Memory: </b>33.58 GB</li>\n", | |
"</ul>\n", | |
"</td>\n", | |
"</tr>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<Client: 'tcp://127.0.0.1:45505' processes=1 threads=8, memory=33.58 GB>" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from dask.distributed import Client, progress\n", | |
"client = Client(threads_per_worker=8, n_workers=1)\n", | |
"client" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "dependent-harrison", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
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" 'publaynet-seg/publaynet-train-000328-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000329-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000330-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000331-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000332-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000333-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000334-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000335-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000336-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000337-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000338-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000339-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-train-000340-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000000-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000001-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000002-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000003-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000004-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000005-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000006-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000007-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000008-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000009-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000010-mseg2.tar',\n", | |
" 'publaynet-seg/publaynet-val-000011-mseg2.tar']" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from dask.delayed import delayed\n", | |
"result = delayed([delayed(make_targets)(shard) for shard in shards])\n", | |
"result.compute()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "center-record", | |
"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": "3.8.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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