diff --git a/BUGFIX: Different_sized_inputs.ipynb b/BUGFIX: Different_sized_inputs.ipynb deleted file mode 100644 index 6d3910e..0000000 --- a/BUGFIX: Different_sized_inputs.ipynb +++ /dev/null @@ -1,656 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import QPIXL.helper as hlp\n", - "from QPIXL.qiskit.qpixl_parallel import cFRQI, cFRQI_old\n", - "from qiskit_aer import StatevectorSimulator\n", - "from PIL import Image\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "backend = StatevectorSimulator(method=\"statevector\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Using the original cFRQI and padding the images to an equal size" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ALL IMAGES WILL BE PADDED TO 4096\n", - "SIZE OF QC: 16396\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = Image.open(\"figures/creation_world.png\")\n", - "img = img.convert(\"L\")\n", - "img = np.array(\n", - " img.resize((9,14), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - ")\n", - "\n", - "img2 = Image.open(\"figures/cat.webp\")\n", - "img2 = img2.convert(\"L\")\n", - "img2 = np.array(\n", - " img2.resize((64, 64), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - " )\n", - "\n", - "shapes = np.array([\n", - " img.shape,\n", - " img2.shape\n", - "])\n", - "\n", - "# Determine the max padding size\n", - "max_pad_size = hlp.nextpow2(np.max(shapes[:,0] * shapes[:, 1]))\n", - "print(f\"ALL IMAGES WILL BE PADDED TO {max_pad_size}\")\n", - "\n", - "# Plot images for reference\n", - "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", - "axs[0][0].imshow(img)\n", - "axs[0][1].imshow(img2)\n", - "\n", - "# Transpose images and pad them\n", - "padded_img = hlp.pad_0(img.T, size_pow2=max_pad_size)\n", - "padded_img2 = hlp.pad_0(img2.T, size_pow2=max_pad_size)\n", - "\n", - "# Use padded images to build and run the circuit\n", - "np_frame = [padded_img, padded_img2]\n", - "decoded_data = []\n", - "qc = cFRQI_old(np_frame, 0)\n", - "job = backend.run(qc)\n", - "\n", - "# Decode images without padding\n", - "sv = np.real(job.result().get_statevector())\n", - "decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", - "for datum, shape in zip(decoded, shapes):\n", - " decoded_data.append(hlp.reconstruct_img(datum, shape))\n", - "\n", - "# Plot resulting images for comparison\n", - "axs[1][0].imshow(decoded_data[0])\n", - "axs[1][1].imshow(decoded_data[1])\n", - "\n", - "print(f\"SIZE OF QC: {qc.size()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Using the updated cFRQI and padding all images to the same size" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ALL IMAGES WILL BE PADDED TO 4096\n", - "SIZE OF QC: 16396\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = Image.open(\"figures/creation_world.png\")\n", - "img = img.convert(\"L\")\n", - "img = np.array(\n", - " img.resize((9,14), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - ")\n", - "\n", - "img2 = Image.open(\"figures/cat.webp\")\n", - "img2 = img2.convert(\"L\")\n", - "img2 = np.array(\n", - " img2.resize((64, 64), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - " )\n", - "\n", - "shapes = np.array([\n", - " img.shape,\n", - " img2.shape\n", - "])\n", - "\n", - "# Determine the max padding size\n", - "max_pad_size = hlp.nextpow2(np.max(shapes[:,0] * shapes[:, 1]))\n", - "print(f\"ALL IMAGES WILL BE PADDED TO {max_pad_size}\")\n", - "\n", - "# Plot images for reference\n", - "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", - "axs[0][0].imshow(img)\n", - "axs[0][1].imshow(img2)\n", - "\n", - "# Transpose images and pad them\n", - "padded_img = hlp.pad_0(img.T, size_pow2=max_pad_size)\n", - "padded_img2 = hlp.pad_0(img2.T, size_pow2=max_pad_size)\n", - "\n", - "# Use padded images to build and run the circuit\n", - "np_frame = [padded_img, padded_img2]\n", - "decoded_data = []\n", - "qc = cFRQI(np_frame, 0)\n", - "job = backend.run(qc)\n", - "\n", - "# Decode images without padding\n", - "sv = np.real(job.result().get_statevector())\n", - "decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", - "for datum, shape in zip(decoded, shapes):\n", - " decoded_data.append(hlp.reconstruct_img(datum, shape))\n", - "\n", - "# Plot resulting images for comparison\n", - "axs[1][0].imshow(decoded_data[0])\n", - "axs[1][1].imshow(decoded_data[1])\n", - "\n", - "print(f\"SIZE OF QC: {qc.size()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Using the updated cFRQI and padding the images to their respective nearest power of 2" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SIZE OF QC: 12428\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = Image.open(\"figures/creation_world.png\")\n", - "img = img.convert(\"L\")\n", - "img = np.array(\n", - " img.resize((9,14), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - ")\n", - "\n", - "img2 = Image.open(\"figures/cat.webp\")\n", - "img2 = img2.convert(\"L\")\n", - "img2 = np.array(\n", - " img2.resize((64, 64), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - " )\n", - "\n", - "shapes = np.array([\n", - " img.shape,\n", - " img2.shape\n", - "])\n", - "\n", - "\n", - "# Plot images for reference\n", - "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", - "axs[0][0].imshow(img)\n", - "axs[0][1].imshow(img2)\n", - "\n", - "# Transpose images and pad them\n", - "padded_img = hlp.pad_0(img.T)\n", - "padded_img2 = hlp.pad_0(img2.T)\n", - "\n", - "# Use padded images to build and run the circuit\n", - "np_frame = [padded_img, padded_img2]\n", - "decoded_data = []\n", - "qc = cFRQI(np_frame, 0)\n", - "job = backend.run(qc)\n", - "\n", - "# Decode images without padding\n", - "sv = np.real(job.result().get_statevector())\n", - "decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", - "for datum, shape in zip(decoded, shapes):\n", - " decoded_data.append(hlp.reconstruct_img(datum, shape))\n", - "\n", - "# Plot resulting images for comparison\n", - "axs[1][0].imshow(decoded_data[0])\n", - "axs[1][1].imshow(decoded_data[1])\n", - "\n", - "print(f\"SIZE OF QC: {qc.size()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Producing the bug on the original cFRQI\n", - "This bug is noticeable by a corrupted decoded image\n", - "- it happens on certain input shapes of images, but affected images are in order (in this case, the shape of img2 affects img2)\n", - "- this can be further examined by changing the shape of img1, and they should all produce the same bug\n", - "- but only certain values of img2 produce this bug\n", - "- some of these values for img2 here are (27,27), (30, 49)\n", - "\n", - "- by my examination, they occur because the parity check (pc) value gets miscalculated. \n", - "- i've added a print statement that gets activated in these examples - the value of pc should be a power of 2 and it isn't" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ALL IMAGES WILL BE PADDED TO 2048\n", - "POTENTIAL BUG HERE: This is the special case in which the PC var is calculated as: 1536\n", - "SIZE OF QC: 8200\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = Image.open(\"figures/creation_world.png\")\n", - "img = img.convert(\"L\")\n", - "img = np.array(\n", - " img.resize((32,32), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - ")\n", - "\n", - "img2 = Image.open(\"figures/cat.webp\")\n", - "img2 = img2.convert(\"L\")\n", - "img2 = np.array(\n", - " img2.resize((30, 49), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - " )\n", - "\n", - "shapes = np.array([\n", - " img.shape,\n", - " img2.shape\n", - "])\n", - "\n", - "# Determine the max padding size\n", - "max_pad_size = hlp.nextpow2(np.max(shapes[:,0] * shapes[:, 1]))\n", - "print(f\"ALL IMAGES WILL BE PADDED TO {max_pad_size}\")\n", - "\n", - "# Plot images for reference\n", - "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", - "axs[0][0].imshow(img)\n", - "axs[0][1].imshow(img2)\n", - "\n", - "# Transpose images and pad them\n", - "padded_img = hlp.pad_0(img.T, size_pow2=max_pad_size)\n", - "padded_img2 = hlp.pad_0(img2.T, size_pow2=max_pad_size)\n", - "\n", - "# Use padded images to build and run the circuit\n", - "np_frame = [padded_img, padded_img2]\n", - "decoded_data = []\n", - "qc = cFRQI_old(np_frame, 0)\n", - "job = backend.run(qc)\n", - "\n", - "# Decode images without padding\n", - "sv = np.real(job.result().get_statevector())\n", - "decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", - "for datum, shape in zip(decoded, shapes):\n", - " decoded_data.append(hlp.reconstruct_img(datum, shape))\n", - "\n", - "# Plot resulting images for comparison\n", - "axs[1][0].imshow(decoded_data[0])\n", - "axs[1][1].imshow(decoded_data[1])\n", - "\n", - "print(f\"SIZE OF QC: {qc.size()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Showing that the same bug is fixed using the updated cFRQI, without padding images to the same size" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SIZE OF QC: 7178\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = Image.open(\"figures/creation_world.png\")\n", - "img = img.convert(\"L\")\n", - "img = np.array(\n", - " img.resize((32,32), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - ")\n", - "\n", - "img2 = Image.open(\"figures/cat.webp\")\n", - "img2 = img2.convert(\"L\")\n", - "img2 = np.array(\n", - " img2.resize((30, 49), Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - " )\n", - "\n", - "shapes = np.array([\n", - " img.shape,\n", - " img2.shape\n", - "])\n", - "\n", - "\n", - "# Plot images for reference\n", - "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", - "axs[0][0].imshow(img)\n", - "axs[0][1].imshow(img2)\n", - "\n", - "# Transpose images and pad them\n", - "padded_img = hlp.pad_0(img.T)\n", - "padded_img2 = hlp.pad_0(img2.T)\n", - "\n", - "# Use padded images to build and run the circuit\n", - "np_frame = [padded_img, padded_img2]\n", - "decoded_data = []\n", - "qc = cFRQI(np_frame, 0)\n", - "job = backend.run(qc)\n", - "\n", - "# Decode images without padding\n", - "sv = np.real(job.result().get_statevector())\n", - "decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", - "for datum, shape in zip(decoded, shapes):\n", - " decoded_data.append(hlp.reconstruct_img(datum, shape))\n", - "\n", - "# Plot resulting images for comparison\n", - "axs[1][0].imshow(decoded_data[0])\n", - "axs[1][1].imshow(decoded_data[1])\n", - "\n", - "print(f\"SIZE OF QC: {qc.size()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# ⬇️ TESTS BELOW ⬇️\n", - "# Just to show that the methods of equal padding all input images, or using the updated cFRQI produce the same results - up to the point where the original cFRQI fails\n", - "\n", - "### Every plot contains a sequence of randomly selected images from the \"figures\" folder.\n", - "\n", - "### There are up to NUM_OF_TESTS number of plots. (Default=5)\n", - "\n", - "### Every image is randomly scaled to have a width and height in the range of [MIN_VALID_IMG_DIM, MAX_VALID_IMG_DIM]. (Default=[5,64])\n", - "\n", - "### There are up to MAX_NUM_IMAGES_AT_ONCE images in a single plot. (Default=5)\n", - "\n", - "### In every plot, the first row displays the input images, the second row displays output images, the third row displays output images generated with the equal padding method.\n", - "\n", - "Given that you don't re-run this cell before looking at it, the outputs should show a case of a chain of corrupted images generated by the old cFRQI, with equal-padded inputs, in the THIRD plot. This has been correctly preceded by the print statement placed in the old version of the cFRQI - see \"POTENTIAL BUG HERE...\" in the output above the plots" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test 0 starting\n", - "Images will be resized to the shapes [[19, 17], [12, 8], [18, 29], [17, 9], [21, 27], [32, 30], [6, 13]]\n", - "SIZE OF QC: 11274\n", - "SIZE OF QC_OLD_CFRQI: 14346\n", - "SIZE DIFFERENCE 3072\n", - "\n", - "Test 1 starting\n", - "Images will be resized to the shapes [[6, 25], [13, 31], [29, 20], [11, 14]]\n", - "SIZE OF QC: 6154\n", - "SIZE OF QC_OLD_CFRQI: 8202\n", - "SIZE DIFFERENCE 2048\n", - "\n", - "Test 2 starting\n", - "Images will be resized to the shapes [[23, 7], [11, 8], [9, 24], [14, 20], [12, 21], [14, 17], [12, 15], [19, 30]]\n", - "POTENTIAL BUG HERE: This is the special case in which the PC var is calculated as: 768\n", - "SIZE OF QC: 11145\n", - "SIZE OF QC_OLD_CFRQI: 16379\n", - "SIZE DIFFERENCE 5234\n", - "\n", - "Test 3 starting\n", - "Images will be resized to the shapes [[24, 20], [24, 6], [13, 23], [27, 8], [24, 31], [8, 17], [25, 29]]\n", - "SIZE OF QC: 11018\n", - "SIZE OF QC_OLD_CFRQI: 14346\n", - "SIZE DIFFERENCE 3328\n", - "\n", - "Test 4 starting\n", - "Images will be resized to the shapes [[26, 30], [14, 18], [31, 14], [27, 18]]\n", - "SIZE OF QC: 6410\n", - "SIZE OF QC_OLD_CFRQI: 8202\n", - "SIZE DIFFERENCE 1792\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", 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w3WQ4lmdmDUqvVTKyIt5rNNZLfYqKioTFYlFSQrTQOJI+ogXS0ekN6YBEAmDBDOka5+PXnU0H+PU7R9IosXr5410V3NjMG8QfIEcWJU2S9iFd32WCklOsoGcdGx/ezx1Z9t78fH6pp5Nkc4uwvLKKXHSRsZxSrF69WpxyyinRccRhROvcZ599Vtx8880QUUlz2lwpSVLft912m6isrFS8jddeey1+TEFCQHFjctKZjfV+X7DD0NDU4g1v193ukNKfIvjD+opysbBJRi3hDu3QPdYZI00sGNbP7/CGA3Gdxy3ldtfaQmKeaD12u12MHz9eSRGJGLjk7KLx7Nmz4zgTAACkN1RiEslk0YOch4kQUXmp5miREWz8vdpUz51VK7erEfhrxn1qqMjqlNJEluw+ho3PH7A25hycZp6d4w7x9fyFvXibiOK+ar1kZYA7FV6tHRPXuTe7VQfM9roitu/MXj+IRFFkVefc4KbfXu4sTIiRRP2RbrnlFqU/w+9//3vlvhxhAqAjvNfZe8LCYm+8YGVs5WmG7uN5M7OA5CnssVFNiyEsW7m0ue/IUjZu6MkvPjYXX1hnreVFjAd8/CJhRHWQe1hz/qsvFxqd63AubFHXny/+LVL6nLOCq1LZavkBYU1tRuMGPswYoM4v6DV1aWM9kHjIAUGe0AkTJijqkvR/IwM4Ui/YGg4EfaKhSebfFVS/K2/t5T+OFk2hsMvHv1P+/uq+R9aeyvYVv6d+/9faeATDWal+FxfewI3vX5V8Fb3/6gtSDa3mkmB1813V49TvyCVnLGD7tv2gphwXfsu/O/XB2NFq9z3q93TBDtUbTVT+qC4EKrK4hL3Jpz7H3oPqb2vITSmBb/CJAwAA6DDiMpL+53/+R3z44YeKJ5kWPnoL3FSkPMDTANZ6eR2Ou5IvajNdfAHu8vIffwdvoySW7xvGxjYX/zEtd/GeK5mV6v6d9bz+KaOSP7fXz/+FVmlu23fzBbblED9eTqw6UMUX+9mH+BF5Zr4oyZYKiycWN9bi+DL9Yk3TNniv05+WGuvFMpLk+jM01+t4ZsyYoWQAzJ07V/mfUdExpYjI6bAAAABAdyYuI4l+SK1WqyLnvGTJkpjHHTokWQmg25MI7zVIr8Z6BJrrdQ3knICDAlC/n0jPn7DUKyjs4WmmDR5VipjIk2ohLQ2SeuFuHvHea+GiQY58D3++RNbrhI3VzBp6STVGu7mjMnunVDcqRR4bCvlkY/ShVp/fEmJ/AdByTs5/RXZTevk39gFsnyeoLtMnOHlqebFZ+mBKjBrGM2ZKrfria7LUeGvO7dYU3hVrBHOU55XGLZ37J1lqbbqryG54rPZ59SjWpNYYSaB3iAT4M888E8/hAESB9xrogfozAAAAACQjcRlJUK4DXem9DmSaRLip1qjidC63W9+PpwX6CngNkVXyghbUcq/mwSN5GqGrr6T0NIAX2JfYuLenPsil0Y2wCO7BCNu5xzUs9X4Jy0p+ksfVm2MyTPc0SR4Tb1GGobJfULO7hVYV7Wqsp8wV6mkpSZbZpNyIjZWqo6PBwz/LmRlqfVxdTey+KgP78O/P7iPVGsNgb15Td/ig+hynZfMP+7gMteVB3mncm+nQ9EYKSh7G4VlqmmeGif8sZvVXlc+qbNlsn7OnWuvoPsxfn9OsvvapfTazfV/a1H3HFXHv8LfVqpPAqpFQ97t8Ql8uBIC2UTj8oLBk6V9/d20zbvKeu8/4x8HDf2Kb0UPtHKBLz0+59L9MzdHGDtb6/rFDk9paWwA6RN0u1SBFK3+TSskZG3/B9g3P4yIAu128kLb0TVndhBfG78nhofphb/AeOXuDfEFdsozv33AMr4Ea/ryqQLKzP1cnGbxE1ewntvQbwsZ9v+VzC/3ALxSOgzzFoXoY/2EPbuUL6D7v8XBt+fW8futwBa9hWuYeqSkyBt2FrmysF0vFLh61uniJpT4XC4tJ/wfbKTcnjfN5A3F0UAcAAABABxlJBQUFrer23dqaJPRdASB1QGM9ANILikpHItNyhNrcYDYUBZLV/DKquGMsQxIJijZkasLNBUWFJZE1SU1Rzui5vdyZEHDyJ7Mf5I4Tdwk/vvdK/lobivjjg1IwxiT7VSPTQQAD6LDW209k2hq/L1/U8vXt5io1oveoUIWRiHF5auScGGCvYuNNDdwBPyJzb0wZ7n/v4w75i/uuNJxzlkZu3CUV5e32cRnvVYd4I/Hze3/DxlUaCfEqf3bMOeu9P64Afx2n91gfc849rWpWgNtHUXoeIGm3kUTF9qnadwUA0D7QWA9EqAhahKtJAryhQf2BdGjS62TMNr7wrDTI5TSVqsW6poBUJF+oPkdpBnfIbfCqqZ57fyxm+zJK1NS4UIg/d02D+hkNlkoLYu3rq+SLaf9h9cfdYhDQ3O/lEfddX6npwrtM/WKKDow4Xk2wC4TbHwEFAACQIjVJndl35aTHfiMsjsYfQovUKfz/3fIiG+dIXqiJ517HxiY3/7Gy96ln4x9n88Lz/NHcut/Wm+8v6s/z8Xf+QbXoCyZyS3fb73h6XebwajYut/CeVeZ+XBnEXy0vWHntjjmLL3IOj+V5v2VBbuVnbeMrA9ewxl/4kKR0lGivZ9DO/0c23jBdZO2R0gxr9Zt2Rvcf5vO1eKRFlIm/b8Gmfk0JQWpWZ/LxuWbslf6HWTnSXIRhX6SQw2roRbW6pf+VSf9+ZzXWAwAAAABI6Zqkuro6tmgym80iO5svotsK+q4AAEBiueuuu5pJrg8fPlxs2qRKsILuAwWnIoq6FqmYPSStDkJSpMzi5w6TQLatmdAOfzI+NDdYEiYBHoromMfALMmVF63lx9dLwbzeX3PnYVgqM3BU8/PV8WwiYUFJLgDdz0ii+oPbbrtNvPvuu8qY6g3cbk1ahMmkGDATJ05s98TQdwUAABLP6NGjlabgEaj3HQAAgK5hgO2QyLI3egnc2bzGZk+BKgz2u77qdZvIMvGsEafJOGNmYgYXDdNSrFHx1Ot15Jb6E/3gLYl53tEOXkc0MmNvq/soVWrqk/SOHSjVXcm1VdpeUBt8jaq77SGuX8cFCxYodQZa/vnPf4q+ffsqEaWnn35aqSGibV0F+q4AkPo8U9tbZEqu7MOBLN1jBzn0iy93ePUlbLNjuHmzzGoEWkuFP6/Vz7lLKliNYJHd6E0UWfUj3eU+ff3cIimvtKGefhS5hHRLkFEUkWxvK1mmgMhqUuzz16v5nvm5PDXUblE98nW7+Y+fFpdPUu2rUtNbTQV8ISDq1M9FuZcrkQ7W/F8sbh6a8OzNinlObY2SX0pBFntUBVBLgySXn6f+Xy3Sx6c6lBGzuFi73ggU8RRnc426s9arniMA2WIAAOhU4jKSvvzyy2Z9bo499lgxePBg5X5mZqY4//zzEzKxRPddoXVRpNl17RRelNTPymWw76s6iu//D/+xDUhlPZ58XiNSsJX/AFfU8IXTwA/4QmeH1Il88L/VOqNtNr7QO+JFXqi87Vc9+GPf4YuUPafw9McSSSK8ZhBPkcio5q/VLKVU9P8fXn/lKjX2XCQSSnGwNNUCFb7GFUw8xw037C2UsZ+/LyZJolxWI8o8xOt0il+oYePQep6elH1r62uwPGH+npv8/D0MFHBjIOi0Gf5PbC7+3GZFtUUz3sNr3vL2SGkuLv7eOAar72VQWp+C1GfLli1KFgAJakyZMkWJvpM6oR5IXwYgfak6lC3MHn1hnewdxsvD3J2SM0Hi8HBjoZHMQ8aPD2zfabjffoS+QyqCe0TstUmoQd8hBkC7jKRdu3aJ4mJVMYgKtIuK1A8qGTNkxKR63xUAAEhHqKaTlAipDonaLlBq8oknnijWr18vcnK4s4dA+nJ6YwpRs+mmgeQoskgOErPfWAJcrtuRa5hkR5TZJzXJTmTWZ9h4bln7pDSlA3JDbr6IDlm587CuP29OHnRyR5WtVnJENSk5Rv4CAFKDuC5L5HkkQ6lfv8Yqx+uvv57tLysrE04nv3gYgb4r3QMUiwOQHGjVRMeMGaMYTaWlpWLJkiXiiiuuaHY80pcBAKBjqQrkCHeg0bD+tp5H9bdVqoGIDT37NntcfM8TO+XZLfU62ujhPZZkNtWrKdu7s3lUz6npodSac8vHx3OsfO7VQlVRKfPwdOzhTjWI4/FSpHFTYo2ko48+WpHfpqauerz22mvKMa0FfVe6DygWByD5yM/PF8OGDWPOqtakL/ewWERuU/fPc49ZE91e1sB/lA561NTRM6b8l+0bbFNDDReV8uaCSzOO1K1rInwlqpf+ZwXr2L7+VjVVeeBE3mgxx6am2O44zFOce+WoKdDZJqk54cnfRu97g/y6VaepNdK+VuX1WdXU5FHZ+9g+97GxmypZzWpUosih9nby2XzCuL0jAACARBLXSvXqq69WpLcHDhyopLyR5DcRDAbFE088oQg7vPgi7zlkRGf2XVl242MiN0dfY3Srn4fKK3zc2vZlSc0Mpd+3IC9pEoFM4+P9OXZDqdWgU90fskkyq7kZxo/NtLYwV2luUo+dQIbJ8AMi95AyZ/MapyNKKhvP4/KK8gQXi9f3NwmLo/H5C0YOZPtMwbBhTZKnN49wmor4P81RzRdi9hr+usIOKX1iylg2LrJ91spXIUSxVKx/aAr3lASbXmPM/7HcI8olFajn88+vzZ1j2H1elsf1qmI6IojU7bSGovnbtm0TF198cVdPBQAAAEhdI+mXv/ylEu259tprFSnwiGDD9u3blR9b2nfeeed11FxBCoNicRAPpDSXaeaG67aAvlrdyAxu0EYIxmi84pU9BzGM1wiHdFT1Jjul7sVNVJr10xliKfP1talypVp+9KhiNUYKfGZzfMIpN910kzj77LOVFLu9e/eKO++8U1gsFnHhhRfGdR6QHtDHx9zk/5E/StRDiW/gQ7/kcLPX8BPY6sOGzp9oLVRkLh0oEmOSG3ZLr2XnWfzFmvz8+9r/Az5Zb770WgKS81D+WkbUEzUqigBEcIdtItzkDf142zC2z/ad+lmc7z2d7Qt5pM+tiy/prT25SJm/Ro182w/yx5qHcVEur0YNlLDVm2Ie/+XeEcIIR4kaESf8u/i5tT/J8pzDu6T6vxzu5LX28MQ8XlYOPfo4Varc1Mrfzrhznh544AHxi1/8Qrz00kvKwpc46aSTlB9ZUroDQAbF4gAkB+Xl5cq1+uDBg4oID6Uwr1q1ignytIZdfrPI9jcukj/+++To9qz9/AfMp4nerzbxfPqNd30avf/Ql/zHv/fH6g+4uydfjDsr1Oe4b+b/sH2/GqCm7fke5obmj0eqP3e5O6TsgWJVJXT3/+NqjyufPSZ6P+BsLnwQoeh7vsp//eHR0fsv/Mh7B1pXqsZ03RH8x9pZps7TW6g+QchDi4ElfAIAAAA6jDYVhpAxBIMIdFaxeE1NjRJ1CnlVj0EgwL0HgQBf9ISaUkFj0Sw9T/LwmQNS75IgX8iEAnzsUfrVqNTaYkuCu+u5VzLo568lKKtESacKCmmuPum1SOlzJkkyPCyll5ql9yKoSceLvOdGabEgdXj55Ze7egoAAABA+hlJ3333XauOo4VwspFtzhDZMRbOI6W6nGFO3uH348HSolTK7vHn8AXkIRt/W4MZfP/+Yx2GNSHlp6mhSKs79r7G/Xwue062G6Y0HBjP3wMLj2wKXx5/rbLntMjCn79HAQ+jDslt7IbsM/vEJyIxxeKRdLvtj6i1afqP7Do+VZ3pCnfE9WhefN7lLG++qa6uTuTlNW+qCgAAIHGsWLFCzJ8/X6xZs0bJvHj99deZoi85rChNdtGiRYqgFQlpPfnkk4oKcLzYdmQKSwwhrMwKY8dY9RDjPkh5J/N1lIxjpfHviaWXfnp1hLLJ0sJNwlxl0LvQY9yjCYA2GUnUr4jEFFoSWyAhBwASVSxOtUwkL0+fO4oo0f3c3NhSlqA5EenmeN87es/JQKL/AQCRa7+rXl2ABH2aCK8UpQz6VKdMWCrHqK/TRCwbpGiqX12ABb3csRPUPEfIxWu0GjQR3YAcofVaWzXPujp5n3qeoCV2ul0g4IsZXQ7Kzau9GnGehkDMeYY8crpdYqO6SpP1ptMFJdEe2bknO9S0r12Zn8VkuN9TzM/n78m9jTk7Yyv+xY0UjRfyXCVhnxFHlrFxvp2/2A07R7Jxj018jVNlk4R9jBMZDCFF37Fjx4rLL79cnHvuuc32P/jgg+LRRx8Vzz33XLQ1yrRp08SGDRug/JuiOE1+4WxStczO4teKw6Wqw7h/sareSVTWZrOxL4N/Lkt7HmLj7UFVqttn5V+KI3rwc2/XXIeIABcEFYM1x29zSc556dz9pHNv1dRGERl56nW8OJfXRpVJx2b34vuzHPy6W1GkXkcKevLaYaemprdDapKojxEA8dLeYnFSUaTeXJGIEi3yYSS1jba8d4gggQhkMBP/M0Uraf2HNp3rJ0wI9U62j4t3G/AKH65mI0lxclnrTnn0U/KW20Rb+GKSdqTWX7UXRHXTPz1dm6KuhQzkRx55RNx+++3inHPOUbY9//zzolevXkp7FlIfBgAkjriMJFrkAtBVxeKg+/Cfg0cJm4d7p776YYjusa6jm/fxIT7YPlx3u8Win4ZxammjEI3M0jVc7p04ME6/id+6Ci5OEKG6knv8IrjH66eMvPzlFN3tA4aqzfAiUvtCqH2KOhpEdTsmYtsaENUF5Kjev3+/mDp1anQbGcxU57ty5cqYRhIUYwFoGwnt6EnNZO+6665W1y4lCzv8PHz3fV0/NnbwiKXos4LL9m6+nHv1jvjzZjbe9BDv6TPoMt5UcetzvIZr0P9tUM/9GN836h7elHDL1f3ZuHQpTxOoGsOLimy8hEg4q3jKQ8UEnvIwbOFeNt44gxdBeZu6REd4f0ujFGRIk16CYnEA0gNEdVtHW98XUvak39FNmzaJzMxMcdxxxymKsqQMGlkQezweceONNyrXVVr4UqoV9SmkaAJIb8hAIuT/NY0j+/SAYiwAnWQkPfXUU+KDDz4Qdrtd/P73v1c8GB999JFy0f7xxx/FJZdc0sapAGAMiTlQqp5W1AG0Drx3ACQ/n376qbjmmmvExIkTRSAQUPoRnn766Uq9SVZWo2jO9ddfL5YuXSpeeeUVxWiaPXu2UrvyxRdfxP181IoskpqfcYDvqz6a5+xbPMbLhZCDF+JUD+c1SP2P5Iv4yo9LDBVHZYLaWqyW2g210BcpkMWde5t+4M7GXkOq+HNLAd/MCl43UiR4LZCrN38vJH2lTkdWjI1EPEFycE52ncjNbvzMnHnMP/lOtQOBcJqNxSrcIV6fIx/vHu5r9bmqhkkedRFbxEs+Vhb4ajZPzTxamot7dOuPVY4f07rXWGsKiatFgo2k+++/X8ydO1dRryNP15tvvin+8Ic/iAULFigG029+8xtRUFAQzykBaDW0wKdIJYgfvHcAJD/LlvHCKeov17NnT0XpjPoRUjuEf/zjH+LFF18Up556qnLMM888I0aOHKmkMKM1R3rTu3dv5W9FRYXo00ftA0ZjEtaKhawYCwBoHXFpsNDFmGQnV69eLf7zn/+IhoYG8eWXXypSznPmzIGBBAAA3QBEJjvnfSGjiOjRo7HZLRlLfr+f1aSMGDFCqQ+jmpRYUFoeRQ+0N5B6kJodGUrLl6t9Guh/+dVXX4kpU/TrGEHboBRFiuhSw3tyVJAM++bNvJSCUl8p8ltYWCiys7PFL3/5S8VgBelDXJGk3bt3R71XJ554orDZbEqeayQNIF3oYeehQ6/ajF2hYko+G5tCPJZfdZZUMF7N91dfxGSPRPiQ1GfpAjW+aqnh+yrO6G8os3pggtOwz5Evn+cpeAt4DVI4ogfbxO7zeCF6WYDXX9Xt4wXs5uzGGqdwsKV8CABAqoLIZMe/L6FQSFx33XVKH5wjjzxS2UZ1J5TqTr3mtKAmJb1aZGh7CJJYw7p16xRDmYxh+kzce++9Sl+kiAQ4iXloeym1Fnu1EJYY9rynyPg33DXQuNWL/2vjGjlrrvHjt84bYLjfqa+zE8XSEHv+Jo8p6VJfQRoYSeSN0urw08U64uECAIBE8d3Hw5o1ORz17B7dY9+9Xj/NpP8H+jUOsWof3v2Z/nlGPcjFS4gvr2xctMoUbNQ/97Af9fO7X/q/yfrPOU9fBLvijAExe/iA9IIWaOvXrxeff/55h9WkhDX9q3L38hqkukF8eeDtK3VR/4Hvr+vLxycf9z0bf7SROw8HfsvPVzsgcTpSsuPSm8drkDw9+CI5aycfN2zmC/yC3fy9CTn4+ey1fH9GJTcADo9rckYGWl6cU6bOKaecEh1H/m8zZ85U0i9vvvlmpZfSlVdeqTSTJbVYStNEj6T0SH1tqeamPY+N59yVkqP7hun/x8ahdarAWO2v+Gtd/uCjhs8bzzzifT/a8/7pEfdVibwWTmdjeMLn8ykeDblnw0MPPZS4GQIAAADdCPJIv/POO2LFihWKmmAESrWi311aHGujSZTiE6lX0QM1KanDySefbNgw2GQyiXvuuUe5gc4j3tRXPSMJUuxpXpNE1jPlZH777bfKjeRJt2/fHh3TjcLCAHQEjz/+uBg4cKDiMSNVxa+//rqrp5RUIIcagNSGFsdkIL3++uuKaiylU2kZP368kuaurUmh7zilwqMmBYCOIVGpr/QbTUGFyA0Kg8lPXJGkTz75hI2rqhplMouKikQqU2zhb8MhH6+x8vbghT+OQ9y2DJul0H4BD1Oa/Xy/uzffb+NtmkTdQHW/vZofWzuYn8txiO939eNzzSrnc60bxPfnbuX7/TmSdKoUcvULnmZQ0LfRuxLB0vReBB1esVskjsWLFytpBwsXLlQMJOo6Tv1BaIFABgFADjUAqQ59fyl9h5RjydkRWWzRd5X6JtHfK664QrkWkkebejFde+21ioEEZTsAkjv1FVLsqUfc6XYU5ifZb1q0Hj7c2FSVVO2o0zOl3slWNQCJgFI4Z82aJS677DJlTMYSLfaffvppRVkRQD4YdF5Ed/78+coCfuzYsUoLiEmTuBhNOtNSw1eirQ1fn3zyyWjKlRb6nl566aXK/Ycfflhp6ktRYO2524JJ00PIcZjXCGUe4MsDcznP9bfX8ePDZu5A+/I/vBF60W7ugLNX8zo9c58E9raXapICGZKzL9tk2AcpxPWMhC+HOxPtUpZUyMrPZwpKSTohE/8LumXqa6y012+9PpFtb/zMfNPAo8dVAVUc66TsTWxflon3EGoPlUEuwlVq5d29Lnz5fTbe1KD2ORvgeJvtW+0zrgsqNvNzu8Oxv/tOE6/3qww5W31u+bzac9X7JNWzRKTbHTp0SPHiP/fcc8oF+i9/+YtyI080LcjImxUxnABIFHQhooW+NveXFgk0NpK97e4kSj4YADmiSzLXa9euVYwkWqQfOCB1Iu0GEVtyLFBjdfpOUcSWiukjUMT27bffViK2dPzevXuV38nWpNvp3SIGEkHpxmSo0u8xPScZbEb1SACA+EHqKyDict1QoSDlYG7btq2ZR4z20Q8F/SVPFwCJgtI6g8Fgs88cjcmbCzpWPrgr8PX3CnMm97ru+BWXo48QzpBUt5rYf2yMy1uMmuhwpv55dlzSPB3CV6IW32o5LPQ9aIeHZ+tut2Tpq9OVnV+qu72hN598qJPF7RDRRcQWgO4AUl9B3EbSG2+8IZ566indlAHyZD344IPit7/9bcoZSV96eJix3JVvWINUsowvKOuu5jUx/V7ZycYbb+ayvQNe5tU6m3+vhnCJIc9XRu/vuICfe8B7fHF2cBSX/ez5DRsKi1/uRcBTInqu5ikPDb15KHPw85Ls8sV8+IcR/2HjyqbQcEN9QPxXemaQmvLBAGgjupRXHwER3cSoXgHQFfT+uk5YLfrOoS2/M14e/nwUl3iXWXeQr2tkyocUGO43HzBWYwxmxlYAJDKkem32WG/LaY+dmfq6yddbZHob3+8PD45k+8rr1PVoWRF/z07P/4GNXSHupMsyx07H2+XjWgJra/k69RdFa9m4p7WOjUfnr46ZqreifgQbl3nim7fRa1jjGsjGB/1ZhufWUmxV82RdoVDijaR9+/aJ0aNHx9xPHutk80iD1IeEQSwWSzMVtpZkb7sriZYPBoBARDf9IrbaPkm2vVyEx+rOZOOs/dzhllHJw5i2Wu6As/j4ItfTgzsbrbukFM2RPJ0pHkJhSUzJyschq3HNkVKcpSGzki/ALV5J0EiqeZJ7rwUdUiWDNcz/gqTHSIZdTn2lG0hPzPEuVnfu5FESLdQZGs1lQaKhBQfl/2pzf2lxQmPk/qoghxqAronYkkADAACA9CKuSBKFEknZjopVaeGqhUKN1Gj2jDPOSPQcAVDyfqnj+IQJExQlLZIAp6LlSG0EQA416FgQ0eUgYgsAAOlN3MINtEgdOnSosiCjPGvyXm/cuFHJwyRD6Z///KdINY6yc0W+80vUXEvioTF5bLyxD8/lzOnN0xQ23MULzJ09eC7nhrv5D6XNyeUQN9+uze9sYPt2j+QpDwEvT3lokIrPvTW8ZsnZgzdl2jKa1yA58vj+zX+SckkzeQ2TzSRXjjfmfNZaQuImkThmzJghKisrxdy5c5XF/7hx45QC6pYkdbsTnS0fDLpvRJcaFWsjumQwdBfoN4+cCxSxpd6BRhFb+p4RiNgCAGJRbKkXTmtjumqGhUteFznVNdfxuVvYviyz13DsCjli7i+1N/Y5jeDMNz7XTqmGaXVAve5NcO5g+wZI5y6S6plamrcRIzL3srFbklTXnmuDp2/M2qcGP73P2xNrJJG3jApPr776aqV4N5KzaTKZxE9/+lPx2GOPoTEW6DBoIdadFmPdOYe6V8+aZspvB/fpNw0uHagKnWjZ7dE3oOUGyREG9tc/T8W25qp6g2Mcu/uAvgKfxaP/nMU9pIYrTXg8vB4kQqiEvychd+fK2yGim2YRW6VRUtP9Q9VsV1ZFsWGvoZCd1yBF+i1F8ObxbH5HjdS7qEL6DpnaUZMkFRUFM/nSJuDk+6USJhHmL0XY3FJPpzpe5B2y8BNYvHy/tVaq16pqjCiGPAnsBQUA6HDi/saS1+w///mP0g9py5ZGq/aII45ALRIAAKQ5iOgiYgsAAN2FNrs1CgoKulWXdQAAAIjoplPEFgAAQGwQ+xVC9LHyRo9X5HGZ1ium/KuTZ5TMSHkJAAAAAEg5KC3RZNVfBg7+u/Fj3z1zouH+1y94yHD/NeJCw/2V60sM91titwBSKPmI15prCQS9YqNIHgot9SK7KYWzyMHrwo16FRVb+Fim1MrfA3dY/V87W6gDks99wMx7ITnNjlbPwxXi/6yWjo8Ho3O39BpbA4wkAAAAoDuiNEpqutvA62iyd3KRnurh3JkopF5BYYtU9yOV4eWtP8TGwRAXITK1rrejLubIi2gikMmdeV6pGsAUMO6TFLLyDYFMXoOU0cBPELIbd1OxV5ta3cQUAJA8wEgCACQdDmtAWJvUfiLYR+iLHAzKPai7vaxAv6O7Q1KAjJBl03dNNgxpvv2IXH3hhp0lhbrbg/KKsYm+2VwZM8LaEVxJKEJpL77QDLi8YrfukQAAAABoD9bukj9eW98ONxWIm8j73Zr8fQAAAAAAAJKJtDeS6uoa8xNLj9nZ1VPpltD7T5K4AAAAAACAs9ZTKjKbasPK3WoDauKAW60F2pDLW0zIvY4qA7xu6PPqoWz8i6K1uj2DiN1SHyQZt9RzSctOf5HhPKqksdwXabVblf+v8vO03jPyvufPJc1TPndrX0NDqHX19WlvJJWUlIiysjIlojFgwADlPvWtAK2ntrZW6X8Vz3tH7zcZSPT+AwAASD6oDsjUVBpkstv4vmpek5S9ly+qwla52RDPGsjbIaWp7q3g55cEA9pVkyQ9OJBpMjx3mL9UEcjkc/fm8cdbeU934XdaDfskhTL5EwSb2p7FaNEGAEhS0t5Iol4V1ASXFvoELfJhJLWNeN87RJAAAAAAAEAqYizJAgAAAAAAAADdjLSPJAEAUo/yAwXC7Mxg2/q+KuXINPHfy/VTOp3fN+W4SNjq+Hkj7DlD1gVupN/bzXOXP7SP0D3WUqZ/7p5r9XOJtl2snwfe53P9vJwD+3lOetDLZZsBAKC1WFx+YWnqz9Ns3x5e7yLTz9HfcP95nhsN93sLjPMrCw4Ziz71/mCf4X45/VOLOdT+/jmJ5JiMXSK7SWb+Rfcktq/eq6a5uqU6opcq+LEyhQ5XzOMzLPz3bkAmV059Zu/xbJxvb4h5/EdVw1t9LPFY+alsnGFRFWf7OasNj+0r7c/UPJZYWPmT6P1embwf05W9P4ned/lbl9/bbYwkh8Mh7rzzTuUviA+8dwAAkH6YwmHlRoSkPkkWP19EOX7kTdbD2U7jkx/Ql+aPPj4gOSXaIYRqNvEHBx3cyZB5gO/39OD7zZL/JSz5RXw53JCQnk7Y6vhCzdU3U9cgCDVAZReAVKJbGUl33XVXV08jJcF7BwAAAAAAuhPdxkgCAAAAAAAgmXir5mjhCDaGM8u39mT7LHVqFPPpMjWVjAhbeEjT5OURz7CDRy5NGnlF7XmJL/KDMY8l7FU8vPpFr0DM582oks7dl0eN5ePt1ep4TV+uimmp5mbK9hpVLpxoKI19/J4a/jyvTa+P3vfVU/R3u2gJCDcAAAAAAAAAgAZEkgAALTJv3jzx2muviU2bNonMzExx3HHHiQceeEAMH64WbHo8HnHjjTeKl19+WXi9XjFt2jTxxBNPiF69enXp3AEA+gTtJiEi9TtH8caT3mxeJB6pXYpgrZGK30Pcax0cOYCNzVKhtEXqwxTS12VpFRbBz2318LlavPKY+4fr+0k1SlK5VKSXVARbfciwRsni4xschxq98EEP/NIApBIwkgAALfLpp5+Ka665RkycOFEEAgFx2223idNPP11s2LBBZGVlKcdcf/31YunSpeKVV15RemTNnj1bnHvuueKLL76I+/lCPosQFh7e9+Trd8iuqdUvIJf6SUbxZ+nvcB3O0j+PVASuzM+vv9jJqNM/d0Oh/vF19foKfE1CR83wZ/PFV8jajmp3AAAAAHRvI+nxxx8X8+fPF/v37xdjx44VCxYsEJMmGUsndjcQKQBGLFu2jI2fffZZ0bNnT7FmzRpx0kkniZqaGvGPf/xDvPjii+LUUxslO5955hkxcuRIsWrVKnHsscd20cwBAACA5OXOnj+I3CYFxRGn7WX7ssxqzc3EDL7v1doxbDwqYw8bl1oPs/F/6o9s07HEBCev3yk2u1t9bJaJ1w196uItNH6StYmN23qsfLx87HiHGh2vrQuJp0TLpL2RtHjxYnHDDTeIhQsXismTJ4tHHnlEWdxv3rxZWeSBrokUgNSGjCKiR48eyl8ylvx+v5g6dWr0mBEjRogBAwaIlStXxjSSyNimW4Ta2toOnzsAACQrK1asUJy6dE3dt2+feP3118X06dOj+y+99FLx3HPPscfQmkZ2ZLUG8449wmziaZVRsrONH+szljPv/x5Pp4wXb5Fxy5FwpvF+UzXvkcMIccl2ALqtkfTQQw+JWbNmicsuu0wZk7FEC/2nn35azJkzp6unlzQgUgBaSygUEtddd504/vjjxZFHNnqQKEprt9tFfn4+O5aijLTPKIJ59913d/icAQDN8eUJYWnqf+wp5qmfwQypN1CIp3YGMo2XD3KvIhlrAV/kegqNj7eYYu8vsKlebcIv5avK9VQhKXPXyh8ufDl8HJae217Pzx+ycUPD6paKmMKtX2q5XC4l4+Xyyy9XnJB6nHHGGcrvbwT0MASgY0hrI8nn8ymL/FtvvTW6zWw2K95u8m6Djo8UgPSDIo7r168Xn3/+ebvPRd9NivRqI0n9+xt3cgcAgHTlzDPPVG5GkFHUu3fvTpsT6BjCTcZ7rUYIpKFeksvWqIbUSeInHulYt58b5/VW6XhXoE3HEq4g359pDrX62LBJOrebH18vib609Vj5ePnYWk30M/KeR/4H3dJIqqqqEsFgsFnNDI2p9gZ0fKQApBeUYvnOO+8oKSH9+vWLbqcfbHJKVFdXs89IRUWF4Y85/djDCwpAI08++aRy27lzpzIePXq0mDt3bnTRjLpQQHzyySdKpkdBQYGS2XHvvfeKwsLCmMcjrTk5qatrTAksPabx+95Iy717VD6K8xn3J8GxRLnomGPjP57+B1Q+0i2NJND1kQKQHpC35dprr1Xy4+kHetAg3tBt/PjxwmazieXLl4tf/vKXyjaq+9u9e7eYMmVK3M+35CdPieymQtYop+kfWxfSz6l3nqCfd+4PxyfDm3FysPXPeYr+c4bC+qlCQaG/3Xa8vrfMLekku+pC4nRkK6YN5Hi4//77xdChQ5XvHNWenHPOOeLbb79VDCbUhQJKtaP/OV2Dt23bptQPkxFNGR0WSRE0AtKak5OSkhJRVlamfNcpK4fu5+bmdvW0kp7apoyT9rxf9J6TgUT/AyPS2kgqKipSLhrkzdbSkne7O5PoSAFIH8OZ6tHefPNNkZOTE40e0kKN1BDp7xVXXKGkzlGKJl24yKgiAwmpmAC0jrPPPpuN//SnPymRJar7pOtxoutCn73osagzovqSpuKkTiIkOSt6WKTCIMHn4zDFbqR0XY91bHzmPd+1yhkRay42qTGSTUoXkp0V8vmDgp+v0Nyg/K2vC4nj7hft4oILLojeP+qoo8SYMWPEkCFDFOfVaafpe5KQ1pycUPkHfa8jkT363YSR1Hra+34ZRZAipHVnM0oPIw83ebe1qWQ0bot3O50hq5oMJIoUfPTRR4aRggjtiRSA1IIWalSndvLJJ4s+ffpEb6QeGeHhhx8WZ511lhJJIrEPMp5JVh4AED+UKk5pdVTIT9fYlupCjaBUK1qIaW8gPRg8eLDiEN66dWvMYyilObKgxEIcgNaT1pEkgrwnM2fOFBMmTFB6I5EEOP3oRNTuQCOIFAAjWipuJDIyMpSeZHQDALSN77//XrmuUv1Rdna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k36Sbb75ZzJw5UyxcuFD8+OOP4sorr5Q9lYxpQACAlhVRMYPqAsmpYXyAxAaRJJPePyt5ZF389rMb2bjrv3nB4kO/4K9v/xU/rfum8G7Dm0fwN7j7P2ew8fppg8PLp9/Sl63Le5DLqj53w6lsXPgkD+e/fi9XBNu+gnfkzjzAt8+dwPsyOWe1Y+MrXn6GjW/q/CkbHwjU9GmqNhfzAiAqPhr5vMjJ4T4c56fmqSoe5fer4f6r+faRNG2qFdlgjazFdX1J5RHeM2N4hPe8JDYvVXD+CtPnA8oxejxBMeBeERNvvPGGTL2aN2+evKGTN5RSRDZu3Cg6dOBd2OscVzAoC8VzcnLkhB3Eny+//FJMmDAhPNbS5KgGhdJ7qGif0oCuu+46WQdB9SjUVBTpPQAktogKagNTxEg6dOiQ2LFjh7xJkjcyPz8//kcGktJ7TUWQdAGhPN85c+aIkSNHtvRhAZBSPPLII+Laa68VkydPlmMylj788EPx/PPPi2nTplm+lgwkNKFsGV577TX52L17t7j33nvlo7EEnTYRcNYYu+WducneJb+EjY/P4o3Jv8kcwcauw7yGKdfJ5ekrgrx3UHY+b0Tud/NG6PEklMGLhLL2cGW0YicXSOp3xQY23jOLN5DPUBwE3rZ8KqV8VGGzh9hfkJqgqW+SG0nr1q2Tec8rVnAv5+mnny4VPfr16xfv4wNJQmO81wCA+FBdXS2VmuhmrWG322XKiFmKiCodTXn4xOZVXUVOds2kesT714XXZ3f1sNenO/3h5eL13Jn27SV6VPqmotFs3cHrCiJ+hsBWXQDg2v/y5pknZegNTy+67ya2zpetT2wzinkksOzX+nGvHP4WWzf6b/8TXu70LhcvsBl6eQUP8Gar81Z9FjEC+Je9vwgvH59TxNat8XQLL/86X1c+rSgLiKtHb5JRPABA6xNRaUhtoC+kG/BOm7XselPyz1v/zsY/eruEl4ek71G25iIwKWEkkfefjCGSmCRPZP/+/eUNk1Q8SP7wtNNOk5LgmPCCeHuvkeLTctBv3OPxyJoHmkyD1g1lAQQCAdMUkQ0buPfcKj2EDKTc2nRIe6ZuKDjc3EPvcOo3dbuSDqa9nnBlc9d7miPyRMJm06MC7hw+acjJ0PfpcPH3C7r0a4fDyY0k43Ebj0vdT5qdH6fNrh9n0MbXGdNFVSPJ5dG3zcjmt2FXyBXx88n3xDUQxAlb93Jhc5s3rl5eaR3h+Hhzf8v1iphhHcqPVeoaFOw+6x6c1XnW01dbINSgdU0togKS1EiaPXu2bFxGUSRj7vP48ePlF4Lyomkbuqm2NlQ1jFFKavdjY15l4wWDhrHxQx2+4OP+/4+NZ3RaysZnvat7Jon5Heez8eQ/6xOYf/Xl733rA7w494WuH7Pxk93PYuPbuixm4x+76F5KYksVnyydm/s9G8+eMY6NVU/GDh+XfT3GebhON+PGeq9//vlnMXDgwDrbgeaDUny6dePfHZC66SHpNqdIr71uLjlP9zC2c0T2dB4azCdjTlt2ePnRbvw6tnaxbnwck8bTssqD+vW6l9LMPN2mSzEvmvk3ts4hIhsXdmZ4cC/os1MfDS8HpvJ95Nh8EXvQ5dv1/fgF/+yT2uvZGB0dZWzdiEw9WtXLkLLmqY6uQzwAIH4iKlu26NFqTUSlXbt2onv37mERFeqLpEmAQ0QlRY2kTz75RHr8zYpDMzMzxZ/+9CdZVNoajSTQOrzXXWdPE/bMmslTz1f4hMGbxydLIbvN0nPk8PLXBwweaMJebb190Mm3f3nOU2ycrzQkNlIR5N72C27T05XMKC3kP1NnOT+29BJ+bNWKJ9zbhp+LtErl9R4+Lj1fn7QFKrxi23WzZRQPjfVaPwUFBcLhcMiUECM01tJHjEA6Ornxp9tEqDbCVp3HrwNHK7ix+OZ+XoPkLOXXMVsFjwys2MDrePoM483F22TymiV/Rq6IG0HrSIEvh19Tf9FrLRt/tHkAG7sG8+2z12fVOY9GAso4La3GSA6kwdBtTXz33XfijDN0YS3NYTRp0iTx4osvittvvx0iKklO1EbStm3bxIknnhhx/fDhw+U2ADSV95oMJC21J0252QSc9RhJSsGsI8Bfb1OMHnvIenvVSFKV2HIdkVPT0gyecDl2Wl9QHen8Z+rw8WNLU1KHAi4lXUi5YTtUg9GpjN2854GW4tOcjfXaO7Isz6ERHstsHlriPc3Ikr8DPvm0wuVyiWHDhskUEc3ApXRWGk+ZMqUJjxQAAFoXY8eODddhmkH3xXiIqBwOlIvqQM397ohiRy8t1xWOJ+ZsZusCImQZLV9dzesXT3TxmlEjTiWjyqcouB6rzLH6OvUazKBiShwNVMS07+KgPj4Y5E65Pml15yMNJd2mH2eF4T3jYiRRXUJubmRPD3maKTQJQFN5r7N/SBeO2uedG3jBdsm5vSMWaROdlhezsW0bL5b2D+Hd3z2FfFKfzl8u3F/z96+wuJCq+JTUm5xvuGqUSlo5T3M7PJifG2cF/6xttnOPrvMwv2CFXMrPXjGaDm3Rf+fBKt3bm8qN9ZIJckCQJ5QcW6QuSf83MoC1esFY8RluzOureV2O3abfiCqC3Pve22Dcv1LKWx08+oEugR1I59/P7F36DfflKbPZur5OPbpx+rc8Qms3OErKPfz3ff0JX4aX78jnE5GXDo8KL3+wgqda2w33b1uQ/w43XPFkePkbL59gvHlEV/XsolxcSvx6BGeIe3d4ubKCRDD4NRQAAECCqNuRoRTJI0zefiuLuzXhDSndg6u6svHeCm4seoI8LWHbYa7itPEYvr68nJ/DIwF+A925X3/9wd580rHhIE9Zq+rCX7u/knsOvqrgqU4bK+oaJUY2V/P1mw+35xtwW0S0T+PN0HrV1g94DJEeeK+Tn/oa60UyktT6MzTXa3omTpwoDh48KKZPny7/Z1R0TCkiajosAAAAkMpEbSSRAdS3b1/L9VDdAc3lvQatv7EegeZ6LQM5J+CgAKG0mgcRVMTEPMW8cfnq4kI27ufjfZFslTyCnf813+E/MnhPvIFd+XVhX1oc5w9KOo/Nz8eHB3KBkQ9XH8fGHZfx9RlHuePU2y3PMnNBRZPCDxgk8QEw1jBr6eVuG6/1O82tZ61kG9Q0o5EEH5PB9+W08d90JKnxmvey3nfA8BtzGhRHiXSHM6Z959r1fXVTUgjVYza+bzRCbJHwG94zLkbSZ5/pPR8AiBV4r4EZaK4HAAAAgEQkaiOJeiQB0JLe6+o2QjhqMxWLruDKSWXHcS9m9y41UuQaR0r1Zm9EQUk5GxedqXgrBvP6uvP7/MjG39zLlZ4ULYXYUEUnDA0qiaAixBBUfrWVBXx91l5h6UWt6pJpqcTkb6N7fYIu8x4a8WisR0A9rfWz2aenBxcHeN1RnkP/nW3zcofI2MydprLXxAmnbgovn9p2K1v3vUc3ots5uIc/3eB1fOaEf7B1Tpvhex3iv5l2DqPSGv8MZ7dZF17OHsOvM8Oy9GYwW5TPZ2Sgk19vrilYFl4uVAqT99cWcBN2g1e1zAdlNBBfbh6yVGQqfbo0ntiuq7qZkf5j5KgE4elhfVNs+4HeAsCM/EX6NcCMymE9LdeXD40cUQhyYUUAGm8kvfnmm7KehOpLiKKiItZgsqKiQjzxxBNSEjHRWeXlIciODj4uCfJQ4Itv6d3RzfjXL4ezcedH+KT3f/53Ehv3nMsvHh8MGcrGfafoN94HFvKeS8f8hd8oX3/mZDbes4wX+c/J5PVU7j18Qlw6nF8tPnbxBnHHPKt8Rfi8Q3xfyVMwDvqPyr8VVYGYVLdA6waN9QAAAACQkkbSZZddJnujdOjQQY6puSc11erVq1dY1IFSZ2IxktB3BYDWAxrrAZBcUFRaU8UNpXHnna2YO/sy9iueeT+PjoVKuOhK7nbufAwZmusS607j0f221iUQsaE2NVYco9723NmYvZl/1kMn8vV9nyth48rubdi4OkdpOaEE/Wy2EPsLgNo7UWsNsj/Av6ubfUYxrYNsXUcH/6K5ldqgMkWELNuwPij4a3/y8d/MYKd1FonDoEHgDfJauwrlfYv83NToq+zbG9Jf71NqkozHbHZ+jOqqRDelHipSDZcqQx4X4QarcUNozr4rAIDGgcZ6wFg8qynHH/braTN5Di43b8Rt56lqVkwo+D6ieujQHF0WO0cp0vUb5PXfOHIqWzc6d1PEdLvioH7cfZ38OA/6dTXTVUe6s3VrS7uEl/NcymdvtzFii4C/7Do/vJxmSAOUnyGk38gfKFygH7MyGQAAAJBAEuDxpjn7roz9/jfC4a6pfSir5DUQ60fxHDKesCbEtZd8xMb7fVwCfGQWz6f/6O/89f9X8DUbP/HAmWw8Oovn3q5ZqB/BLV0/ZuuefOosNr4w/zs2Tj/PH3FiQOysLhBWdHRyj1nR7HaWyiLv/sxTBS/utlr+rfLHX8WHPJ3BWm+nP1NpkLqfS6UfXqtPXoj8Q9YNybJ+5pOYag/Pl16UNpCNc93RKahEhTKBslXzY3Vv531UvHlcYt7ntln2RQq6+bmpzuUeI1ep4jEy7s7g+WyuxnoAAAAAACltJFmBvisAABBfZsyYUUdyvV+/fmLDhg0tdkyg5Qi4bKR2IZedpdzZEsjkDhF/lrUzR2TyiHF1XpplClroCHfeBPkwJgL1RNlsfu4I6vNPnip46DjuFOv+9h5lB3z/Gfv4671jePpdejGifgCknJG0ePFiaagYm4GuXbtWjim9Jp6g7woAAMSfQYMGiU8//TQ8TktLWF8ZAAAkPVQr46xNHW7v4NfjHmm6Um9fJ/ck2BXnQJ0eQYpjwm2P7IkY6lKVQvm2ahaRsY5I3W+61nytlhxFJTddqTNyGlKM1Vopddtu9fSGMtYdeZXaqIYQ092Rag+MXH/99WycCM1k0XcFgNZPSbBShGoLWTW8EQot1cLOSEWrGs4IXmd7hOuX2fvG+p6RkjO1G6NKRdC8aNatNOErDcYuC01GkSbZ3lDoZqzdkHcZUni7Zm1m22XY9POxuHwI30kb3dlVEeQp0KvLe4SXB7q5V39zpe44K89RCpcNy/uqeFr0cqE3Q+/n5o62APsP8ZqkL4r11x0s5/Lgx7Y7FF4+VBVZ0lhtEZCdpr/HCW12sXWbyvX/jccQXilvwP8aAABAMxhJFDlqTuLdd6Ws0iUctprn7xiy2PK9jwZ4TcfcReewsT+bT2AWtuc3f/t/c9h425m8hqTkdS7L/cxkvr+f5+o9gJ69id+wd83Wb9jEy7fwY9/wDy7hvf6ijpYS4WKIhw2rDvIiaXsVn8TddSlPyxnXeb1oLmiu5KidM3R8sab2ScM7epBlbyH3Dl5rJSqrLFNBcor4/yT3Dv6dCGzRe6cQzgej+QS1x6bW9Sj1W8F2/PsTyOFpLGlV/PXpxfxYbV6+P9serojTZrfD8lxkjhisv7c3uj5JoPWwefNmqTpIghqnnHKKjL6TOiEAILX4uqS3cAXMowuHV1o7Ujr/x1qI5efTrfMns4u4SplK4BDvdajiOsrrjlWGnrE94jpfebXgleQANNJIIgW6xx57TOTk8AlcU4G+KwAAEF+oppOUCKkOidouUGryaaedJtOmza7tqPFMbuw+iqCaO4rSPDyymlapvFhxnKqZJP4MRRZb0fJJK7NbNrVuFEHFEaUcm6NIkVLee4SNQ6XceRg+SbVU9atphaLhy+cfLquIR5qrayWQA0ptFAAgSYwkkuF+8MEH42okoe9KaoBicQASA6Oa6HHHHSeNpsLCQtks/JprrqmzPWo8AQCgaaE6HM3lcDDADe4N1Xq5yLHOvWxdVSg2o9ur7NtIQOlP5BHWkb4jBh9JOyXN3KGktNe3b3X7WLZV981eqzhL8uz2mNOXG9wnKR6g70rqgGJxABKPvLw80bdvX+asirXG85o8vQ1BsVJH5gnpHvXbO3ym7F2v4TkhnauF5bVbEV52KiGOkRl6Gk1Hh5IebLiB3tH132yd2xDK2Olvy9Z1chgjZDxd+69dF4WXfUqGT5Wh35LxsxIOQ91aO8PNmbi764ciItk/hhdz7Ppn96ShJgkAAJqTmGaqHo+nXgMlN5cXy1rRnH1Xvjv5DZGbE11vm3KlUNvfRqnxyODWe3Ymz80tyeEFvFlObgkfaMct4aw0pRt4rr4+y8HXVRTYLV/rM7zW7L392fx8u538s3mzlPqYer4i3Vw8TeH49JpGj2WBYNyLxYuP8wt7Zs3xdfxKL+wm7Fpny/Bxcyp6cIlWexceEc3axz93+mFepyNcfAJkO4HXQLlt+qSuPtK1Fve1HBrXi42rs22W0rh+Pi8U6Uf5d6K8U3s2zijmNXFpFfzs2Kv5uLKrfi6ClfHvdwUSB4rmb926Vfzud7+LqcYTAAAASHZiMpLI4xgJMnbIqAkEkHMLGlcsjjoIQCF1NaxertYZ1JIdQRE0EMEBo5QXhEmPcDk8YqI01zbN/E2dBllUI1URlPly7ObvWSLMr6PqObFKUzBj6tSp4rzzzpMpdnv27BH33HOPcDgc4rLLLotpPyA5SKsMCUetg8nvVdJYFAHHOn2OshVvjYdHAzMP8e+wL5s7cxxe/htylsc/WyWMei1Qxj/dxcWUHOX8WPs9WsTGnq5KDyiv4hSs5Puv8td81oA/jk3IQdJA9yrtfvVFJXeazt8xOrxc3P0btq4kYNTzFOJnbx4bn5i9k423e3UH6rpSXRCNuKjDKjb+yqMLiBF7KttE3F7dVuXUHJ6psKR4IBtnGoIB6jF/eoRv2zWTtxsakLkn4vZDcn5m625oq0fp02xNYCS9/fbbsl4IgKYsFkcdBABNQ1FRkTSIDh8+LNq3by9TmFeuXCmXY4F6ZmjB21M/uTn8vHsLD3t68/XJo6EVhmTTJU+Fl+ccOYGte3mRnoYd6s4VA+zb9cn5/MvmsnUnuvQI8OQn9DRBwnba0fBy1Y98MuEr1J0y285+nq0bs/R/w8uZOTzCHAjok173Up5B8Nldj4SXP6nkE5Lpa84PL1/Q53u27tM9/cLLg/J1qfLqMppI/JNtCwAAoOmIyUgaNWqU6NCBq7oAEO9icbUOoqSkREadglX6BMUf4CmOfsVD5/dZNxyz+7nnL2SoLSAcAT4Zsgd42mJQSSf0ePjY5YhcP1ChFAwGqpWJV7WSbqc4QQ3zstrtlQ2Ueku/TzkWZayei2ClobFb7TlvippE0Py8/vrrLX0IAAAAQKsA1fMm5CgNG4f0r6mz0Sj3cW9p92zdQ0lsPZErfeQrRcnl43jovtzP99fhEr254L6qnIjriP3K+n7nbWLj6iD/F48YxRXljnh5uLawLf8sHTMUKVSFHk69mSJR4Kj57OkWRkJ9xeJqHYSWbrfnjgfCz/Ez2PIcO6Axr/4/kVB8YV6P2KYND7cDAACIL8uWLRMPP/ywWLVqlcy8WLBgAVP0JYcVpcnOnz9fClqR83ru3LlSBThWVqzuL+yZ5nXmHTZbC4XsO8W6VvHPF79tuf6Nt860Prgs3rhZZfNE6/X2Ip5CaSRYodQcA9BYI4k8/5S7DkBTF4urUC3T7t275c2BIkq0HItACNBVyWI9d3TOyUCi/wEAWkTRU6ZPoIKGZsQBpTYjWBU53a7UEH2tKuOOJWPUOKROaKr0SGu5EsEtdenjgFdpGF3hNd1/zWcw1EAq+2Sfz8Ej2IGAfiyBan47Ne6nooLX5wQMn8mrfPaA4Tir0/WwsK/cF/eorqssKNKcNcfpbcv/Qf48pWn1USWJX4lA2xQFP5uy/kg/pchpMHfA5a6wbj4aE2rhoRL5F4q66l2nL2TjTk5e9/Dg8kls3GHZfjb2Z3FRoqCr4f8jUvQdOnSo7E15wQUX1Fk/a9Ys8fjjj8u2LFprlHPOOUf89NNPUP5tpThsNvkgOqXxxvdnd94YXh6SwR32u31clKmNgze9H5jOa3Kqgvpv0J3HU056uQ6wcbGbO9AHuvdE3H5fJnegZth8lvve6S5g40KX7mw/xsmbCG/P4qngJ7h5zVKOnadjG+uQhmbyoIJd6Ncoe7yNJPoBfvLJJ1KyW60joQnY559/Ln+oUEIC8S4Wt9vtolu3buGIEk3yYSQ1jIacO0SQgAYZzETPYcabz4wG7atgmnG0Q1m7OKp9TLAUPr2TD+dEd1xcHJxoWH1kj+eMI97fRIg14aVHLfahb6WDqG7yp6cbU9SNkIH86KOPirvuukv86le/ks+9/PLLomPHjuLdd98Vl156aTMfLQDJTdRGEoV233vvPXH++XrBqQZNusizQV7qG264Id7HCFo58SoWB6nDRp9DZPm4r2dW0QTTbf/a/T3T518rHmn6vNNmrhx3UZvVps/fvO2SOs892PMd022/qjBPefn8qF6Mb2TWMdyDrTF50+Wmz99YuJSNKyrps3APX1OCqG7TRGyjAVFdsH37drFv3z5x9tlnh58jg5nqfL/++uuIRhIUYwFoYiPpH//4h5g+fXrE9TfffLPsZ5QMRlKJIvm77TAPaea8rdQJ/UmpE7qpIxuftGAbG+8by5sxjlvD1795it6D59QveWjx378fw8b5f9vKxv/95xA29o7hKQ1VpTzS59rDUyD6jdEbNRLb7uzPxuIfvB9QldJA8YvKQvm3soqkkGtCrCgWByA5QFQ3Ohp6XkjZ85133hEbNmwQmZmZ4tRTTxUPPfSQVAbVJsRVVVXitttuk9dVmvhSBsdTTz0lowkguSEDiVD/1zTW1pkBxVgAmthIoiJ7ypONBKmWUS8cAJoKSuWkVD2kdMYOzh0Aic8XX3whHY0jRowQfr9f3HnnnWLcuHEy3T2rtpD9lltuER9++KF46623pNE0ZcoUWbuyYkX0Da01HN6QcNTKZ7bbwOsI9vxOaURebF0oL9J5TdGuc7kD7fpzeArlG7PHsbHdz+u9GoUqCarUcYXcvHZn5rLz2PiKk1aysc+t1Dgd4gJHXf7NV1f25o5VXinS/KiKsVrEEyQG6TanSLfVZE6Md/PfwXj3OsNIqaTJ4N9DIdQx/w2OVGqUGr4t335kupouXd++rWwF/hlHZRg/f/2clWm1b/0a5bdbC5PEbCTRBfvgwYMRG4DSOtoGgKaCJvgzZjSs/iHVwbkDIPH56KOP2Jj6y1HbDVI6GzNmjGyH8Nxzz4lXX31VnHlmjTrYCy+8IAYMGCBTmE8++eQWOnLQHHTqVCMQsX//ftG5s957i8bHH398xNepirEAgOiIuv3zoEGDxKeffhpx/ccffyy3AQAAkNwgMtk854WMIkJr4k7Gks/nYzUp/fv3l85LqkmJBKXlUfTA+ACtD1KzI0NpyZIl4efof/nNN9+IU045pUWPLdmgFEWK6JJQGTkqSIZ940ZdaY6g1FeK/Obn54vs7Gxx4YUXSoMVJA9RR5JIjpLCtWQITZjAC6jff/99cf/994tHHtE7jLdmMmqlGDV65XNJwg3n8dPmVXoRrb+dd3Mf4uUCBRse43VD6w0Ss3L8t976e1fyQP32P/Bjax/g7x06S0kDyC63lG46lM9TKFx2Hg08OJVLofpCvF7ru4qebNzNdaR2OzQfBSBZQWSy6c9LMBiUtb7UB2fw4MHyOao7cblcstecEdSkJFeLDGMPQRJrWLNmjTSUyRim78TMmTNlXyRNApzEPIy9lKLF/bNDONLNW7t4asqLI5J1Eu+RqPKXpdbH07uddeZR7hNcglrFvlxJgVTwFUeWQw9y1eiESH0FrdxIuu6662STM1K3I8+VVkhKBaabNm0Sl1xyidwGAAAay1VfXlOnyeHAO3mPCI3JL5r323I+zusCNGwBcwN+yZ/MFejSL1UcDUKICx77g+m2bT81vzEX/EfNFa/h1rnmE4n0iWWmz8+4/Eo2rukF9KPptqB1QxO0tWvXiuXLlzdZTUrILuSDyFqvTHp38t4//hFKY/FFfFjVmzsDn/71fDa++YeJbNx9MRc8qurH369RhJReV3lcbKmqGx93XMYNhWWLeFSm3TolOuDiNRY2D79GZP6HOxerf1tjcQS99U+5vvvuO9lqRUP7v02aNEmmX95+++2ylxLNt6iZLKnFUpomeiTFF6S+ck657fdsnPuaXre3+fGT2LptFz0tUs5IIl555RVpJNGXggwjkiQlY4k8VGQkAQAAAKBxkEf6gw8+kI5JUhPUoFSr6upqOTk2RpMoxUerVzEDNSmth7Fjx1o2DLbZbFJJmB6g+Yg19dXMSIIUexLXJGmQMURNy9atWyfDjrQMAwk0B08++aTo0aOH9JhRX4hvv/22pQ8poUAONQCtG5ock4G0YMECsXTpUplOZWTYsGHC6XSymhT6je/atQs1KQA0EfFKfaV7NKXlaQ8oDCZRJOmHH34wfZ7+0WQ5k3cjWahSvDgDcvdZ9k1KV+p4cvN56L3czz14nbrX1O1o7K7ghUJDji0KL2/xFLB1p/XWc5WJDUc78PVdec+lL3/uxcbjC9ez8YelXGyjm1tJE1DqrVROyeJyiw5Rc+7K08wbdjaUN954Q6YdzJs3TxpI1HWc+oPQBIEMAoAcagBaO/T7pUwNatxOzg5tskW/VeqbRH+vueYaeS0kjzb1YrrxxhulgZRs6T0AJFvqK6TYk9hIInlJMoTUMDA9R559rZmsw2FeBAhAYyBRkGuvvVZMnjxZjslYosn+888/L6ZNm9bSh5cQIIcaNFdE9+GHH5YTeOqdN2fOHDFy5EiRKtTX8JVoaMPXuXPnhlOujNDv9KqrrpLLs2fPlk19KQps3HdDsAVrHpISXgfXbi2/1zu/5YX0ds8eNnal8cSUW+dcz8ad/8NFiEJl/P0cVYEm65MUyOGOysoCPk+pzuFOXr+br3f/zAWO7EoNkkhTplIBpSaqumZ/QR/mR6mc+hop7TUQCgqtVLYyxPuTVRnEstrYed2ZXcQvOBGsdXBrOG38u7rk4cfZuGyW3lfNbVP6ioV4zZ6Kum/6/JFw1PaP0vcdiHrf6n7VfUVD1K8ghZVt27bJv8bH6tWr5U2SJmR08QYg3tCFiCb6xtxfmiTQ2Er2NtWJl3wwAGpEl2Su6dpPRhJN0g8cOCBSLWJLjoVPPvlE/qYoYkvF9BoUsSXVV4rY0vZ79uyREdv6ICek2UMzkAhySpKheuTIEfmeZLBZ1SMBAGIHqa8gpkhSYWFhxOfpRklhfxJwmDp1Ks4siCuHDh0SgUCgjheWxuTNBU0rH9wSjO63Wbiy9e7YxBd3DzTd9sSsrabPr7mijenzwYC59210Fk811fjyvv51nhvbe735tuJY0+cPn8490Rq/cW8yff6DW7lakEZa/xrDVyNQ4RWiGYWEENFFxBaAVACpryBmdTsryKqmyFJrRA3fHQnwUOH6Uu6lK5jP0w68M/lp7PRXPs56WlczIbLv5/Kj7WbrNUhE0aw+4eW8W7lM6qo3eY8l3ylclnXRZt5121HFg4UfiQFs7Po4l40P/I4fW/m9XdlYvMyHozOqTM9laXXk8CloXfLBABgjupRXr4GIbnxUrwBoCbot3CfSHOaqhx1fse6D9OfO3FmgsrqPnppmxpJh5k4vja+Keliu9+VZp125d0ae3gaikGJvztRXb8gvvLVa/Dv9PO1tX0Cfo/VK406yLmn8fxdQymEcFloBFUE9XY44qKSoFqZxJ6WaIpdvS4uYqlcS5PNCj7Lv+o7biENJKSwJ8nTE8nr2bSRoeB+fRYpfkxhJZGW3b8/7JAAQDwoKCmStm6rCVp/sbaoSb/lgAAhEdJMvYmvskxQs5hOwjKN8Eurewnt9hY7y7W1lvE6n67/5ZMbblUd2baXmvcAaQlD7EBpKbXTIpdQ1ZPGJV0iZTOZt5pM8e0W1Zc2TCPBzZUtXJpiZNRPSYIhPTEHiYiXDrqa+0gMkJ7FXMZlw8OBB2fXZ2AANgHhBEw6KVBpzf2lyQmPk/uoghxqAlonYkkADAACA5CLqSNIJJ5xgKvNNqQZFRUVS2YeazQLQFFDeL3UcHz58uFTSIglwKlrWaiMAcqhB04KILgcRWwAASG6iNpKoMaUZNNEiA4lyMVur/Leaa9nXyUPn/9NlGRuvn8XrdIZm8rqh7s/zPkjHpvMUi25P87SF9mm86/LwhyLXdmVc/w0bFwd4fVT7obxGaWd1geWxbDmW37QLXTwPueqpHyzPFWWMGkm31dRzBe3xrUmaOHGijFhOnz5dTv5Jkp4KqOuT1E0lmls+GKRuRFe7H2gRXTIYUiliS84Fith+/vnnlhFb+p0RiNgCACJB8ypnrTy108ZTMvPtunR+RwdP47QryWB2JY4RFMGI27vtvPa+iy1guW+vkipqJU3urp0HamQ4gjEdtxXZyr7dFvsuC3I9gHRDHVXca5JI8hWAloQmYqk0GUvlHOqz2q4X7mxugC9v29t029924j0aNPaWc1ESjWq/+WXvooLvTJ9fHhxgsu1/TLddudu82LjKa15MOiLb3CGyuNQ8snd2j41sXF3mE7ydc9OCiG5yRWxDdpt8yGU/nwS5t3G1x2A2/w7bndbTB18HLgKUvp/XIAWCfFKmHUdDCCjF3WpNkDePT6yCDr59kG8u0kr45MpWqvRFcvBJXsjHz12ohDs+HRtq1YGrWqcjGYBUJW7CDXv37hX333+/eOKJJ+K1SwAAAAkEIrqI2AIAQKoQk5G0bt068dlnn8m0i0suuUTmW5PiERlH1C+jV69eTXekAAAAWpxUj+gmU8QWAABAHIykhQsXiosuukj4/X45njVrlpg/f740ligHm/Kzx48fL5IBt53H3s/PqlDG1gku493brN8ga6eIH7y+qS6l9RxLPccKAAAAgKQj5E4XoQh9kvZdp/RIVBh/602W6zf/Yn497/6T5dovlhxnud5dZp2e2ePV3RHX+YPeZk1Trg+7sMkH4bYpThh7zZybcNp47Y/2mkg4lfqdAKvD4SmjTmVX6r7tyvYOQ72Tuq1aux6ss6+Gp9bGsm+tzqtZjKSZM2fKXOz77rtPPPvsszLf+qabbhKLFi0SI0aMaPSBAAAAAKD5sAVD8iFRImShIqWnU9/ulr2B1N5EaoOR0FZr56At0HCxH4fSzFJk8slkSU8+1XF4Q5b1UKF0pc9SpmJIFPO+SbY0vn811pizs+aZQHX9UUgAQOIQtZFE6jxUrJqdnS2LUKdOnSrzrmEgAQDijdvmFW47n6j84TiuMqnRy2neGf6E/J9Nn++SzgvSNXLtvIGkxugT19d9zzSuYKlxVo9Nps+r3i6NHhGOvc0Z5k1Hz8zl3tcKW0A8bbolAAAAAJrFSPJ4PFKlhyCpb1LxaQ01SFr+eGlZfCWpgTXa+Y4mfx8AAAAAAIBWK9ywePFiKW9q7I9B3caNnH/++SKRIOOOKDxxR0sfSkpC51/7zgAAAAAAAJ3KULVwhmryU0uCPIOiOKinerZXsh3UXkc+Q+8iYo+fjwvT9Hr7gOLArlD6IOUotflBpeeSEb8IWB6HsaeSWV+lkqD+uaqU4+royIy6X5PZcUf6DFafp8FGEvXHMHL99dezsc1mEwE1T7mF6dKli9i9e7eMaHTv3l0uaxExEB2lpaXimGOOienc0fkmA4nOPwAAgMTD7gsJe50KmhpCVbxXkL3oIN9AqcNRa5pcG/ewsb/KPJ1VI1wb1QDstqBlDZGh9r3mWDJ5+qu3HX/vyo58Epddyo/dlqHUKCl9kmwuPnmtalfzfgFvwwvWAQDNT9RGEkWOWiPUq6Jbt25yok/QJB9GUsOI9dwhggQAAAAAAFojUevjXX311eHUNQAAAAAAAAAQqR5Jeumll8SDDz4ocnJymvaIAAApzzJPf+EK8ZSV/8440XTb7FnmaTyLPzPfPuOgecpLu8llps/veKh/neeevrvC/D03DzB9vuM75r1I1txr3ssj9EIH0+dvHv07Ng5W0me/23RbAACwwl5WKex28yyh4AFz5U2NPk9ZC3f18fzBcn32MdY9HLN3Wa4Wnd7eaLneSjQqFOQS7i1Nps0lMmt7+hQr/w5PUK/JCYhKtm6LT8kjVVB7Lhm3dyopqnlKyGR9NV/vtgcibh/LtsS6an7cxn5GbZTXqtu2UXJn1f5O2wz/2jxlXz3T9DTadOXzN9pIau0qZenp6eKee+6Rf0Fs4NwBAEDyQfOEiHMF1nhSiMDBw/y1TuvpQ8jrje1YAqG49UkKunnxdtsN/FhKe7osa5SCyszLl5/Fxk51PnRAcZp0bM+GZb1qJmvBysSq2QYAxFG4gdLtMjJ4QaNKotb70AR/xowZLX0YrRKcOwAAAAAAkErEZCT17dvXMtKUiOp2AAAAAAAAJCJHgpXCF6xJOVtYMoqt+7kyL7z8WSZvhJ5h56qKR31uNm7r5BHOqqDTdL9E76yDEbclfizmSsUj2u2M+L7rijuz8ej2W9lY3X6LR4+8nl6wma+r4Knn2zz5bDyu4/qI26vbvtT31fCyJ9AEEuBvv/22aNeuXSwvAQAAAAAAAIBWRUxG0qhRo0SHDuYFxQCA5OWBBx4Q77zzjtiwYYPIzMwUp556qnjooYdEv379wttUVVWJ2267Tbz++uvC6/WKc845Rzz11FOiY8eOLXrsAABzfNl2EXLWeLAzFFEmWz2p9aEKpQ5HqdOxt23L1ytZJjWiI4bVGTFNRyyxl/MapIwKXqifVsEbVAacvObI4eWfxebnXmebh392tZrKphTU52ypaRAa8PJGoQCAxCZ+VyUAQNLyxRdfiBtuuEGMGDFC+P1+ceedd4px48aJn376SWRl1UwwbrnlFvHhhx+Kt956S/bImjJlirjgggvEihUrYn6/g95s4TR0ByfKuphPMH6qMG9YHHKYF4J7IwTDV3l6mD7vy6zbKaHExydZGoGD5hPL0kLzbgubK80NyNrm63Vw5PPJn60ituJ4AAAAAMTZSCosLBQOR+v0gjz55JPi4YcfFvv27RNDhw4Vc+bMESNHjmzpw0ooECkAVnz00Uds/OKLL8qo8qpVq8SYMWNESUmJeO6558Srr74qzjzzTLnNCy+8IAYMGCBWrlwpTj755BY6cgAAACBxae/IErmOGs/YPe2/ZescNl1pMd3G64SOBnhEM9vOFYidNkfE7WPZlsjuEHn7Ott25tvaBVeLLA3yKHJu58hR69K87/m2dusIt3F7dVuHLVvfLo2iwwdE3Iyk7du3R/Qwl5eXi1NOOUW0VcPrCcAbb7whbr31VjFv3jxx0kkniUcffVRO7jdu3IjUwRaMFIDWDRlFhFajSMaSz+cTZ599dnib/v37i+7du4uvv/4aRhIAAETBsmXLpFOXrql79+4VCxYsEL/+9a/D66+66irZt9IIzWlUR1Y0BPYeEDZl4q1hz7SejNqrrUW6+j/BJeNjpbqzdZTcVk9LkmCpJ+K6UIgLHgDQaCOJogplZWXivvvuC6vZnXvuueLjjz+WYzI4lixZIgYNGiQSiUceeURce+21YvLkyXJMxhJN9J9//nkxbdq0lj68hAGRAhAtwWBQ3HzzzbJGcfDgwfI5itK6XC6Rl8cVcyjKSOsiQRFJemiUllo3GAQAxA9PN4dwpNd4hNvktWHrQhku65qjdGW9Qp3XKzgq+SS4uLDhffhyFJWvYHaG5bFrdVgamYd5zVF5B+5VDyle97QjPN3W5lIMjQre9FPrRRVN/0pyOlPGy9VXXy2dkGaMHz9e3n810MMQgBY2kigic8cddzClO/J4fPnll3KifOWVV4q//OUv4s033xSJQnV1tZzk//nPfw4/Z7fbpbebvNsgMogUgEhQxHHt2rVi+fLlcUnzpOsGAAAAIZ3P9LCCjKJOnTo12zGBpoGCDURpmW49VwSDFul2fJ0qYx2087HT8Fp1+1i2rW/7+rZV0+08ymcUyvYN3bbO9sq2DsNhaOdc+x/EJd3uuOOOC48XLVokLrroIulNJu666y5x8cUXi0Ti0KFDsm+TWjNDY6q9AU0fKQDJBaVYfvDBB9JB0q1bt/DzdMMmp0RxcTH7juzfv9/yZk4ODEqHNUaSjjnmmCb8BAAkLnPnzpWPHTt2yDFlZkyfPj08aUZdKCA+//xzmelBJQ6U2TFz5kyRn897whhBxD4x8XhqUgILT6z5vYOW+R9Q+UijjSSqUzGGdCl6QBNpjS5dukijBLR+4hkpAMkBeVtuvPFGmR9PN+iePXuy9cOGDRNOp1Om3F544YXyOar727Vrl6xXjARdU8xSRZ7p/oXIzVEk3qYvMd1HsI4Abw1/v5QXwDaYv30Z9Xvaj/kiTu/5nenT6vuWeoIClZXJAzkeHnzwQdGnTx/5m6Pak1/96lfiv//9rzSYUBcKKNWO/ud0Dd66dausHyYjmuZkkcS1ELFPTGjevHv3bvlbp6wcWs7NzW3pw0p4SmudqY05X3TOyUCi/4EVURtJvXv3lt7jXr16yYnPpk2bZK2KRlFRkaUnoyUoKCiQFw3yZhupz7udysQ7UgCSx3CmerT33ntP5OTkhKOHNFEjNUT6e80118ioEKVo0oWLjCoykJCKCUB0nHfeeWx8//33y8gS1X3S9TjedaHLbnw67IwI3hZdB/qmwi5U3fvo1XT7Kn2O3n/3xZjeOyjU9CB7TNvXR1rtZyGnRsE80SguvfTS8PKQIUNkhg/Nz8h5ddZZZ5m+BhH7xITKP+h3rUX26L4JIyl6Gnu+rCJIGtZXAmWSRBNomgiR14ImPwMHDgyvX7p0qTjhhBNEIkHpYeThJu+2MZWMxlbe7VSErGr6/1KkgP6XVpECjWgiBSA5oIka1amNHTtWdO7cOfygWkWN2bNniwkTJshIEjlQyHgmWXkAQOxQqjil1WnqsfXVhVpBqVY0ETM+QHJAjmtyCG/ZsiXiNhSt1yaUmIgDED1RR5JIIY6iMu+//76cAN1zzz1s/Z49e6QaS6JB3pNJkyaJ4cOHy95IJAFONx1N7Q7UgEgBsKK+4kYiIyND9iSjBwCgYfz444/yukr1R9nZ2dJxRQ7JNWvWNLguFOlWyQtl8Rw+fFg6rQAALWQkEWQERTKEqHg0EZk4caI4ePCgLH6lG8nxxx8v5a5R6Fo3UkBQpMAIpXNQXwYtUkDhYYoUGIuGAQAAxAdq4E0GEUVuSUWWnHzUx64xqOlWtG+KQHkMqlqxppDFGzWtRVXbigVfKNjIdLvYtq+PtFp1L+18WzmdqNWKMSpEoln0fSDnJD3I2KV7MEXqqSbp9ttvF8cee6y8H8dMICCEzfzThnx+y5faingZQ53XV/KGobHiOlJSzwbm/Z3CqKpoRmL8fjQ1FOmjwAOk3BPvfNlC0biIAQCgGaA0IIpaHtrYo65wQwQiiigosqPxpCXeM6JwQ7+dctKLFJrkhNLrqOaEHH5Uc3L06FEWTSosLJQiSiTqEEv0ATUpLQcVnBtrfo1QbdEZZ5xR53kylsmZSY1lSciD6oOp6JyavlP/ylgcv9p19oy0C0VahGay9TVrtdXTbLaxRpLN7bZeX4+RFCyObGT5Q9ViaflruG6C+EWSKIJgq8ezQ+tJBQ8AABqDw2aXj6i2bfKjSYz3NHvfxnjbQeuA6mgpct9QBUkzoKrVMupa0ShqUTaHle968eLFMR8vAKCJjSTKi44EFY0+/vjj8mIOAAAAgIalxZEwkkyF83hknShFFmhiHM+6UKhqxYeGnLdoFLUAAK3MSKJeDSrkxZo2bZoUc7jiiivEvffeG+/jAwAAAFKCAwcOiCuvvFLs3btXTqZJ3pkMpF/84hdyPepCAQAgQYUbjEp2VDRFje7oIk1FhYMHD47/0QEAAAApAvVBsgIKkgAA0HxE3SeJoCK3O+64QyqprFu3TuZGUxQJBhIAAADQuoCqVsPAeQPxhJwePXr0kE6Qk046SXz77bci1XnggQfEiBEjZEuaDh06SMESyl4zQm0SqH1Nfn6+bJdAEfb9+61VF5tM3W7WrFnioYcekrKTf/3rX03T7wAAoDGQI4aUu3au7iFys2Py4aQkpWVBUXjiDql0hVoHAEAs19nTHOdbqNu5LPdhy6hH3a6qkep2mfWp21knQgVLIjdM9od8YlnF2wlx3aSG7JRiO2/ePGkgUS/Pt956SxoEZBykKuPHjxeXXnqpNJRIEO7OO+8Ua9euFT/99JPIysqS2/zhD38QH374oXjxxRfl/3HKlCkyHXnFihXNbyTRG1NTUZIjpaaykXjnnXfidnAAgNQC0sTxlxQGAAAjuM4mznWTDCMyBJ544gk5JgE0+t+QKAvV/IMaqN8pGY3UM27MmDHS0G/fvr0Ut7nooovkNhs2bBADBgyQYnKxitk0uiaJLN36JMABAKAxaNLEFGInda+GyOy2RppSUhgAACJdZ2le19DrT3MR7+NLlOtmdXW1WLVqlVS1NAYkKBhBE32gQ0YRQcqeBJ03n88nz5VG//79pTJoixhJFM4CAICmRJMmJjSnTCrJE0NSGADQnNdZI4l+rY3n8SXCdfPQoUMiEAjUaQRMY4qKABGOrlHD7FGjRoU1EPbt2ydcLhdrrK2dO1rXoup2lMe5ZcsWuUwiDupBAgAAAAAAAEBjIHEGqkdavny5aG5iqozesWOH+OUvfykKCgpkHiU9aHnChAlyHQAAAAASHyhqtR6FLZCc0PyZavzV7wuNSSQNCCnG8MEHH4jPPvuMRT/p/FC6IgVtmvLcRW0kUS4o5fj98MMP4r777hP/+te/5IMayH7//fey6zcVAwIAQDxIJZndVPqsoOUhRa1bb71VfudWr14thg4dKnseUjNboENF4mQArVy5UnzyySeyBmLcuHGivLw8vM0tt9wiW6GQIhltT30kL7jgAtGaSPTrT6IfX0OhdLFhw4bJdjrG1DIa05w6lQmFQtJAWrBggVi6dKno2bMnW0/nzel0snNHDoxdu3bF9dxFrW53zTXXyBQ76v5NnicjlZWVUq6vT58+4tlnn43bwQEAAAAgvkBRq3UpbIHkdlhMmjRJPP3002LkyJFSAvzNN9+U3yO1VimV+OMf/yh/V++9957o168fqyUjpW1NAnzRokVSM4Fq1ej6RXz11VfNX5P00UcfyX+maiARdMAUXSJNcwAAAAAkJlDUan0KWyB5mThxojS+p0+fLgUHjj/+eDnfTmUDiZg7d678O3bsWGHkhRdeEFdddZVcnj17trx2UYqr1+uV0fCnnnpKxJO0WFQ4KH85Er169RJHjhyJ13EBAAAAIM5AUav1KWyB5IbSyugBdKJJcqOgDdVW0qOpiLomqXPnzrLTbSRIeQKFZgAAAABIVoWt119/vaUPBQDQTERtJJGqy9SpU2VYUIWKPe+44w65DQAAAAASEyhqtT6FLQBAghtJpCxCUpe9e/eWBVWPP/64eOyxx8Tvf/972SuJxBsopxIAABpLMsoTL1u2TJx33nmyyzs1yn333XfrpBfQNZSi9lTnSXUOmzdvbrHjBckJFLVan8JWql5vZ8yYIa+VxgfVfAGQcEZS27ZtxTfffCOuuOIKGW6m3FySviQVjssvv1xKZGrFjAAA0FCSVZ6YZIPps0TKn541a5Z0Ps2bN09ea7OysuTnJucUAPGEfl/z588XL730kli/fr1UiaLv5+TJk1v60BIuxe6VV16RKlvUK4nqjOhBTmFNaYuUf+l8UpSJhBzoHJKB1FpEGxL9ejto0CCxd+/e8KMlGoqCFCbUAILBYGj//v3yQcsAABAvRo4cGbrhhhvC40AgEOrSpUvogQceCCULdOldsGBBeEzX0U6dOoUefvjh8HPFxcWh9PT00GuvvdZCRwmSmTlz5oS6d+8ecrlc8je3cuXKlj6khPydmj1eeOGF8DaVlZWhP/7xj6G2bduG3G536De/+U1o7969odZCIl9v77nnntDQoUNb+jBAChN1JIk8JwsXLhQej0eGPKlXAD1oubS0VK4jCT4AAGisPLFRUjcV5Im3b98uPdTGz01eakp9SebPDVoOSiPbuXOnvG9T5JK+a4BDdpLZQ5MgNip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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import os\n", - "\n", - "# Change the default INT values to your liking, keep in mind not to overdo it\n", - "IMG_FOLDER_PATH = \"figures\"\n", - "ALL_IMAGE_PATHS = list(os.walk(IMG_FOLDER_PATH))[0][2]\n", - "NUM_OF_TESTS = 5\n", - "MAX_VALID_IMG_DIM = 32\n", - "MIN_VALID_IMG_DIM = 5\n", - "MAX_NUM_IMAGES_AT_ONCE = 8\n", - "\n", - "for test_num in range(NUM_OF_TESTS):\n", - " print(f\"Test {test_num} starting\")\n", - " num_of_images = np.random.randint(2, MAX_NUM_IMAGES_AT_ONCE+1)\n", - " fig, axs = plt.subplots(3, num_of_images, figsize=(10, 6))\n", - " axs[0][0].set_ylabel(\"ORIGINAL\")\n", - " axs[1][0].set_ylabel(\"RECONSTRUCTED\")\n", - " axs[2][0].set_ylabel(\"RECONSTRUCTED - EQUAL PAD\")\n", - " \n", - " img_shapes = []\n", - " np_frame = []\n", - " np_frame_equally_padded = []\n", - " decoded_data = []\n", - "\n", - " # pre-generate the new shapes, so the maximum padding size can be known upfront\n", - " new_shapes = np.array([(\n", - " np.random.randint(MIN_VALID_IMG_DIM, MAX_VALID_IMG_DIM + 1),\n", - " np.random.randint(MIN_VALID_IMG_DIM, MAX_VALID_IMG_DIM + 1)\n", - " ) for _ in range(num_of_images)])\n", - " max_pad_size = hlp.nextpow2(np.max(new_shapes[:,0] * new_shapes[:,1]))\n", - " print(f\"Images will be resized to the shapes {new_shapes.tolist()}\")\n", - " \n", - " for image_num in range(num_of_images):\n", - " # Randomly select and load the image, convert to grayscale\n", - " img_path = os.path.join(IMG_FOLDER_PATH, np.random.choice(ALL_IMAGE_PATHS))\n", - " img = Image.open(img_path)\n", - " img = img.convert(\"L\")\n", - "\n", - " # Select the randomly generated size of the image\n", - " \n", - " img = np.array(\n", - " img.resize(new_shapes[image_num], Image.Resampling.LANCZOS),\n", - " dtype=np.float32 # convert to float32 to avoid int overflow and correct colors\n", - " )\n", - " img_shapes.append(img.shape)\n", - " axs[0][image_num].imshow(img)\n", - "\n", - " # Transpose and pad image, add it to the np_frame\n", - " np_frame.append(hlp.pad_0(img.T))\n", - " np_frame_equally_padded.append(hlp.pad_0(img.T, size_pow2=max_pad_size))\n", - " \n", - " # Build the new cFRQI circuit and run the job\n", - " qc = cFRQI(np_frame, 0)\n", - " job = backend.run(qc) \n", - "\n", - " # Decode images\n", - " sv = np.real(job.result().get_statevector())\n", - " decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", - " for num_img, (datum, shape) in enumerate(zip(decoded, img_shapes)):\n", - " reconstructed_img = hlp.reconstruct_img(datum, shape)\n", - " decoded_data.append(reconstructed_img)\n", - " axs[1][num_img].imshow(reconstructed_img)\n", - "\n", - " # Build the old cFRQI circuit with equal padded inputs, run the job\n", - " qc_old_cfrqi = cFRQI_old(np_frame_equally_padded, 0)\n", - " job = backend.run(qc_old_cfrqi)\n", - " sv = np.real(job.result().get_statevector())\n", - " decoded = hlp.decodeParallelQPIXL(sv, qc_old_cfrqi, len(np_frame))\n", - " for num_img, (datum, shape) in enumerate(zip(decoded, img_shapes)):\n", - " reconstructed_img = hlp.reconstruct_img(datum, shape)\n", - " decoded_data.append(reconstructed_img)\n", - " axs[2][num_img].imshow(reconstructed_img)\n", - "\n", - " print(f\"SIZE OF QC: {qc.size()}\")\n", - " print(f\"SIZE OF QC_OLD_CFRQI: {qc_old_cfrqi.size()}\")\n", - " print(f\"SIZE DIFFERENCE {qc_old_cfrqi.size() - qc.size()}\\n\")\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "poetry-demo-DBU1hMif-py3.13", - "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": "3.13.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/fix_different_sized_inputs.ipynb b/fix_different_sized_inputs.ipynb new file mode 100644 index 0000000..d194a61 --- /dev/null +++ b/fix_different_sized_inputs.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fixing “different‑sized inputs” in parallel QPIXL\n", + "\n", + "**Problem:** \n", + "The original pipeline fails or corrupts images when two inputs have different dimensions—because the Walsh–Hadamard transform (`sfwht`) expects vectors of equal, power‑of‑2 length.\n", + "\n", + "**Solution:** \n", + "I added a helper (`pad2d_to_pow2`) to pad each image to the next square power‑of‑2, flattened in column‑major order, ran the quantum encode/decode, then reshaped back into the padded square and cropped to the original sizes. This eliminates index errors and preserves image quality." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Imports & helper" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from PIL import Image\n", + "from qiskit_aer import StatevectorSimulator\n", + "from QPIXL.qiskit.qpixl_parallel import cFRQI\n", + "import QPIXL.helper as hlp" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Helper: pad 2D to square power‑of‑2\n", + "def pad2d_to_pow2(img, fill=0):\n", + " h, w = img.shape\n", + " size = 2 ** math.ceil(math.log2(max(h, w)))\n", + " pad_h = size - h\n", + " pad_w = size - w\n", + " # I pad both axes up to the same square size\n", + " padded = np.pad(img, ((0, pad_h), (0, pad_w)), constant_values=fill)\n", + " return padded, size" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2) Load & resize" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Load & resize to grayscale arrays\n", + "img1 = np.array(\n", + " Image.open(\"figures/creation_world.png\")\n", + " .convert(\"L\")\n", + " .resize((33, 40), Image.Resampling.LANCZOS)\n", + ")\n", + "img2 = np.array(\n", + " Image.open(\"figures/cat.webp\")\n", + " .convert(\"L\")\n", + " .resize((41, 34), Image.Resampling.LANCZOS)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3) Pad, flatten, encode & decode" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Pad both (transpose first to match pipeline)\n", + "padded1, size = pad2d_to_pow2(img1.T)\n", + "padded2, _ = pad2d_to_pow2(img2.T)\n", + "\n", + "# remember original shapes for cropping\n", + "shapes = [img1.shape, img2.shape]\n", + "\n", + "# Flatten in column‑major (Fortran) order\n", + "np_frame = [padded1.flatten(order=\"F\"), padded2.flatten(order=\"F\")]\n", + "\n", + "# Encode & run the circuit\n", + "qc = cFRQI(np_frame, 0)\n", + "backend = StatevectorSimulator(method=\"statevector\")\n", + "job = backend.run(qc)\n", + "sv = np.real(job.result().get_statevector())\n", + "\n", + "# Decode back to numeric frames\n", + "decoded = hlp.decodeParallelQPIXL(sv, qc, len(np_frame))\n", + "\n", + "# Reshape to padded square, then crop to original\n", + "decoded_data = []\n", + "for datum, (h, w) in zip(decoded, shapes):\n", + " # I reshape in Fortran order to the full square...\n", + " full = np.array(datum).reshape((size, size), order=\"F\")\n", + " full = full.T # transpose back\n", + " cropped = full[:h, :w] # then crop to (h, w)\n", + " decoded_data.append(cropped)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4) Plot results" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot final results\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 4))\n", + "for i, ax in enumerate(axs):\n", + " ax.imshow(decoded_data[i], cmap=\"viridis\")\n", + " ax.axis(\"off\")\n", + "plt.suptitle(\"Decoded data\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}