diff --git a/docs/modeling.ipynb b/docs/modeling.ipynb index e8ba0d3..1f9e4f3 100644 --- a/docs/modeling.ipynb +++ b/docs/modeling.ipynb @@ -1,6 +1,7 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -19,21 +20,31 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import sys\n", "sys.path.insert(0,\"..\") ## not necessary if pypillometry is installed on your system\n", "import pypillometry as pp\n", - "import pylab as plt \n", + "import pylab as plt\n", "import numpy as np\n", "import scipy" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "It can sometimes be useful to think about the pupillometric signal as being composed of different components. One comon assumption, based on the finding that the pupil reflects activity in the norepinephrinergic system, consists of slow, tonic (baseline) and faster, phasic (response) fluctuations. \n", + "It can sometimes be useful to think about the pupillometric signal as being composed of different components. One common assumption, based on the finding that the pupil reflects activity in the norepinephrinergic system, consists of slow, tonic (baseline) and faster, phasic (response) fluctuations. \n", "\n", "`pypillometry` comes with functions to create artificial data. These functions are built on such a model where stimulus- or event-induced responses are superimposed on a slow, baseline-like component:" ] @@ -45,14 +56,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -63,6 +72,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -70,6 +80,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -92,26 +103,26 @@ { "data": { "text/plain": [ - "(array([5497.22338969, 5505.84230613, 5504.95766177, 5502.83389561,\n", - " 5519.26795734, 5500.93556967, 5521.47146776, 5501.94256506,\n", - " 5508.15286254, 5502.7746573 , 5507.29647592, 5516.96014844,\n", - " 5510.85424104, 5515.54653477, 5518.08930806, 5504.37508904,\n", - " 5526.7414329 , 5507.19514677, 5507.87170839, 5509.50337549,\n", - " 5502.12178611, 5505.54231241, 5502.98219096, 5500.63723808,\n", - " 5500.5047791 , 5501.95173174, 5501.98036015, 5499.75653658,\n", - " 5505.69011558, 5507.55745466, 5516.96108655, 5510.85644785,\n", - " 5511.06295341, 5506.1358251 , 5504.84753547, 5506.00476406,\n", - " 5519.09558608, 5504.34079763, 5510.49458483, 5502.97984779]),\n", - " array([ 7.87399393, -2.33877461, -3.16018652, 13.57307738,\n", - " -18.91961534, 18.66346135, -20.29346888, 4.90085667,\n", - " -5.43644688, 3.31891129, 8.1205739 , -6.9479222 ,\n", - " 3.82577502, 1.20349654, -14.09887951, 21.19385231,\n", - " -20.06858291, 0.25081461, 0.72956157, -4.55229805,\n", - " 3.19235136, -2.93086936, 14.50920921, 19.22592926,\n", - " 16.11029615, 5.47806116, 5.20489091, 6.21127191,\n", - " 5.57229406, 8.38191287, -7.08207666, 3.79996363,\n", - " -1.66852599, 15.08431094, 20.87224058, 6.45305353,\n", - " -15.01720952, 6.72919367, -0.8283899 , 2.7633361 ]))" + "(array([5500.56515638, 5509.56503514, 5505.1305654 , 5505.58670786,\n", + " 5532.68266103, 5511.59701815, 5525.41677883, 5503.82262254,\n", + " 5522.53790134, 5513.09265628, 5505.33927185, 5514.86643245,\n", + " 5512.1684625 , 5524.29129093, 5534.80567185, 5515.18542902,\n", + " 5514.13734023, 5507.49263465, 5516.95359107, 5518.51300527,\n", + " 5502.73976948, 5505.57378147, 5505.56045352, 5519.91456927,\n", + " 5509.3941475 , 5512.94693075, 5502.59509483, 5509.74297856,\n", + " 5518.75210639, 5503.21585722, 5512.47698792, 5522.8453116 ,\n", + " 5521.46205695, 5525.64015504, 5509.74327272, 5506.72779301,\n", + " 5512.27484191, 5517.6846295 , 5522.48397992, 5517.80347458]),\n", + " array([ 9.98461655, -4.99864845, 0.42726416, 24.49363307,\n", + " -19.41832247, 10.01091518, -20.29265814, 17.25116065,\n", + " -7.60631407, -8.41636626, 10.76844416, -3.88367907,\n", + " 10.23516969, 5.61337868, -19.53140635, -2.33528928,\n", + " -5.38115079, 11.75266296, 1.34089933, -2.39554707,\n", + " 6.02388672, 24.75995303, 24.94936076, -0.82832067,\n", + " 16.80035467, -3.91412122, 18.91088326, 1.40832432,\n", + " -3.60078712, 12.34610532, 10.43566863, 11.12587364,\n", + " 13.2498906 , -11.73789482, 3.06054359, 6.10639128,\n", + " 8.61800462, -0.06025906, -6.90040878, -6.85064879]))" ] }, "execution_count": 3, @@ -126,6 +137,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -140,16 +152,16 @@ { "data": { "text/plain": [ - "(array([5497.23314426, 5505.74146081, 5504.96472822, 5502.80653328,\n", - " 5519.34855095, 5500.9466973 , 5521.61377533, 5501.9995312 ,\n", - " 5508.18492429, 5502.80102799, 5507.32622705, 5516.99380643,\n", - " 5510.86912668, 5515.56038628, 5518.10239105, 5504.39980492,\n", - " 5526.80368604, 5507.20711887, 5507.81666783, 5509.55677362,\n", - " 5502.05091102, 5505.53396316, 5502.99002577, 5500.60428626,\n", - " 5500.49712934, 5501.99230174, 5502.01976366, 5499.76123856,\n", - " 5505.68953437, 5507.56270336, 5517.00246874, 5510.86912668,\n", - " 5511.03050428, 5506.11351642, 5504.79115636, 5505.76330355,\n", - " 5519.40998699, 5504.28362604, 5510.45780027, 5503.00292442]),\n", + "(array([5500.57469867, 5509.56155148, 5505.14088376, 5505.5962155 ,\n", + " 5532.74450742, 5511.5497309 , 5525.53126847, 5503.84263458,\n", + " 5522.51638809, 5513.12118851, 5505.3760257 , 5514.93968667,\n", + " 5512.23951918, 5524.36564923, 5535.07116513, 5515.28880956,\n", + " 5514.16906605, 5507.50759718, 5516.84940393, 5518.54110169,\n", + " 5502.70723911, 5505.58973883, 5505.58973883, 5519.87836847,\n", + " 5509.37193703, 5512.73641174, 5502.61046823, 5509.5477723 ,\n", + " 5518.8241705 , 5503.16212078, 5512.51075884, 5523.16039138,\n", + " 5521.92420769, 5525.61114133, 5509.62371445, 5506.67330874,\n", + " 5512.29669153, 5517.6877734 , 5522.59228283, 5517.95132977]),\n", " array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0.]))" @@ -165,13 +177,15 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "## Advance methods for tonic/phasic component estimation" + "## Advanced methods for tonic/phasic component estimation" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -184,38 +198,114 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", - "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmp0twejg2w/output.csv`\n" + "13:38:00 - cmdstanpy - INFO - compiling stan file /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.stan to exe file /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac\n", + "13:38:11 - cmdstanpy - INFO - compiled model executable: /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac\n", + "13:38:11 - cmdstanpy - WARNING - Stan compiler has produced 1 warnings:\n", + "13:38:11 - cmdstanpy - WARNING - \n", + "--- Translating Stan model to C++ code ---\n", + "bin/stanc --o=/Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.hpp /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.stan\n", + "Warning in '/Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.stan', line 25, column 2: Declaration\n", + " of arrays by placing brackets after a variable name is deprecated and\n", + " will be removed in Stan 2.33.0. Instead use the array keyword before the\n", + " type. This can be changed automatically using the auto-format flag to\n", + " stanc\n", + "\n", + "--- Compiling, linking C++ code ---\n", + "clang++ -std=c++1y -Wno-unknown-warning-option -Wno-tautological-compare -Wno-sign-compare -D_REENTRANT -Wno-ignored-attributes -I stan/lib/stan_math/lib/tbb_2020.3/include -O3 -I src -I stan/src -I stan/lib/rapidjson_1.1.0/ -I lib/CLI11-1.9.1/ -I stan/lib/stan_math/ -I stan/lib/stan_math/lib/eigen_3.4.0 -I stan/lib/stan_math/lib/boost_1.78.0 -I stan/lib/stan_math/lib/sundials_6.1.1/include -I stan/lib/stan_math/lib/sundials_6.1.1/src/sundials -DBOOST_DISABLE_ASSERTS -c -include-pch stan/src/stan/model/model_header.hpp.gch -x c++ -o /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.o /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.hpp\n", + "clang++ -std=c++1y -Wno-unknown-warning-option -Wno-tautological-compare -Wno-sign-compare -D_REENTRANT -Wno-ignored-attributes -I stan/lib/stan_math/lib/tbb_2020.3/include -O3 -I src -I stan/src -I stan/lib/rapidjson_1.1.0/ -I lib/CLI11-1.9.1/ -I stan/lib/stan_math/ -I stan/lib/stan_math/lib/eigen_3.4.0 -I stan/lib/stan_math/lib/boost_1.78.0 -I stan/lib/stan_math/lib/sundials_6.1.1/include -I stan/lib/stan_math/lib/sundials_6.1.1/src/sundials -DBOOST_DISABLE_ASSERTS -Wl,-L,\"/Users/mmi041/.cmdstan/cmdstan-2.32.2/stan/lib/stan_math/lib/tbb\" -Wl,-rpath,\"/Users/mmi041/.cmdstan/cmdstan-2.32.2/stan/lib/stan_math/lib/tbb\" /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.o src/cmdstan/main.o -Wl,-L,\"/Users/mmi041/.cmdstan/cmdstan-2.32.2/stan/lib/stan_math/lib/tbb\" -Wl,-rpath,\"/Users/mmi041/.cmdstan/cmdstan-2.32.2/stan/lib/stan_math/lib/tbb\" stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_nvecserial.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_cvodes.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_idas.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_kinsol.a stan/lib/stan_math/lib/tbb/libtbb.dylib stan/lib/stan_math/lib/tbb/libtbbmalloc.dylib stan/lib/stan_math/lib/tbb/libtbbmalloc_proxy.dylib -o /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac\n", + "rm -f /Users/mmi041/miniconda3/envs/pypil/lib/python3.11/site-packages/pypillometry/stan/baseline_model_asym_laplac.o\n", + "\n", + "13:38:11 - cmdstanpy - INFO - Chain [1] start processing\n", + "13:38:12 - cmdstanpy - INFO - Chain [1] done processing\n", + "13:38:12 - cmdstanpy - INFO - Chain [1] start processing\n", + "13:38:12 - cmdstanpy - INFO - Chain [1] done processing\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Using cached StanModel\n" + "MSG: optimizing both npar and tmax, might take a while...\n", + "....RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 2 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 5.02201D+03 |proj g|= 1.00000D+01\n", + "......\n", + "At iterate 1 f= 4.83098D+03 |proj g|= 1.14786D+01\n", + "...\n", + "At iterate 2 f= 4.82977D+03 |proj g|= 2.68592D+00\n", + "....................................\n", + "At iterate 3 f= 4.82861D+03 |proj g|= 1.12658D+01\n", + "............................................................\n", + "At iterate 4 f= 4.82860D+03 |proj g|= 1.12654D+01\n", + ".........................................................\n", + "At iterate 5 f= 4.82860D+03 |proj g|= 1.12654D+01\n", + "...\n", + "At iterate 6 f= 4.82766D+03 |proj g|= 3.16377D+00\n", + "....................................\n", + "At iterate 7 f= 4.82758D+03 |proj g|= 3.16486D+00\n", + " ys=-1.257E-04 -gs= 3.597E-02 BFGS update SKIPPED\n", + "...................................................\n", + "At iterate 8 f= 4.82758D+03 |proj g|= 3.10292D+00\n", + "........................................................................" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", - "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmpu2rv_yv0/output.csv`\n" + "\n", + " Bad direction in the line search;\n", + " refresh the lbfgs memory and restart the iteration.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "MSG: optimizing both npar and tmax, might take a while...\n", - "......................................................................................................................................................................................................................................................" + "...............................................\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + " 2 9 128 11 1 0 3.103D+00 4.828D+03\n", + " F = 4827.5801130770069 \n", + "\n", + "ABNORMAL_TERMINATION_IN_LNSRCH \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " Line search cannot locate an adequate point after MAXLS\n", + " function and gradient evaluations.\n", + " Previous x, f and g restored.\n", + " Possible causes: 1 error in function or gradient evaluation;\n", + " 2 rounding error dominate computation.\n" ] } ], @@ -227,6 +317,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -237,17 +328,17 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([5498.57714444, 5498.6606226 , 5498.7422532 , ..., 5491.61364603,\n", - " 5491.29801098, 5490.99052775])" + "array([5506.60211363, 5506.59273533, 5506.5834325 , ..., 5485.23638076,\n", + " 5484.3357519 , 5483.75875634])" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -257,6 +348,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -265,28 +357,28 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'npar': 11.872666808731674,\n", + "{'npar': 12.133905825194027,\n", " 'npar_free': True,\n", - " 'tmax': 899.6180651831687,\n", + " 'tmax': 898.7234873463632,\n", " 'tmax_free': True,\n", - " 'coef': array([ 7.69816302, 4.28928702, 3.8821806 , 9.52004979, 3.60587198,\n", - " 15.93467607, 4.31018922, 2.38161115, 3.5997683 , 5.8555845 ,\n", - " 12.65606094, 7.67183007, 8.4533453 , 10.55249302, 1.67096352,\n", - " 23.38023839, 5.53552921, 4.1318766 , 4.97613487, 6.11872951,\n", - " 3.74244261, 2.41996112, 13.48671774, 4.22908343, 5.0185794 ,\n", - " 0.14989147, 9.72097211, 3.30870393, 0. , 3.11073058,\n", - " 0. , 0. , 0.17421374, 6.88414573, 0. ,\n", - " 8.97973124, 2.15049561, 4.66517684, 8.81778523, 9.65322884]),\n", + " 'coef': array([ 6.45214962, 7.60798074, 5.78462218, 28.48222728, 8.72415534,\n", + " 1.63101216, 8.68602903, 3.46276526, 8.75802417, 3.99823936,\n", + " 2.43358659, 6.28152258, 5.13713739, 5.93687642, 7.76130068,\n", + " 9.48397437, 5.13520711, 3.96577155, 6.35544905, 4.47026992,\n", + " 8.15474015, 7.52196319, 0. , 0.87014452, 7.6776929 ,\n", + " 5.11455988, 6.19950358, 7.42388264, 0.84350501, 5.67189297,\n", + " 4.80263714, 1.47131671, 0. , 10.11872253, 1.68426276,\n", + " 0. , 5.86399889, 2.06501056, 0.46787953, 17.56992387]),\n", " 'bounds': {'npar': (1, 20), 'tmax': (100, 2000)}}" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -296,6 +388,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -304,19 +397,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -326,6 +417,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -335,6 +427,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -343,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -358,6 +451,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -366,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -374,13 +468,13 @@ "output_type": "stream", "text": [ "Traditional method:\n", - "Baseline: Corr(trad,real)= 0.37434828350870303\n", - "Response: Corr(trad,real)= 0.38109869050417233\n", + "Baseline: Corr(trad,real)= 0.4040649388855033\n", + "Response: Corr(trad,real)= 0.24671355233788791\n", "\n", "\n", "Novel method:\n", - "Baseline: Corr(nov, real)= 0.7623237267947978\n", - "Response: Corr(nov, real)= 0.6876359509086555\n" + "Baseline: Corr(nov, real)= 0.5735089277947327\n", + "Response: Corr(nov, real)= 0.567976353827413\n" ] } ], @@ -395,6 +489,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -402,6 +497,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -428,7 +524,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/docs/symp_talk_uit2019.ipynb b/docs/symp_talk_uit2019.ipynb index 72703d7..b749193 100644 --- a/docs/symp_talk_uit2019.ipynb +++ b/docs/symp_talk_uit2019.ipynb @@ -1776,7 +1776,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.3" }, "rise": { "enable_chalkboard": true, diff --git a/pypillometry/baseline.py b/pypillometry/baseline.py index dd572f2..1ed9e99 100644 --- a/pypillometry/baseline.py +++ b/pypillometry/baseline.py @@ -8,6 +8,8 @@ import scipy.signal as signal import scipy import math +import os +import cmdstanpy import scipy.interpolate from scipy.interpolate import interp1d, splrep, splev @@ -290,7 +292,11 @@ def prominence_to_lambda(w, lam_min=1, lam_max=100): # load or compile model vprint(10, "Compiling Stan model") - sm = StanModel_cache(stan_code_baseline_model_asym_laplac) + fname="stan/baseline_model_asym_laplac.stan" + fpath=os.path.join(os.path.split(__file__)[0], fname) + sm = cmdstanpy.CmdStanModel(stan_file=fpath) + sm.compile() + #sm = StanModel_cache(stan_code_baseline_model_asym_laplac) ## put the data for the model together data={ @@ -307,8 +313,8 @@ def prominence_to_lambda(w, lam_min=1, lam_max=100): ## variational optimization vprint(10, "Optimizing Stan model") - opt=sm.vb(data=data) - vbc=opt["mean_pars"] + opt=sm.variational(data=data) + vbc=opt.stan_variable("coef") meansigvb=np.dot(B, vbc) vprint(10, "Done optimizing Stan model") @@ -350,8 +356,8 @@ def prominence_to_lambda(w, lam_min=1, lam_max=100): ## variational optimization vprint(10, "2nd Optimizing Stan model") - opt=sm.vb(data=data2) - vbc2=opt["mean_pars"] + opt=sm.variational(data=data2) + vbc2=opt.stan_variable("coef") meansigvb2=np.dot(B2, vbc2) vprint(10, "Done 2nd Optimizing Stan model") @@ -475,7 +481,7 @@ def baseline_pupil_model(tx,sy,event_onsets, fs=1000, lp1=2, lp2=0.2): event_onsets_ix=np.argmin(np.abs(np.tile(event_onsets, (sy.size,1)).T-tx), axis=1) # set up a single regressor - x1=np.zeros(sy.size, dtype=np.float) + x1=np.zeros(sy.size, dtype=float) x1[event_onsets_ix]=1 kernel=pupil_kernel(4, fs=fs) x1=np.convolve(x1, kernel, mode="full")[0:x1.size] diff --git a/pypillometry/convenience.py b/pypillometry/convenience.py index 4d501a2..6bc65bb 100644 --- a/pypillometry/convenience.py +++ b/pypillometry/convenience.py @@ -11,8 +11,6 @@ def nprange(ar): return (ar.min(),ar.max()) - -import pystan import pickle from hashlib import md5 @@ -68,25 +66,6 @@ def trans_logistic_vec(x, a, b, inverse=False): return x -def StanModel_cache(model_code, model_name=None, **kwargs): - """Use just as you would `stan`""" - code_hash = md5(model_code.encode('ascii')).hexdigest() - if model_name is None: - cache_fn = 'cached-model-{}.pkl'.format(code_hash) - else: - cache_fn = 'cached-{}-{}.pkl'.format(model_name, code_hash) - try: - sm = pickle.load(open(cache_fn, 'rb')) - except: - sm = pystan.StanModel(model_code=model_code) - with open(cache_fn, 'wb') as f: - pickle.dump(sm, f) - else: - print("Using cached StanModel") - return sm - - - def plot_pupil_ipy(tx, sy, event_onsets=None, overlays=None, overlay_labels=None, blinks=None, interpolated=None, figsize=(16,8), xlab="ms", nsteps=100): diff --git a/pypillometry/fakedata.py b/pypillometry/fakedata.py index 2d359bc..f9d2204 100644 --- a/pypillometry/fakedata.py +++ b/pypillometry/fakedata.py @@ -101,7 +101,7 @@ def generate_pupil_data(event_onsets, fs=1000, pad=5000, baseline_lowpass=0.2, ### real events regressor ## scaling - event_ix=(np.array(event_onsets)/1000.*fs).astype(np.int) + event_ix=(np.array(event_onsets)/1000.*fs).astype(int) #a, b = (myclip_a - my_mean) / my_std, (myclip_b - my_mean) / my_std delta_weights=stats.truncnorm.rvs(-1/response_fluct_sd,np.inf, loc=1, scale=response_fluct_sd, size=event_ix.size) x1=np.zeros_like(sy) diff --git a/pypillometry/preproc.py b/pypillometry/preproc.py index 92e177a..67cf58c 100644 --- a/pypillometry/preproc.py +++ b/pypillometry/preproc.py @@ -139,7 +139,7 @@ def detect_blinks_zero(sy, min_duration, blink_val=0): ------- np.array (nblinks x 2) containing the indices of the start/end of the blinks """ - x=np.r_[0, np.diff((sy==blink_val).astype(np.int))] + x=np.r_[0, np.diff((sy==blink_val).astype(int))] starts=np.where(x==1)[0] ends=np.where(x==-1)[0]-1 if sy[0]==blink_val: ## first value missing? @@ -206,7 +206,7 @@ def blink_onsets_mahot(sy, blinks, smooth_winsize, vel_onset, vel_offset, margin onset=max(0, onset-margin[0]) # avoid overflow to the left # find start of "reversal period" and move forward until it drops back - offset_ix=np.argmin(np.abs(((offsets-endl<0)*np.iinfo(np.int).max)+(offsets-endl))) + offset_ix=np.argmin(np.abs(((offsets-endl<0)*np.iinfo(int).max)+(offsets-endl))) while(offset_ix<(len(offsets)-1) and offsets[offset_ix+1]-1==offsets[offset_ix]): offset_ix+=1 offset=offsets[offset_ix] diff --git a/pypillometry/pupil.py b/pypillometry/pupil.py index ca9ff94..630c66a 100644 --- a/pypillometry/pupil.py +++ b/pypillometry/pupil.py @@ -102,7 +102,7 @@ def pupil_kernel(duration=4000, fs=1000, npar=10.1, tmax=930.0): sampled version of h(t) over the interval [0,`duration`] with sampling rate `fs` """ n=int(duration/1000.*fs) - t = np.linspace(0,duration, n, dtype = np.float) + t = np.linspace(0,duration, n, dtype = float) h=pupil_kernel_t(t,npar,tmax) #h = t**(npar) * np.exp(-npar*t / tmax) #Erlang gamma function Hoek & Levelt (1993) #hmax=np.exp(-npar)*tmax**npar ## theoretical maximum @@ -159,7 +159,7 @@ def pupil_build_design_matrix(tx,event_onsets,fs,npar,tmax,max_duration="estimat h=pupil_kernel(duration=max_duration, fs=fs, npar=npar, tmax=tmax) ## pupil kernel # event-onsets for each event - x1 = np.zeros((event_onsets.size, tx.size), dtype=np.float) # onsets + x1 = np.zeros((event_onsets.size, tx.size), dtype=float) # onsets # event-onsets as indices of the txd array evon_ix=np.argmin(np.abs(np.tile(event_onsets, (tx.size,1)).T-tx), axis=1) @@ -174,7 +174,7 @@ def pupil_build_design_matrix(tx,event_onsets,fs,npar,tmax,max_duration="estimat # h=pupil_kernel(duration=max_duration, fs=fs, npar=npar, tmax=tmax) ## pupil kernel # # # event-onsets for each event - # x1 = np.zeros((event_onsets.size, tx.size), dtype=np.float) # onsets + # x1 = np.zeros((event_onsets.size, tx.size), dtype=float) # onsets # # # event-onsets as indices of the txd array # evon_ix=np.argmin(np.abs(np.tile(event_onsets, (tx.size,1)).T-tx), axis=1) diff --git a/pypillometry/pupildata.py b/pypillometry/pupildata.py index 9ff4d57..84de66c 100644 --- a/pypillometry/pupildata.py +++ b/pypillometry/pupildata.py @@ -165,7 +165,7 @@ def __init__(self, sometimes, when the eyetracker loses signal, no entry in the EDF is made; when this option is True, such entries will be made and the signal set to 0 there """ - self.sy=np.array(pupil, dtype=np.float) + self.sy=np.array(pupil, dtype=float) if sampling_rate is None and time is None: raise ValueError("you have to specify either sampling_rate or time-vector (or both)") @@ -173,7 +173,7 @@ def __init__(self, maxT=len(self)/sampling_rate*1000. self.tx=np.linspace(0,maxT, num=len(self)) else: - self.tx=np.array(time, dtype=np.float) + self.tx=np.array(time, dtype=float) if sampling_rate is None: self.fs=np.round(1000./np.median(np.diff(self.tx))) @@ -216,9 +216,9 @@ def __init__(self, self.sy=nsy if event_onsets is None: - self.event_onsets=np.array([], dtype=np.float) + self.event_onsets=np.array([], dtype=float) else: - self.event_onsets=np.array(event_onsets, dtype=np.float) + self.event_onsets=np.array(event_onsets, dtype=float) # check whether onsets are in range for onset in self.event_onsets: @@ -253,12 +253,12 @@ def __init__(self, self.response_estimated=False ## initialize blinks - self.blinks=np.empty((0,2), dtype=np.int) - self.blink_mask=np.zeros(len(self), dtype=np.int) + self.blinks=np.empty((0,2), dtype=int) + self.blink_mask=np.zeros(len(self), dtype=int) ## interpolated mask - self.interpolated_mask=np.zeros(len(self), dtype=np.int) - self.missing=np.zeros(len(self), dtype=np.int) + self.interpolated_mask=np.zeros(len(self), dtype=int) + self.missing=np.zeros(len(self), dtype=int) self.missing[self.sy==0]=1 self.original=None @@ -364,8 +364,8 @@ def sub_slice(self, start: float=-np.inf, end: float=np.inf, units: str="sec"): slic.event_onsets=slic.event_onsets[keepev] slic.event_labels=slic.event_labels[keepev] ## just remove all detected blinks (need to rerun `detect_blinks()`) - slic.blinks=np.empty((0,2), dtype=np.int) - slic.blink_mask=np.zeros(len(slic), dtype=np.int) + slic.blinks=np.empty((0,2), dtype=int) + slic.blink_mask=np.zeros(len(slic), dtype=int) return slic def summary(self) -> dict: @@ -596,8 +596,8 @@ def _plot(self, plot_range, overlays, overlay_labels, units, interactive, highli overlays=(ov[startix:endix] for ov in overlays) if interactive: - blinks=np.empty((0,2), dtype=np.int) - interpolated=np.empty((0,2), dtype=np.int) + blinks=np.empty((0,2), dtype=int) + interpolated=np.empty((0,2), dtype=int) if highlight_blinks: blinks=[] for sblink,eblink in self.blinks: @@ -966,7 +966,7 @@ def blinks_detect(self, min_duration:float=20, blink_val:float=0, blinks=helper_merge_blinks(blinks_vel, blinks_zero) obj.blinks=np.array([[on,off] for (on,off) in blinks if off-on>=min_duration_ix]) - obj.blink_mask=np.zeros(self.sy.size, dtype=np.int) + obj.blink_mask=np.zeros(self.sy.size, dtype=int) for start,end in obj.blinks: obj.blink_mask[start:end]=1 diff --git a/pypillometry/stan/baseline_model_asym_laplac.stan b/pypillometry/stan/baseline_model_asym_laplac.stan new file mode 100644 index 0000000..55ee94e --- /dev/null +++ b/pypillometry/stan/baseline_model_asym_laplac.stan @@ -0,0 +1,60 @@ +// Stan model for pupil-baseline estimation +// +functions{ + // asymmetric laplace function with the mu, sigma, tau parametrization + real my_skew_double_exponential_lpdf(real y, real mu, real sigma, real tau) { + return log(tau) + log1m(tau) + - log(sigma) + - 2 * ((y < mu) ? (1 - tau) * (mu - y) : tau * (y - mu)) / sigma; + } + + // zero-centered asymmetric laplace function with the mu, lambda, kappa parametrization + real skew_double_exponential2_lpdf(real y, real lam, real kappa) { + return log(lam) - log(kappa+1/kappa) + + ((y<0) ? (lam/kappa) : (-lam*kappa))*(y); + } +} +data{ + int n; // number of timepoints in the signal + vector[n] sy; // the pupil signal + + int ncol; // number of basis functions (columns in B) + matrix[n,ncol] B; // spline basis functions + + int npeaks; // number of lower peaks in the signal + int peakix[npeaks]; // index of the lower peaks in sy + vector[npeaks] lam_prominences; // lambda-converted prominence values + + real lam_sig; // lambda for the signal where there is no peak + real pa; // proportion of allowed distribution below 0 +} + +transformed data{ + vector[n] lam; // lambda at each timepoint + real kappa; // calculated kappa from pa + kappa=sqrt(pa)/sqrt(1-pa); + + lam=rep_vector(lam_sig, n); + for(i in 1:npeaks){ + lam[peakix[i]]=lam_prominences[i]; + } +} +parameters { + vector[ncol] coef; // coefficients for the basis-functions +} + +transformed parameters{ + +} + +model { + { + vector[n] d; + + coef ~ normal(0,5); + d=sy-(B*coef); // center at estimated baseline + for( i in 1:n ){ + d[i] ~ skew_double_exponential2(lam[i], kappa); + } + } +} \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 1125e4e..35af822 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ numpy scipy -pystan +cmdstanpy matplotlib pandas typing diff --git a/setup.py b/setup.py index 3325323..587afe1 100644 --- a/setup.py +++ b/setup.py @@ -18,12 +18,19 @@ long_description=long_description, long_description_content_type="text/markdown", url="https://github.com/ihrke/pypillometry", - packages=setuptools.find_packages(), + packages=setuptools.find_namespace_packages(),#where="pypillometry", exclude="tests"), classifiers=[ "Programming Language :: Python :: 3", "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", ], + #include_package_data=True, + package_dir={"pypillometry": "pypillometry"}, + package_data={ + "pypillometry": [], + "pypillometry.stan": ['*.stan'], + "pypillometry.tests": [] + }, install_requires=requirements, - python_requires='>=3.6', + python_requires='>=3.10', )