diff --git a/README.md b/README.md index f4e96cf2e6d..2688e108811 100644 --- a/README.md +++ b/README.md @@ -177,10 +177,11 @@ Crops the given PIL.Image at the center to have a region of the given size. size can be a tuple (target_height, target_width) or an integer, in which case the target will be of a square shape (size, size) -### `RandomCrop(size)` +### `RandomCrop(size, padding=0)` Crops the given PIL.Image at a random location to have a region of the given size. size can be a tuple (target_height, target_width) or an integer, in which case the target will be of a square shape (size, size) +If `padding` is non-zero, then the image is first zero-padded on each side with `padding` pixels. ### `RandomHorizontalFlip()` Randomly horizontally flips the given PIL.Image with a probability of 0.5 @@ -193,6 +194,12 @@ This is popularly used to train the Inception networks - size: size of the smaller edge - interpolation: Default: PIL.Image.BILINEAR + +### `Pad(padding, fill=0)` +Pads the given image on each side with `padding` number of pixels, and the padding pixels are filled with +pixel value `fill`. +If a `5x5` image is padded with `padding=1` then it becomes `7x7` + ## Transforms on torch.*Tensor ### `Normalize(mean, std)` diff --git a/test/sanity_checks.ipynb b/test/sanity_checks.ipynb new file mode 100644 index 00000000000..67042d065a1 --- /dev/null +++ b/test/sanity_checks.ipynb @@ -0,0 +1,234 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import torch\n", + "import torchvision.transforms as transforms\n", + "import torchvision.datasets as datasets\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "def show(img):\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1,2,0)), interpolation='nearest')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import scipy.misc" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 212)\n", + "151\n", + "int64\n" + ] + }, + { + "data": { + "image/png": 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x1969e9fMVpDIzZs302/1N7V2QSUcM+SyR/Ac6bfsI6bQ8DEchPp83b2cyqSt\nvBIRN5T/MyAiyhBGyIQ8R5rFOkZ44KS8HuxYDnrdPx6P07MGg0Ey1xnezgFJyEFlEI5gvgQGZXi+\nKHHuaMLj5MjBw4AH9gtZJ9ECQU6tbxfhhI2NjQyf9Htqsu/J2Wa/RP1NGIsDnQtfxNzxATdqj4SQ\nCxcYz3fvdDrJJGWgg8dbzfJAm06nkwVJ+XpHdaHvg8e5iFEh0Pvq9XopqEY492AwsFu3bmV9oT70\ncBPzu+h/s2NTfGtrK1wQyWjhYqd6RYFkDKzimOJ4UDCKZwBx31gdWxecZbZ6BxzrUT+rzAcPHiRG\nB+ERteX+/fvJX3Du3LnMR6Xnks/PjISRH4Njmu+HLBqzXDnc29sLfUySGh6ppZZaajlDcmrbjVF7\npkZBdgC92N7xpnLMcs81IQtGi9HsVhmtViuL8jLLHZnU4CXtdjs0VYqiyDRRlR95rKk908vObGBe\nK6L2wsirKFyXSXa4BRM1ap+RkPXyFpDXmvi+zI69+ewXOkjlqGk2mxUnsodfIk42NWq+j4ilwTpG\nqQ8k0+k0g3AiVgsda3Qa6n5qTdK2JpNJBheZ5bAOWRhk2ERWFK+R0HHc6XSSpn316tXUVjEY/JZt\nYiAQKqT2y+hdXxefF91rt/7d+PfoNWONdWm5GxsbaaySNeNhKh2T0JkaERN8JLKcx2SJaLf0hw8f\nprFKppfKnc1mIcTDetHC9TAYU1Woz3SfrD5Baz6Stda0a6mlllp+ROTU9oj0XGBipBI6X4iBabXU\naki+6XA4rDiCtra2Qo2TYD8pWVy5PWe13W5njjFqY1HSF2oJ3mHCKEizY62YGhDpW1GEqNeoJZ7f\n63HbKDIxskxIz6IzjuWTy+5peLRA6Gxdx5mlheGv5btbLqtJxsgPZl1YRsRvpzPLJ4Zi2WZ5RCUt\nMmlu3W63ku7XUx095s336fH5KOqTmLLqox1uDg4O0u8bN25k75/fgFk+pjqdTipXfcW9Mc0s09rV\nj3SE0/EqTTGiVW5ubma5a9SfUd/6xF9ss9rCb8Qs13IZQX337t30WzmwHz58aPfv30/t9WOdPO/J\nZBLGTUho4TLmgGOaTne9m36/X8k9wt2j2u22Pfvss6nOXk5t0qYDi6A+YYyIr8pd2umgYti3nxwn\nk0lm+kf82ShJlE8upfMRj9t7z83yxWY6nVaccJ1OJ8y/Qk874RN64nU9Aw04UP0k403KiMXBvie0\nELE01gVGLR2LAAAgAElEQVT9eJOQCxedWZGDlecZgMH+jiCxdY5ITsxRLmne7xcIz7Dx6QwYPEEm\n1N7eXqo3lQsqHVzQ1N9RAFAk/NiZvVIwyZUrV1JSo4cPH2Yh4D6gigoIJxleR0WCu5p71pXPpOj5\nxlx8yJyIIFBOtBxPDHBjFklPLKCCQqhxMpkkR6MYI3fu3Mm+V0JAKisKQGu1WmmRUxv39/ez70yO\nVb4DJkTj3CDhOKACxNzpXmp4pJZaaqnlDMmpaNriqkbmUJRycTgcZtq1d77REUSth3xralDRbjJR\npBKpczQTqRFI04mcbJPJJK2s3nJQ+T5MXu3ymgYdLtQsqelEEBA1RGpQ1Ag8BOS1b/aHzhPiiTTa\nKL80aXo8F6XQbTab2YaqqgtpXwyrVr/onm63G5rzUcSkN919XdgfdHJHyZToCFQkX7/fz0zkKGJy\nXURkRBUk5OATSl26dCnFLDx48MDee+89M8v547rHO868Oe+tFWmE1AxVZlmW6Rvs9/vJyqBDkomV\nqOHrHu7wQkcck1qpTGr9Hgo8OjpKY3U0GqW67O7upjSrghqY8IxbfLGu7A+muJBFo7qQQ7+7u5ve\nA63xiGbMtACEWGkNnxQReSqTNmEFs9z85IQWBUT4MHMvxDVpknqCvn770F7ypVutVmVPOfFhzXI8\njfXiAsT9Ir1JyGt9qloPI/gP2JvrNLeK4jj/OPuKix373zMjzI4xcl4X8cv9YPL9zA/fbyfmJcrY\nZnb8UXAx4uKsOvBZ9Fdw8Y0yLPI3z3OhjwKiuIBoQimKIjEQNHm3Wq0EXxAG8JOkf75n/HiJsjKe\nO3cuBdq8+OKLacI6ODioQGplWWYKjPdzeDYQIUJ+L7qHE7iE3zWVDc9Lpv+IY5lQCCe/dcFAZquJ\nWm3c3d21e/dWWaLv3r2bflPB4eLtcX2muqB4rrjapHff6/VCuIk+GabbOInTbZazvLzU8EgttdRS\nyxmSU3NEUhOKwtlpstIbPJlM0tZL1EyjMHf9PTg4SE6ByCGjMlQXwhCedcDNO1utVnIQ9Pv9ShQi\nV2JGzVGb0orPa+nUpDBK0XvS6dDjM6gNrnN2eRiADIf5fF6xbObzeeaIkhm4s7NT2eWG2jPfKdlC\nkTWwWCwyZoKexd9+x29qnnt7e0njjKAaQjztdrui4ZN3HHHGyeOez+dJo6VmKFbCdDrNIt0Emygk\nemdnJ+Q40zFLK4ft8eY8HfwXLlxI2u8777yT6sMxQ83Qa3N8ls8fHaU2oIOTDjfWz6yaXEp/BTcw\nmpDfK6EWwooe+iJZgBYsedaELTV+l8tltlO9znMLsmgskccdJZajledJFGa51cgxTxjL795DOZVJ\n25vGpKD5/B1mOX7I8OPIbCFOzHBc/faDQGURr41yFfDj0HnuCh3Vxwe8SAh5+JSgekZEyYuCdmja\n6ZgfXLqOAzliEEQpUH1wgu7htdr+KsLJuQhyAo/yqNB8ZsZALiZRcA1D21XX8+fPr4WWov7wODOP\n8RmSZrOZQSJUJEipU1mExtQ32syA/hCynwgjUiFg33k4qtk83pqKQRuTySSDkcxWMInqFaWf5Tig\n7yJSDjixRJOy6qtr/Zgry7KycYLK9wyUbreb+pbXCo569OhRCj2/ceNGUqxms1ll04hz586lRfTw\n8DBTjPR8BtpEiouObW1tZXODp796FkrE3JJQQYnSAlBqeKSWWmqp5QzJqWnang8dZYUjp1ZCDrHk\n6Ogo3GKJpgaDXEjs1wrGhFARo4MaMT28ZMD4kHifI5jt1fko0IZZysjcoJPNB/JwJWZQRtQGapA0\nwSWTySTT1L1GQTaGd9JFWem8xsH68hg1x3PnzmUOM53ne/YsImonUQImShT8oHJZH7XRM2sajUZm\nrlPT9VrkwcFBgim63W76TWsm4v5Tw4rM6uh/Qlv9ft+ee+45M8t3D/ecfR3zsOF4PE5WFMfc5uZm\npjWrDdRO+Qzfxo2NjUp/+o0A6Bj2EBHhkaOjo2Tx8K942Pv7+wkC4lgnRzqyrHWP9mlUHQXhMO0E\nrQWyVvy76ff76X7v2PXBcq1WK0MHfCBZ1rdrz9RSSy211PK3Tk4tNauPxvJcYe/o4GpG2oxZzsOm\nQ8Q7KMzyXMCj0Sg5KLm1TxQlRq2IuBUpf3419HxrX29yr8uyzLB6v/WSj8zymo7qprK8pu5xwgiv\nXZfAi+3Vs6kJMTrN18XvACPtmTvQRFGIkQXg+9vj1B7zjiIeqR1Te/XWFWmCjGaVMJnYcDjM+t6P\nmdFolDQ3cpiFpfp2q1zyd6llRk5qJpFi7neN7+vXr6e+//a3v53KkhY5GAwyrdqsutOKb79ZTquN\nNGGmhOA93rnNjYW73W4YbUqNV304nU7TtcqB/c4776TIR1KH2QY69rixta83E4vRb9Rut1Pf6rnU\n2umHI888ikmIIpR9sq+TKH+nNmnTMx05LljRVquVfm9tbWVwiSTi3HLH48j5V5bHW0ZxUSAc4BcP\nz109afLi/eR7RqHpzLUR8cppUuoalsVgEpqqhAsYLh5BR1FIMiELThYRzzriqrOONPOikHiWGWUk\n5ELjn6vruI0aFyzvRPMOVu+8NrMs37aHWAjx8T0SZiDcIKZIp9PJsv/pfk4WdChHbY0Wb9aLC74c\npIPBINvF3WwVwq3fdO7xufyG1sFjqgfHtfqOk6Pa6wPrVFdCF4QV/bvb3d1N9zMfttgxh4eHmRLG\nceChK+YPajQalc0dGMxHRgdZUzxPho3ff9ZnSqSCwTIkdI5HYyHdu/ZMLbXUUkstf+vk1DRtaqHk\nbHsz3qy6RZOnv3jTQaultKZ+v5+cFMvl8TZRUaKhdrsdwh/UorWabm1thUmrojZQe6BmyQ09o4RN\nhHjIYffRWLRMInoQLQEfjRqZj1HUKZ9PzSCKQqTFFCWMokYb7Y5CzTaiP0aRi0yH4CEgnybBR9V5\nGIAQER2ROkbapecKe+iq0Wik97y7u5vGCTVtOvmi9xdZIxwzFO4YrvvOnz+fNG05JKmRDgaD9N3Q\nMUdrQ3Xs9/sV5zQtyX6/XyEWcGyMx+NKgjZufcaIW2qYpCpKu97b27N33nkntUHtI5wZ0Sn5LRJK\n9LnhmTSL74bWlcRDrz5zH3dD8s/1iap4bJ2FKXnqSbsoig0z+6qZvV+W5d8riuKCmf2+mV03s3fN\n7FNlWe5H9xLPUWO8+AGpl8dti/gCdKzf71c+fOYqYJg6hS+LE4rvsGg/N9VBQrPYB5t4IV4Whf9y\nsiFuGk2qbKN+MwMaFwIuEH7CImRBnI5sHmL1no3i+yXiorOviOXzWcww5+vt+0P1Jw4YLZg0y/39\n7O/pdJo+QMJx9L14U1v3RykTdGwwGCSzWpg2ee+EbTgxROMnwrc5uTJ/z7lz59JGCXr+7u5umsCZ\nt4XvIMq/MhwOK8/lIhnlyfBwFxU23c8Uq5oT6OsR82IwGGSbGKg9mrTLskwLV6PRyPjpnj0yn88z\n34ZfLMjN9pO034LOQx4+sIipXfnOGZxF2NIrQOvke4FH/pGZvYn/f9PMPluW5UfM7PNm9lvfQ1m1\n1FJLLbV8H/JUmnZRFM+b2d81s//OzP7x48O/ZGafePz7d83si7aayEMh55aOjQgOoDPCrBo+SnOd\nuy/r/OHhYagJUyuSg2E8Hme5ubkymsXJrsxyPrLEZ3Hzoaje6RBppLQaItZJBAHwPtaBGiCdMxHf\nmQ5Q79mmt9snZvL1YqIgJrTnllxRvckVjxwy1MSlEROaYKa4oiiSJUXYxmePM8s56XTMRX1Ejj85\n5XTiSsiHlkYo7arb7WbsFT6LDnT+9RKxV8zyb0Sa/bVr18xspWmrDmJbUJjvPUrcxHaZ5VHDukZ9\ny7HP70pboBHe47MYeap+e/jwYUr89P7776c2MGJX93Q6nUz79Qwvn0JD2rOYNM1mM80No9EodAgS\n9pFEMQm0jAjNRSkZeN9sNkv1ieRpNe1/bmb/rZnRpX61LMu7jytxx8yuPGVZtdRSSy21fJ/yRE27\nKIr/yMzulmX59aIo/oMTLq2GoT0WcY6jrbSopdARSYqRT67COH9ib1FuZOJl1Ah03/b2dqY1+Xod\nHR1lfOQoGVKUw4N5TtY5s6id+tSVdGLwWuaJ4OrtNRy/8utactwlxMSZMIq4P6l95NRKSL2j9uBx\nOu/UlET5x4mLEvMjzYq4u4/w0zW6n7i836GIGiTxxwgzj7QjCq0RYsfSHKkNMqczx5TvP0nkRI40\nO/aNtiO7du1awoYHg0ElHa/qZ7b6LvhOo2RvEs9n1vP5HnWeEYB+GzGzlaNRY1na9cOHD1PEI+MA\n+M5kVUwmkzDRFTVb1kv4OP1mUTR0t9vNqHySCD2g7y2iHkcRpPzGm81mpsV7eRp45GfM7O8VRfF3\nzaxrZttFUfxLM7tTFMXVsizvFkVxzczurSvgT//0T5ND8MUXX7RXX301zKfNyZWD039YDGn25ro6\ngEJg3ztN/MfqtzJiIAaT6EROo/n8ePstTl50CEbBC1FeafYHecUSOjL5gXCx4z3qzyiXr8/o5kPm\nGVJPxgb7nhM4F8aTON8eXvL5iP3g9txpOmi9IzIKtCI330+2fgHx746xA2Ql0PSPgobMjhcZJTXq\n9XoJJuh2u5lS4tvIPn4aUX2bzWaFzbCzs5Ock4eHh3b79m0zy7MAaswQNoxYV9yMgM49Ts5UMPz7\noJLG7QdHo1HauECLyPvvv58tvn6BoPOSTBRmW9T7YkbBzc3NbIxLmMyO/HHuSal+0/1R8A7HL7+F\nSHGRsqQ6R8pAegdrzzyWsix/28x++3HDP2Fm/01Zlv9JURT/zMx+zcx+x8x+1cw+va6MX/zFX8x2\no6mlllpqqSUX5T2Rf0fYvZcPwtP+783sD4qi+A0ze8/MPrXuQm22qVWJYcJ07HlurH770OzlcpnR\nBr1m47VMmRrcTYaOMe6IQl6mWU5R0/VqgxYh0Y08nS0KBabVEIXLSghpkNdLxwbNam+N+LDviPcr\nYeQYU6TSOUSNgBGJUX5wCS2iJ0Vclki+EyUOixIJedok2+O1X2ovjJ70z9QxT/+bTCYZnVPtpsZJ\nLZNmsX6rrIODg2zbOsFvtGLY7ujdRdGfpM2yD9TfOzs7KRT7woULGVSi+qtdDI8nvU9l0WnJ9pLv\nzPzkdBhLqF3rPdy5cydZJLIEptNppqmfBFOt47UzapTj18OsjUYjs6DVXk6g/G6Z2oDvQe2mJaqy\nmDJBwmfp+nXyPU3aZVn+iZn9yePfj8zsF76X+5nTWR3OZPIShoRSO9dLJpeSuy+zs3zeD7Nj3ifF\n5/rVb8I3HKhRAn5+VAy4iT424l0016NMhpxkGIqvttKs9TgwAwO85zqCGQi1+HozWKTVamULrk8C\n76EHX2+ySzzvWMfVrq2trayPJNEiyrbzen7MfsHmPf6j0TPoSyBkRojIL0xkurB9Ora3t5fCzSeT\nSTa5eXPeQ1/r2CS6JzLtVYdz586lgJtHjx6lgBVhyJPJJPvuVC8u+pw8/USt+uqZ0bjX/d1uN8Op\n9fvWrVtpTlCYOhU6MoYIOxJaow9JQgWLcwOZSGarhY3sIrWt0Whkx9XH5LrT56Z7qBBGY41wE8dl\nHcZeSy211PIjIqe2GztNkel0mlalCOagOcZINq4+jLCKktlIotBTszy7YKQd0IOs89PpNDNlvTZP\nR6TnRq+7R8d9wh0fHRpFA0baa8RuIS80ghQ8E8Y7BKlhNBqNTJPwjA1q2byWfGma0BFThPAMrYnI\niUvtXGOJnG/CFFHCJ1pW6zjuvt+801PCthDCYdv1LGmW3W43y9PsNWlqZevC2Km10bJhqgaJNhx+\n9tlnEwwhjXswGGR9T8uVVoTqEkX30nEXcboljx49yuAZOR8fPHhQIQswIrfRaGQWgJ7JTIcUb8HK\n2ef7RWU9ePAgjaPFYpGls2Dshlk1nYZPK+Etfs9cM8thLlq2Jzmfa027llpqqeUMyalo2sLiGOcv\n7Y0UOWlNrVYrrYY+VapZzmlkGdQMSR/k3oJ+daRzkHWQEMem9uBpif48uc3M7aAVdDKZZPdF7Yyi\nHKlRRylMI+cPqXHr8oHQqSQhPk6aEzmv5OWqLhEdk1RJ0r4knnLnz1O7je7xmKCPLKRmSIoaHby0\nuPz95P7TYcjcNsTXVX6v1wstMtV1b28vG3+kl+pZUT6SyJmrekp8Dpn5fJ4w3O3t7RQpyQ2JqYXS\n2eotF6Y1HQ6HlbHearWyjWp9npK7d++mOWBvby85HQeDQTYP+DYxXzbfESl0/Ma8hk9/Ga0rEiLo\nB2GkJ9+fhHEVEpV/cHCQWVyRsz9ykNLnF8mpTNqaFDjQfag0TTDyNhkUISHpneLZBma5iR6Z4Ez8\n7idwlcNJhGagf+GcsKJACQ5e3sfgA7Wh0+lk3mbPzuDkR0ckJyHyaDV4OSHRqRrxYOlso9OJ0IHK\niLi8NO2jbcM4eLlgsnzWNdotnb85wfpgJEIP3GyAEjmfCUvxtz7M0WhUWbjo4IrGKRMG7e3tJfZR\nu90ONxPgghoFIEUceLPj9xdtk3bhwoU0gb7wwgtmlie3ajQaKShnb2+v4jgjb5lOTwYNUVnyTJXd\n3d30/Pv372cb8Hpmj9lx6gLCgirfQw/8BqhE6Vr17dbWVsbz13WE9KKFS9JqtdLCs7+/X8lf7h2d\nUVAZ9xDQs/hdRFLDI7XUUkstZ0hODR6h9kMz1+9oYVYF+E/Kve05sWa5qcL0iBRq37p+MBhUzE3P\nqYwiDhkqG9WV6T2pLVJj8OYurRHS1egcomZJrVh/Ca94ypZZ7ogh/9vnh2ZyLL6ndeHihD9oHqpe\ndHSyP6OkWFFkGNvCvictzG/fxvrSeouiL2ld0QFHi0qacmTKeljHjylPAxQVtdPpVHJv8315Z6lZ\ndau4SOsmZEFqm35Ly3348GFmTZCr7i0TWqXMJc1kSrQ21F/aquv9999PYeqsNx2odDxHFhWtCm+5\nm+Watv7SgmXqAz2f/PPlclnZzNfseO7gPNVoNJKVwuNRMjAf96C2RDBoJKc2aVOILzI0NDJrIl4m\nhdzWaBL0mLTEZ9zTec9U8Xk3aJYS85XQi+1Dd4uiCDmchCeIQ9Jcp6dcf+m99yyN5XKZTfCSCIbw\nbAqPb3sedxRU4T8W3SeJuMb8QCOGjMeWfSJ+YuZ8n+12O9tsQuXTdI88/yw3YixF7yNiyIzH49A3\nIGG7J5NJwpR7vV6a6BiKrTYwOCzKKMhncaHm+yCvXrDMpUuXzGwFk8i0Pzg4SPWiD0CTGP0wm5ub\nKSxfsrm5mRaj2WyWJm1NbNPpNPXnbDbL8G9uxKB6M9DMY9rcUMH3jfpT/c38Kv1+v7KV4Xw+z+Yh\nvrto30Yu/r4s+r2azWb2HjyDxUMingWTlbv2TC211FJLLX/r5FQ0bbOqI8dHjFHbazQaaZWmWRpx\nVOldZ/a5iP9rZhWzhNdQY+FvmjXUyrUa0tlGC4Jt0z0RGyHSlDzLgtnGdJ6rPOEN1TUqnxkWqYkT\nGvCJcVqtVlZ+ZPLxWdS+vSbs+buRJ559RG3LOz0JG6nNOu+hK/Yn+0DC/iTUovIZpkyNiOOWWeAi\nZlBksW1sHO+ys7e3l20SbbbSuKIMiRFnXWWzbv5vZJ0ptP3atWuJL8089YQQvXPTt0dCSGRvby9p\n7e+9914qP0olwR3So2x9hD4jK4p9R8c/xySd/leuXEl11L1R5r5ut5u+Pb3n2WyWWc7e+a06SAhT\n+TYwadtyuaxEX1JqTbuWWmqp5QzJqVH+zHKN1TsIqOmQk8tVlFgqsV+tUHRqkevJFdlrS0xG43nY\nqhe1G622dIKxDVplycMmL5SrbERH01/ujbnOSedpfuxjXsu8Gb6f9H+kVfGZEe3R54tRmXof586d\ny3aT0XURd9X3o/5SA4ssB2LejNbzuaIpxJTX5R7xjl1qT8T4lVLTPytysEv8c/T//v5+GivE36N+\n5l9qkZHvgFo/LSO9Z2na0+nUnn/+eTNbaZHa3YZt529h4sRj5dTc3d1N+PGtW7fs0aNHWX9GVpqO\nRxx05o3xDlZy5dkfzEnPTYzZd3KG6thkMgnTte7v71diDsgD5zfKcRxF75LCq/rxu2HK2Eh+KLux\n02vLkFWap573aZZvTUWno8ry23vp2ZSInytZ98LIdmAie59Zj2YzmRNsV+RgjUKhfeImz13lBxhl\n2CM3238InnPLNnDwRYEpXEzWCRdEP2mSk87w+nX1IpwVsYB0PxPyNBqNLKOk7idk4p2lZDdNJpPK\nAsEw+cixyP7ysI3PT+65+uxnTXrc/ooLpl9EfDoECScMLqhkXdEJZrbiLV+8eNHMVmHmgjfG43El\njJ191Gwe7+KuyXk4HKYJ8datW9nkpPqRkx4FZ/H7iUgE/O7Zp3TiejiU44jQVrShCMehZyfpvMon\ngyb6bj3JIQowi5KjRVLDI7XUUkstZ0hOzRFJ7YTcVq7chAsirUa/2+12ZqL4tI+EIcjJ9eHvOk8N\nzIfQUggNeOeJ7ids46lzvV4vy8tLbc6vrhsbG1l/0CmoutBh4s1q71xkXl/Vgdp1FLLO7dIih57q\nwbbwfTGREDnjUeIvr536svie+TeyiLiVVeTkNcspnRLCcN7aoIXQarWy7aAiLi+1Lq/NdbvdbHs4\njlu1QRo3tyaLUqBSo6a1EFlDhE88l9xsFSXJCFTV99atW6m/1tFn6UQzW0U5StMmPdY/UxJFq66L\nRqQlp7rwu1S9e71exaFMy4bzEJ3YKovwB2nEEWWV5AcPpekYUQVPeZ5OpwluYqh+JKea5Y/mmt9n\nkJxc/qZJp7+Hh4dhPgYJJ1dPWqfppPMnEdlpFi0Wi/SBkqRPE5vYsM8dMhwO0zFOLIRSoq2KOGjJ\nVKE57EPTOQkSDojyV5gdDyLmEyHnnAMuymIm8Quj912wj5jLnAtXtMEATc11IfeaSL3vQOfJdfeT\nsueJRx8oISrPwad4aMJv7sHJYDweZ7t/+6Af5iMhvh3h+74Okgirp7LCQB7ttXjp0qWU/e/g4KCS\nK4h9NJ1OE/9aOUTu3r2bGGAcf2QARX4jDymwrb5tHP/0w6hvR6NRmgiZy0jn9/f3s7715XMeMrNM\nEVRb2M8ehyZuz7ljuVxW9hEgF13Xr5MaHqmlllpqOUNyKpq2AHuarB60X6dV+UhJHYucfzS7WRa3\niZJEXnaa89R8pXkyMQ4TBUVh1cwaty65DzV1r5V7JoLXLqLwaNbFLN+9PkrSRO4rHZw+cxkjvail\n0nkYbRHG+njYRPdL6KiOLARyZqnlUhOiFuj7hkwU1ofO3AhG8ykSvFCjp9MrymtNuCpipRRFkXGA\nda20xU6nUxkfhL4oflz7NrB/VK92u51YFleuXEnvcjQaJX41YTqFpJOHrWPD4TDjGutbkbZJONRv\nP6joSs4Xem673a6wNBg96CN2PYvHO259si862qfTaZbiwreF74OMNkY7EjGgJh1BXnr3SoehPvVy\napQ/eoA5cfgUmWb53oNm1QZyL0d+2LqO0AIHKlO2MpdGxN7QdlAPHjzIPNvcpMCzPzy1LkoxSdOP\nk5PHIn0K1ChxO5/l2RBsFydX7lXHgJkoHF2DqN/vZ5BFlG4gwvrVNtbV5yPxWKkXTjh+8iHkwYmW\nE7TawzayP6LQZH6AhJUYuBRtdiHx48Bj8QwW8aHS/j2ORqNkSm9vb1e+BfpR/ILsJ3j2Id8zFx5N\n2maWmCRXr15NGLtgkL29vfR7PB4neiAz3Ck8/t69e5myo/ap3XqO2Qr69P4Issnof+GixHatm6D1\nl5n1PLuk3W6nNjQax1uMUQmLYEn62VS+VyK5QEfX+EV2ndTwSC211FLLGZJT0bTluIk2YSUDg1oX\nNU6vFU2n02RCRSsvt5vyJhJXVJXF8qVhRxpep9NZG/ihZ6n8fr+fNCT95cruTVXvSKTmyFU+usdn\nyzOr7jod5RT39+iY6sbtu2htMADIW0ze0vBcdvKp2+12xqyIeMVRWWxjBHNR22d7VcdutxsGCEXw\n2zonNfvOO3lZF17Le6Jr6bhSmePxOLEwGNJ+Uki0fnsLgLBjBPd4R5qCbq5evZpMdYV7c4uwe/fu\npfORFUaOMusk641JsQh5ET5hnvvoG4oCdfg9Rto1z0vG43FmnZE4QEei/jIg0FuVPL9cLpOT99Gj\nR5V0AGVZZtAR2Uleak27llpqqeUMyalo2nJucVcWCbWbyPFAzjaTJtGJ57U9aqlleZyOklxfUqqo\nfWiFozODz9KK3el0shVZomPkY1NLIOZMzcgn0PKpN70mQQqlIk55nloVNVJqIlHoL8+z36N82nRK\n0odAjdJjxsQcSY3zfGP9pV/Aa790mtK3QQ2J0Yjk9/oo0vF4nFG6ovSyHCek5kXc5Uij5TuK0sAu\nl8tsRxy1W9S77e3tzIL0/dJonLwhrNfqI842uerCt5955pm0Ndk777xjZqvc28KxpX2zrM3NzfQt\ncUzQ6Un8XeOf1ixD+SlREjJq+JGzk2M9SuIkIUW40cg3sdY7Ib1QfbRYLBIWzn6V5b6/v5+iRekz\nicYRx18kTzVpF0WxY2b/i5n9u2a2NLPfMLNvmdnvm9l1M3vXzD5VluV+dL8m4ShklNBFBPAzcXvE\nXeSEopfMfCLL5TIzgfQ8TpIcBOSN66/qQk4tHRrketL0l0STFE0nsg2iIBZOqmpXp9PJHCY+kMeH\nykZBQ1Eu6rIsK85awjOeXxs5fOmc8QOdQT9FUaTzy+Uy4wvrGPvW5zFhwAsHPZ2dvk5qt4fUmKua\n2Rj1l2HKzObIMUkTnEwCzyJifchYogM+4kPv7u6m8Sd4sNfrhTnJKdEEwAVXwvox6KfdbqdseDLx\nmW+bCyaJBayXzgtyIUd6Op2mcmezWeoD9ee5c+cyZUWiRYHf5WKxyGBUtscs3+Sg3+9n79eXz/09\no4pMiyEAACAASURBVL5loJpZFQbjRE9IjCSGaE7jtxDJ08Ij/8LM/p+yLD9qZj9uZn9lZr9pZp8t\ny/IjZvZ5M/utpyyrllpqqaWW71OeqGkXRXHOzD5eluWvmZmVZTk3s/2iKH7JzD7x+LLfNbMv2moi\nD2WdWU3aG7VQcqA9pEEeLqmEhAYiR0sUPUbKFLUeCZNIMZKTSZSiaCo6UKWhkQ/N1TbizNJMo6ai\nv6PRKHOAed66zz4XOfd0P2Eb3ifxWio1GL+tF7VfQhKsi/qIsA1pctTw9CzmJ4+0SbaH27oR8ogo\nYuxDaoveCvGwA7WqyAmsMcMoRprabLdMbPKayW/X/cPhMEUZyuzmjjFMnERrgeNwXd/5PjQ7to4I\n50gGg0EGM+g9kWYY7QBD5yTfkaxG8rAZ2ci60JKTMMJQY5L9ob/MEz4cDjMIx2w1tsjNjkLT9Z5o\n0Uc7bC0Wi5T4qyzLLDrTJ9AipEf4JJKngUdeNrMHRVH877bSsr9qZv+VmV0ty/Lu4wrdKYriyroC\nZFITOmBgh1nO+GDsvTeB1dAIJ+aEx8kxylvA4AWa8IQszKp4GpkiPmXs5uZmur7ValW2vFq3gQAZ\nKhHPm78jjJSTrAYhJykubPP5vJIrwwe2RCHvEk6uhG2ilLGEwaKcGHyPnsfqy2S5Ud4ZwmsMMyeG\nS5za4+fM5ULfBhdmH0av+zmh6PmcxPzET+iLsE/E7eb4XiwWCRfVO9ze3s5wUfaHf4/8lvyGHOqD\nqA7L5TL1x927d81sFa6uiXK5XGbbhen5ke9B/UIWB7cbYx0JkTJQTBJBc+xb1YNl0c/i+8uf9zDG\nK6+8Ymar/S3NqjmBfP4Vxl90Op3KPGV2PCYuXLiQpZg+yTfxNJN208z+jpn9Z2VZfrUoin9uK43a\nq61r8wl+6UtfShPTiy++mBpfSy211FLLSsbjcYWQEMnTTNrvm9l3y7L86uP//29bTdp3i6K4Wpbl\n3aIorpnZvXUFfPzjH8+0GzqjJOs0GZqSkaOScAadN1qp6Bzkb2bDo1OJziY9n5oMnY+ea+kzgUWO\nHjojosRHzHFMyMNHDnrOd8R2IIMmSoYk4S70dJBKyFTx8JFPMUCHDTUevq+IhRFxZtnHEb+81Wpl\nkbO8z0MWZBgQniOcRc3Ua2heO2d0nM8U53nJhHvMcotLZXiJrCzda3as7XW73eQk9Jqj5zv7iEk/\nMbBdhMGYhEkymUyy/vJ8/KIoMohIQqc+N91VdGWr1UpOyej72NzcrGT547WMSSB0pPsPDw8rTmgK\nvztuoGJm9u6776Zn6JmcGzwnnN8tLX5ugqD7h8OhbW9v2/b2dtrUQVaVlyc6Ih9DIN8tiuLfeXzo\nk2b2TTP712b2a4+P/aqZffpJZdVSSy211PLB5Gl52v+lmf2fRVFsmtl3zOzXzaxhZn9QFMVvmNl7\nZvapdTeL38xVyztJiKdFWpdZjgVxRRcmGOUG4Mo5Go0yrVj3kw5H2hbraZbjgNQeonwP1FqI7Xl+\npsRrlKQi0kkbYbRR7hLvPKLjjf4CHYsSM0WUQGK0Po+I+o3auLeIfJ6NCKOX+N19aB2pTGLitKio\nJZqtNDs6qHz9PJfdW2Sk+XmH9UkWFTV0j5OrLD6Xjjq1VXgvHV+kqpHTfVK9SN30fe/rOp/PkxVz\n+/Zt++IXv2hmZp/5zGdSXdifdLKqftRoVZaeT0qbd9h5K4e5qmnNRvmDaMVwd53IImMUI/uKPgq1\nsdvtpvwrkvl8nqWa9daG+knlR9HOerdsY6PRqCReozzVpF2W5V+Y2ceCU7/wlPdbv99fO1Ga5Q4G\nDy14c4be+fl8Hppu3JcxCiIgKZ4MBZlm6nh+7PxwIxiCDhea6NFixY+GkAXNan7MJPyr3hwEEVmf\nidb5Ifj+ZH9Hnn7CRrPZLH1gzIjGiV6TEz9ACc12Mnc4aXKiZjBGFPhESC1K3EVTl4m7/Hnew0nX\n94UXmuMcG5HTPIIuqKDwnUu4YHJSVr/cu3cvjWXuZM6FKWKisI5sq9oyGo1S0Mzbb79tX/nKV8zs\nOF82vzly9/m+IziAwUOcuNhOzwbj+CVUFwV8Ma6D/URFgwuf6hM5+nntdDoNHf9RAFvEiCIjjlBJ\nFFgVcbcpdRh7LbXUUssZklMJY18sFjYcDrOVPdLmIscATUY6lyKqGZ15PoexjntTlbxOOhN0P8Nq\nKaTpRSHLfsVW+esioLzWQ82Oz2JZTNKkVZpaLO+ns8xrx0dHR2EYOkOlCRtxhxhqQGZ5+P5icbyz\nOxMgRTnQCbtISKOixbROI6EpTCvFLLd8ZrNZZmnxOvWLH58+rcBJGji1fibz4rV0YpMW5k3/iNLq\n267IxGazmZxv5P2qvwjP8T1TW1R/DwYDu3nzppmZ/dmf/Zl97Wtfy/qJzn5aq7T++F3RijHLd0Mi\nXBRFOPN7Z0Inauo6NhgMsr5nXIOOEfbz3zA1eU9pJW9c91BTjpLREV7Tce5Exfu5DaD/Fiintkck\nTQ0/IekvJ56IZ60B0ev1woHOcjnBk0/tMVjfgdyWSOVwkHDC8DlPiqLIcnpH3GsGtHj+Oa/1Ya9+\ncBHmIMdYZckD7etKNgNxcMIqLEN1jQKbRqNRhreqrAiK0URPjzrNeYrqPRqNsonBm9hcbHSN72cJ\nObUbGxuVLGp8X2bVHNh8B5zwuDhH/hkyOiKlw7Np/JjwmL+fsBqNRsa80Ph74YUXwlB+v/iY5akd\nFORy69Yt+/M//3MzM/vsZz+b8FxCboTstAgSw438M5rwut1uBvWpXd1uN4MRVC+d9wFEuo6xFnq3\no9EoXJg8vKLnqq5kn+h3WZZpUtW1hAcjGIwKJ9MkmFXjRQh3zmaztfnlzWp4pJZaaqnlTMmpaNrL\n5SoBSrR60OtMx0OUZzu6z4d/muVOA58cyCefIuuAHmC/64eOsVyuohLCPd4E8s5VesejbZFoDURR\nn9Tao0xzErab/Uxrgg45b7ayj6nNkgFATZyZ9ZgV0Szn9zJcPGI9UPOk44vaXGRBiK2kvlFZEVed\n7yZyokVsHWpVTIxEzZHvzuddJ9uHcBXHX2S50FrlO2RCKWmp165dqzCw2MZGo5Hes+o3nU4T1PLm\nm2/a5z//eTNbRUF6tgOZE3R6+qRfqqPvVzJ8Wq1WZj15S5DQArn5DEdXiDjJAkzYxERwHJ+ME1C9\nSXLgd+cZHRy/UZwJ4VjvbGWfma2+CxIiTnJG1pp2LbXUUssZklPRtP3KSIqQx5h1jJrdSasO8UVq\nT1F0JbEzYs8nJdQhzYpY+mKxSEl7IpyQ2vE6oWXho9fM8t1gfL19Tugot0O0/xz7khgtd3XxnHFq\nqXTulGVZoWxSO6aGTicNx8E6/rb6kJjiuv7Tb0Zlekya1Loo4pHYMx2s1LQY0cgoR++7YORtFFvA\nZ/F4t9sNudz6TWyX74C4vzDp+/fvZ1qeylEdp9NpJcr29u3b9tWvrgKf/+iP/si++c1vpuf6jbg3\nNo43xaWVQ4tIx/zOR/pLuh2ddD5WglbnYDDINvLVeeHN9E3Q4qIlSWqot0zp3+l0Otk3Qi647lcf\ncwNwPWtraysbG/St6TuVP4IO2JPwbLNTdESu84byY6W5zknVi89tG2WaY3IqfqwesmDye/JY2XHy\nyJOzvb29nX0AZrljjeaSZ6SoLswx7Z/rg2u8Q8XzZH1IPQML6Mmn6RU5F/f39ysfKJk93KG62Wym\nSYJmvQYvnTqsLyd4ime1+AAi9pfu5wdE89VnXONiQqcmyydP3C8Snm0RceyjcG3f975+vI9jjpxv\nQmc+ORVhDjrL9vf3U8wBvw8uQoIOtIP6N77xDfvCF75gZmZf//rXw81nNWbI2GDwDL811bHb7VZ4\n0HwHZscOSi54WsC63W727fiNNcjsGAwG2fgQdElYiTENnMDN8q3P9vb2svHhv1Eu5FR8mBWUyhBZ\nKz6M3QfqRPOepIZHaqmlllrOkJzadmPUGGim0UlD7YbpEyMnG+l23jlDTZ2ccDohqB1pladWrtWS\nHGefVlRCJwdNQjopVBYdHnTCSlOJYBuGtdJpxf7lJqm6P+Ky0zzUPQxD9v1llsM3hJ4YKUkthH2s\nfiSPl1pT5PzzprTOeU41Q9vX7SZDmCJyCNPaIPXOP4vaIiGiKPESy6W5r744ODjItF86PdnnZqvx\nwPMRX598aB0fDAaZs15lSXudTqcpuvGNN94wM7M//uM/tm984xvpfqYZjuCpyMHoISuz/LvleFBk\n7XA4DCN5JfP5PLRW6fAjPEKt2cNJZnm+dv+N9Pv97Fl0/JPvbpbDf6wzx5k0/c3NzRRh2m63k3Uj\nS5V1kHM6SuVhdkqTtpKYE98kxmSWJ67nJGaWh//qf5qqPoSbZjc/Cr4Ez3s2yzc8oFeZJp3wtLIs\nKywLLkbr+McRTs3ro+Aalqu2jMfjzOPuTTdOrj64xmNmfrH0aQHYnzT5onBxLpjL5bLS31yM/CIc\nQWicnDwjhOVubm5mi6DPtbwO3uACxUmIMBOv8/0R5TlhHzEEW2X0er1s4eO4JZ6v9vlAITPLGA78\nTX+ClBGN2eFwmDDUu3fv2l/+5V+amdnnPvc5MzP75je/GUI0Zvm4Uv0YrKR6RzERZsfblKmcra2t\nxP328Q0+TwixZZXNupDjrPIkYpWQY02cmtCn2hJh3uPxOEs3wLaqLrpW/c32t9vtVJeDg4MK1k6l\ngnlIIqnhkVpqqaWWMySnBo9Q8zOr8hQZwUcmAOERaupRmHpkwlEToYZFrZ4Rfh6K8Xl/6Vz0DlCy\nAmazWWVzTmpSZXmcoY7WgoROkiibXrvdzrRr71BhNCF56+PxuNJPvJZ9Su2fTl56yX14sn/Pvr89\n64XwhR8T5DvT9GcfM7mQ6s3+jCwAOg/p/JFEeddbrVY6xnr5KEOVRYvJ18Wzmwj1eV66Z0/5Z3FM\ne0tS2py068lkknZQf+ONN1LE49tvv52eRQuYLAof38BoV14rIROGTjZdd3h4mGX2o0NObWTyNmnK\nPtuiyoxYaJ1OJ32D3nlpthqL2r6NLCiOT26e7a1nvhtandK0l8tl0uS5Yz3vI/mC7/bq1aupbl5O\nLbiGATOeOueFWdaYTlVmU7PZzGiEHu8idkzcioEd9Ix76IHCY8Tlt7e3K5MIcS+zKmvEBzf4CU99\npfN6VpRS1veHx798vTnAOemZ5Xkg9GyzPJUomRX8ANnP/lmcUDgZaWIg24Nt4GLBCcl/mJ42RxPd\nQykMaGHbOWZYntpDDNhDWGZVqqDujXKaEDrgQk9Yx48pspB8RkAdYx8TZhBmzXBwQSJf+cpX7Lvf\n/a5R/N6fHMsRREP/DCFCCQNefBDLxYsXM1iJNDm1kX4a0WuZMpbjKIKYohSos9ks+y4jJgon4nVB\nN2qXFpZOp5MFAKmvNOlzT83F4jibIllM+n358mX72Mc+lhZTLzU8UksttdRyhuTUgmsYAj6ZTLJs\nZGarVcmHnJrloaYSeoWPjo4yXqTKoolPE8RrDD6hjw8GIWzhIQnvsKMzLdLafWIoOlK8I4fsD2pg\n1ODW7TSutqwLXfeJlyaTSabtefhkNptlibJoLRCCUZm0BiLLRrK5efJ2Yj53socOfB/74AdfLs1P\nz3ZgmoWyLFN76JgmwyFKOkSJHJeEYmjlULv23H7Wm9aENLjt7e0MmiJjSY4+MRXeffdde+utt8xs\ntV2Z7pM1QbIAE1GRcaT+YLZGZiqkVcsMj565QxjEc7B1DcO6BS9EDDCfaoK/feATkzjRyubWZOSc\nRwFsEqavYB24s7z6dn9/P4OuvBXebrft0qVLZmb2sY99zF599VVbJ7WmXUsttdRyhuRUNG3xGant\n+cgus+NVhxoRNZaIbhRFoREzIk1vPB5X8FCvXfudLIjrDYfDpOXROaNjxH7ZHuKq0XOZTCaita3T\nLuis9bl+9Qz9pfbMnNcqn/xyj90Rh6ZjbblcJm1IWofHe70TmQ5FOqj8NeqDqD+Ij/J3FFHGPqK2\n5S0pOqDo2GUkn/qAkZ7Ec2kF8bkMU1f/UwuNvgsJHX5M7yDNkJYk/Tuj0ShtDKtNgN9++227detW\nape3CknH5HuZzWYValyn08lyVJMzbbbCs3Ws2+2meqt9g8EgS71Af4WnUHY6nXTMJ3jTdfQBcG7x\n26AxqpT9KKuEzkM+K+Lik+QQWdm7u7upjxi/QCKFxsTOzo699tprZmb2yiuv2NWrVyvPk5zKpC2z\nTh1AArtnYJhV81rTzDfLJxGamhF0UZZlGmgMmuD9HLQyjZhflyHihDSY00FCz3bkiJTQZKRJSNM/\nmijXhVp77jUnOZ/3V6I+piOSiwkhKElZlpXQYDPLoC1+IHpGtCBzMYkClwjFcFJmPuMop4pPF6Dz\n/LD9uyHE5Num+kXn6cCMWDNlWWY5S/R8TkIR7zxizSyXx9vO+bBws5zhQkhBu4jfv38/TU7eOa3y\nyYBgHTwUNRqNsvfsecV8H9PpNMsdYpZPcvyumCrCBweZrd9az6d10HE/d3D8c/xw/okmVzqBz58/\nn85zAdC1Yn2w3nwu88VogXj11Vft5ZdfNjOzZ555JjleI6nhkVpqqaWWMySnRvkbDoeVCCGz4xWO\nThYmszl//nzmrDTLnSCR04sadbvdThpQp9OpRFsxexcTz2gF9BostQ8fwUcHFulCFK74dB5604qZ\n0aJIPV7rOe76G1HcIvOTIc+ky5Fux1BpWS4M0/XJnlRvnfcwiYRaqO8vOlMJPdE8XpcNz+/c7sP6\nyZFnfXWt12j5m5RSOrYiDV/14f20uNjGdZp+FL1LxzDjEPTuHjx4kHJj66842l74numclEY5m82S\n9hiFqzM7JscJ+87DDCQQMJWETxfgn0UuuSzdo6OjzCnIb0lccFkd6zJLco5gv/DZHjLrdDqpP2az\nWYKjBD8yJoIW7NbWVqJDSrt++eWX7bnnnjOzFVTC9ng5lUmb3GazfPCRB8nBS1yVfGSzHFM8OjrK\nMCizHIfmJO1NYLNqKkfVlWachGwHcs3J2+QHGWXLOymPhOooiTBSmth+ola5ahcXAF1DU5U4OSdV\nDkTVP8KWO51OJe8L+7jdbqf+5wIVTVLNZjPrO9/u5bKaGc2HnjNHDOELCaE4TlQqn6H+EioCEfRF\n3J4TvU/TybpwzPE9RlnnIiyVx4mJj0Yj293dNbPVRC2ettgjvI+QGb8X+kQ00XFhZL8SOvA5OJi7\nxD9D9+jdcVswtifK2shnSfr9fiqf/oKNjY3Udo4Zcre9gkKFj8/Vs/k3YpyYWUXJ1G++W03QL7zw\ngpmZXbp0KbFH+v1+HcZeSy211PKjIk+laRdF8V+b2X9qZksze8PMft3M+mb2+2Z23czeNbNPlWW5\nH92vFYebg/qkKzRbzHJzO8r6xvuZEdCs6rhgBKCHHDY3NzM2hVbPyFE5Ho8z2MSbxT5jXQRZyOyh\nhkankMRroV5zpGOEsA81jsjJRxaENKHDw8NME/Za3mg0yhxUEaOHnHHmQ1Z7qZlGWo9nd6iNfJe+\n3t5K8uHiZsfv2TuMfCIrOvFo9fEeWhV0kPpNgnmtWe481v9RQjE62CPNj2OdZUs7Pjw8TFDIjRs3\nkgOSFigtSF+HZrOZpRugxXH58mUzM7t37146Rr4z0yeYVSEmD3Xw3TF2gBorE6LRKa4xFYXZ+3Hk\ntWO+K6ZviLY7azabCcbgeCDzhw5lwm96PmMi1Lfb29v27LPPmtlqWzizFSSyLv7AyxM17aIoPmRm\n/4WZ/Z2yLH/MVhP9PzCz3zSzz5Zl+REz+7yZ/daTyqqlllpqqeWDydNi2g0z6xdFsTSzrpndtNUk\n/YnH53/XzL5oq4m8IuPxONNCmSqUkYt0DhEnlkQpPc2OVzZG1zGSLcKHtJoOh8OMj+y1ds9Rlsxm\nsywxjNlKO+Ex77ShxstcvEyYQ23Mp8PUcbPcUclrSItjMhxFtzHvBTmkdET6vDAeFyaeGjkYycmN\nUqRGWiYdTPRz0C/gLS4mr2JuEG4HFiXC8vkpVL7HZc2ONTOeZ3sY2Ucrju319ELismyXT9ik8j2t\nzz9f2t7Dhw/t29/+tpmtNG3/DZFTTgxf4h2Hqku/369YcqQiclyTH8/yvCVJi4x5vumUpz+D3160\n6wvjBJhcSvUlps7oTJVBijGtKJ3vdrvp29azGK0dcf/pK+r1eonG9/LLL9uVK1fM7Jg+eOHChayO\nJ2nbT5y0y7K8VRTF/2BmN8xsZGafKcvys0VRXC3L8u7ja+4URXFlXRniPzN4gSGwj8tIA4P5c8n1\n5YDlhOg5zH6TBQ4uMgTMcr41zRkOOD5XL2FnZ6eyOQIHQfSxevOWjlVvjtMJF533ZH4fRuzbGNWR\ngUb8gAVjyTRsNI7zm29ubmYfiA9PJ0+bHw2ZLpEzK3Ioesek30zAZ5fzXH8Kn+vZG3o+6+LzqnOS\nosOaTkf10fb2dpg9kJAb3w033PA52n32N/KZzVYOPy3IDx8+tLt375rZCsbw2Ro5/skvJ7TBIBmN\n+2jC44JtZpWYhUePHmVjzgex0PFMFlKr1UoQDmEOKlFRgjhN1ISmms1mZQd1lhspS4zL4DO4GYUI\nFcwK6mMwdK/68OrVq/b888+b2cr5KHiEfGzWO0qkl+q09sxjKYrivJn9kq2w630z+7+KoviHZubz\noK7dxfatt95KGsmFCxcSjlNLLbXUUstK3nzzTXvzzTcrkdVengYe+QUz+05Zlo/MzIqi+EMz+2kz\nuyttuyiKa2Z2b10Br7/+uj148CAMvaX2w1BursJavaWRkMLGxEkSmlMMI6a2z04RTEDogImbSOmi\nNhZxkyPqErU5WgU+HJfXkhJIDjOdbZFVQI2W5wm7+ERBR0fHu5dzFxLxTlutVtKkOp1OliJAmgKd\nKDR7pelEjl1qaqQK8t1Rq/LQACMqOX68s1P3R7v3MNEVISYfscswZPJzCfcwRzLfM6ESCevH8ePD\n7xeLRebkVb30Dvb29hL/+q233kqOQlpcHPPUvvXupJ1Tox6Px4mC9ujRowplj9pov9/PEkXxmfot\nTdhDinoWnZoSxjwwfYTmETpVmbhM/UzYT/Xh+OSzaPkwLYXmnH6/n56htvhYCA/5bm1tJZ74hz70\noaRdX7lyJfU9NfzXXnvNXnvtNWu1WtZqtez3fu/3LJKnmbRvmNlPFkXRMbOpmX3SzL5iZgMz+zUz\n+x0z+1Uz+/S6Al5++WUbDodpciyK4+2FaH4yZwB5yR7L5CDv9XrhxBBh0jSzIp5slNOEE6ZnFaiO\nqjcnv2giZvi0D2P3DAPiooRHuFBwgvd8aWbgYyqAjY2NSt7fg4ODdD/DiAmj6N2VZZkG3HQ6TR+O\nPiQuotG7Y39zciX8QJyRGKw/zz092QfrAmb4PnyoPheIqCxOrovFIpt0fKg+w5S5YHIxY/k6zwmH\nZjn7i/m9zVYT6s2bN83M7L333kvwg/qMz/WTozjMgsH4vra3t+3hw4fpvOczs7+4hyjjK/jO/fgk\nW4wMnGbzOG96lFed+UQ4tpjPhu/84sWLZnY8wTO+IuKXMyiOWfq2t7eTj4jBTNz7lMEzZmbnzp2z\nF1980czMnn32WXvmmWfMbIWJe4YW87dQcYrkaTDtPy+K4l+Z2dfM7Ojx3//JzLbN7A+KovgNM3vP\nzD71pLJqqaWWWmr5YPJU7JGyLP+pmf1Td/iRraCTJ8rP/MzP2O7urr333ntmljuFqFEzUimKEot2\nTKGjIcKBuOJ7CEbPp1njowFlqkiosfEaPZ/cUc+5ZQY9ag90JMq8pGbnTX+1i2G8vg+Kosg4pDQP\nfYKtzc3NpIlEO/kwOdByucw0dR/9xWeRU8vr5Mg5PDzMNF0J203t1TuczfLtmvRcZo3zTlcJnbC+\nD2mp8R3T5Pcmuu5Tv6rv/W+zPMyeOzqZHWu9UYQpLSZFKx4cHNiNGzfS86nBMZya/arneu4yx6HX\nXr31tbGxkerK/Pa6f2dnJ2n91ELJ0iAkJ2Hecs4HHKu6XuNwMBhk37XOd7vdCh+fu+hEFkCn08m+\nd7VxsVhUGDTMQ89YD2Xou3jxol2/ft3MVjx3lRWFqJO4YGYV7j+ljoispZZaajlDciq5R378x3/c\n7t27l/IiEKuM9npkqkdioMzdHDkuJJubm1neXwk5oFpN6bAjL5hlkd/LldfnA+l0Opk25XGrdrud\nJcqK8nl4qprq6K0IrxVJiJVSO2fqVY91sg/b7XZybLFe+n3+/PlEMWu1WsnRQu2H/eXzbZNXTAoa\nOd30J1Aj9tYGI+k8xzlKVcv7iZHqWERF9Klk9SwmIPI5sPl8WoXUXD2mrt++v/i+ZrNZejfKK3Lz\n5s30XXnudfRtMJLY5x7pdDoJt6WDlf4RH/WnejP5mFkes+Dzt6uP6H/hb/Wn7qMFS005+lYajUZq\nj48qlkTOUFp8dERyTOgaWRBs96VLl1K95fP50Ic+lL6P8+fPp/7c2tpK75kWld8taZ2cyqR96dIl\n+4mf+An7zne+Y2Zm3/zmN7NwVy+z2SwLqtC1THajyZNCVgK5xPywT/Jykx+uAU/nTLfbzXJQe6cj\nO77dbldMSkpZHm8USkdkFNCiZ/M8TWVezzqxbzmR+kRWrVYr9cfe3l7Gl2f7VA8dn06nmXNZ/UmH\nMBdHXRfxqTlBM6SYDAKGr6t89nEU8MJFjMwbQgX+fi6IdHpGwkAdOvwYvuw59GTCeD6+hPChFsTD\nw8M0qWpjg+985zsZ/MEwcIZbq48jaIljnZObJhyyMHTMb8rsITVubswwcwkhkdFolPqXihVTPhDe\nY31Zhs4zTsALFwiKz+6nY4QFPYlhMBik97izs5PYNvp7/vx5u3DhQmoD4cwo6yE5+HU+7VpqqaWW\nHxE5FU272+3a888/bx//+MfNbLVCiaYk047aDxMgkR4labfbaaWP+M7UJvr9fqhJkGbFiDCfx/1Q\nCQAAE89JREFUH5pJnvxqSw6wnkutySfF8vl7o/pGGisj8KiR00nnee8+KRKpc9LM6DjTtXSusN/V\nrv39/aQxjEajFIZLy4Whvwyh1nnfVv8ManHMG+2dShsbG5lTNaJ90dFIB6d34lI7Zr34vgkXsI4+\n7JrObzp+aRUQCoyi6WhN6H0dHh4mDVvh6qT4Ucum5kYoiOPaJ9Pit7BYLBI8QVoiucqi0x0cHFQS\nhxH68pxstYswByl3EkIytKIEwXjN1yznU+/v76fyGGdAC4IbBquvaOXIon/rrbcqW66R695qtdJv\n9cv29naaO7g7D2EwCWmotK4iOZVJW7kBPvKRj5jZanB94QtfMLN8a54ojwQ3T9BL5uQbZT4zy81u\nDebIxKG5TqyT1xFnZF18CDY/bGKsZCDww+IH5HMyE8qJICRyTHktj6lezWYzDR7mOSY8w3wLfuOC\n4XCYTfo0RcXl9di22qsBTrhC/U3fBActcUROup67ui5tgOrJ/uQWdJzs2Z8s34cnexYTsUj2s+oi\n4Vjm2CJbIcqaKBkOh2nyvHPnTlJ2OGY9BKVn+fHp8XO2zWyFtarcra2tTMHxTJTFYpHwdU2ILGu5\nXGbBcJ4txtQIPN5utyvvptvtZhtv+O+CjKbBYJApPp7hNZ1Os/lAAS/0UXARVuAR+fL6Pvr9foI/\nLl26lBQYTe7b29sZjh3l3afixHEvv1EkNTxSSy211HKG5FQ0ba2iymz1+uuvVyK73n///Szqihqr\nrpU2x6iodUJTWqtwtMEtzSHPINAx3w4djxwmhHg8PEJNnhFh9M5TK6PZ5+vjN1b1IfOdTidzbLBv\nvSnbarVSG7jCEyah40yQlmcA6Lm67+HDh1nfqExylGld6Td53my/10J95CJTEBCqMFufhCdKusX3\nRGiBcJbaMJlMKtAB+f4UWjORM5aWAze1jXZT13six15t11/CBGa5I50sCzq3mRXPw5LsT0ZJUkuk\nQ5EbansHP7+Pbreb9Y2PUpxMJtn37Mvi9oPMQslYBs0dhJt81LGElgN3qZGFKe263++nKMcrV66k\nMvSskxyZ3jlNePhJc1utaddSSy21nCE5FU3bLI9Yu3btmn3sYx8zs2PnycHBQcKPer1ehoV6zM7n\nNvaOPmoITP7D50VpEBn1put6vV6WRyLKKUF8UxJh3qSdceWlJhs5/4h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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lena = scipy.misc.lena()\n", + "plt.gray()\n", + "plt.imshow(lena, interpolation='nearest')\n", + "lena = lena[:100, 300:]\n", + "plt.imshow(lena, interpolation='nearest')\n", + "print(lena.shape)\n", + "print(lena[90,90])\n", + "print(lena.dtype)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([100, 212])\n", + "151.0\n", + "\n", + " 151\n", + "[torch.DoubleTensor of size 1]\n", + "\n", + "torch.Size([1, 100, 212])\n", + "\n", + " 151\n", + " 151\n", + " 151\n", + "[torch.FloatTensor of size 3]\n", + "\n", + "torch.Size([3, 100, 212])\n" + ] + }, + { + "data": { + "image/png": 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ioRke9SaE42wIZ054f0wmk96YCm1rPB738idL/chGQg4sU2ZFObwRzySTJBJK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\njqQt2k2aNGlyjqQt2k2aNGlyjuT/B5o356YoiwKpAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img = torch.from_numpy(lena.astype(float))\n", + "print(img.size())\n", + "print(img[90,90])\n", + "img = img.clone().view(1,100,212)\n", + "print(img[:,90,90])\n", + "print(img.size())\n", + "img = torch.cat((img, img, img), 0).float()\n", + "show(img)\n", + "print(img[:,90,90])\n", + "img.div_(255);\n", + "print(img.size())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ioRke9SaE42wIZ054f0wmk96YCm1rPB738idL/chGQg4sU2ZFObwRzySTJBJK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\n9cXfrL055li+05yWHnXn5vze3l51Dr700kv1cwYnrKysVOh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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "show(transforms.Compose([\n", + " transforms.ToPILImage(),\n", + " transforms.ToTensor(),\n", + "])(img))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([3, 256, 542])\n" + ] + }, + { + "data": { + "image/png": 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GQ3TIY3RQdE8wATc9MdWp++Sxe0EEPgoy+9yNOHnr8XmWl7xB5nfvx/nmz7Jc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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img2 = transforms.Compose([\n", + " transforms.ToPILImage(),\n", + " transforms.Scale(256),\n", + " transforms.ToTensor(),\n", + "])(img)\n", + "print(img2.size())\n", + "show(img2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/test/test_transforms.py b/test/test_transforms.py index 499c8c9ecc4..0c7473b2991 100644 --- a/test/test_transforms.py +++ b/test/test_transforms.py @@ -81,6 +81,29 @@ def test_random_crop(self): assert result.size(1) == oheight assert result.size(2) == owidth + padding = random.randint(1, 20) + result = transforms.Compose([ + transforms.ToPILImage(), + transforms.RandomCrop((oheight, owidth), padding=padding), + transforms.ToTensor(), + ])(img) + assert result.size(1) == oheight + assert result.size(2) == owidth + + def test_pad(self): + height = random.randint(10, 32) * 2 + width = random.randint(10, 32) * 2 + img = torch.ones(3, height, width) + padding = random.randint(1, 20) + result = transforms.Compose([ + transforms.ToPILImage(), + transforms.Pad(padding), + transforms.ToTensor(), + ])(img) + print(height, width, padding) + print(result.size(1), result.size(2)) + assert result.size(1) == height + 2*padding + assert result.size(2) == width + 2*padding if __name__ == '__main__': diff --git a/torchvision/transforms.py b/torchvision/transforms.py index 022a1b7247d..1c8b51075c6 100644 --- a/torchvision/transforms.py +++ b/torchvision/transforms.py @@ -2,7 +2,7 @@ import torch import math import random -from PIL import Image +from PIL import Image, ImageOps import numpy as np import numbers @@ -115,6 +115,18 @@ def __call__(self, img): return img.crop((x1, y1, x1 + tw, y1 + th)) +class Pad(object): + """Pads the given PIL.Image on all sides with the given "pad" value""" + def __init__(self, padding, fill=0): + assert isinstance(padding, numbers.Number) + assert isinstance(fill, numbers.Number) + self.padding = padding + self.fill = fill + + def __call__(self, img): + return ImageOps.expand(img, border=self.padding, fill=self.fill) + + class RandomCrop(object): """Crops the given PIL.Image at a random location to have a region of the given size. size can be a tuple (target_height, target_width) @@ -129,7 +141,7 @@ def __init__(self, size, padding=0): def __call__(self, img): if self.padding > 0: - raise NotImplementedError() + img = ImageOps.expand(img, border=self.padding, fill=0) w, h = img.size th, tw = self.size