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compare_use_non_transposed_order
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"┌ Info: Precompiling Flux [587475ba-b771-5e3f-ad9e-33799f191a9c]\n",
"└ @ Base loading.jl:1260\n"
]
}
],
"source": [
"using TestImages\n",
"using Images\n",
"using PyCall\n",
"using Flux"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PyObject <module 'torch.nn' from '/home/yiyuezhuo/anaconda3/lib/python3.7/site-packages/torch/nn/__init__.py'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"const torch = pyimport(\"torch\")\n",
"const nn = pyimport(\"torch.nn\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((3, 100, 100), Array{Float32,3})"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = testimage(\"mandrill\")[1:100, 1:100] \n",
"img_arr = img |> channelview .|> Float32 #CHW\n",
"img_arr |> size, img_arr |> typeof"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1, 3, 100, 100), Array{Float32,4})"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_arr_batch = reshape(img_arr, 1, size(img_arr)...) #NCHW\n",
"img_arr_batch |> size, img_arr_batch |> typeof"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 100, 3, 1)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy_input_py = img_arr_batch |> torch.tensor\n",
"# dummy_input = permutedims(img_arr_batch, [3,4,2,1])\n",
"dummy_input = permutedims(img_arr_batch, [4,3,2,1])\n",
"dummy_input |> size"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PyObject MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maxpool_py = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MaxPool((3, 3), pad = (1, 1, 1, 1), stride = (2, 2))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maxpool = MaxPool((3, 3); stride=2, pad=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"true"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy_input_py.requires_grad_()\n",
"dummy_input_py.requires_grad"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0f0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"out = maxpool(dummy_input)\n",
"out_py = maxpool_py(dummy_input_py)\n",
"\n",
"(out .- permutedims(out_py.detach().numpy(), [4,3,2,1])) .|> abs |> maximum # NCHW -> WHCN"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((50, 50, 3, 1), (1, 3, 50, 50))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"random_weight = randn(Float32, size(out)...) # WHCN\n",
"random_weight_py = permutedims(random_weight, [4,3,2,1]) |> torch.tensor # NCHW\n",
"random_weight |> size, random_weight_py.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Grads(...)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gs = gradient(params()) do\n",
" sum(maxpool(dummy_input) .* random_weight)\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"(out_py * random_weight_py).sum().backward()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"using Plots\n",
"theme(:dark)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grad_maxpool = gs.grads[GlobalRef(Main, :dummy_input)]\n",
"grad_maxpool_py = permutedims(dummy_input_py.grad.numpy(), [4,3,2,1])\n",
"\n",
"vec_grad_maxpool = vec(grad_maxpool)\n",
"vec_grad_maxpool_py = vec(grad_maxpool_py)\n",
"\n",
"scatter(vec_grad_maxpool, vec_grad_maxpool_py, html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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skS7YPNhO8h+75pNT3WVy1HGiIAcnCpKsdZt19O41sGtUrrnlwDUKAADAOsIwjhCuUQAAABENVoQAAACsA7tG9XNCCuugEn6i6dI0cEU5AlRMh0MqwZUa5XpiOt4UNU6iKsVl2i3T8ojp2UXMeW5inkyLxYuJiSHmQqpTquvOL6V36Se8y2iZzFi2/sR0LfEfK2PJKcdUiW6lSFSp2lVl2u0YW0Pzbx0jlJq4l1e/OLqBPue76og52IRWuoKOv4/2+PfQltnJGu2OhkAU5MixKNkha0oU5FAXQeMSLqqVPNZIzLOdQM/+KXFTris1ys3E/PFxYh4v/LiJ63CRUlZdRP38g7xrNNgiIVaEAAAArCMMV4TQCAEAAEQ0obIi5HyhpLp6cxVS4FhAXXkDZRyGhhH7QjkqS5tu0wDnC+WQ8oXWUyebfRgxB/ymeeGgAmJWlmi0Y4wxliXjRlP7QjkC5wvlELtD1Yh9oRyGA0W4jGUWRsgIfKEcUr5Qq1hIP7YnBuxjK6g/I3BgMklfqH4c/yOm2BfKkcspMpPNDQUp1gAAAEQ0PnlXZ7DjCOEaBQAAENFgRQgAAMA6DGSWCfZmmRCdCKVEwUO0bHcr3cpEDF0P19M3w4wouIqqd71UssomWi2lkj4wvU3kbRJv2raKGPrIOLVFQQ6xKBgKfExjPy6VqUGv3oDO7T6PpSEQdULZL7UtMatpHE5tjcSQ9JNMcxZKhRhldPcfu9dJXJjZk5glq4mp0KJXjk80++Ee+4IZEmPYTpXd9jKloJQx/mPHp/TU+cR0fCnqZycdA5ddsowmWUzVHVbkoRfmUy3fNY+YZkVBDp+8qxOuUQAAACCIhOiKEAAAQFhiII4w2CvCljARin2hfFFyVU6N+oA5pntpezg7C5PEcw6NNJkEK4Z9oc1ToZ6ryCGVfKeYpvxoY10yETU3jyem/uQmrJE7VA3nCxWX/y7bS8zoKIkxqMnoSkz3BlFjM+mWoo2+F5wvlEPgC+XYN4uYbWXGI+UL5eDcoWreeoeY59tE/Ygr7ej3hXJwXx2cL5TjAFWXpIKXjkb4Jd1uCRMhAACAUAGZZQAAAIDwAitCAAAA1mGgHmGwRcJQmQgzuhFzLS3qLchm1CRn02xtJcuMd6XGXUlMD13aCwY8h2qWp9A6AFKiYHpHYpZu0XshV4nbTP6t/VRdEGTVkhIF7SOIqVAdxfEVMdPbE7N0u2a3XirXRdPABubSOzwzJGuriYyxhCRiVldqtGsKThTM7EXMklUSXf1Bn1iucoU6v50ZqUm5l5iOJ/VemBgvcRcOdewHkwz/ENA5puk2R+BkYHEA3h6VWN5O5luxmgbeJNAXjXunDMdsHMZAZhm4RgEAAIAgEiorQgAAAC2BMNwsg4kQAACAdRhIsYbwiQbc64lpRhTksEoU5MigWo7+dGynmCgO7qO/m8SioDokkZMeuUrc62jWt+7CSEeO7lcR0zFN4loBTplEWQJRkIMXBSmOjyVuKsCMIMeJguvpW9NN91ujXEDMzR8Q006fXjH6y9mbiT/TLwpaiFWiIEdPGkas/IuYjq+JKTVldOnkP+ZCTsUkyCiphoMXDwONEAAAAAgvQmVFCAAAoCWAFGuGUR4ipuNRiWvT2hHTs8eC8TDGSqiTKlPGm1RFNyub2eGtJkpmAa8/EkPKF8qx/j1iCpxjyuXEdHwo6la825ujhjaOj1MZwhRl4sT/YgSp+zhf6ApaikR/hXfG2Em0joF+j7HjC2KKfaHKhfTaz4nJhTZxKoaarfT1LDKRwEz/A6Bw1dXfNH5Tjr1UQZBK3qbGJ1MzJL2QmKU7iCnlDlXzJq2scr1MZZXMY1VGhWYzPwbiCIOtEcI1CgAAIKIJlRUhAACAlkAYbpbBRAgAAMA6oBEaRkoU5LBKFOSQEgU5BKLgWqoY9TBRkp7DPpKYzp8t61mNMpHKbvfrfYS9ujPAMcnd3vECAUmofnGioJQwOUh3UIGUKMghFUZiGO5l4c/Sekmx2t8ZZkRBDv0PgFgUFEtuYnpOI8qR42qDyxbndInGUiPUj5QoyFGyXGV00XFBGFaot2AiLGpfeOP1V7UvzPd4yr745vvvp//CGOtY1P6OW/7TNqfNho2bn33x1UMOZ5P9AAAAAM2PBZtlnpn0yMbNW8ZefdNzL712+39v6N2zR0xMzHNPPjp/waKrb7i1xO0ef9+d5u8CAAAgDPD94x2V+hdUzK4IExIS2rXN+eHHGWXl5avWrNu8dVv79gXp6Wler/ejT79kjL36xns/fftpTpvsfcX7Dd/lIN2z25ru0VeeIKbjAb3d2k8npvMXiSFJlZKPUf3esNAXyiHwhSq3EtPxkkS3GZ3ptbp9oRyuP41ddxRqaol5r5uYz7fyH4udfhxS/lgOtVvVTD9iEuiTX00/F/ZR/uNfaYqfvvpTHzWC84Uq5xGTqwSiH7HXWj/iUglmPI36faEpWcSMoYEW+jMfSZF5DDFL1gTkLkbwBT8cQhazK8Lq6upff/9j3OUXd2hfMHzo4DbZWfMXLu5QWLBh4+aGBp6ysn3Fxe0LC0wPFQAAALAeCzTCz7745rGH7ut5TLdWiv3TL745dMiRkZlRUeEPR/eUldsy+V+kcbFxDAAAQPgQHR3d9GIvAqtP2DIzXnp24m13P7hy1ZqkpKR3XnvB4XB6PJ42Wa2PtElJSS71eLgLa+tqGQAAgPDB6/VGNZngKgInwoL8vHpv/cpVaxhjlZWVfy1f2a1L56XLVw4/bUhDg8TEhJzsrN17jKYGYow1EgU59IuCHFKiIIdUKfl6i97mJgqsayMlCnK4N5m4VpWmjqvXEUeFtFqZNFTx1JugFgWDReB0QTXVwgRXzp/8x5womJZPTM9O42MwLApyLH6fmFzohX79/mP6mlxnsnKCNvOoFH2y6hVeuZWc6mgiZ6GLZna0aQdxhZAo2JgwkwhNa4R/79qdEB8/6KQTGGM2W+aJx/fbtGXr3PkLs1q1Onng8YyxMeefu23739t3mPjkAQAAAAHD7IrQ5Sp56NEnb/vv9ffddVtsbMyvM2d/8/1P9fX14x+ddP/dtz/yYOL+/QfHPzrJkrECAAAIdSLQNcoYmzVn/qw58+PiYmtr6478ceGipWeff1l8fHxNjYzPCwAAQFgTySnW1LPgEfTPgsk2Yla4zI/oML/TcjlDTRSIV2MbQEzXYmIeoLqF/srd9iHEjKLxSY7P9PYjhXIfvYvMAl4czJShrXBIiYKGEQfecRyiZ1sJ37WZ9Lk6Tfu5MvNs76KFjfKM5jDjREHDhe/FKPcT0zFR1Ficj02/fn+dMHlYehExS7dqtDsaUTSZ4JknElNd3d6MKLidvsXt6ctiO4mYZUv9x7XV5FQt3X0YJ7Mr/yf6TP6LKspV/E7HFkio5BoFAADQIjBQjzAwA9ENJkIAAADWEZkaoSWI/UXKlcR0TJboWb8vtJ4GJ8QIgxM4XyiHfl8oh3O2wQsZY5m9iVmyUu+FUr5QjpDew92UL5Sjy5PEFFdEEfhCOWI4v5mMa3QHFRzyJC4l7Kevg1W+UA6xLzQoSPlCOeISiKn2hXL8Qv3k59I8WpU07oKjvdBF7JovOqsm62R64SK9FzLGRlHvvVlfaBhqhKhQDwAAIKIJlRUhAACAlkBk1iMEAAAADuODRmiUtFxq043LUqKgfpbTYvHHBqxAkgDb8cTkPPsPOYj5qELMxVR7GKBbFBTvtOaKetfRV6nCohLLW6kOUURVq9X0pj1l3hr1tVIXikVBwzyynJh3KhrtjsYgoRKpPwqiCxWQSpaJut1dTszcFI125uDKOfnoc6VfLFfeonXkr7PsO7WGFngSxERd+jA5ZSajoWFWzSSmVKSNrR8xXUs12rVcQmUiBAAA0BIIw80ymAgBAABYBzRCw3h2B+GmZnyhy6jv7jijXYl3OT8qdKMN0F12PIbbHSzMOhFD09mYqfEtoEi4g1/KpWnVtco9xHQ8ZXwMaqR8oXuoW7Kd0C2pPwpC7AvlCJAvlIOrYiFOsCLqxzpfqBhBTFTgfKHKufRG32i2NJx1iFnuC/X5mFdyZhO+h/l5uYMHDcxt17a01PPjL7+qSzj0O65P926dj5gfTfuynguD0wfCJwAAAIQut9x4bXZW6zXr1jPGprz9Sveu/pnv5IHHH9+/r/lbhMqKEAAAQEvAao3w7gcmeL2He8zObn368KHrNvirpK5cvXbqR2azMGNFCAAAwDp8/8yFUv+0OTILMsbS09LcbqJL9ezR7cbrrzr/3LNSU4z79FvCitBJazrbtSsecKRQMaz8gKgxt1XdsChYQXPGJydotGOMMWY7gZiuP0WNBYUg6ulztooKnL3o/0WcPY7DTbeYZ2jXB09tQ8yyYom7SLFAFVUykMqo+6gCl0M/OGJR8CDdPd9adxa9LfTJEVcqkJJWlNnk5XYMqdJq2TysoM9VH5nPiH5RUIptVHrsIHOXUvpypms/2xxu+o0kqMHCGFNuIabjZWpqi4IRyKmDT+7apdMjjz995C979u6rra3zeMpOOfnEf19xydhr/ut0GSld1BImQgAAAKGCoV2jpSWOLRtWqf+W175TQoL/R8RxfXrdc+ctd9//SInb/1P386++azj44OPPXnvp6QvOO/utd6caGDImQgAAANZhSCNMScvILSDVI+Pj/e6yXsd0nzjhgQcfmbhqjWbu8w2btmS3bi1548NAIwQAABBkYmJiExKT1f+iog5PT106d3zq8Ycee/K5pctW/NM45tRTTkpOTkpLPezsTklJPunEAZu2GKw20hJWhJ3+TUzHNL0XikVBDi5mi0sQxQVFcShjVManopZcNBUTioIcgopI06nb/EybRjt5BKIgBycKZnQmpnsTs4qB2uGVOSYi5PSLghxS5culYvgqzgmyKMjRn0ZMcpn8gkL/q4jpkNldqF8U5BCLghzLaO2qAqGK+Znqg3yR8FO8gOZfFHwoGGO/0TJSw3SXGDs6VtcjvP+u2+Li4q67aux1V41ljC1dtuL9qZ88+fhDF4+99n/PTdpbvL+01NPzmG6r16z76tsfjA25JUyEAAAAQgUDSbeFmuJd9z8Sp0qIXFlZVVFZceFlV+8rLr547HWdOnZISkp88ZU3d+/Za2S0jDFMhAAAAKzE6hRrBw4eavzHnbt2M8Zqa+uWr1wtebOjELSJMLkLs6ucAM5Zosbi5OjeXdYNS4VyKTEdH1NT6AvlqWu6SQN9zySm8w+Zu2gj5Qv10V9zldTBJY734FDXMeCcfmJfqIPGKihG3ZJS2IcT0/mrqLGPfnSjojTaBZK1e4ipjg1IJ9sO5Aq1/0gd6WcIHx61M18cAjGD+t9GyPjf9tPnIVv38yDlC+X4k3oXT6DeRfUDYObdL6QvmngGEbhDY2OIyflCuQoznNfarC80/MGKEAAAgHVYrRE2A5gIAQAAWIfVGmEzgPAJAAAAEU3QVoQVG5lzid7G5dqBAYwx13zzwzkKnChoH0ZM52/EjKfKWQ3No+b4UvMua2lWqh4WiYJmiKK/jqREQS4PmSAYILMXMUtITolmEgU5xKIgR3oeMQV1xMRisxkECcOkREEOsSjIoT81Wo6JX936RUELOUEYciDQBeuoAhcrrHrGrYXSOxKzdIvoWnJTYfWheJrurtZBzGKaerCNyTpccI0CAACIaFCYFwAAQEQThhphqEyEG2mG/vz45rgpl9xkFa3iXUS3FHO+UA7OF6qfHiZKsXNU1xAzQfdr+AXdLn+BjGcsLZ/aO4/erDHLFxCT87ClFxKzdIfEkJJUL2llqXY7cwh8oRy8j30oMZ2/EzM1h5hl+2THZQHKTcR0vGpNtyfTICipXELKAfJN6cjS9EumFRDT87eoW3FclmHEvlAx+n2hHF7qGo2m0RTl1BfKwflCxXEjLZJQmQgBAAC0BKARAgAAiGisrlDfDCB8AgAAQEQTKivCLjIZ+q2iZAMxubzvdbrzojXGSUtU22Wy0ZbyebwAACAASURBVOtH4cpuvK/Zck+55ikmKQpy3EiF1ada6b1QvO1+13piSqXzD5wuaAmcKMgRFFGQwypRkMNMgRFXG71JzMSiIN+tRaIgR+CKvQjgREEzmBUFDWyWgWsUAABAywEaIQAAgIgGGiEAAAAQXgRtRbivitWoYge7mtAIS6ggl0n1JOUr8n90nOeX/qKs+xmQ0Y0OaZlGu6b4nZaqGSosjyIQBRljysMqYwI9dSvt5yU9Qzs6+kVBMdwLyKhGqJxHTK4Glv0sYjq1i1S/RqOpblQ02h0N5XeSa84xVG/oKBeuKiWV2U8npvMXvRceornuWjVLirKPnMS8zG5Zz166wrCf6j8WV3ATYzuFmK45xFTOJ6YgUSKHGVFQuYbe9B3jXalJb0/M0u3WdHt0oBECAACIaOAaBQAAAMKLqAGDRgTlxq+kVXdYEgKlFozC7eYO9g+a5iOjCzHdG/VeuJeGcLQ1meEeAMYYY0lUVan0aLQLEzxVxExL1Gz5Iw3SkKoZYphRXYZFNSUpfThgYadUubdh8R529vS8wo7dmm4aGOAaBQAAYB2oPgEAACCS8XmZT1Ij9AV7IoRGCAAAIKIJjxXhC3TX++0yu971w/2KEXvC99Pt6VnBqKDNYbgMk5iUbGLG9qenhRqhcq/KeFLipuKaMmLUtXXEObSUW4jpeJmYLhqWYwtMnrxQYB+Vb3OofPsJDYq4xGhQhPITeSIdo2q0WjLGlP8Q0/E6MbmIqVCj1UFiHmotca1AFOSQEgW/pILi+fRa5UpiOiZL9HwUvIzVN92KINveasJjIgQAABAeIHwCAAAACC+CtiKsr2e1tX4zTljTWewLzTyOmIazukglmjHsC51Lc8cMorljUmiilvJDEj1b5QvliKGOMseHEtcufdB/LC43wWEmlX60OsBD6BrlfKEcLdgXypEjDGXR7wsto1v/U6mXT+wL5eB8oRyZgXlrFtPK7AOMFmGQ8oU2D+cL/ahmfaEcSLoNAAAgojGQYi3YrlFMhAAAAKwjDFeE0AgBAABENEFbEcbENKEL6kdKFJynkgFOphqAMp6Y3p+J6VoiO66jM0hYUEJKFOTYQLMa6S/oMZPKlqfREZZuMz6kTf5SH6y9drMmSS8iZulWUWPHR/5jsWplhh1lxOzWzn9c6WYC/qCv9mD6au+i3eYJhVXDWevm0DGcInwm9WcTFL+84ioxHFa9cTPo/3SE8H+aI6NMpxX4jz1/y4xJSCz9Sq6r02jH2MpSYvZOt2wMZl98VJ8AAAAQ0SB8AgAAAAgvsCIEAABgHWG4WSaoGqEq7q2MSiNcSJw4BZQUJ2vHBjkeM95tgFhHZb/uQtlPIApupP10oS1PEwonbirtZMiEcJ0u7FnAbvqO5wpFQQEWioJ76JAKqXq3t9h/LA5AHCx8TfpwWd/eEzU2XMpKLApyiL1Wyjj/sWMKOVVeTUyp4L/8s4np/FXiWjViUZBDrMhyWKgLquFEQS+dIaJVLjwpUTCaKr1e4Ztq9lOD8AkAAAARTX345RqFRggAACCiCWqKNVXGJXF6MDO+UButliCIgviL7nrn8kGdSH2qTuowtOt2+1RSf1Hu7cR0vEZMsS9UP11M9CPlC41PIGZirv9YHPPAkWviHVeu9h873iWn7COI6Zwh0W074ZAE7lAHLVSi0OR8W7lS3kJfKEdqG2KWFWu0CyQVX2ueSknQPNUklYv0tkyh+czKD2q0OxoZ3YnpXidxrdpL6RV6ApXzien40uBdGI10EisaHFH6g2DMA9coAACAiCYMN8vANQoAACCiwYoQAACAdYRhQH3Lnwi3zSGmQMvpK1N1Rb8oyGg5+2wqEXGioBl+pEWopQpYW0UpVbxqjIY9mIHTBdWIRcHVNGdVT4tyVinCil0JJpwyQREFOSpLNU9l9iVmyV/WdMshJQpyeDYYv1asC6qREgXFSOmCauqb0/cYmRXqo6KiLr3ovHPOPiM9LfXvXbtvv/vBiorKbl0733nrjXm5bdet3/jksy/vP2DiaQUAAAAChgUa4ZVXXHzmqOETJj5z8djr3n7vA6/XGxcX++zER36eMfNfY8bt2r3nofv/z/xdAAAAhAFe+X/h7hpNTEwYd9mYm267Z+36jYyxpctWMMYGDxpYVV39xdffM8beeveDn777NLddzu49+wT9KFcSU6pisnIhvfZzYhquM+6jzgSp+vUZPai91n8olYPfPpyY4vwa+n2hf9M8PgXChBri3f8cbpoXI1EYFaNmP71LtvAunFeq9QPEnHe//7ibTNyI2Bc62UnMK3XXbRdzzEnELFlhTbdilLuJ6Xha4toD9J3K0n6npHyh3APQ/UpiOj7T249U5YTltDaF4QIOZso1KI8Q0/HIUVsdJr3Qf1y6Q+Iua6mruQf9nyovkegKx62m5iWfj//ybPqSYO8aNTsR5uW283p9HToU3nHLf2pqaj//+rvfZ88tLMjftPmwOlRWXr5v3/6C/DzxRAgAAKAlUC/vagz3ibB1q1aJiQknnTDggQkT2xfkT5zwoMPpyshIr6jwL3zKysszM/iNKHGxFlUjBAAA0CxER0f7gu3GDARmJ0KPxxMTE/Pqm+8VFx8oLj7w++y5QwYNdJd62mT58z2kpqS4S/lNYLV1tSZvDQAAoDnxer1RTapEEViYd/fefV6vt7b28KxWXVMTGxu7a/eekcOHNvwlKTExp03Wrt17xP1IiYL8tZ833cYAUqIgR7n2tmypHPyGk+6L4UTBT2ncxRiqNYpFQQ6xtieghO6fzqZn0zsSs3QLMR2TiKlfF6ylP8bihE4Kw6LgOvojsDuVZ8yIgmLhR4CUKMghEAWl4FKjZdN95fpFQQ4pfc5MVff0IpVhIkxILApyfLzcf3yWTHyU+NkwKQry1DMW1XQrQrAnQrO7Rl2ukjnzFl5y0XnR0VHt2uYMHXzywkVL5s7/027PHHbqKdHRUZdfcuHGzVv/3rnbkuECAAAA1mJB+MQzL7xSkJ/32/SvXnvp6ckfTlvw55Kampp7xz923dXjZv/y7QkD+k544hnzdwEAABAGGAifCPaK0IKA+kMO5213PcD9cdnyVRddfvVR2wMAAGixeJlPNlNMC5gIA4FUfZkkqgnN2EXMQdpJifgy6CZK/3DUBSZjUOaxxCxZTsxqWjhqpSpgcYAwe9yYZknGZhtETNdcYooLRXGiIMcSWj+rv+5UeWJRcBd9PPKMPh6cKGg7gZiuPyW6WkVFwV4WJYETk9mLmDGnEtPxkuaFv9IoveH0k2gmNZoa5UY6HmHOwgQqcFZXaLTTgaCsmHIBHdIXon7SCogpLnx/qkUCbWAxMKsFeyJE9QkAAAARTYiuCAEAAIQlYbgiDNGJUCqtfiWteCDwhXKY8YWupzeVSuVlGM4XypFA85kN0J3eLHAod/qPHc9JXMi5eROE/xf9vlApOF9oZm9ilqzU2w/3f5HyhXJY5Qu1jyKm8ydR45JV1F519GaNGS5TKmEfdUTn6P5szn+KmF2Fn0QzvtAAIfaFcqQkGLzLX1Q+kKq0I029fO7QYE+EcI0CAACIaEJ0RQgAACAc8XmZbBo26V2mVoOJEAAAgHVAI9RPZS0rVdUuSRcmRlLOJ6ZVFZ/T2hFz0yZiciqFci8xuz1JTP372r+j+cxG09AFL/1lFB2j2Q9jbDutptReu5rSMjq844RSk1TYgHIrMWc9RsxeMrqgGrEoqJ9i+n9pI/y/nE039H9Pc4DpFwU5zPxfxBE+ifQdr6LPgwCxKBgU9IuCHH1yiKn/RWiSjE7EdG8mpvK2X1dyXEu+yMXxEhxSoWLq8A8pvXMgvUt1pUY7xpjpwCGfV1oiDHoZJmiEAAAAIhq4RgEAAFiHAcEv2CvCqAGDRgTlxq+kVXdY8kdQbh3KKOOI6ZgSpHHoZg/1orTjQg5USUn4XfggVKmvI2ZMYH4t2wYS07XAmm5/pulsRsqEcOygbtVCba3BQuw0U49zVnPc1DCjugxrsgzT+zULO/o84jYcS8rZec68wo7dTAzNFHCNAgAAiGjgGgUAAGAdBqpJIHwCAABAi8FXL70LNOi7RkNlIqyjtcJjhWUBpJhDNYNTZDSDZkB5nJiOB413tYm65TvrzvpWQvdSZyZJ3JQTBSuq6WltXXADHa04M5YyiVS8dtwn2p5tH+w/dlIZOo5GMtTS5GdiZtMHaYj2g2TrT8xZM4nZRxi7kt6BmKXbRI2Vu4kpqDu/jsbPpNOwHC4qo5i+ie3ol4ThXGgZVAB6azoxL6RxRIafSalvjln0PT1V5stB2XvDkWNH2zfUp+bRfGYnC/OZSYmCSaqHp7JUux1jO6nemS+jdxrOJtiAz0AZpmCvCKERAgAAiGhCZUUIAACgJVAvv8KDaxQAAEDLQd41GnSNMKLjCDN7ErNkdXPcVPkXMR1fN8dNQ5+FVFY5MaBlYpqXOCpb1dZqtAMqptNMhGfaNNqFPwvokz8wME/+RirJdxFK8ovpkAaohqQnjvBd58KiOrk4wqVV7IKaYMYRYkUIAADAMnz18ivCYG+WwUQIAADAMgzsGg26azQsJ8JKur07SVi1WbDbW8oXKnZpZvYlZslfmv1s/piYdplYhQM033xWMjHtZxDT+aNEz4ZZS/dw99CODeAKQSTRHfwW+kLVG8eldo1zlNPHTFwcXHnaH+DhuJtEd6SdRFo6Z9MLaVUTB61qwt/FaBmWddRT1V13aI0UyqfkTXWMMf47n/OFcoViPHs0LzQTC8QFmXQXBroYxku/9DlfaLJCzAqHNTcV+0I5Ts4iZk21RjsNfF75ic3LWFTTrQIHwicAAABENGG5IgQAABCa+Lx8XdUm8XoZE9Zezcttd+F5Z6emps6eM3/OvIVmhndUsCIEAABgGQ2uUdl/AjIzMt55/YWKiqolS5ffc+ctw08bYvmYw3JFKBYFOQxXvuYQxzkIREEOKVGQYw+tj0M9+cZFQS73lXu9xLUCUZCjmqZFa5MoalxWRcxUYWOOrgX+YzMSi1gU5OB0QTWcKMhfKBQF+ca6RUEOM6Kgk6puggfYjCgoRiAKckiJghwBEgU5ooWrD6tEQY5EKpZXlWm0Y4zJi4KB5qwzRqxbv+mNdyYzxlgUu+KSC3+dOdvaW2BFCAAAwDIado3K/ROuCHv26LZsxeG0xcuWr+rcqSg+Pl50gTyYCAEAAFiG1yv9zyfKos8Uxe52H97RW+IujYqKUuwWZ1gIFdcot7e+jYw/s5LWEEjS/VvBdjwxXYskbrqV7kcfMJGYjkkSXennWOq6ScsjpmeX3n645CZiX+hfNM1EX5k4B2WK6pfWOIkt1VK+0JEHifmzxKWEH2k2kzMCk81kG/VKdRAGeKQXEbN0q967pBfSC3eIGr/vJOb1OcS0671nE0gVvl9Kn7p+9Kn7UDXgy2XGZx9GTOdvEtdyqD3GZvQOjpm0IMZpugtibKfPVXsZX6i1+Lx8iEiTeL3M7Tq0ed0K9R/zO3RJSExijNXU1MTFHX5c4uPiGGNV1RZ7b0NlIgQAABCxpKXbcgs7qv8SF39YpT9w4FB29uEdEdnZrWtqa91uN3+9OeAaBQAAYBlen7xr1MuiY2LiExLV/6KiDsfYz5ozb+jgkxMSEhhjo0ac9sec+V6v0JcqD1aEAAAALMPrY7LzlNiTOnf+n2efcfrUd1/dv/9Ah8KCm26/x8Tojk5LqD7hotu7bdb565uf9VR67BaYVFghSDUVehOEQq/+V0m5gpiOD2THBSzDNpCYrgWixhVUA0qWCWUBgUNP9YkXNy9sXyVXfWJ5PbsyVVR9IioqqnOnopSU5HXrN1ZVWR/egRUhAAAAy/DJrwjFu0YZYz6fb+OmLYaH1CSYCAEAAFiGz9f0xNb4kuCCzTIAAAAimvBYEXIFcVbR/FshWM3ccL31k7+mhWzGWpOzKp1sS2al1vkYDAe6ceygb3EXqhF+TiP8LtQd4SclCioP0msfl7hWnRrjZ/rujzIRj5hAK21VV2i0M8d+2m12ska7oxEX5z/m4lM5xKIgh2FRMLMPMUtWaLQ7Gik0aWH5AWK+Q6Mtr9Edv5hAdy1UV2q0Y4w1ClAu0r1LwNaPmNHHEtPxtuhaqYpjTeJtavPLUS8JLuExEQIAAAgLfMx6jTDQYCIEAABgGUbCJzARNiB2AXFL9RMDs5d6L03ztoNmhBoo44A17K21yhfKYaEvlO/ZqC+UQ1xBW78vlNFK11KfL7EvtJQ65NNpErhZquLmZnyhHAHyhXJI+UI5xO7QAKEuWM8VppDyhdpOIqZrvqixfl8oh9gXyqHfF8rhWkrtpUdvdlRM+kJbAKEyEQIAAGgB+CR/gDL59paDiRAAAIBl+OQ3vwR9IkT4BAAAgIgmVFaEZrQQZSqZzh1j9f4cSaLu+LZMZEoxg9ZSGaG7looZBJvglV2nq0858n7R3+2TtGT2vYr8yI7GbqrI5soU3hIj+HVpptASJwrGU3Oo0bfYzHb/TXSrfWfV8/wrfQKHW/cEcqE49apYkZc2klNSotr/6GN2s/Ax01+wXhwZEk1DDphQI9SP/TRiOmeKGifRt6ayRKNdU6jjWFgj7TaDJi8TV14zieW5RpuBUJkIAQAAtAAQRwgAACCiCUSu0UATKtUnMrqTs+51zT0eEMpwmS9yhxDTtTAgN51PE8ScFHoJjAQEzvMcIGpo+ZF4YfmRALGPvmg5Rl+0T2gOmkuMxl00Ji3Xf+zZbVm3+tFTfeLRdQvzKuWqT6z2sltsouoTgQYrQgAAAJaB8AkAAAARjQGNMOgTIcInAAAARDShsiKUEgU5OSGHq0L+qQXjaUwiFQyqyjXameNDqi5cLlQXdpYRMz9Vs+Uhuom8lYmUWhw1dJd2fJxGO8YWUcltAc1gdzvdLm8bQC9eTCxOFIylT3Ed7VlAahtilhUT0ypRsJ6OJ8a6z1wV/SAkqnS17j3JqdJtEt2up/pON2HSL/s5/mPntxJ34fiJfqDOEWqEv6hiDE63LjKEEwXtJOaIOXXHHN10Ib1QGD6hXE9Mx5uixvp1wYwuxHRv1Gh3NOJpxrUayYLwBjbLINcoAACAlgPCJwAAAEQ00AgBAACAMCNocYRPJ1Tn/umPI8xMErTliy/zBUeMso1qbB2oxiaVJ4ljB+25UFu9C32k6msn06RlFS6NdkGimopqCcEIVgOhQwVVv7I7EFN/IrcWRgn9jKu/nPXEEd6/dmG7Crk4wrVedreCOEIAAAAtgnDUCOEaBQAAENEEbUWYHC9yh0pVjpYio7P/uMMmUUspXyiHwBfK+WOPO4GYJWtE3dpOIaZrDjEzj5HoSj9iX+gG6gLpqt1S7N/20PrvabS2A0d6ITFLd4gaq5Hyha4qJWavdFHjSpXTNYnepYz+11KF/zWOn2ktgpE0VCCa/o71WvS7WhxVIsA+kpjOn42PQX9+O+UaYjrekbhLFX3F4k+kPfeiPT+kPQYaL+H4XGIMYhLpN0mV6ttD4MBsksy+xCz5y3hXjQnHzTJwjQIAALAMA4V5g+4axUQIAADAMnw+6WoSQV8RQiMEAAAQ0YRKGSYplBuJ6XhN1Hgr1eSKdEcyeOuJGR2j90ILmU7DD86UqaiuJqUVMcsPGeyHMbaXpsJqG9r1fTZTCbOTMFtYCOKgufEU63LjBR0pVVjAVJqVcKx1NY9CHDd9ATOMvoCMMR91TQriI/SET9yxZmFbyfCJ9T42PqjhE5atCAf0O27K268MHTKowezds8fHk9/4/aevX3/5mXZtc6y6CwAAgFDG989+Gal/wcWaiTA5OenWm65LSkqy2zIZY/FxcU89/tBH0748ffSFa9ZueOj+/7PkLgAAAIDlWLNZ5qbrr/7q2x+GnTq4wTxp4PGlnrLpP//KGHv/g49/+f7z/LzcnbtI4vQ9laxCtT39GOHedA6xL5SjH00Q41rkPxYnWRf7QpUL6JC+0DueSnqXJDqGTFo04MzVertljG2k3oguKjeglC80oxMxS7cQU8oXqq6PwRXHyOhBTPdaiW7FqGsySPlClQPL1aYj61hR44uI6fjMf1xKfVbpJnxWYl+oi26gt+ne9X4RfR4+o55z5TxiOr7S2+0B6sjNEg7esC+Uw0JfqFUJof6PvrzPttJoxxhjLIqa63SX/sg/jphcAZ94+vLW0GdyFg3LOdW6Ch4sPMMnLFgRHtenV+dORV9/N/3IXwry87ZsPVz3paKict++/fl57czfCAAAQIjTsGtU9l9wMbsiTExMuOv2/97/8ONeVUWp9PS0ykr/L5Cy8vKMdH7FFxerXbkOAABA6BEdHd3kpBWOcYRmV4TjLr9489ZtCQkJXbt0Sk5Oyspq3Tanjdtdmpzsd9OkpaaUuN3chbV1tQwAAED44LUqfVGIYXZFGMWiCvJy7/u/Wxlj+Xm5mZkZ9fX1mzZvPXPk8IYGyclJbdpk79zFJ3Lv0JZ1ValEnl3Gx1BOVbcUqrqpRUEOqcrLqdnE1C8KcnCiIEeJjCjI0cVobMAymkvsuM3Gx8CRr62yWCgKciQarSkhFgX5xp9pnioYQkzXnwbH05jvaTjN2UbDaT4Tqlb6RUEOsSgY+lhVJUYsCnJw6yuBKMjBiYIcnCjIYa0oyBGOGqHZifCNdya/8c7khuPXX3pm5uw5X3z9fXxc3D133HzWGSNm/Db7qrGXrl23YdfuSK1oAgAAkUSkV5/YuWu301XCGKuprb3r/kfGnH/uj9980rVLpwlPPGPhXQAAAAALsTLX6KRnXzpyvHrt+iuuvlHQGAAAQMvDJ+/qDHvXqGGqXSJd0DaQmK4FxPyYJlW6tFmSKpXtF51tnnxs63XHGInhgiCL3zbYz1F6vpaYDut6VrOLpnnLo6GN9iH+Y+dsy26qPw2VlCjIdfsnfYtPpOWHxnQk5tadxMyxKN3d3zScrkConCn/8R87Xjd+0wQaBCku/qVG6qMXQ8/W12u004EgRlYcw/c6/fr6j8zXl7r0kpliSYvo5sXj6WP2FZWiz5OUon0+5pVNuh3smRDVJwAAAFhGpGuEAAAAQNgRltUnzKDOcCaOZDDDQZprqrXubeWJ1LtVVa7RLmTg8rG5rQu9CAQpWcQsP2BZz2+o/F03REwBBAvZRv2xHSyKZADWoqf6xDWrFmZJVp/Y7GPPtA5m9Qm4RgEAAFhGOG6WgWsUAABARIMVIQAAAMsIx80yoTIRcvuYuV3Om6jDubNM2EAyJ9g4j96sMam0nHDZPmIq5xLT8zMx33QQ80HdGuG8vcTsl6HRTgfq4uZJ9PVMlhFHd1OdMpeqmIZFwffpG/Fvoa6mvE1cF0suIR8cgZ6URFNJWSgKcnQ06ltRB3uwpuI9bP2J6VpCTOUq/7HjPVE/yqXEdHwsasyRQXUc93q9F6YVENPzNzGL6Juo31cmqD4mizgsxyrsw4np/FXUuLqGmAlG0we+Rr+RUmnxJ66UlclyVOGYYg2uUQAAABFNqKwIAQAAtAAMBNTLtrecUAmfUJ4gZx0PNPd4GmM7mZiueUEah1E+Vfkex2BDP2OMse3U59M+Uvfoi1OfBIhaWngtrlkKkn5Dk6ScK0ySolxOTMeHBm+a2paYNVQFaJ5Xm+MADegyXCdET/jEFSsXtpYMn9jiYy9nIXwCAABAiwAaIQAAABBmYEUIAADAMnwInzCMGVEwsy8xS/4yOZbDcKJgCKqYHDVUgwmQLigWG8qo/pGq0qKmU7XmTKPV1c1gRhS0n0rMj78m5kjtkt/phcQs3WF8DFaRehIxnTONd5XZ239cspKcsjCwgWOdqufuwm7FoiAHJwrazySmc7rmhYErusIFzESfprrLkxL9iEVB24nEdC2U6LkxcI0CAAAAYUaorAgBAAC0AMIx1ygmQgAAAJYBjTA4SImCh1QSVyuh35yT3EJQFOSI1w7M2ktzR7U1kTtKLDakJmqeMiMKGi5rxaEup84kK6o//AUxb1X0XmhGFFSuIKbjA+NdqTEjCnJwuqAaThS0j6Jj+Mn4TcW6oFUIREEOKVFwAa0OP1CYRpHLoseWHL2ZSUyKghzQCAEAAIAwoyWsCAEAAIQIPh/zSS7xZNtbTqhMhH9Sd8EJ1F1QX0fMGBOjFrtD1WSdQEyxA9ZGG6+lrieBK7KimpjiuhC2gcR0LSDmilJi9knXNQDGWFI6MStLNdodjedoVvs7qcNwv8qlmS3jz7QPo/ZvosZ7qOM3VpVZn7uplC+U485sYtbRZ3L8If/xY62M34XDsC9UGUP7+VTi2nL6TKbI1CoR4HM13UaLeDqGmmqNdk09zHNLiDlIO+iFMWY7hZiuOcRUP3XtZLSGM88WdcthlW/cPpKYzp812llBOGqEcI0CAACIaEJlRQgAAKAFEI6bZTARAgAAsIxwjCMMWhmm8XHVrRb4yzB1apb90Bx1NEAiVqYujK0fMV1LLRhPY+z0zXHOCMhdwp1FVGA+XrgfHTRmA82F1jUYH0aOn6igOMpo7I1yGTEdH0lcu49qzzmBKVjfPJjZB6BGTxmm0SsW2iTLMO3wsSnZwSzDBI0QAABARAPXKAAAAMuARihBQhRLDcxyVL87UcoXymHYF/oojTd4SJigxCpfqIWV2dPbE/OH5cQ8RbgfXT/KSuLfdPR2a7VkjHXQ/T4qP5KmjjNqtVoGjsoaYio0KqNCGGPwO939P5S+2mnt/MeePaJ+xEEvhplFh5cbQ0wp+UPsC03N8R+X7RO1XPImMTvIPPnF9cTM0WgWUKbR6vYXa5eU2UY/4yn029VH3bxthG5eM5oRMzQRInwCAAAACCZwjQIAALAMA7tGgw4mQgAAAJYRjpllghY+8UpadYclfzTdTp6t1FdeZEIPE1As43MHTcKlSZPKWRUgDtGSF/qT80lhO56YrkUBuQuHnWb5cn5vTbeVNPNZkkW52RpTpdJZE+MDiRgPCgAAIABJREFUdRfQGD3hEyNWLMyUDJ/Y6WPTED4BAAAABAu4RgEAAFiGLwSqSciCiRAAAIBlhKNGGKIT4TwaNnayMGlWWh4xi3bpvYv9NGKKy3YrV1P7Xb13EfM9jRu7uAsxyw8Ih3QBMR1faLRjTJlNKsc7hlSRs/fQfp4S3dQwCUnErK4kZiqNOePg3mKP7rdYCq7Wj7iYEld4y/WnZstkGhLHRwoGQ51YN42YUgp3DQ0yO6SS67bR0lQny2iETvo82OnTUkYeWJZKHmdCHL1prXbBpsCxiQpknWUCKENh88EMGg86wqLgYMux2TJPG3JKt66dvF7v4iXLfps1x/fPUjQvt93oM/2lp36eMXPr9h2CrqARAgAAsAyvoX8GGDl8aM9juq1YtWbt+o0333jtVeMuPXIqp032qBFDPWWehn+1XPnQRoToihAAAEA40mxxhNM+//rIErCiovLaf1/+7mR/VnWH0zX1o890dhUqE2F6R2Ies5qYYh+mYUeZ2BfK4bDIF8pxNvWbiX2hHAJfKGMsvUjVkvpC+X4C4wvl4HyhXPkOJkxZFyBfKIeg7jljLIGGTwh8oRycL/Q7ao5eqLcfCzHjcIunCbfaqsy2xntlnT4i3inHNWSRIPCFcgTFF8oh5Qu1MP2hVZj0hTabRuhT7clR7Dani7h07Xbb7TffUOrx/DF3wZat28VdwTUKAAAgdMlIT1fsNu5fSor/l2nbnDZXjb307fc+OPKXsrKy32fP3bV7T0Z62juvvTB40EDxLUJlRQgAAKAFYCzpttt5aNNaksK/oKhrQmISY+yxh+/tUFjAXfLLb7P+9/o7jLFWiv3l5ya+O+WjpctWHDm7bsOmdRs2NRzvKz5w9bjL/pi7QDAATIQAAAAsw5hGmJZpyyvspP5LbNzhpEG33Hm/1lU2W+arLz71/Y8zpn3+tVabrdu2t2rVRIGVUJkInRuImUk3T/9G/4/H0WrLYnbT7ci5zbIdmdvu/4VK8rzwWHKqtAnfNcHFyWz0VcroSkw3fUkNs4wWs+Ze/Pk00GX0K8R0PKDZ7UGqscVa9yT+pRpwX5lHRUx1RdNtjgoXPjHa/FD+YfwhYj4mDviwCPsQYjpnW9TvzCDEkh2g72mWTBY9dbBNSm9yyrVYoh8pUfB1VVWm/9CSTMpkKrJeKfF67qevQ3ZgsgmKiY6OiYuXS8qXmZHx6gtP/vr7H1M+9McDHd+/7/79B0o9ZU6XizEWHR09asSw9f+sDrUIlYkQAABAC6DZNsuMufDc9oWFZyQmnnH6MMZYdXXNJeOuu+bfl8/+Y16H9oV9evfcV1yc165deUX53Q9MEHeFiRAAAIBlNFuF+k8+++qHH/21yxs2kd79wITq6uqqqqr8vLzWrZSDhxw7d+3yepu4QwusPqGfzD7ELFlBzEXU6Xe8MLsNvydeWF/bMAepB6M19WDYTyWmc1ZAxhD62P0JJZjzZ+u6PYOYzh+pqfJac1lROJRriOl4x/iQUml1+7L9xrvSTzyNZKgRBeZYRgkVBTKFr7Ca5dSxfyx1lSuXENPxiey4Ig491SdOXLEwrVyu+sRexn5A9QkAAAAgWMA1CgAAwDKQdBsAAEBEYyB8IuhVm0JlItxKXcpFNEeRMpaYjqkSPa+gIkEflUiwfj45lUMjK8SiIEeAREGOeOrJTqaxMQJR0D6KtvxJ4qbiyg/6K3hwKcoMRyMwxsbSsIGpNGzAsC4oLknPiYIcAl2Qy/crJQqm5RMziqvGzn1/qDTCDKq2uNdL3DSzJzFLaL7DNQeJqT+dmHI7MR0v0LNPRJGzD5D/2z76GupPAXaMUE00IwpernoIP5QJXPmM7ie4yKKvjpQsYkola7QdT0zXIgvGE16EykQIAACgBeD1saY2afJgRQgAAKDlYCzFWnDBrlEAAAARTaisCIuESoOUKMjRRzvJVo4w3dpX1JV/nglXvjoKqug/5JRjskQ/GTSEq8Kh90IpUZBDXAJJfykrKVHwYfpfm0DV0KmBySXWKjCZpcxkj4um+bfc6/ReGKW7bhFjrKqGmJwo+JaTmNfRzF764URB/uwDIvdYN5nCRmriaNEowY6BxqS2IWZZMTGldEE1Q+XyiOnF10TpWRGWi4LYLAMAACByabbMMhaCiRAAAIBlhKNGGLSJ0OdlPtX/vqmsPUFA7AutpN4kRy0xq+kbq3b8SvlCOeaSCsxskLlC0lrspCWz8wNTMtt+OjGdvxBzQhNVU0Qoj/mPHeNlLnyX5u+/mryLZranG2bHX8S0CYMBvPX+45Ll2u0akRgvOmvYF8pVJjlJJh4pQIh9oTxRTTcxAOeBT+9AzDj6uXC8rrfbCmfTbY6QRN+LSrdGu4gBK0IAAABWAo0QAABA5BKOGmHoeSQBAACAZiRoK8KoaAld0DaQmK4FEjeqpmJeglAOUcNtvK6lKmAS7SdXd7fcZvo6mU3PARIFOQIkCnJwoqCFSOmC5MKrRT9kDYuCZjRXsSjIER2jeSqtHTE9e0T9pBXQxn/rHYBtEDFPmkvM36nCPVT4MNfQj1t8nEY7xvaWE7OtMCZKirJ91vRjP5OYzunELN1GW1NRcCWN9+itrXEeoOFJWcJYoICKghGaa/SyMeefc/YZbXPalHo8X387/Z3JH/p8vn7H9bnvrtuyWiubt26f8MTTf+/cbf5GAAAAQpwIdY3W1dc/OGHi4BGjb7rt7nNHnzFy+NCEhISJjz7w+lvvDR4xeuGfS8bf93/m7wIAACD08f0zF0r9Cy4WrAg//eKbhoPtO3YuXrKsc6ei2tpap7Pkt1lzGGMffvL52MsuKszP27FTmKFEiJQvlEPgCxXXVeB8oWIyexOzchMxq1WZZaR8oVJwu9XPUlWc+IZWThhswsVqO4WY93xNzHtNhD2oeYfuBb/G6A7+1Bxics6uW2gVi5eFuUJ+pZ694bpfw95DiOlaqvfCxjxOE+7cSt2AadrZZMS+UI5KmcZqXHNFZ8W+UA6BL5TRrE9SKZ9+pOmirriBmI5PJboSEEXjLjhfqBQCXyiH2Bcqhe0kYrrma7RrQVi5WSYpMfG4Pr1WrV6bl9du6/YdDX+srKraW7w/L6+d8FIAAAAtAZ+hf8HFsokwOjrq/rtv27x166w589PS0qoqq46cKi+vSE/jcwXGxQp/8gEAAAgxoqObnjIM+EVbyEQYFRV1zx23tG7d6sEJkxhj7hJ3Sop/oZ6WmuIq4Xcp1dbJeB4BAAAEG6836HJeQLBAI4yKirrjlv8UFbW/5c77qqqqGWM7du4afdbIhrOpKSk5bdrs3GVcIGyMu5KYBdSjXbJMbz/iugpSlKy0rCvDnHUGMdWefTOiIIdrDjENi4Ix9DdYPf18GRYFGd3EL1atxKIgh35RkMOMKMjldXvQaD+pbYlZtlfU2LCMvZru9e8plc9MBsOlYC6/lJhiUdBw5NU8KidL5Zb7gaqYZ2n/T9d7iCku0GE7kZiuhaLG5kXBsAufsGBFeNP1Vw0dfPLrb72fn5fbtUuntjlt5i9cnJiQcMG/RqempFx39dgVq1bv3mNRSA4AAIAQxoBrNOjLTAtWhO3a5hxyOG+58doGc8GiJW++M+XO+x6+4+Ybrh536dr1Gx+d+Kz5uwAAAAh9IjSg/r6HHm/8xw0bN1/33zvNdw4AAAAElFBJup3Zl5gltPpMMqcY0SAzThQ07NkXs4Ru9+kfmJoyylXEXP8KMblQIU5AkipKriajMzHdNAgyozs9q7tIOmNMGaMyaGFux1SJfsRwOcxmfO8/HkGFvQT6AlbTrFQhiOG8bslUuxWLgmL0Z/mSEgXFKQxLq4jZtpCYXLF4Abzk9pPeCxlj2ccRs2SN3gs5UVB5hJgOanIIREEOsSjIsXkmMVsJgw65h6fCodFOg3DMLBMqEyEAAIAWgC8MC/Oi+gQAAICIJmgrwtXlbIPKa3GZduJ8Jll82SpfKAfnC62iDlhxjW/9ON4jpjhtEuc3K5+p0a4pOF8of1bGF8phVc4qMVw9h3ztlqHvC+U8hHHCtBOTqM/qPpVHS9adJYDzhfror3f9NWTE5RG20GCAjtTvp98XyjFSxn/Ij0G3L5SDi+9ij0hcG0e/SWprNNoxNo1+K15M9SMu6SOTie8y+fDANQoAACCiCUfXKCZCAAAAluH1Ma/kEi/oK0JohAAAACKaoK0IU6JZmmoW9pZrNw0YbrpFO0MYfqDcS0zHkwZvqtxE+3nVYD+B40WqENxmUWUlKXbRiIg8maruLpVCI1XhXYyTCj+/04fnetX76KCZ0JRpRAB3XFwvuItYFOS4LzBvzX4q5u2msmVfo4FDYsG7o4yYJyCN1rl5fTUxLxem7iuzaGGSYeKp40RBQTDYxcL/yzpauq5tika7ABChAfUAAABAA+GoEcI1CgAAIKKJGjBoRFBu/EpadYclfzTDjbhqy+WqNDQ13C5n60jJpjfdH6gbWUJ6ETFLtwZpHLox4zg1zN/0pgXNclMxn9AN9JeYKNkRvgQok5SFpOYQs4wWIFCuJKZjckDGsJgmxhpg1L89qsuwqKYiZtosWxhX7hG34XAytjYnr7BjN4PDMg1cowAAACwDcYQAAAAimnDcLAONEAAAQETTElaEXBRE4RBiCqotK+OI6Zhi2ZACJAra+hGTK33+NlWMrtWtGEmJgmJ9bg8Ng2mnvWk7mWbZr3BptDsaVomCXK0PLr8dh1gU/E41/tFG66c3RrmYmI5pxDQsCk6hj0oe/T08kircNdWirtSVYcSpEHfTZyOXPhvK9yRwxHE2DdrQptlEQYEYqVxOTjk+JGaZsCq5YVFwKn21x9KH4REaBPWITKTNt/TDeI7k8xyOu0ZbwkQIAAAgRAhHjRCuUQAAABENVoQAAAAsIxw3ywQtjvD94dXdS/xxhAcnk7PRwqpMYY1yHzEdkySu5Uqx54dAKJtU2SDDVFCZKpkWu19DS6gfo10nnat7ni5MqhcKKOcT0/GlNd2up1FeFdSTJU6i1jzvuJi9KrkxcMnDlOuJ6XjTmm430Be/q0W55SxkB/2eKVR9z+iJI8xctjBGMo7QzdgWxBECAABoGYTjihAaIQAAgIgmaCvCA3NY/J9+08IqAfrJPIaYJbQgtRnHiO1EYroWqvqR8YVyZMq8Xerd3uIt5j/S3dJn0N3SGdRd4V5PTLFn7EtVz+ebCCrgfKEcAl8oh9gXaiaiIyrKf+yT+X2b2ZeYS2bT00Z9oeK4i24m3HFtuPIpb+kekkywCof9LGr/oNny1xJiDs8UdcuVg9/GveP0I59IX7QqOeefH/GH+Dc6/mHC8VtFPP18FZrrzctYVNOt+EuCC1yjAAAALAOuUQAAACDMwIoQAACAZRhYEQadsCzDtJSWFOlntKSIfSgxV35PzDyZbdm2/sR0LTE4JI7NVIfoZNFO60oajZAkVOBCEKt0lCT65FS6NdodjY9ogqvLjGY7+5D2Iy6hHiBSsohZfiAIY2ge9tI0b2ZCL6arBMUzrUuqFyA20m+SLka/SfSETyQvWxgtGT5RytjOoIZPwDUKAAAgooFrFAAAgGWE42aZoE2EeypZhSohCLcDXpx8gfOFitOOCIrF1+8lp6R8oVx+Dat8ofuo68YqXyiXON9CX6ijkpiKRWEwXFHvfduJadgXGkufdylfKIdhXyiH2BdaRd+4RKOVFpRnyIZ2x13km0fsC83sRcySVXpvyn1GsocR02lQGGGMsXLVRz5F+DB7aC4hM77QVTSB0bmqL5baGqafjO7EdK8zOB7uvxZNQxa4l0XKF2oy942BWIjInQgBAAC0SMJuRQiNEAAAQESDFSEAAADLQGYZCdolsQ7ambEG0qT7zhmirsT5twTF4t0bRBdyFFP1ro1RsUHsf88JTCp9F1Vr2gilJuV2YjpeEDbWLQqmtydm6XaNdoyxRkW902TKRCjX+Y+5BGB1dRL9iKmhL2m8dqo5TsuR+r/sp+JTgW6NkCsHz+6ScD4p/0dMx7P6LyVw6ffMiIIJyQYvlHq1Obgnthd9YqV0QTWGRUEO7r/GVVYxg8mCGEH3cxoArlEAAAARDVyjAAAALAOuUQAAAJFO2O0aDdGJUCwKNg+2k6g935puzfjf9etSjLFkVYBaG5m7NCEKnkcbf6W3W7EoyN/lCXqXBySuVeuC9jPJKed0YkqlmjMcXGVGpipIJeYeqvz1upWYjnf8x7kmxGbPKwYvXE0j7XrqLo/VNIa/KbkLZZYqBzYS03AQpxgpCXmJKvK1Pw2nFpcYE5PRmZgx7YjpnCXXWzjGEUIjBAAAENGE6IoQAABAOGJgeRf0FSEmQk1cFvlCGWP20/3Hzl+M9yP2hXJUOJtuYwD9vlBTd5HxhQrwHRKdlUo1p98Xym1kl/JZcfkCc2h6M0addWpfqJi0AmJ6/hY1rjG6Ed9KXyilulLzVBx9E2vpCyi9bUOFVb7QzN7ELFlJTCnP+bJ6/3F/7WZN0oTAsclE14ZyjQZ9swxcowAAACIarAgBAABYBqpPAAAAiGi8mAj1k9yJ2VTZuVxzRI3/ouVy+sqUpLefRkzXTP+x1Ks/l1ZFHySsBJRK4xUEuuAc2u3oU4jJlbxJyyemZ6doDPpRxhLTMdWabhl98Z0ztdtZyueq0uEXLmqmm6qREgWVK6k9mVhuKgoaRiwKSmFVZaj9FcTMlkmiprzr13RqHycCU61MlE6A2FpGzKKVGu3k6W/0CzuaimCOL4m5hMa99Jf5gm2MT17zg0YIAAAABBO4RgEAAFiGV36FF3TXaNSAQSOCcuPnk6oLFvnT0ScFJmuDmIXU43qiOYcAsBAurQ8XymKjDmSxX10/bho2kGEiVQcIC0yWYtdiJ3WN5tP0QJl9iFmywpqb2ocR0/mbNd1yjOoyLCqqCT9ixbKF3nKPuA1HJWPlOXmFHbuZGJop4BoFAAAQ0cA1CgAAwDIMbJYJumsUEyEAAADLMKARGts1mpqSMu7yi4+Yfy5e+tdy/w5du8029rKLsrNar167/rMvv60TVuUO2kQYH9tMuuBsGp8wRBX2YEYUVO4j5tN3EfNqO9NCeZEkfXLc1hw/hu6jmcYmtZK41k5FZHFhECdNhWXXXb+eQ5zfTiwKKmP8x45PyalkhZgVDmJKiYKr6I7zZNW72lEoNXGhNWXFosZitUmA/VRiViwhZhXtliOzLzH3LyRmgu6PrTjaR1wYJEBMo3kHL9b+nDLGMo8jZskyvXfhRUH6epb8pbefxqhLVSygkvbpQlHQTT+YGUY/mHpotokwJSX5kovOe+u9KQ1mTY0/sic6OuqVFyatWbdh+s+/XnnFJdlZrV/43xuCrrAiBAAAEJbU1ddN/eizxn8/vn/f1NTUJ599yev17d69d/I7r7z13tTy8orGLRvARAgAAMAymlMjjI2Jve2/19fV1S1eunzxUv+avXu3LqtWr/V6fYyxHTt3VVVVF7UvXLVmnWY/RgcAAAAA8NQzVt90K/4SAXabLS6On6oqKitra+u+m/7zrt17MjMzHnv43o8//WrKh9OOXOIu9asXbrdbsdsEt2gJE6GN1iNxUTlkiDAXmpq9tPx3W2GNb8ckYgpEQf5CGVEwkY6hqlyjHWNMWFpFShTkEIuCHAJRMI5qSx4qU0ll6lLGEdMxhZpUF1TDiYJi7DRa0UmFyV5GSw6JRUEO/aIgh2xVcTUVa4mpXxTkEKcAlBIFk+nny3CJMbEoyKFfFGyiHyoKmomCVddsOl1G0g6oKGgJJc6DG9cQ12Vhx+4JiUmMsfH33dG+sIBrP2Pm7NfefO/p5//XYK5Zu+GpJx764ONPG1aB1TU1qSn+rH0JCQmVVVyBLkJLmAgBAACECF75FaGXsYxMJa99Z/UfY2IPT0+33z2+yR627fg7KTExJTnFU1bGGNu//2CngQMaTsXHx9ttmQcOHhRcjoB6AAAAllEv/8/LWFR0dGxcnPpfVFQTVZXtNlv0P9nEzz1r1K7dezxlZb179ujZo9sfc+f3OqZHu7Y5jLHhQwfv3bd/23ZR4vlQWRFm9iRmyWpiJtB1PVeumvOFitmn8i7mUMcj5wvlaoUny1Qz54hVvczCaBYesS+Uo3lqx0th6+c/di0lp9pyURmzJbrlfKH19PdnTIz/2H4Ovcu3om6VC+ldPpcYUlBQLiem40P/MRc+IeUpNVyhXpwYT7mMmI6PRF3ZBxPT+YdGu6aQ0js4bqJBR6/q1hdSWhOznC5FrMoIKEb90WONPn1ifqMhZ8N0q0sNGFgR1htak40aMfTySy7cuXuPYrfFxsY+OGESY2z0WSPr6uonPfPilA+nvfvGS1u2butY1GH8hEnirkJlIgQAAAD089GnX878Y252VpbbXbpr9576+nrG2PMvv95w9r2pH//w04ycNtlbtm0XBE40gIkQAACAZdQyVtN0K0I9Y3GG7lVcfKC4+ID6L+o578DBQwcOHmp00VHARAgAAMAy6hirlbwk6IV5g1aG6YWk6kJVGSbDW7QZY3/TjfgFRnecW0gS3VtfWarRrhEracuhTxDzjweIeYzuHfzraLfd6YXb6QvYXvgCcvp1ULLlpuYQs2xfc9w0ozsx3ZqxuTwlVNLOP4aYpVtF1yqPEtPxkN6bmqGSquNJutVx7pPY+0RicsI/h2Exz0yl+wDxB9XYBlONzT6KmM6fJHrO6OI/dm+UHZcmi2lBupE0EMs503+spwzT1mULqyTLMHkZSwtqGSasCAEAAFiGAdcoqk8AAABoORhwjQadoLlGx1x4Xny8MX205ZOWlu7x6HanRiRxcfExMdFVVUZ3+kcGqWlp5WVlPl/Qf3CHLrExsfHx8RWVTewqjHBSkpOrqmrqvXXfT/+lpKSk6Qskqa6qLCstUbJymm4aGII2ETYZLAkAACCkaKk/qoLmGm2pLygAAIDwAinWAAAARDSYCAEAAEQ02DUafDoWtT/nrFFdOhVV19TOW7Do86++9Xq9SUlJ1189tlfPHvv3H3jznSk7du4K9jBDgrTU1Lvv+O/ylau/+nY6YywlJfmGa648pke3PXv3vfH25N179gZ7gEEmJSV53OUXH9enV21N7Y8zfvt++i+MsdOHnXru6DMYY99+/9PPv/4e7DEGmYz09KuvvLRb1y5VVVUzZs5ueIkyMzL+c+2VXTp33L5j5+tvv68zHUkLo6h94Ykn9O9Y1H7Dxs3TPv+64Y/tC/Ovv3pcVlbrFStXv/Xe1KqqasbYoJNOGHPBufFxcb/8NuvLb34I6qitASvC4NO/77FOl+v1tyd/8tmXF51/zr/HXsIYu+OWGwry85589qXNW7a9/PykxnUpI5Nbb7quR/eu3boeLtdyz523ZGe1nvj0C7t273np2YlHUtFHJjExMS8+80S7tjmvvfXe2+9/UFZWzhjrd1yfO2+7cfIH096f+vFtN98woN+xwR5mkBl/3x3ZWVkTn35hyoef3nTdVaeechJj7JEH705ITHj8qec9ZWXPTpoQ7DEGh/79js3LbWe3ZR7T43Bge3x8/CvPP7l+4+Ynn32pY1H7W2+6njHWuVPRhAfv+fyr71596/2xl40ZMexUYa/hAb5eg88nn/nLRmRlfTb6jNM/+/LbkcOHXjLuut179m3avHXEsFNPOXngzFnNkrU+hOnf99g2bbJmz12QlprCGFPstqGDB/3r4nEHDx7avGXbyOFDB57Qf96CRcEeZtAYPnRwZkb69f+90+v1p6y68LzRn37xzaIlfzHGpn3+9UXnn7N46fLgjTH4dOva5ZHHn96+Y+f2HTsXLFrSrVuXrdv/7ntc75GjLyovr3jp1bd++nZar2O6r1qjO3VQS6FhFXjtv68oKMhr+Mupp5xU4i5tKPv+3EuvffDua6++8e7555z14y+//TF3AWPs/akfX/Cvs2f8ZqIMdGgQ0b+gQ5BORe137dlbkJ9XUVm5e8/h1GFr123oVNQhuAMLOkmJibffcsOkZ15i/+w3bl9Y4CopOfiPF2vtug2dOkb0q3RMj26Lly4fe9mYp594+LqrxiYnJzHGOhZ1WLvucDKudes3dCoqCuoYg8+ceQvPHDW8lWLv0qnjsb17Lli4uGNR+507dzcka66vr9+wcXOEP0hH6FjUYe36DQ3Hf+/cXVNbm5/XrmNR+7XrDv9x7fqNnTu1hCcKE2EI0e+4PiNHnPb2e1NtmZkNfq0GSj0eu12yJliL4+Ybr/1++i979vrzitpsmR6PP6VhqafMbrMFY2ihQnZW6zNHDmOMTfv8645F7Z+dNCEqKspuy2yo2c0Yc5fiQWKTP/ika+dOn0x56503Xpy3YNGqNWvttsxSPEhHw27P9Hj8CWQ9njKbLdOmeqJKSz1JiYlJSUkaHYQNcI2GCj26d338kfvvG//Y7j37srJaJyb4Ux0nJSWq58UIpHevY7p27vjsi6+q/1heXpGQkHjETEpM3Ld/f7MPLYSoqKzcvHX75A8+YYxt3rLt1+lf5LTJrqioOPIsJScleSL7QYqOjn75+Ulffzt92udfJycnvfD04+Muv7i4+EBiInmQysoj+lU6Qnl5RWKi6osoMbGsvKKiovLIE5WUlFRXV1ddHfYJnrAiDAm6dun07MRHHp34bIN+U1x8IDMzIzXlcAb+3HZt9xVH9Fd8p6IO+Xm5M77//LfpX1543uiRI057/63/7SsuzmqtHPmg5ua25SqTRRp79xW73Ycz85VXlNfW1aWmpuwt3p+X27bhj7m5bYv/v717fWkqjOMA/pzj5mi5neXcCi+heUFTUxNTskJQuuhsXgoKIvCFQUFKJN5KDbXMKK0Q8kX/QCQlBuK8kyUVEpVaRIRTQzdlmzO34Zbai9GwIEIqjvP5fjgvzhV+HA7nC+c8F7ofJB+5d+D2gHZNNyHEarX19j+Lj4uZ0un9fLe5WlrhLrlM6/QB/n4fAlj7AAACcklEQVTOdYnEi+OkOp1+Wqf3/7EzwN9Xp59dXnb70VEQhPwLCQ5qqK+pu3ln8MUr556pad2Hj5+y1RnOo1GREb39A7zWyLOWx21pGbnO5eGjto7Onrwz58e0E9rxycz0Q4SQiPCw0JAd/QPP+a6UTx2dPbG7orYqFYSQ1JQDlgWLdnxS09Wnzkz3FAqFQkGW6ojG/ds1/A2D0bRgsexNTCCECASCpD27teOTwyOjVqvtYGoKISQhPs5bJht8OcRzoetDd9/TmOio4KBAQkiOWvV2eFQ/M6vp6s04nCYWb2JZJket0nRvhA45vI01Ci5lRYXObl5O+pnZo8dOhYUG19dWLi0tyTiuqfl+65O1zFq2oRWcy5dIvK7WNxJCdoaH1dVU2O12Gcc1NjW3d3TzXR3PThzPzjt90mA0bRaLa+puDb1+4ykUVleVxUZHrqysvBt5X1F93W5f6yQ5G8r+5KTSosL5+a9SqWRi4kt5Va1pzhwfF1NdWWqxWDlOcu3GbWeTSNrkqDNKLha4Nh+0tDbcvZebpTqbnzdnNjMMW1x+5fOYlmXZS8UX9iUnOuwO7cRkyeXq1ZPCuykE4frFsoxSoTDNmRcXF/98Nq1YllUqfYwGk93hdnO//BcikYiTSn7pEi7jOIYhpjnz766iCsMwcrm3zWZb/Qb38PBQKOQGg9Hh+MZjbeuQSCTaIuNmZn/6BCqVSoQCgcFo4rGwfwhBCAAAVMM/QgAAoBqCEAAAqIYgBAAAqiEIAQCAaghCAACgGoIQAACohiAEAACqIQgBAIBqCEIAAKAaghAAAKiGIAQAAKohCAEAgGoIQgAAoNp34KDI/CxwtagAAAAASUVORK5CYII="
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool_py[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool[:,:,1,1] .- grad_maxpool_py[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5.3122287f0"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(vec_grad_maxpool .- vec_grad_maxpool_py) .|> abs |> maximum"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.4.1",
"language": "julia",
"name": "julia-1.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
{
"cells": [
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"using TestImages\n",
"using Images\n",
"using PyCall\n",
"using Flux"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: redefining constant torch\n",
"WARNING: redefining constant nn\n"
]
},
{
"data": {
"text/plain": [
"PyObject <module 'torch.nn' from '/home/yiyuezhuo/anaconda3/lib/python3.7/site-packages/torch/nn/__init__.py'>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"const torch = pyimport(\"torch\")\n",
"const nn = pyimport(\"torch.nn\")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((3, 100, 100), Array{Float32,3})"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = testimage(\"mandrill\")[1:100, 1:100] \n",
"img_arr = img |> channelview .|> Float32 #CHW\n",
"img_arr |> size, img_arr |> typeof"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1, 3, 100, 100), Array{Float32,4})"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_arr_batch = reshape(img_arr, 1, size(img_arr)...) #NCHW\n",
"img_arr_batch |> size, img_arr_batch |> typeof"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 100, 3, 1)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy_input_py = img_arr_batch |> torch.tensor\n",
"# dummy_input = permutedims(img_arr_batch, [3,4,2,1])\n",
"dummy_input = permutedims(img_arr_batch, [4,3,2,1])\n",
"dummy_input |> size"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PyObject MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maxpool_py = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MaxPool((3, 3), pad = (1, 1, 1, 1), stride = (2, 2))"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maxpool = MaxPool((3, 3); stride=2, pad=1)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"true"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy_input_py.requires_grad_()\n",
"dummy_input_py.requires_grad"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0f0"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"out = maxpool(dummy_input)\n",
"out_py = maxpool_py(dummy_input_py)\n",
"\n",
"(out .- permutedims(out_py.detach().numpy(), [4,3,2,1])) .|> abs |> maximum # NCHW -> WHCN"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((50, 50, 3, 1), (1, 3, 50, 50))"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"random_weight = randn(Float32, size(out)...) # WHCN\n",
"random_weight_py = permutedims(random_weight, [4,3,2,1]) |> torch.tensor # NCHW\n",
"random_weight |> size, random_weight_py.shape"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Grads(...)"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gs = gradient(params()) do\n",
" sum(maxpool(dummy_input) .* random_weight)\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"(out_py * random_weight_py).sum().backward()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"using Plots\n",
"theme(:dark)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grad_maxpool = gs.grads[GlobalRef(Main, :dummy_input)]\n",
"grad_maxpool_py = permutedims(dummy_input_py.grad.numpy(), [4,3,2,1])\n",
"\n",
"vec_grad_maxpool = vec(grad_maxpool)\n",
"vec_grad_maxpool_py = vec(grad_maxpool_py)\n",
"\n",
"scatter(vec_grad_maxpool, vec_grad_maxpool_py, html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool_py[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool[:,:,1,1] .- grad_maxpool_py[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.3841858f-7"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(vec_grad_maxpool .- vec_grad_maxpool_py) .|> abs |> maximum"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.4.1",
"language": "julia",
"name": "julia-1.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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