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@sriharijayaram5
Created June 10, 2021 15:33
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GPU fit for ODMR 2D data
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CUDA available: True\n",
"CUDA versions runtime: (8, 0), driver: (11, 3)\n"
]
}
],
"source": [
"from re import I\n",
"import numpy as np\n",
"from numpy.core.defchararray import mod\n",
"import pygpufit.gpufit as gf\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use(savelogic.mpl_qd_style)\n",
"from PIL import Image\n",
"from pandas import read_csv\n",
"from skimage import io\n",
"\n",
"print('CUDA available: {}'.format(gf.cuda_available()))\n",
"if not gf.cuda_available():\n",
" raise RuntimeError(gf.get_last_error())\n",
"print('CUDA versions runtime: {}, driver: {}'.format(*gf.get_cuda_version()))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Works since we have evenly space monotonically increasing x-axis\n",
"def parameter_map(parameters, oshape, i, xp, fp):\n",
" pmap = np.interp(parameters[:,i], xp, fp)\n",
" return pmap.reshape((oshape[1],oshape[2]))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(72, 471, 572)\n"
]
},
{
"data": {
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huz+5HbL7k9shuz+5HewvKbm9X6q2dRVbCXVdn8v05YBnB5WvaZrmNxa5z3OA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D1/c1K7ttRndSYVxuoZpf4eq5T6IgX7FAQhBeQ0NQgFvCs94VXXGOVX7WyxcAvdbmfRVz9yQpPp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\n2JX2+ARG39rM38ItT3X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aX7WPhQXK79m10655xBIjYOZXzeZ77hPsHqsnypRz5tQ0ot9G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UWnbb1NgTj5fOrV7qRrRCBOvu4F6rG6f2849MMGblPgOqzu3xsO/bCB2xQ6n9XX8nC3KRA7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7f+TsEDt/xOwrp7hj9ehHx+lYjbjvy8xfncjZIXb+yNkhdv7I2SF2/sjZwfxVipwdYueP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\nC3LOl7Yqm3P+ARO/+HlHSuk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ExJQ3zSUAAOZw7v58yaRnJ/PrNr9p\nZqsrdMkpSfe7+99ytveqQmvCho+3SPOCu3tRgdx9qrLucedX6Paq3/ZM5n/eJt3xCv+4Si0+4xC6\nO5lfZshK0UJVx2LVeXUo3b/LVpBfJYbonDoomT+1h3xyufuZyr7D9yjrxlPS293m/lZZF8Bfc/eH\nKth02i33ojlpvqnQba0UHiD+tGzm7v6su3+mxVtHSW//D3Oiuxd1Uyh3f1mhxXKj+9qdzOwDZcsy\n2MxsYYVuS6UQEJ/YKl08no9PFu3ZKt1wYmZLKIx1umVcNFXSFu7+cJ82ubWybiov95xuoN39aWXd\nJs6r0PvEkDOz8WbmcRofl21oZpPM7N9m9qqZPWxmfzKzdZrWHWVm+5jZFWb2hJm9Zmb3mdkxZrZI\nm81OTua3yinXEsruF1MUgrGStGnsxrSVNK/JOWm6UuX9zszGJft8Qly2ppn9r5n9y8xeTL+P2dwn\nkvkz4u/XXBbsZ2aXm9kz8fh80MxOil249kPhvcjMJibf6di4bDczu8jMHo/lvMfMfmJmSzWtu6iZ\nfdXMbjWz583sJTO72cw+Y2b9ep62VjI/pU/baOc0hYDhaIUeGPLsp9DLxMy4Tt+Y2eYKQwVI4V6+\nb7y3txV/I5wcX45S8ZAJpcW8j00WHVHymGjsqx3NbOk26Q6Mfy9X6MWjSmmX7WtUnPcAZrakmf3I\nzO42s5fN7Ll4Dh1uZmW6I2/ks1Y8F+tm9pCZvWJmr8f728Vm9jkzmy9n3XFm5grDzjQcmVwX3p5a\nrLuSmR1qZmeb2b3xGjDDzJ42s8lm9nUzy/sdDACYjRFYBQCgvOnJfKuxrHZI5i8pyOviZH7HrksU\nFJWrMvFh7Cbx5X8VuuFqycPYsY0g20pm1u04g1VbLZl/ashK0Zsqv/Oqj590/+aNXzvc9bxPYpBj\nw/jyeYUWiP3yOYVWeZL0DTN7X/LeIQrj6UphDLITKtrmksn8LGNEmtliyh4KSqH73p7Ea0jjs7wp\n6Xtl143B5EnJoi/1Wp4+2krZ+MhXuXu78UzTe81OuamGATNbViFI8P646GZJW3n+ONdV2D6Zvzg3\n1azv93pf7gszO1ThvnuAQovw+SStpDCG8C1mtkNMt7BCl5N/UBhreFmFY2p1SV+XdGNzACmRBnJa\nBlYVupFvjOd4lbLA6gLKvt9mfQusdqDja7uZHaDQG8mXFAJeC7dfY/ZgZqMl7Z8syhszvZF+AYVz\n6PcKFRrGKByfqyp0k36Lme3Xh6K2vRe1MMrMTpd0jsJ5vpxCOddUGLf7ZjNbWQoBdYXuw49VGIN5\nMYUeEDZUuJeeESsvVS0dSzfvPO2b+Pv9ivhyfJukbwf+3L3qwF+zLybzE9393x2se7TCbwZJ2q7i\n/0d+ojDkgxRaeG9aYp00cN3ynLAwJux68eXE3orY0uvJfMtgZBXMbFNJ/1JoqfsuhXvE4grn0E8k\n3dQ43wryOSDmc6xC7werKFzD51G4v+0g6VeSpprZuyos/ziF1rTHK7QaXkPhGjC3wrm5laRjJN0f\ng/8AgDkIgVUAAMpLW4O0al2Tvn9rQV53KHTtJEnv7vbBjJnNo/CgtF25qvRuZQ9T73D3mQXpb0nm\n18lNFWwRazC/EGsgP25ml8YazZXUBDazBRXGhWs4t4p8h0DRsTgkeZnZZ5Q9VH9K0rW95DcUKjyn\n0pY+f3T313NT9sjdn5H02fhytKSJZjZPfFj1k7h8uqRPlGm1WyS2CEhbsVzWItmWyoKDd7n77b1u\nV2Hs5re36e5PdLh+2qJmmz49EK9C6XuJu/+fsmN0yYLWL6WZ2V9jK5AZZvasmd1hZseb2XuL126Z\n30oKLWQan22KpG3c/bkqyttGJ/flTu5XZa1pZtfEfTjDzJ4ys6vM7MgYaO7EhxTuX89J+qGkfSR9\nUtJf4/vzSjrTzBZXCKjupHAN/n8KrZm/puxYWUthjMBWrlPo3lOSNjezUS3SNIKkD7r7Y+5+n7KK\nSrMEY2OlrPXjy+cUxrseCp3e7zZTaPE/V/z7CYX9fpRGbsWhsnZW1qvHXe5+U0H6s5RVZJgu6X8V\ngkYHKQSGRisEZ/MC7x0reS9qdkxc5x8K58SeCkHzqfH9lSWdFisH/V0hgHOmpE8rVGA4VlKjpeQe\nCudg1R5M5r/Qh/zLmBj/rmtmGzS/OQiBv3RbpqxSldRh61h3f1yh1WfDtlWUK+b9rAZWcMqrjJKu\nUyZw3Vj+X/WnYl7agrxMhYSOmdlqCpUtGpUf/inpqwrn0ZcVxoZfW+HakdfTQcMCCr0g3aLQ/fch\nCr0hfUqhkt19Md1qki6K529qqqSPSjoiWXZmXNY8peZT+L/3Lkm/lPT5WP7xMa/G74qlJF3YaBEP\nAJgzjB7qAgAAMIIcnMz/tcX7aVdK09pl5O5vmtljCi1NFpS0vLrr5unjCjXoJem2Prf8kTr4jFH6\n4LKoq6lV49SwXJy2k/QdMzvY3c8qU0gzW0jZgxOTtIhCN6l7xzylENyeUCa/YejTyXyrY7ETRcf1\nLMxsS0lLxJfzKrSc+pCkRm3tVyUd1M9gYh/1fE5Z6AozbYXQtqVPFdz9XDM7Q+GBzzoKx/bGyrri\nPbyX7lZj93ZLKLRY/45CJQsptBy5ucUqmyXzuS3bO5R239tNnrcptNKYV6E11Zoa2I3kcNHNdbbR\n4mMNZa2Xe7FzMr9EnNaTdKiZnSrp80XdgibWkHSKpBXj679J2r2D9XvRyb58VKHC0yhJq5uZVVAR\nYVkN7BJ96ThtIembZvZ1d2/XpX5qN4UH0Ts2dX37OzM7WeG+sKhCMOh9kr7p7sekGZjZJIV733KS\n9jKzrzZXUHD3V83sJoXr+cIKLfWaz/Fx8e9VybKrFVr0jJP0o6b0mytrhXdVFRU8utTpvXNbhQDq\nNu5+d1Hi2UxaOaiotep+knaJLx9RGDs1bVE40cxOUQhA7dy8fie6uBc1213SSQpjV79dOdDMfiPp\nBoXfilsqBGmXlLSdu1+RrH+mmf1VodW1STpM4fpWpT9J+kGcP9zCUCOnSJri7tPzV6vUuQpd0S+i\nEES6ren98fHvi+pvjxxSqAjS+M35eouylHG9sp6FPqCBlSx7daOkXeN82YoDExWuL+ua2Qbu/vZn\nir8h94kvz4rX5KrKqlhBKu3hoqrfaM1OUjh+pDAcxsHu3mg5LDP7ucK414eVyOtqSavltVS20G37\nYQqVCVdWqCxxVOP9WAHxfDN7IVntHnc/v2C7/5L0Hnf/Z8773zezvSWdrnD/PVIDhwEBAMzGCKwC\nAFCChfH4Gv8ovaZQE79ZWjv2mRLZPqsQWG2s21FgNbZKScf2aX6Q2Q/dfMZW6zabqvAQ6y5JLyg8\nzF1PIUi0jMI/q2ea2YLuXmasyhWU/6DnOYUuQb9T0MXmsGRmeykLGj+lHoJ2JY/rVo5VCNo1e0vh\ne/xmRS0UB1WF59SHlHXfd2f6wKzPPq8Q1FhWYXzThkvd/eSWa+RoNc5Uk7sUjr28Vm/LJ/MPdLLt\nNlZI5u/tdGV3n2Fm0xQCqlIo43AMrPbrOltGo/XNrZIeVwgcjFU4phuB7YMUunffMX1I2sa5ChWI\npNAyZT93f6PHcpZVel/GCk8vKnRTOFqhzC/1sO0HJV2q0DLuWYVuC9dWCOysqhDg/18zW8Ldy3SV\nPUPSx3PGEz1KoeWOKQRVL2oOqkphLFkz+6VC0GaUwr3k9y3ym6KsosxWSgKrsQeJRku1NLB6Vfxs\nm5nZ6KZjY8i7Ae7h3nnInBZUjS3fGwHQN9T6GEl9JZk/oFXww92vNbOvK7T66qQsvd6Lmk2VdGhz\njysxeHWMpD/GRe+T9PWmoGoj7VVmdplCxb93mdmKsRViVf5HUk3Z76yPxGmmmd2r0GrvBkmT+3Vs\nxv1xlsJ1ZR8zO9zdZ0izBP7OHIRKMum9/99d3j/S3wzL56bqzrRkvmzXze0C1x9S1spzYm9FC2LX\n3ssrdKN7lLJnwTe6++QqttG0vfWUtTK+T9Jnmn8vuLub2eEK95qN2uWXNz568v5MST81sw8rVIzY\nX0lgtVtlKiS6+5/MbEeFLvr3jBWBB+s3DgBgCNEVMAAABWJ3fWcpu28ekfMAZaFk/rUSWacPIjoa\nsyt2zXeGstaXf3X3czrJo0tVf8ZnJW3g7uu6+5fd/RR3P8fdT3X3/6fQBVsaSD3RzFbpvNgDXKfw\n0HgwWktVKo4LlQbIvuDuL+elL8ir7HHdiYcVAgl96Vasnyo+p0q39KlS7Fb1M02LX1R4MFq1GQrd\nIeY1oxiTzL+Qk6ZTSyTz3eaZrjcmN9XQGrR7SZNvSlrO3fd195+5+xnu/id3/5G7bybpY5IalVG2\nURirs4xGUPUtSccN8gPHodqXW7n7O939c+5+oruf7e6nufvXFVrRfj9J+92SY7P9Je8hr7s/poEP\n93/VJp9rkvm8sQYnJ/PNXVtuoey+kY7H2giyLqgQlEoNaWC1h3vnwwpj1c5p9lfWNeeFscvxluJv\nskYX4be6+5S8tAqtLqu6HzQU3YuandSmQkg6fMFbCi3u8pQ5j7oSA5VbKwRY0+vWXArjVO6vcI7f\nZWZ3mtkeVW4/MTH+HaMQ7Gv4sCoO/BUY7vf+tLJLqbzjd9zohWefOAxFQ6PC433ufl2XZTrSzLwx\nKVSQmKYwVmhjf96jWbu+rcrHkvnjG0H5ZrH3guMq3G5jf61mZku2TVmtxnbnV2j1DgCYAxBYBQCg\njTgm5wXKajf/VeX+Aex3N3c/VzaW1SPKH6Onn3r+jO4+vV3Lxvjg4ZPKxi+aR2FMrKJ873F3c3dT\nqJW9jMKDoEsUHg6dL+ms+P2OCDEQ+hdlD/t/7e5nd5lXt8e1JMndN0n270IKD9GPkfSOmM8dZtb8\nYH24q+Scit/TjvHlDIWxDgeNu18g6aJk0Q+6DJi3Gndqf4WWbg8qjJd4oqRLzWyBngo9uIbruKp5\nBq3LVHe/vl3Q093P08CuVL9qZvPmpU80xi4cJeniODbfbM3dr2rz3lvufoSk3ySLv10i2xsL3n8q\nmW83HmaabvGcNNcpPIiXwvjn6XODRpD00aaWif9UFrx4O5Aau+Zv3A8GfXzVHu+d1wxht8VDKe3K\nsqhyUNr16eW5qSTF4QGuaZemharvRe3Oo/TcuNfd/1sybd551DV3f8XdD1NorfkZSedIeqxF0vco\n/J6d1HSeVlGGayXdH18emLw1Pv7tJfA32Pp570/3eyfXi4nx7xjFrrRja/FGN72Tei5Za64w1un6\nzV3BV6j0daHE+28zs23N7JRYoeB5M3uzKYD8jSR5ZS2TzWzjOM78zcmY6el2T0ySr5CXDwBg9kJX\nwAAA5DCz+STVlXVPdK2kPds8ZEu7DJy/xCbSNKXHTDKzHyh0+SmFBzvbxbFjBsOgfMZU7CpqgrKx\nkXZpk7zV+m8pjDl4oaQLzex7CuNy7a7wcOHj3ZSrDDNbS2FsqDy3uXth604zW0KhJWhjDNpzJH2x\nyzJ1ely3FVv93Cbpttht3BSFhwqXmdna7v54N/kWiQ9Qt2+T5Bl3L/UAt+Jz6gBlv7EvcPdn2yXu\nk6dz5ktrN+6UmR2t0JJ8H4WWi7/QrK1iq+yetuG5CvJcNJkfiu+mjEG/zpbl7n80s+8qdKe8qMJY\nurN0ldlkT0m/Vgi2La5wbdjG3e/oZ1mjl5QFPeZTcde+g7YvFcZBbnTf+0Ezm7+gS82i4zUd07pd\n2jTdfK0SuPsrZnazQvfPiyq0SGx0VTku/p3StM5MM7tW4R49Tlm36pspuyYO6viqFdw7WwWyKmNm\n20vKDQa2uw73i5ltpNBltSQ9oYEVdVp5RzJfptv3jrqGr+Be1Cz33HD315OxLDs531qeR1WIvyFO\nilOjosAmCr9/9lU2huUBCvv2exUXYZJCC/udY9BP6n/gr9lwv/enZXouN1WT2D32/ZJWVwhWnydp\nP4Xr5UxJp/VQpjMVemGRwj1mGYVg574K3dAfrnDv7tdQFel14cF2Cd392Tj2ae53G7ugP0vtf/c3\nW6Q4SXuxJfEpCpU5Bm27AICRgcAqAAAtxH+kzlXoiksKrT92Lug6rtNupjruKtPMviPpW/HlM5K2\ndff7yqxbkb5/xhw3KXTROL+kFUs8gG7nSIVg6hqS9jCzd/dx/LS94vbyHKSCbtTiw4RLJa0bF/1F\n0j4xYNyRLo/r0tz9djM7VuHB3mKSvqTy3YV2amnlj6MrhYf+44oy6cM5NT6ZH7RugAeTh7FKP6vQ\n+nsRSePN7KimlrFpQH21ijadjkO9Rqcrx3HhxiaL+ho06cFQXWfLmqxsnNo1VRxYfUUh2PY3hbHP\nllAWXL2zX4WMXlAWWB2jNoHVOAZd44Homwrdi/aNuz9uZvcp7MN5FY7Nf7VZZWab95rzLp22jcnK\nxtXdSqHyzMIKLQSlgeOrKlm2i6TNzWxUvE8NSTfAFd07+z1kwMmSVm7z/lC0sE9bq55WYn+l3W2X\nGbe+svOq5L2oWdlzo4pzqHLu/qRCryvnm9kRcb7RlfjXzOynFY95epqkoxWeHe6rcExWEfjrRHrv\nH2tmc3fRpXz6m6Hqe//YZD632+wczYHrRsvgy9390fzVCt3TolLCiWb2E0lXKwRaLzGz9fpUAbJx\nXXgzrxvgJi+rfdD8HGVjZE9XuJ7foVD54xVl5+teCpW5pNBLRq9+pSyo+rrC75ibFY6hlxW6DJfC\n/1VfqHC7AIARgK6AAQBoEh++n62sRvbtknZ09xcLVk2DMWMLtjFaWRdFL6vEP/lm9jVlNdGfV2hV\nN7XNKv1Q+jNG6QPDroNV8SFxOoZR192uxbz+nixqHj9u2IgPsS9R1o3iJZL26GaMwh6O605dnMyP\nqzjvSlV9TpnZpgrjn0nhQeClvZVw+IrHzfXx5ShlwfqGdKy6D6gaaZeDm3ax/gYKASwptFi5t+cS\n9ceQXGc7kLb2KXUtjpU3dlHWDegYheDquvlrVaKTfbmCsgei9w9Sy8qO9+UgSlukNu6TmyvbR3mB\nVSl0u9sIwA56YLXKe+ecJPZosVeyqEzloLSyQpmueCsdgqHEvWi2FVuz7q1QEUQKwayN8tfoahv/\nUVZ5ZryqC/x14h5lLUHnU3Zt6UT6m+Ha3FTd2TiZb9cNeyunKQQFR0v6qbLxOSf2XqxZufs9CkOs\nSGGc3N+0Sd6LxnVhdNP4sXlyrwtmtqWyoOqdklaLY8H/xN1Pd/dz3f38GEjuZuiLvO2OVbavHpX0\nbnf/WBx3/jR3/3Oy3eH6exIA0EcEVgEASMSA558k1eKifyoEW57PX+ttaUBmw4K071X2cPLuoge4\nZvZlST+OL1+UtMMgdaPY7G5ltYLXLzGeU7ofeglYmQY+dO61VVbaxWNV3ZTOwt0nNMYizZkm5q0b\nx6W7SNkDmysk7RrHKOtIj8d1pwZr304r2Lfj2q3fp3MqbekzqaJWY8NZGhR6R9N7U5R1lbh2ReNq\nphUitotdInbigGT+smE8dmLpe4mZLaUssPqMu3fV9XOHumoh6+4vKVTsaDzUXlLS5Wa2ToVla9bJ\nfbmS+1WHBru1cSeuVTbO6pbxPtwIkj4VH9A3u0VZi8StYpftjbH2BmV81Srvnf3m7mPb3ceGoEgf\nU3bfvrZk7w1pa7d3lkhfJk2n2t2LZmsxuJl+T/34/BPj3/eoz4G/VuK9Oh2Hs5NuWWVmyykLzEnS\nZVWUK+Y9RgO7p52Sl7aVpsB143O9qPY9svTE3evJNnc2s23bpe9S6V5L4j5s9/9CWr5vu3u7VsHt\negDo1NbKeg04xt0fGqTtAgBGCAKrAABEZjZK0u8l7RYX3a3QLWjZsXguSeZ3yE0V7JjMX5ybKpTr\n85J+Fl9OV2hleHPJMlUqtgy4Ib5cVGGcp5bMbEVJ744vH+mxu92NlI1995i7l+lurp30wd5gjU9b\nWnwYfaHC2HRSaAX0YXd/rYu8ej2uOzWs963Un3MqfmeN7sdcYdy32V0aFBrQvaO7v6CB3QRO6HVj\n8RrSeLg6WmGs5FJiy4MDk0W/6LU8fTRZWVB6SzNrN85qeq8pGguxKmkLxI5ayCbB1UYLs6UUgqvv\nzl+rJ325L1chPuxvdE85Q9LD/d5mJ2Ir41viy8UVAirj4uurc9Z5U9lvhHEKrdXnjq/7Pr5qlffO\nOdQnkvmyXdmnLfTathY1s3mVfTdVyr0XzSHSrlaLxpHuxrkKwb6Gvgb+cqT37IPMrJNA1neUDYP2\nd3dv1+V6p76m7P+Tu5Vd/zoxsen1mRV359zKUcn8D/qQf+nrgsL4yO0sk8znjtcaW8aOK8grrfBY\nVHml1Hajot8XAIDZEIFVAAAkxZaXv1PWBdp9krbppPWPu9+v0L2qJK1uZju1She7Wvt0suisNuX6\ntKTj48uXFcbDvD4v/SA5M5n/Upt0X1D2T2vuZywSW8mkDwD+1m1eMb8VJO2cLLouL+1QiMfHBcqC\nF9dJ2qWbYHIVx3UXDk7mh9W+lfp6Tu2mbHzGq9y96CHMiBa72ky71mv1oPIYZQ+5a2Z2eAf5jzGz\nE1u8daSyB2OfM7NdS+S1gELlgkZXcxe5+7A7Nhti8LFxnVtEA8ftfVu8Nh6aLDqzVboqmdnektaK\nL6cr69q3NHefrhDEbDyAXlrSFWb2rvy1unalsjHvtjWztVslimPbNa6Trylcg/ttgrJ75JSqxrqu\nWNr6ahdlXeu2a5XVCLpuoYEP1CdXV6xZVXnvnBPFQFXj+3pJJX+3ufs0Zb99NzSzLdok/4Qq7vK6\n5L1oRDGzZYpTvZ12rLJxhKUQ3KtUDPL9r6Qb4/Q/gxD4ay7DNcoqyiwo6fR4b2/LzD4i6bPx5Vuq\noJJXkvdukr6aLPpelz2VnKtw3Wzs3351z/s2d79K2W/0jcxs53bpu5AG3g+Nw5HMIv6O+XJBXuk1\nvF3r188qVNZqJ614UNQteantxmPsPXnvAwBmXwRWAQBzvPhP3UnKuol8QNIH3f3JLrJLA4AnmNlK\nTduaS9KvJDWWn5M3pqOZ7S/pRIUHr69I+lB8sDDUTlHWxdPHzezA5gSxW6nGP8ovKYwb1JxmITP7\nvpktmbeh+KD0FGU1gd+QdGxO2h8X1WA3s9UUWrM0HsZMcfe72q0zmGJt6z8r6/bqRkk7xUBLp3lV\ndlyb2Xgz2z7mmZdmHjM7Tll3wzMUvrtho8/nVDctfUak+IDsBGWB5MfVItASu037VLLoJ2b269jt\nW27eMfh9pwa2IGzkea2koxvJJZ1lZl+MLbNb5fdOhbFuN4+LnlROoHKY+Z5Cy2dJ+pGZtXpo911l\n3Z3erJxKJ/H89ThNzknzRTPbuNV7SZpdNfCcPq7bloCx94MdlLVqWUYhuLpW/lpdbedNZa1xTNJp\nZjYgsBPvM5OUPWT9ZV6LfjObmOzLCTlpftR87296f5SZHa2BlVD60WKoCpOT+S8pa/XVanxVNb23\nqLLx6ZrzqlSV98452Hhlgf6zO9x3xyXzp7X6LWZhDPIfNy/vRdl70Qh0s5mdYmZFXcGvIOkcZUOL\nXN+vSl3ufqS7bxKnCf3YRgkHKtzDpXBP/7uZrd4qoZnNFXsnOUvZcX1UFZWqzGzZ+Hv37CTv37r7\nGd3k5+6vuvuWyf4drF6JfpTMH1llxu5+p7Iul9eS9Ovm32nxf4ofq03vR1G6P74bW74PYGYfVqjM\nV+TfyfwGHWz38ObfDnG7G2s2/80PAMg3ujgJAACzvR8oe/j/hkJ3Uxu1iSE1XNr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},
"metadata": {
"image/png": {
"height": 1050,
"width": 1878
}
},
"output_type": "display_data",
"source": ""
}
],
"source": [
"loc = '20210531-2231-27_YBCO_10.5K_0.5mW_2r_-17dBm_SIM_ODMR_data'\n",
"directory = 'C:/Users/yy3/Work/Gpufit_binary/Gpufit_1.1.0_win64_cublas_build201804131033/Gpufit_1.1.0_win64_cublas_build201804131033/python/examples/Data/06_2021/'\n",
"# all_data = np.load(directory+loc+'_ch0_sweep.npz')['sweep_images']\n",
"all_data = io.imread(directory+loc+'_ch0_sweep_flattened_maxmin.tif')\n",
"xtrim1 = 2\n",
"xtrim2 = -1\n",
"x_data,_ = np.loadtxt(directory+loc+'_ch0.dat', skiprows=19, unpack=True)\n",
"x_data = x_data[xtrim1:xtrim2]\n",
"\n",
"# off = np.mean(all_data[:,0,:,:,:], axis=0)\n",
"# on = np.mean(all_data[:,1,:,:,:], axis=0)\n",
"print(all_data.shape)\n",
"off = all_data[1::2,:,:]\n",
"on = all_data[0::2,:,:]\n",
"all_data = (off - on)/(off+on)*100\n",
"\n",
"slice_data = all_data[xtrim1:xtrim2, :, :]\n",
"shape = np.shape(slice_data)\n",
"y = np.mean(slice_data, axis=(1,2))\n",
"plt.plot(x_data, y)\n",
"\n",
"params = Parameters()\n",
"# l0 = 2875e6\n",
"# l1 = 2883570e3\n",
"# params.add('l0_center', value=l0, min = l0 - 7e6, max = l0 + 7e6)\n",
"# params.add('l1_center', value=l1, min = l1 - 7e6, max = l1 + 7e6)\n",
"\n",
"fit = fitlogic.make_lorentziandouble_fit(x_axis=x_data[::], data=y[::], estimator=fitlogic.estimate_lorentziandouble_peak)#, add_params=params)\n",
"plt.plot(x_data[::], fit.best_fit)\n",
"plt.xlabel('MW Freq (GHz)')\n",
"plt.ylabel('Mich. contrast of norm. counts')\n",
"plt.figtext(0.5, -0.05, loc, wrap=True, horizontalalignment='center', fontsize=12)\n",
"plt.grid(which='both', linestyle='--')\n",
"\n",
"# dely = fit.eval_uncertainty(x=x_data)\n",
"# plt.fill_between(x, fit.best_fit-dely, fit.best_fit+dely, color='#b3b3b3')\n",
"plt.show()\n",
"print(fit.fit_report())#, fit.params['l0_sigma']/1e6)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"imgs = slice_data\n",
"print(imgs.shape)\n",
"x = x_data\n",
"print(x.shape)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[Model]]\n",
" (((Model(amplitude_function, prefix='l0_') * Model(physical_lorentzian, prefix='l0_')) + Model(constant_function)) + (Model(amplitude_function, prefix='l1_') * Model(physical_lorentzian, prefix='l1_')))\n",
"[[Fit Statistics]]\n",
" # fitting method = leastsq\n",
" # function evals = 1301\n",
" # data points = 33\n",
" # variables = 7\n",
" chi-square = 0.74176556\n",
" reduced chi-square = 0.02852944\n",
" Akaike info crit = -111.242577\n",
" Bayesian info crit = -100.767024\n",
"[[Variables]]\n",
" l0_amplitude: 316.839037 +/- 2128357.17 (671747.14%) (init = 0.3899021)\n",
" l0_center: 2.8367e+09 +/- 1.8704e+08 (6.59%) (init = 2.847e+09)\n",
" l0_sigma: 526209.239 +/- 1.7397e+09 (330611.00%) (init = 1609868)\n",
" offset: -0.32741149 +/- 2.03314608 (620.98%) (init = -0.0559784)\n",
" l1_amplitude: 0.53991448 +/- 1.34209044 (248.57%) (init = 0.3239082)\n",
" l1_center: 2.8771e+09 +/- 5787865.90 (0.20%) (init = 2.874e+09)\n",
" l1_sigma: 10100669.2 +/- 19761767.2 (195.65%) (init = 1937866)\n",
" l0_fwhm: 1052418.48 +/- 3.4794e+09 (330611.00%) == '2*l0_sigma'\n",
" l0_contrast: -96770.8973 +/- 6.4949e+08 (671162.52%) == '(l0_amplitude/offset)*100'\n",
" l1_fwhm: 20201338.4 +/- 39523534.3 (195.65%) == '2*l1_sigma'\n",
" l1_contrast: -164.903949 +/- 618.625675 (375.14%) == '(l1_amplitude/offset)*100'\n",
"[[Correlations]] (unreported correlations are < 0.100)\n",
" C(l0_amplitude, l0_sigma) = -1.000\n",
" C(l0_amplitude, l0_center) = -0.998\n",
" C(l0_center, l0_sigma) = 0.998\n",
" C(offset, l1_amplitude) = -0.996\n",
" C(l0_center, offset) = 0.961\n",
" C(l0_amplitude, offset) = -0.942\n",
" C(l0_sigma, offset) = 0.941\n",
" C(l1_amplitude, l1_sigma) = 0.939\n",
" C(l0_center, l1_amplitude) = -0.936\n",
" C(offset, l1_sigma) = -0.920\n",
" C(l0_amplitude, l1_amplitude) = 0.913\n",
" C(l0_sigma, l1_amplitude) = -0.913\n",
" C(l1_center, l1_sigma) = 0.881\n",
" C(l0_center, l1_sigma) = -0.802\n",
" C(l1_amplitude, l1_center) = 0.778\n",
" C(l0_amplitude, l1_sigma) = 0.772\n",
" C(l0_sigma, l1_sigma) = -0.771\n",
" C(offset, l1_center) = -0.750\n",
" C(l0_center, l1_center) = -0.657\n",
" C(l0_amplitude, l1_center) = 0.635\n",
" C(l0_sigma, l1_center) = -0.635\n",
"\n",
"(33, 471, 572)\n",
"(33,)\n"
]
}
],
"source": [
"# number of fits and fit points\n",
"number_fits = imgs.shape[1]*imgs.shape[2]\n",
"size_x = x.shape[0]\n",
"number_points = size_x \n",
"number_parameters = 4\n",
"\n",
"# true parameters\n",
"# true_parameters = np.array((amp, l0, fwhm0, offset), dtype=np.float32)\n",
"true_parameters = np.array((132, 38, 10, 110), dtype=np.float32)\n",
"initial_parameters = np.tile(true_parameters, (number_fits, 1))\n",
"\n",
"data = np.ascontiguousarray(imgs.reshape((x.shape[0],number_fits)).T.astype(np.float32))\n",
"\n",
"# tolerance\n",
"tolerance = 0.0001\n",
"# maximum number of iterations\n",
"max_number_iterations = 50\n",
"# estimator ID\n",
"estimator_id = gf.EstimatorID.LSE\n",
"# model ID\n",
"model_id = gf.ModelID.GAUSS_1D\n",
"\n",
"parameters, states, chi_squares, number_iterations, execution_time = \\\n",
" gf.fit(data=data, weights=None, model_id=model_id, initial_parameters=initial_parameters, \n",
" tolerance=tolerance, max_number_iterations=max_number_iterations, parameters_to_fit=None,\n",
" estimator_id=estimator_id, user_info=None)\n",
"\n",
"converged = states == 0\n",
"print('GPU Fit')\n",
"# print summary\n",
"print('\\nmodel ID:{}'.format(model_id))\n",
"print('number of fits: {}'.format(number_fits))\n",
"print('mean chi_square: {:.2f}'.format(np.mean(chi_squares[converged])))\n",
"print('iterations: {:.2f}'.format(np.mean(number_iterations[converged])))\n",
"print('time:{:.2f} s'.format(execution_time))\n",
"\n",
"# get fit states\n",
"number_converged = np.sum(converged)\n",
"print('\\nratio converged {:6.2f} %'.format(number_converged / number_fits * 100))\n",
"print('ratio max it. exceeded {:6.2f} %'.format(np.sum(states == 1) / number_fits * 100))\n",
"print('ratio singular hessian {:6.2f} %'.format(np.sum(states == 2) / number_fits * 100))\n",
"print('ratio neg curvature MLE {:6.2f} %'.format(np.sum(states == 3) / number_fits * 100))\n",
"\n",
"# mean, std of fitted parameters\n",
"converged_parameters = parameters[converged, :]\n",
"converged_parameters_mean = np.mean(converged_parameters, axis=0)\n",
"converged_parameters_std = np.std(converged_parameters, axis=0)\n",
"print('\\nParameters')\n",
"for i in range(number_parameters):\n",
" print('p{} true {:6.2f} mean {:6.2f} std {:6.2f}'.format(i, true_parameters[i], converged_parameters_mean[i], converged_parameters_std[i]))\n",
"timestamp = datetime.datetime.now()\n",
"t = timestamp.strftime(\"%Y%m%d-%H%M-%S\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GPU Fit\n",
"\n",
"model ID:0\n",
"number of fits: 269412\n",
"mean chi_square: 5786.88\n",
"iterations: 19.25\n",
"time:19.01 s\n",
"\n",
"ratio converged 96.40 %\n",
"ratio max it. exceeded 3.60 %\n",
"ratio singular hessian 0.00 %\n",
"ratio neg curvature MLE 0.00 %\n",
"\n",
"Parameters\n",
"p0 true 132.00 mean 28.00 std 244.35\n",
"p1 true 38.00 mean 47.04 std 40.41\n",
"p2 true 10.00 mean 13.48 std 30.75\n",
"p3 true 110.00 mean 1.50 std 86.08\n",
"(9, 2, 36, 471, 572)\n"
]
}
],
"source": [
"i = 1\n",
"img = Image.fromarray(parameter_map(parameters, imgs.shape, i, np.arange(x.shape[0]),np.linspace(x.min(),x.max(),x.shape[0])/1e6))\n",
"# img.show()\n",
"d = {0:\"amp\", 1:\"l0\", 2:\"fwhm0\"}\n",
"img.save(f'{directory}/{loc}_GPUFit_{t}_{d[i]}_maxmin.tif')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Qudi",
"language": "python",
"name": "qudi"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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