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July 23, 2020 17:38
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import time\n", | |
"\n", | |
"import zarr\n", | |
"import skimage.restoration\n", | |
"import skimage.io\n", | |
"\n", | |
"import cupy as cp\n", | |
"import numpy as np\n", | |
"\n", | |
"from cupyx.scipy.ndimage import convolve as cpx_convolve\n", | |
"import cupy.random as cpr\n", | |
"\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def deconvolve(img, psf=None, iterations=25, cupy=False):\n", | |
" \"\"\"\n", | |
" \"\"\"\n", | |
" if not cupy:\n", | |
" import numpy as xp\n", | |
" else:\n", | |
" import cupy as xp\n", | |
"\n", | |
" psf = psf[0]\n", | |
" \n", | |
" # pad psf with zeros to match image shape\n", | |
" # use NumPy for padding\n", | |
" pad_l, pad_r = np.divmod(np.array(img[0].shape) - np.array(psf.shape), 2)\n", | |
" pad_r += pad_l\n", | |
" \n", | |
" psf = xp.pad(psf, tuple(zip(pad_l, pad_r)), 'constant', constant_values=0)\n", | |
"\n", | |
" # padding centers the PSF so we no longer need to roll\n", | |
" # Center PSF at pixel (0,0)\n", | |
" for i in range(psf.ndim):\n", | |
" psf = xp.roll(psf, psf.shape[i]//2, axis=i)\n", | |
"\n", | |
" # Convolution requires FFT of the PSF\n", | |
" psf = xp.fft.rfftn(psf)\n", | |
" psf = psf[None]\n", | |
"\n", | |
" psf_conj = psf.conj()\n", | |
"\n", | |
" img_decon = xp.copy(img)\n", | |
" for _ in range(iterations):\n", | |
" ratio = (\n", | |
" img / xp.fft.irfftn(xp.fft.rfftn(img_decon, \n", | |
" axes=tuple(range(1, psf.ndim))) * psf, \n", | |
" axes=tuple(range(1, psf.ndim)))\n", | |
" )\n", | |
" img_decon *= xp.fft.irfftn(xp.fft.rfftn(ratio, \n", | |
" axes=tuple(range(1, psf.ndim))) * psf_conj, \n", | |
" axes=tuple(range(1, psf.ndim)))\n", | |
" \n", | |
" return img_decon" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from skimage import color, data\n", | |
"from scipy.signal import convolve2d as conv2\n", | |
"\n", | |
"astro = color.rgb2gray(data.astronaut())\n", | |
"\n", | |
"psf = np.ones((5, 5)) / 25\n", | |
"astro = conv2(astro, psf, 'same')\n", | |
"# Add Noise to Image\n", | |
"astro_noisy = astro.copy()\n", | |
"astro_noisy += (np.random.poisson(lam=25, size=astro.shape) - 10) / 255.\n", | |
"\n", | |
"# add extra dimension -- deconvolution funcs assume 3D\n", | |
"astro_noisy = astro_noisy[None]\n", | |
"\n", | |
"# extra dimension needed for deconvolution\n", | |
"psf = psf[None, :, :]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"plt.imshow(psf[0], vmin=0, vmax=0.1)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"plt.imshow(astro_noisy[0], vmin=astro_noisy.min(), vmax=astro_noisy.max(), cmap='Greys_r')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"NumPy fft finished... 0.2540590763092041 iterations: 20\n" | |
] | |
} | |
], | |
"source": [ | |
"iterations = 20\n", | |
"start = time.time()\n", | |
"arr_d = deconvolve(astro_noisy, psf, iterations=iterations, cupy=False)\n", | |
"stop = time.time()\n", | |
"\n", | |
"print(\"NumPy fft finished...\", stop - start, \"iterations: \", iterations)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"plt.imshow(arr_d[0], vmin=astro_noisy.min(), vmax=astro_noisy.max(), cmap='Greys_r')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CuPy fft finished... 0.8625551147460937 iterations: 20\n" | |
] | |
} | |
], | |
"source": [ | |
"# transfer to device\n", | |
"cp_astro_noisy = cp.array(astro_noisy)\n", | |
"cp_psf = cp.array(psf)\n", | |
"\n", | |
"iterations = 20\n", | |
"start = time.time()\n", | |
"start_event = cp.cuda.stream.Event()\n", | |
"stop_event = cp.cuda.stream.Event()\n", | |
"start_event.record()\n", | |
"cp_arr_d = deconvolve(cp_astro_noisy, cp_psf, iterations=iterations, cupy=True)\n", | |
"stop_event.record()\n", | |
"stop_event.synchronize()\n", | |
"\n", | |
"total_time = cp.cuda.get_elapsed_time(start_event, stop_event) / 1e3 # convert to s from ms\n", | |
"print(\"CuPy fft finished...\", total_time, \"iterations: \", iterations)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"plt.imshow(cp.asnumpy(cp_arr_d[0]), vmin=astro_noisy.min(), vmax=astro_noisy.max(), cmap='Greys_r')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"2.097152 MB\n" | |
] | |
} | |
], | |
"source": [ | |
"print(f\"{astro_noisy.nbytes / 1e6} MB\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Now we scale the image!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"1310.72 MB (1, 12800, 12800)\n" | |
] | |
} | |
], | |
"source": [ | |
"big_astro_noisy = np.block([[astro_noisy[0]]*25]*25)\n", | |
"plt.figure()\n", | |
"plt.imshow(big_astro_noisy, vmin=big_astro_noisy.min(), vmax=big_astro_noisy.max(), cmap='Greys_r')\n", | |
"plt.show()\n", | |
"big_astro_noisy = big_astro_noisy[None]\n", | |
"print(f\"{big_astro_noisy.nbytes / 1e6} MB\", big_astro_noisy.shape)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"NumPy fft finished... 37.17940402030945 iterations: 2\n" | |
] | |
} | |
], | |
"source": [ | |
"## REDUCE ITERATIONS TO RUN IN REASONABLE AMOUNT OF TIME ON CPU!\n", | |
"iterations = 2\n", | |
"start = time.time()\n", | |
"arr_d = deconvolve(big_astro_noisy, psf, iterations=iterations, cupy=False)\n", | |
"stop = time.time()\n", | |
"\n", | |
"print(\"NumPy fft finished...\", stop - start, \"iterations: \", iterations)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Rerun scaled image on GPU" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CuPy fft finished... 2.94672119140625 iterations: 20\n" | |
] | |
} | |
], | |
"source": [ | |
"## KEEP ITERATIONS AT 20\n", | |
"\n", | |
"# transfer to device\n", | |
"cp_big_astro_noisy = cp.array(big_astro_noisy)\n", | |
"cp_psf = cp.array(psf)\n", | |
"\n", | |
"iterations = 20\n", | |
"start = time.time()\n", | |
"start_event = cp.cuda.stream.Event()\n", | |
"stop_event = cp.cuda.stream.Event()\n", | |
"start_event.record()\n", | |
"cp_arr_d = deconvolve(cp_big_astro_noisy, cp_psf, iterations=iterations, cupy=True)\n", | |
"stop_event.record()\n", | |
"stop_event.synchronize()\n", | |
"\n", | |
"# we scaled by 600 percent\n", | |
"total_time = cp.cuda.get_elapsed_time(start_event, stop_event) / 1e3 # convert to s from ms\n", | |
"print(\"CuPy fft finished...\", total_time, \"iterations: \", iterations)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 3D Images are usually stacked!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(2013.26592, (60, 2048, 2048))" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"big_astro_noisy_3d = np.block([[astro_noisy[0]]*4]*4)\n", | |
"big_astro_noisy_3d = np.stack([big_astro_noisy_3d]*60, axis=0)\n", | |
"big_astro_noisy_3d.nbytes / 1e6, big_astro_noisy_3d.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CuPy fft finished... 2.63393798828125 iterations: 20\n" | |
] | |
} | |
], | |
"source": [ | |
"# transfer to device\n", | |
"cp_big_astro_noisy_3d = cp.array(big_astro_noisy_3d)\n", | |
"cp_psf = cp.array(psf)\n", | |
"\n", | |
"iterations = 20\n", | |
"start = time.time()\n", | |
"start_event = cp.cuda.stream.Event()\n", | |
"stop_event = cp.cuda.stream.Event()\n", | |
"start_event.record()\n", | |
"cp_arr_d = deconvolve(cp_big_astro_noisy_3d, cp_psf, iterations=iterations, cupy=True)\n", | |
"stop_event.record()\n", | |
"stop_event.synchronize()\n", | |
"\n", | |
"# we scaled by 600 percent\n", | |
"total_time = cp.cuda.get_elapsed_time(start_event, stop_event) / 1e3 # convert to s from ms\n", | |
"print(\"CuPy fft finished...\", total_time, \"iterations: \", iterations)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda env:20200616]", | |
"language": "python", | |
"name": "conda-env-20200616-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.6" | |
}, | |
"widgets": { | |
"application/vnd.jupyter.widget-state+json": { | |
"state": {}, | |
"version_major": 2, | |
"version_minor": 0 | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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