From 4be08e829de6036252796abeef051cfd373ec687 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Wed, 12 Feb 2025 11:58:36 +0100 Subject: [PATCH 01/10] Add MPR_sde_cpp model example notebook --- docs/examples/mpr_sde_cpp.ipynb | 132 ++++++++++++++++++++++++++++++++ 1 file changed, 132 insertions(+) create mode 100644 docs/examples/mpr_sde_cpp.ipynb diff --git a/docs/examples/mpr_sde_cpp.ipynb b/docs/examples/mpr_sde_cpp.ipynb new file mode 100644 index 0000000..1458a1e --- /dev/null +++ b/docs/examples/mpr_sde_cpp.ipynb @@ -0,0 +1,132 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import networkx as nx\n", + "from copy import deepcopy\n", + "from vbi import report_cfg\n", + "import matplotlib.pyplot as plt\n", + "from vbi.models.cpp.mpr import MPR_sde" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "seed = 2\n", + "np.random.seed(seed)\n", + "\n", + "LABESSIZE = 14\n", + "plt.rcParams['axes.labelsize'] = LABESSIZE\n", + "plt.rcParams['xtick.labelsize'] = LABESSIZE\n", + "plt.rcParams['ytick.labelsize'] = LABESSIZE" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "nn = 6\n", + "weights = nx.to_numpy_array(nx.complete_graph(nn))\n", + "\n", + "parameters = {\n", + " \"G\": 0.5, # global coupling strength\n", + " \"dt\": 0.01, # for mpr model [ms]\n", + " \"dt_bold\": 0.001, # for Balloon model [s]\n", + " \"J\": 14.5, # model parameter\n", + " \"eta\": -4.6, # model parameter\n", + " \"tau\": 1.0, # model parameter\n", + " \"delta\": 0.7, # model parameter\n", + " \"tr\": 100.0, # sampling from mpr time series\n", + " \"noise_amp\": 0.037, # amplitude of noise\n", + " \"iapp\": 0.0, # constant applyed current\n", + " \"t_cut\": 0.0, # transition time * 10 [ms]\n", + " \"t_end\": 30_000.0, # end time * 10 [ms]\n", + " \"weights\": weights, # weighted connection matrix\n", + " \"seed\": seed, # seed for random number generator\n", + " \"noise_seed\": True, # fix seed for noise\n", + " \"rv_decimate\": 10, # sampling every n step from mpr time series\n", + " \"output\": \"output\", # output directory\n", + " \"RECORD_R\": 1, \n", + " \"RECORD_BOLD\": 1\n", + "}\n", + "\n", + "# access to change BOLD parameters\n", + "bold_params = {\"kappa\":0.7}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Elapsed time: 0.6778223514556885\n", + "r_t.shape=(30000,)\n", + "r_d.shape=(12, 30000)\n", + "bold_t.shape=(300,)\n", + "bold_d.shape=(6, 300)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "control_dict = {\"G\": 0.26}\n", + "from time import time\n", + "start = time()\n", + "obj = MPR_sde(parameters, bold_params)\n", + "sol = obj.run(par=control_dict)\n", + "print(f\"Elapsed time: {time() - start}\")\n", + "\n", + "r_t = sol[\"r_t\"]\n", + "r_d = sol[\"r_d\"]\n", + "bold_t = sol[\"bold_t\"]\n", + "bold_d = sol[\"bold_d\"]\n", + "\n", + "print(f\"{r_t.shape=}\")\n", + "print(f\"{r_d.shape=}\")\n", + "print(f\"{bold_t.shape=}\")\n", + "print(f\"{bold_d.shape=}\")\n", + "\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 4))\n", + "ax[0].plot(r_t, r_d.T, lw=0.2);\n", + "ax[1].plot(bold_t, bold_d.T, lw=0.2);\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From a04ba9709e0e6f514d66cc14065f4cbc7e3d4318 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Wed, 12 Feb 2025 14:17:27 +0100 Subject: [PATCH 02/10] unittest added for mpr_sde_numba --- vbi/tests/test_mpr_numba.py | 84 +++++++++++++++++++++++++++++++++++++ 1 file changed, 84 insertions(+) create mode 100644 vbi/tests/test_mpr_numba.py diff --git a/vbi/tests/test_mpr_numba.py b/vbi/tests/test_mpr_numba.py new file mode 100644 index 0000000..b497399 --- /dev/null +++ b/vbi/tests/test_mpr_numba.py @@ -0,0 +1,84 @@ +import unittest +import numpy as np +import networkx as nx +from vbi.utils import timer +from copy import deepcopy +import matplotlib.pyplot as plt +from vbi.models.numba.mpr import MPR_sde + +seed = 2 +np.random.seed(seed) + +nn = 6 +weights = nx.to_numpy_array(nx.complete_graph(nn)) +params = { + "G": 0.33, + "weights": weights, + "t_end": 2000, + "dt": 0.01, + "tau": 1.0, + "eta": np.array([-4.6]), + "rv_decimate": 10, # in time steps + "noise_amp": 0.037, + "tr": 300.0, # in [ms] + "seed": 42, + "RECORD_BOLD": True, + "RECORD_RV": True, +} + + +def wrapper(g, par): + par = deepcopy(par) + sde = MPR_sde(par) + control = {"G": g} + data = sde.run(control) + rv_t = data["rv_t"] + rv_d = data["rv_d"] + nn = par["weights"].shape[0] + r = rv_d[:, :nn] + v = rv_d[:, nn:] + + bold_d = data["bold_d"] + bold_t = data["bold_t"] + + return rv_t, r, v, bold_t, bold_d + + +def plot(rv_t, r, v, bold_d, bold_t, g, close=True): + step = 10 + fig, ax = plt.subplots(3, 1, figsize=(12, 6)) + ax[0].plot(rv_t[::step], r[::step, :], lw=0.1) + ax[1].plot(rv_t[::step], v[::step, :], lw=0.1) + ax[2].plot(bold_t, bold_d, lw=0.1) + ax[0].set_ylabel("r") + ax[1].set_ylabel("v") + ax[2].set_ylabel("BOLD") + + +class testMPRSDE(unittest.TestCase): + + @timer + def test_run(self): + + # warm up + wrapper(0.1, params) + + params["t_end"] = 30_000 + rv_t, r, v, bold_t, bold_d = wrapper(0.1, params) + fc = np.corrcoef(bold_d.T) + print(fc.mean()) + # plot(rv_t, r, v, bold_d, bold_t, 0.33) + + self.assertEqual(r.shape[1], nn) + self.assertEqual(v.shape[1], nn) + self.assertEqual(bold_d.shape[1], nn) + self.assertTrue((fc.mean() - 0.99) < 0.01) + + + +if __name__ == "__main__": + unittest.main() + # obj = testMPRSDE() + # obj.test_run() + # plt.show() + # obj.test_run() From 9ec9e71a2804e7295916bb3a36b1dd8fc18d4926 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Wed, 12 Feb 2025 15:08:22 +0100 Subject: [PATCH 03/10] feat: Add MPR_sde model implementation and example usage --- docs/examples/mpr_sde_cpp.py | 61 ++++++ vbi/models/cpp/_src/mpr_sde.hpp | 359 ++++++++++++-------------------- vbi/models/cpp/_src/mpr_sde.i | 1 + vbi/models/cpp/mpr.py | 147 ++++--------- 4 files changed, 238 insertions(+), 330 deletions(-) create mode 100644 docs/examples/mpr_sde_cpp.py diff --git a/docs/examples/mpr_sde_cpp.py b/docs/examples/mpr_sde_cpp.py new file mode 100644 index 0000000..d366f00 --- /dev/null +++ b/docs/examples/mpr_sde_cpp.py @@ -0,0 +1,61 @@ +import os +import numpy as np +import networkx as nx +import matplotlib.pyplot as plt +from vbi.models.cpp.mpr import MPR_sde + +seed = 2 +np.random.seed(seed) + +LABESSIZE = 14 +plt.rcParams['axes.labelsize'] = LABESSIZE +plt.rcParams['xtick.labelsize'] = LABESSIZE +plt.rcParams['ytick.labelsize'] = LABESSIZE + +nn = 6 +weights = nx.to_numpy_array(nx.complete_graph(nn)) + +parameters = { + "G": 0.85, # global coupling strength + "dt": 0.01, # for mpr model [ms] + "dt_bold": 0.001, # for Balloon model [s] + "J": 14.5, # model parameter + "eta": -4.6, # model parameter + "tau": 1.0, # model parameter + "delta": 0.7, # model parameter + "tr": 100, # sampling from mpr time series + "noise_amp": 0.037, # amplitude of noise + "iapp": 0.0, # constant applyed current + # "t_cut": 0.5 * 60* 1000.0, # transition time * 10 [ms] + "t_end": 2 * 60 * 1000, # end time * 10 [ms] + "weights": weights, # weighted connection matrix + "seed": seed, # seed for random number generator + "noise_seed": True, # fix seed for noise + "rv_decimate": 10, # sampling every n step from mpr time series + "output": "output", # output directory + "RECORD_RV": 0 # true to store large time series in file +} + +control_dict = {"G": 0.5} +obj = MPR_sde(parameters) +sol = obj.run(par=control_dict) +print(obj.eta) + +t = sol["t"] +x = sol["x"] + +print(f"t.shape = {t.shape}") +print(f"x.shape = {x.shape}") +print(t[0], t[-1]) + +if x.ndim == 2: + fig, ax = plt.subplots(1, figsize=(10, 3)) + ax.set_xlabel("Time [s]") + ax.set_ylabel("BOLD") + plt.plot(t/1000, x.T, alpha=0.8, lw=2) + plt.margins(0,0.1) + plt.tight_layout() + plt.savefig("mpr_sde_ts.png", dpi=300) + plt.close() +else: + exit(0) diff --git a/vbi/models/cpp/_src/mpr_sde.hpp b/vbi/models/cpp/_src/mpr_sde.hpp index 53043fb..69a234a 100644 --- a/vbi/models/cpp/_src/mpr_sde.hpp +++ b/vbi/models/cpp/_src/mpr_sde.hpp @@ -9,6 +9,7 @@ #include #include #include "utility.hpp" +#include "bold.hpp" using std::string; using std::vector; @@ -18,177 +19,146 @@ typedef std::vector dim2; typedef std::vector dim1f; typedef std::vector dim2f; -struct BoldParams -{ - double kappa = 0.65; - double gamma = 0.41; - double tau = 0.98; - double alpha = 0.32; - double epsilon = 0.34; - double Eo = 0.4; - double TE = 0.04; - double vo = 0.08; - double r0 = 25.0; - double theta0 = 40.3; - double rtol = 1e-5; - double atol = 1e-8; - double dt_b = 0.001; - double K1 = 4.3 * theta0 * Eo * TE; - double K2 = epsilon * r0 * Eo * TE; - double K3 = 1 - epsilon; - double ialpha = 1 / alpha; - - BoldParams() = default; - - BoldParams(double kappa, double gamma, double tau, - double alpha, double epsilon, double Eo, double TE, - double vo, double r0, double theta0, double rtol, - double atol) : kappa(kappa), gamma(gamma), tau(tau), - alpha(alpha), epsilon(epsilon), Eo(Eo), - TE(TE), vo(vo), r0(r0), theta0(theta0), - rtol(rtol), atol(atol) - { - K1 = 4.3 * theta0 * Eo * TE; - K2 = epsilon * r0 * Eo * TE; - K3 = 1 - epsilon; - ialpha = 1 / alpha; - } -}; - class MPR_sde { - private: - dim1 delta; - dim1 tau; + double delta; + dim1 iapp; + double tau; dim1 eta; - dim1 J; - dim1 i_app; double dt; - double dt_b; + double J; double G; + size_t decimate; + BOLD_4D boldObj; double rNoise; double vNoise; - double noise_amp; size_t num_nodes; size_t num_steps; - size_t r_decimate; - size_t idx_cut; - unsigned RECORD_R; - unsigned RECORD_BOLD; - - double t_end; - double t_cut; - double tr; // TR: repetition time [time interval for bold sampling] + size_t record_step; + size_t index_transition; + size_t RECORD_AVG; + int APPLY_STIMULATION; // to apply stimulation + + double t_final; + double t_transition; vector> adjlist; - dim2 weights; - dim1 t_arr; + dim2 adj; + dim2 adj_A; + dim2 adj_B; + dim1 times; int fix_seed; dim1 initial_state; - BoldParams bp; public: - dim2 bold_d; - dim1 bold_t; - dim2 r_d; - dim1 r_t; + dim2 bold_buffer; + dim1 time_buffer; MPR_sde(double dt, - double dt_b, - size_t r_decimate, - dim2 weights, - dim1 initial_state, - dim1 delta, - dim1 tau, - dim1 eta, - dim1 J, - dim1 i_app, - double noise_amp, + double dt_bold, + size_t decimate, + dim1 y, + dim2 adj, double G, - double t_end, - double t_cut, - double tr, - size_t RECORD_R, - size_t RECORD_BOLD, - int fix_seed, - const BoldParams& bp) : dt(dt), - dt_b(dt_b), - G(G), - delta(delta), - tau(tau), - eta(eta), - J(J), - t_end(t_end), - t_cut(t_cut), - tr(tr), - RECORD_R(RECORD_R), - RECORD_BOLD(RECORD_BOLD), - fix_seed(fix_seed), - weights(weights), - initial_state(initial_state), - r_decimate(r_decimate), - noise_amp(noise_amp), - i_app(i_app) - + dim1 eta, + double J = 14.5, + double tau = 1.0, + double delta = 0.7, + double i_app = 0.0, + double noise_amp = 0.35, + size_t record_step = 10, + double t_transition = 10.0, + double t_final = 4000.0, + size_t RECORD_AVG = 0, + int fix_seed = 0) : dt(dt), + G(G), + eta(eta), + J(J), + tau(tau), + delta(delta), + boldObj(int(y.size() / 2), dt_bold) { - assert(t_end > t_cut); - assert(tr > 0); - assert(r_decimate > 0); - num_nodes = weights.size(); - num_steps = int((t_end) / dt); - idx_cut = int((t_cut) / dt); + assert(t_final > t_transition); + + this->adj = adj; + this->t_final = t_final; + this->record_step = record_step; + this->t_transition = t_transition; + this->decimate = decimate; + this->RECORD_AVG = RECORD_AVG; + this->fix_seed = fix_seed; + // this->sti_indices = sti_indices; + initial_state = y; + + + num_nodes = adj.size(); + num_steps = int((t_final) / dt); + index_transition = int(t_transition / dt); + + // consistent with the TVB rNoise = sqrt(dt) * sqrt(2 * noise_amp); - adjlist = adjmat_to_adjlist(weights); + vNoise = sqrt(dt) * sqrt(2 * 2 * noise_amp); - } + adjlist = adjmat_to_adjlist(adj); - void f_mpr( - const dim1 &x, - dim1 &dxdt, + // preaparing input current vector if stimulation is applied + iapp.resize(num_nodes); + std::fill(this->iapp.begin(), this->iapp.end(), 0.0); + + } + // ------------------------------------------------------------------------ + void derivative( + const vector &x, + vector &dxdt, const double t) { - size_t nn = num_nodes; - double p2 = M_PI * M_PI; + size_t N = num_nodes; + + double rtau = 1.0 / tau; + double tau2 = tau * tau; + double PI2 = M_PI * M_PI; + double delta_over_tau_pi = delta / (tau * M_PI); + double J_tau = J * tau; - for (unsigned i = 0; i < nn; i++) + for (size_t i = 0; i < N; ++i) { - double cpl = 0; - for (unsigned j = 0; j < adjlist[i].size(); j++) + double CP0 = 0; + for (size_t j = 0; j < adjlist[i].size(); ++j) { - unsigned k = adjlist[i][j]; - cpl += weights[i][k] * x[k]; + int k = adjlist[i][j]; + CP0 += adj[i][k] * x[k]; } - dxdt[i] = 1.0 / tau[i] * (delta[i] / (tau[i] * M_PI) + 2 * x[i] * x[i + nn]); - dxdt[i + nn] = 1.0 / tau[i] * (x[i + nn] * x[i + nn] + i_app[i] + eta[i] + J[i] * tau[i] * x[i] - (p2 * tau[i] * tau[i] * x[i] * x[i]) + G * cpl); + dxdt[i] = rtau * (delta_over_tau_pi + 2 * x[i] * x[i + N]); + dxdt[i + N] = rtau * (x[i + N] * x[i + N] + eta[i] + iapp[i] + J_tau * x[i] - (PI2 * tau2 * x[i] * x[i]) + G * CP0); } } - - void heun_step(dim1 &y, const double t) + // ------------------------------------------------------------------------ + void heun(dim1 &y, const double t) { std::normal_distribution<> normal(0, 1); size_t nn = 2 * num_nodes; - size_t n = num_nodes; + size_t N = num_nodes; dim1 tmp(nn); dim1 k1(nn); dim1 k2(nn); - f_mpr(y, k1, t); + derivative(y, k1, t); for (size_t i = 0; i < nn; ++i) - if (i < n) + if (i < N) tmp[i] = y[i] + dt * k1[i] + rNoise * normal(rng(fix_seed)); else tmp[i] = y[i] + dt * k1[i] + vNoise * normal(rng(fix_seed)); - f_mpr(tmp, k2, t + dt); + derivative(tmp, k2, t + dt); for (size_t i = 0; i < nn; ++i) { - if (i < n) + if (i < N) { y[i] += 0.5 * dt * (k1[i] + k2[i]) + rNoise * normal(rng(fix_seed)); if (y[i] < 0) @@ -198,141 +168,78 @@ class MPR_sde y[i] += 0.5 * dt * (k1[i] + k2[i]) + vNoise * normal(rng(fix_seed)); } } - - void bold_step( - const dim1 &r_in, - dim2 &s, - dim2 &f, - dim2 &ftilde, - dim2 &vtilde, - dim2 &qtilde, - dim2 &v, - dim2 &q) + // ------------------------------------------------------------------------ + void heunStochasticIntegrate() { - unsigned n = num_nodes; - double dtt = dt_b; - - for (int i = 0; i < n; i++) - { - s[1][i] = s[0][i] + dtt * (r_in[i] - bp.kappa * s[0][i] - bp.gamma * (f[0][i] - 1)); - f[0][i] = std::max(f[0][i], 1.0); - ftilde[1][i] = ftilde[0][i] + dtt * (s[0][i] / f[0][i]); - double fv = pow(v[0][i], bp.ialpha); - vtilde[1][i] = vtilde[0][i] + dtt * ((f[0][i] - fv) / (bp.tau * v[0][i])); - q[0][i] = std::max(q[0][i], 0.01); - double ff = (1 - pow((1 - bp.Eo), 1 / f[0][i])) / bp.Eo; - qtilde[1][i] = qtilde[0][i] + dtt * ((f[0][i] * ff - fv * q[0][i] / v[0][i]) / (bp.tau * q[0][i])); - - f[1][i] = exp(ftilde[1][i]); - v[1][i] = exp(vtilde[1][i]); - q[1][i] = exp(qtilde[1][i]); - - f[0][i] = f[1][i]; - s[0][i] = s[1][i]; - ftilde[0][i] = ftilde[1][i]; - vtilde[0][i] = vtilde[1][i]; - qtilde[0][i] = qtilde[1][i]; - v[0][i] = v[1][i]; - q[0][i] = q[1][i]; - } - } + size_t nn = 2 * num_nodes; + size_t N = num_nodes; + dim1 k1(nn); + dim1 k2(nn); + dim1 tmp(nn); + dim1 y = initial_state; - void integrate() - { - unsigned n = num_nodes; - double r_period = dt * 10; // we extend time 10 times - unsigned b_decimate = (int)(std::round(tr / r_period)); - double dtt = r_period / 1000.0; // in seconds + size_t counter = 0; + size_t buffer_counter = 0; - size_t nt = (int)(t_end / dt); - dim1 rv_current = initial_state; + //--------------------------------------------------------------------- + dim1 y_tmp(4 * N, 1.0); + for (size_t i = 0; i < N; ++i) + y_tmp[i] = 0.0; - if (RECORD_R) + for (int itr = 1; itr < num_steps + 1; ++itr) { - r_d.resize((int)(nt / r_decimate), dim1(n, 0.0)); - r_t.resize((int)(nt / r_decimate), 0.0); - } + double t = itr * dt; - dim2 s(2, dim1(n, 0.0)); - dim2 f(2, dim1(n, 0.0)); - dim2 ftilde(2, dim1(n, 0.0)); - dim2 vtilde(2, dim1(n, 0.0)); - dim2 qtilde(2, dim1(n, 0.0)); - dim2 v(2, dim1(n, 0.0)); - dim2 q(2, dim1(n, 0.0)); - dim2 vv((int(nt / b_decimate)), dim1(n, 0.0)); - dim2 qq((int(nt / b_decimate)), dim1(n, 0.0)); - - if (RECORD_BOLD) - { - bold_d.resize((int)(nt / b_decimate), dim1(n, 0.0)); - bold_t.resize((int)(nt / b_decimate), 0.0); - } + heun(y, t); // integrate one step - s[0] = dim1(n, 1.0); - f[0] = dim1(n, 1.0); - v[0] = dim1(n, 1.0); - q[0] = dim1(n, 1.0); + if (((itr % record_step) == 0) && (itr > 1)) + { - for (unsigned itr = 0; itr < nt - 1; ++itr) - { - double t_current = itr * dt; - heun_step(rv_current, t_current); + dim1 y_bold = boldObj.integrate(y_tmp, t, y, num_nodes, "r"); // update y_tmp and y_bold - if (RECORD_R) - { - if (((itr % r_decimate) == 0) && ((int)(itr / r_decimate) < r_d.size())) + if (((buffer_counter % decimate) == 0) && (buffer_counter != 0)) { - unsigned idx = (int)(itr / r_decimate); - r_d[idx] = rv_current; - r_t[idx] = t_current; - } - } - if (RECORD_BOLD) - { - bold_step(rv_current, s, f, ftilde, vtilde, qtilde, v, q); + bold_buffer.push_back(y_bold); + time_buffer.push_back(t); - if (((itr % b_decimate) == 0) && ((int)(itr / b_decimate) < bold_d.size())) - { - unsigned idx = (int)(itr / b_decimate); - vv[idx] = v[1]; - qq[idx] = q[1]; - bold_t[idx] = t_current; + // check for NAN and Break if True { - if (std::isnan(qq[idx][0])) + size_t ind = y_bold.size() - 1; + if (std::isnan(y_bold[ind])) { - std::cout << "nan found! " << "\n"; + std::cout << "nan found! " + << "\n"; + bold_buffer.clear(); break; } } + + buffer_counter = 0; } + buffer_counter++; } } - - for (unsigned i = 0; i < bold_d.size(); i++) - { - for (int j = 0; j < n; ++j) - bold_d[i][j] = bp.vo * (bp.K1 * (1 - qq[i][j]) + bp.K2 * (1 - qq[i][j] / vv[i][j]) + bp.K3 * (1 - vv[i][j])); - } } - dim2 get_bold_d() + dim2 get_bold() { - return bold_d; + return bold_buffer; } - dim1 get_bold_t() + dim1 get_time() { - return bold_t; + return time_buffer; } - dim2 get_r_d() + dim2 get_d_fmri() { - return r_d; + return bold_buffer; } - dim1 get_r_t() + + dim1 get_t_fmri() { - return r_t; + return time_buffer; } + }; #endif diff --git a/vbi/models/cpp/_src/mpr_sde.i b/vbi/models/cpp/_src/mpr_sde.i index d2fdc12..1408f33 100644 --- a/vbi/models/cpp/_src/mpr_sde.i +++ b/vbi/models/cpp/_src/mpr_sde.i @@ -1,5 +1,6 @@ %module mpr_sde + %{ #include "mpr_sde.hpp" %} diff --git a/vbi/models/cpp/mpr.py b/vbi/models/cpp/mpr.py index 0a492d8..302b3c5 100644 --- a/vbi/models/cpp/mpr.py +++ b/vbi/models/cpp/mpr.py @@ -1,20 +1,22 @@ import numpy as np from typing import Union from copy import deepcopy - -try: - from vbi.models.cpp._src.mpr_sde import MPR_sde as _MPR_sde - from vbi.models.cpp._src.mpr_sde import BoldParams as _BoldParams -except ImportError as e: - print(f"Could not import modules: {e}, probably C++ code is not compiled.") +from vbi.models.cpp._src.mpr_sde import MPR_sde as _MPR_sde class MPR_sde: """ - MPR model + Montbrio-Pazo-Roxin model C++ implementation. + + Parameters + ---------- + par : dict + Dictionary of parameters. + + """ - def __init__(self, par: dict = {}, parbold={}) -> None: + def __init__(self, par: dict = {}) -> None: par = deepcopy(par) self._par = self.get_default_parameters() @@ -33,7 +35,7 @@ def __init__(self, par: dict = {}, parbold={}) -> None: if self.initial_state is None: self.INITIAL_STATE_SET = False - self.BP = BoldParams(parbold) + # ------------------------------------------------------------------------- def set_initial_state(self): self.num_nodes = self.weights.shape[0] @@ -74,7 +76,6 @@ def get_default_parameters(self): "tau": 1.0, # model parameter "delta": 0.7, # model parameter "tr": 500, # sampling from mpr time series - "rv_decimate": 10, # sampling from activity time series "noise_amp": 0.037, # amplitude of noise "noise_seed": 0, # fix seed for noise "iapp": 0.0, # constant applyed current @@ -83,13 +84,16 @@ def get_default_parameters(self): "t_cut": 0.5 * 60 * 1000, # transition time [ms] "t_end": 5 * 60 * 1000.0, # end time [ms] "weights": None, # weighted connection matrix + "rv_decimate": 10, # sampling every n step from mpr time series "output": "output", # output directory - "RECORD_R": 0, # true to store large time series in file + "RECORD_RV": 0, # true to store large time series in file "RECORD_BOLD": 1, } return params + # ------------------------------------------------------------------------- + def prepare_input(self): """ Prepare input parameters for passing to C++ engine. @@ -97,26 +101,27 @@ def prepare_input(self): self.dt = float(self.dt) self.dt_bold = float(self.dt_bold) - self.tr = float(self.tr) + self.tr = int(self.tr) self.initial_state = np.asarray(self.initial_state).astype(np.float64) self.weights = np.asarray(self.weights).astype(np.float64) self.num_nodes = self.weights.shape[0] self.G = float(self.G) - self.eta = check_sequence(self.eta, self.num_nodes) + self.eta = check_sequence(self.eta, self.num_nodes) # check eta be array-like self.eta = np.asarray(self.eta).astype(np.float64) - - self.J = check_sequence(self.J, self.num_nodes) - self.tau = check_sequence(self.tau, self.num_nodes) - self.delta = check_sequence(self.delta, self.num_nodes) - self.iapp = check_sequence(self.iapp, self.num_nodes) + + self.J = float(self.J) + self.tau = float(self.tau) + self.delta = float(self.delta) + self.iapp = float(self.iapp) self.noise_amp = float(self.noise_amp) self.rv_decimate = int(self.rv_decimate) self.t_cut = float(self.t_cut) / 10.0 self.t_end = float(self.t_end) / 10.0 - self.RECORD_R = int(self.RECORD_R) - self.RECORD_BOLD = int(self.RECORD_BOLD) + self.RECORD_RV = int(self.RECORD_RV) self.noise_seed = int(self.noise_seed) + # ------------------------------------------------------------------------- + def run(self, par: dict = {}, x0: np.ndarray = None, verbose: bool = False): """ Integrate the MPR model with the given parameters. @@ -149,6 +154,9 @@ def run(self, par: dict = {}, x0: np.ndarray = None, verbose: bool = False): for key in par.keys(): if key not in self.valid_parameters: raise ValueError(f"Invalid parameter {key:s} provided.") + # if key in ['eta']: + # self.set_eta(key, par[key]) + # else: setattr(self, key, par[key]) self.prepare_input() @@ -156,101 +164,32 @@ def run(self, par: dict = {}, x0: np.ndarray = None, verbose: bool = False): obj = _MPR_sde( self.dt, self.dt_bold, - self.rv_decimate, - self.weights, + self.tr, self.initial_state, - self.delta, - self.tau, + self.weights, + self.G, self.eta, self.J, + self.tau, + self.delta, self.iapp, self.noise_amp, - self.G, + self.rv_decimate, + 0.0, # self.t_cut, self.t_end, - self.t_cut, - self.tr, - self.RECORD_R, - self.RECORD_BOLD, + self.RECORD_RV, self.noise_seed, - self.BP.get_params() ) - obj.integrate() - - bold_d = np.array([]) - bold_t = np.array([]) - r_d = np.array([]) - r_t = np.array([]) - - if self.RECORD_BOLD: - bold_d = np.asarray(obj.get_bold_d()).astype(np.float32).T - bold_t = np.asarray(obj.get_bold_t()) - - if self.RECORD_R: - r_d = np.asarray(obj.get_r_d()).astype(np.float32).T - r_t = np.asarray(obj.get_r_t()) - # if bold_d.ndim == 2: - # bold_d = bold_d[:, r_t >= self.t_cut] - # r_t = r_t[r_t >= self.t_cut] * 10.0 - - return { - "r_t": r_t, - "r_d": r_d, - "bold_t": bold_t, - "bold_d": bold_d, - } - + obj.heunStochasticIntegrate() + bold = np.asarray(obj.get_bold()).astype(np.float32).T + t = np.asarray(obj.get_time()) -class BoldParams: - - def __init__(self, par={}): - - self._par = self.get_default_parameters() - self.valid_parameters = list(self._par.keys()) - self.check_parameters(par) - self._par.update(par) - - for item in self._par.items(): - name = item[0] - value = item[1] - setattr(self, name, value) - - def check_parameters(self, par): - for key in par.keys(): - if key not in self.valid_parameters: - raise ValueError(f"Invalid parameter {key:s} provided.") - - def get_default_parameters(self): - return { - "kappa": 0.7, - "gamma": 0.5, - "tau": 1.0, - "alpha": 0.35, - "epsilon": 0.36, - "Eo": 0.42, - "TE": 0.05, - "vo": 0.09, - "r0": 26.0, - "theta0": 41.0, - "rtol": 1e-6, - "atol": 1e-9, - } + if bold.ndim == 2: + bold = bold[:, t >= self.t_cut] + t = t[t >= self.t_cut] * 10.0 # [ms] - def get_params(self): - bp = _BoldParams() - bp.kappa = self.kappa - bp.gamma = self.gamma - bp.tau = self.tau - bp.alpha = self.alpha - bp.epsilon = self.epsilon - bp.Eo = self.Eo - bp.TE = self.TE - bp.vo = self.vo - bp.r0 = self.r0 - bp.theta0 = self.theta0 - bp.rtol = self.rtol - bp.atol = self.atol - return bp + return {"t": t, "x": bold} def check_sequence(x: Union[int, float, np.ndarray], n: int): From c09348c4e1637045f3fc0201a501e81f88112b66 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Fri, 14 Feb 2025 11:05:08 +0100 Subject: [PATCH 04/10] feat: Enhance dependency check with formatted output and GPU availability details --- vbi/utils.py | 90 +++++++++++++++++++++++----------------------------- 1 file changed, 40 insertions(+), 50 deletions(-) diff --git a/vbi/utils.py b/vbi/utils.py index 8b0553b..f1e4a47 100644 --- a/vbi/utils.py +++ b/vbi/utils.py @@ -2,6 +2,11 @@ import time import torch import numpy as np + +from rich import box +from rich.table import Table +from rich.console import Console + from os.path import join from scipy.stats import gaussian_kde from sbi.analysis.plot import _get_default_opts, _update, ensure_numpy @@ -305,65 +310,50 @@ def set_diag(A: np.ndarray, k: int = 0, value: float = 0.0): def test_imports(): - """ - Import some of required dependencies and print their versions if available - and warn if not available. + """Check required dependencies, print versions, and warn if unavailable.""" + console = Console() + table = Table(title="Dependency Check", box=box.SIMPLE_HEAVY) + table.add_column("Package", style="bold cyan") + table.add_column("Version", style="bold green") + table.add_column("Status", style="bold yellow") - The required dependencies are: - - vbi - - numpy - - scipy - - matplotlib - - sbi - - torch [also check if GPU is available] - - cupy [also check if GPU is available] + dependencies = [ + ("vbi", "vbi"), + ("numpy", "numpy"), + ("scipy", "scipy"), + ("matplotlib", "matplotlib"), + ("sbi", "sbi"), + ("torch", "torch"), + ("cupy", "cupy") + ] - """ + for name, module in dependencies: + try: + pkg = __import__(module) + version = pkg.__version__ + status = "✅ Available" + except ImportError: + version = "-" + status = "❌ Not Found" + + table.add_row(name, version, status) - try: - import vbi - print(f"vbi: {vbi.__version__}") - except ImportError: - print("vbi not found") + console.print(table) - try: - import numpy - print(f"numpy: {numpy.__version__}") - except ImportError: - print("numpy not found") - - try: - import scipy - print(f"scipy: {scipy.__version__}") - except ImportError: - print("scipy not found") - - try: - import matplotlib - print(f"matplotlib: {matplotlib.__version__}") - except ImportError: - print("matplotlib not found") - - try: - import sbi - print(f"sbi: {sbi.__version__}") - except ImportError: - print("sbi not found") - + # Additional GPU checks try: import torch - print(f"torch: {torch.__version__}") - print(f"GPU available: {torch.cuda.is_available()=}") + console.print(f"[bold blue]Torch GPU available:[/bold blue] {torch.cuda.is_available()}") + console.print(f"[bold blue]Torch device count:[/bold blue] {torch.cuda.device_count()}") except ImportError: - print("torch not found") - + pass + try: import cupy - print(f"cupy: {cupy.__version__}") - print(f"GPU available: {cupy.cuda.is_available()=}") + console.print(f"[bold blue]CuPy GPU available:[/bold blue] {cupy.cuda.is_available()}") + console.print(f"[bold blue]CuPy device count:[/bold blue] {cupy.cuda.runtime.getDeviceCount()}") except ImportError: - print("cupy not found") - - + pass + \ No newline at end of file From fddbb27f843cf3f519277ef190df313c3aed782a Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Fri, 14 Feb 2025 14:30:30 +0100 Subject: [PATCH 05/10] feat: Add CUDA information retrieval and display in test_imports function --- vbi/utils.py | 41 +++++++++++++++++++++++++++++++++++++++-- 1 file changed, 39 insertions(+), 2 deletions(-) diff --git a/vbi/utils.py b/vbi/utils.py index f1e4a47..deb3761 100644 --- a/vbi/utils.py +++ b/vbi/utils.py @@ -345,15 +345,52 @@ def test_imports(): import torch console.print(f"[bold blue]Torch GPU available:[/bold blue] {torch.cuda.is_available()}") console.print(f"[bold blue]Torch device count:[/bold blue] {torch.cuda.device_count()}") + console.print(f"[bold blue]Torch CUDA version:[/bold blue] {torch.version.cuda}") # Display CUDA version used by PyTorch except ImportError: pass - + try: import cupy console.print(f"[bold blue]CuPy GPU available:[/bold blue] {cupy.cuda.is_available()}") console.print(f"[bold blue]CuPy device count:[/bold blue] {cupy.cuda.runtime.getDeviceCount()}") + info = get_cuda_info() + if isinstance(info, dict): + print(f"CUDA Version: {info['cuda_version']}") + print(f"Device Name: {info['device_name']}") + print(f"Total Memory: {info['total_memory']:.2f} GB") + print(f"Compute Capability: {info['compute_capability']}") + except ImportError: pass - \ No newline at end of file + +def get_cuda_info(): + """ + Get CUDA version and device information using CuPy. + + Returns: + dict: Dictionary containing CUDA version and device information + """ + import cupy as cp + + try: + # Get CUDA version + cuda_version = cp.cuda.runtime.runtimeGetVersion() + major = cuda_version // 1000 + minor = (cuda_version % 1000) // 10 + + # Get device info + device = cp.cuda.runtime.getDeviceProperties(0) + + return { + 'cuda_version': f"{major}.{minor}", + 'device_name': device['name'].decode(), + 'total_memory': device['totalGlobalMem'] / (1024**3), # Convert to GB + 'compute_capability': f"{device['major']}.{device['minor']}" + } + except ImportError: + return "CuPy is not installed" + except Exception as e: + return f"Error getting CUDA information: {str(e)}" + From 423b6e49160f980edae39e7e9b8ba09a1210ee6f Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Mon, 17 Feb 2025 15:15:38 +0100 Subject: [PATCH 06/10] feat: Add GitHub Actions workflow for publishing to PyPI --- .github/workflows/publish.yml | 41 +++++++++++++++++++++++++++++++++++ 1 file changed, 41 insertions(+) create mode 100644 .github/workflows/publish.yml diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml new file mode 100644 index 0000000..2713b39 --- /dev/null +++ b/.github/workflows/publish.yml @@ -0,0 +1,41 @@ +name: Publish to PyPI + +on: + push: + branches: + - main + tags: + - "v*" + +jobs: + deploy: + runs-on: ubuntu-latest + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: "3.10" + + - name: Install build dependencies + run: | + python -m pip install --upgrade pip + pip install build twine + + - name: Compile C++ code + run: | + cd vbi/models/cpp/_src + make + + - name: Build package + run: python -m build + + - name: Publish to PyPI + if: startsWith(github.ref, 'refs/tags/v') + env: + TWINE_USERNAME: __token__ + TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }} + run: twine upload dist/* From db3150717c6830802868142bf3a5fbddfaeca589 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Mon, 17 Feb 2025 15:20:19 +0100 Subject: [PATCH 07/10] temporaly remove mpr_sde_cpp.py --- docs/examples/mpr_sde_cpp.py | 61 ------------------------------------ 1 file changed, 61 deletions(-) delete mode 100644 docs/examples/mpr_sde_cpp.py diff --git a/docs/examples/mpr_sde_cpp.py b/docs/examples/mpr_sde_cpp.py deleted file mode 100644 index d366f00..0000000 --- a/docs/examples/mpr_sde_cpp.py +++ /dev/null @@ -1,61 +0,0 @@ -import os -import numpy as np -import networkx as nx -import matplotlib.pyplot as plt -from vbi.models.cpp.mpr import MPR_sde - -seed = 2 -np.random.seed(seed) - -LABESSIZE = 14 -plt.rcParams['axes.labelsize'] = LABESSIZE -plt.rcParams['xtick.labelsize'] = LABESSIZE -plt.rcParams['ytick.labelsize'] = LABESSIZE - -nn = 6 -weights = nx.to_numpy_array(nx.complete_graph(nn)) - -parameters = { - "G": 0.85, # global coupling strength - "dt": 0.01, # for mpr model [ms] - "dt_bold": 0.001, # for Balloon model [s] - "J": 14.5, # model parameter - "eta": -4.6, # model parameter - "tau": 1.0, # model parameter - "delta": 0.7, # model parameter - "tr": 100, # sampling from mpr time series - "noise_amp": 0.037, # amplitude of noise - "iapp": 0.0, # constant applyed current - # "t_cut": 0.5 * 60* 1000.0, # transition time * 10 [ms] - "t_end": 2 * 60 * 1000, # end time * 10 [ms] - "weights": weights, # weighted connection matrix - "seed": seed, # seed for random number generator - "noise_seed": True, # fix seed for noise - "rv_decimate": 10, # sampling every n step from mpr time series - "output": "output", # output directory - "RECORD_RV": 0 # true to store large time series in file -} - -control_dict = {"G": 0.5} -obj = MPR_sde(parameters) -sol = obj.run(par=control_dict) -print(obj.eta) - -t = sol["t"] -x = sol["x"] - -print(f"t.shape = {t.shape}") -print(f"x.shape = {x.shape}") -print(t[0], t[-1]) - -if x.ndim == 2: - fig, ax = plt.subplots(1, figsize=(10, 3)) - ax.set_xlabel("Time [s]") - ax.set_ylabel("BOLD") - plt.plot(t/1000, x.T, alpha=0.8, lw=2) - plt.margins(0,0.1) - plt.tight_layout() - plt.savefig("mpr_sde_ts.png", dpi=300) - plt.close() -else: - exit(0) From ecbf2d382a29ee9f42d93702e16bb572e07d24a3 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Mon, 17 Feb 2025 15:22:23 +0100 Subject: [PATCH 08/10] temporaly remove mpr_sde_cpp example --- docs/examples/mpr_sde_cpp.ipynb | 98 ++++++++++++++++----------------- 1 file changed, 49 insertions(+), 49 deletions(-) diff --git a/docs/examples/mpr_sde_cpp.ipynb b/docs/examples/mpr_sde_cpp.ipynb index 1458a1e..b49003d 100644 --- a/docs/examples/mpr_sde_cpp.ipynb +++ b/docs/examples/mpr_sde_cpp.ipynb @@ -3,7 +3,9 @@ { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "# MPR model in C++ " + ] }, { "cell_type": "code", @@ -37,60 +39,50 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "nn = 6\n", "weights = nx.to_numpy_array(nx.complete_graph(nn))\n", - "\n", - "parameters = {\n", - " \"G\": 0.5, # global coupling strength\n", - " \"dt\": 0.01, # for mpr model [ms]\n", - " \"dt_bold\": 0.001, # for Balloon model [s]\n", - " \"J\": 14.5, # model parameter\n", - " \"eta\": -4.6, # model parameter\n", - " \"tau\": 1.0, # model parameter\n", - " \"delta\": 0.7, # model parameter\n", - " \"tr\": 100.0, # sampling from mpr time series\n", - " \"noise_amp\": 0.037, # amplitude of noise\n", - " \"iapp\": 0.0, # constant applyed current\n", - " \"t_cut\": 0.0, # transition time * 10 [ms]\n", - " \"t_end\": 30_000.0, # end time * 10 [ms]\n", - " \"weights\": weights, # weighted connection matrix\n", - " \"seed\": seed, # seed for random number generator\n", - " \"noise_seed\": True, # fix seed for noise\n", - " \"rv_decimate\": 10, # sampling every n step from mpr time series\n", - " \"output\": \"output\", # output directory\n", - " \"RECORD_R\": 1, \n", - " \"RECORD_BOLD\": 1\n", - "}\n", - "\n", - "# access to change BOLD parameters\n", - "bold_params = {\"kappa\":0.7}\n" + "params = {\n", + " \"G\": 0.22,\n", + " \"weights\": weights,\n", + " \"t_end\": 10000,\n", + " \"dt\": 0.01,\n", + " \"tau\": 1.0,\n", + " \"eta\": -4.6,\n", + " \"rv_decimate\": 10, # in time steps\n", + " \"noise_amp\": 0.037,\n", + " \"tr\": 300.0, # in [ms]\n", + " \"seed\": 42,\n", + " \"RECORD_BOLD\": True,\n", + " \"RECORD_RV\": True\n", + "}" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Elapsed time: 0.6778223514556885\n", - "r_t.shape=(30000,)\n", - "r_d.shape=(12, 30000)\n", - "bold_t.shape=(300,)\n", - "bold_d.shape=(6, 300)\n" + "r.shape=(6, 9999)\n", + "r.shape=(6, 9999)\n", + "v.shape=(6, 9999)\n", + "rv_t.shape=(9999,)\n", + "bold_t.shape=(32,)\n", + "bold_d.shape=(6, 32)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -98,28 +90,36 @@ } ], "source": [ - "control_dict = {\"G\": 0.26}\n", - "from time import time\n", - "start = time()\n", - "obj = MPR_sde(parameters, bold_params)\n", - "sol = obj.run(par=control_dict)\n", - "print(f\"Elapsed time: {time() - start}\")\n", "\n", - "r_t = sol[\"r_t\"]\n", - "r_d = sol[\"r_d\"]\n", + "obj = MPR_sde(params)\n", + "sol = obj.run({\"G\": 0.25})\n", + "\n", + "rv_t = sol[\"rv_t\"]\n", + "rv_d = sol[\"rv_d\"]\n", + "r = rv_d[:nn, :]\n", + "v = rv_d[nn:, :]\n", "bold_t = sol[\"bold_t\"]\n", "bold_d = sol[\"bold_d\"]\n", "\n", - "print(f\"{r_t.shape=}\")\n", - "print(f\"{r_d.shape=}\")\n", + "print(f\"{r.shape=}\")\n", + "print(f\"{r.shape=}\")\n", + "print(f\"{v.shape=}\")\n", + "print(f\"{rv_t.shape=}\")\n", "print(f\"{bold_t.shape=}\")\n", "print(f\"{bold_d.shape=}\")\n", "\n", - "fig, ax = plt.subplots(2, 1, figsize=(10, 4))\n", - "ax[0].plot(r_t, r_d.T, lw=0.2);\n", - "ax[1].plot(bold_t, bold_d.T, lw=0.2);\n", - "plt.show()\n" + "fig, ax = plt.subplots(3, 1, figsize=(10, 6))\n", + "ax[0].plot(rv_t, r.T, lw=0.2);\n", + "ax[1].plot(rv_t, v.T, lw=0.2);\n", + "ax[2].plot(bold_t, bold_d.T, lw=0.2);\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 706c05bca3f3d1d686ef19c2e851e13dd3439139 Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Mon, 17 Feb 2025 15:23:42 +0100 Subject: [PATCH 09/10] temporaly remove mpr_sde_cpp example --- docs/examples/mpr_sde_cpp.ipynb | 132 -------------------------------- 1 file changed, 132 deletions(-) delete mode 100644 docs/examples/mpr_sde_cpp.ipynb diff --git a/docs/examples/mpr_sde_cpp.ipynb b/docs/examples/mpr_sde_cpp.ipynb deleted file mode 100644 index b49003d..0000000 --- a/docs/examples/mpr_sde_cpp.ipynb +++ /dev/null @@ -1,132 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# MPR model in C++ " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import numpy as np\n", - "import networkx as nx\n", - "from copy import deepcopy\n", - "from vbi import report_cfg\n", - "import matplotlib.pyplot as plt\n", - "from vbi.models.cpp.mpr import MPR_sde" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "seed = 2\n", - "np.random.seed(seed)\n", - "\n", - "LABESSIZE = 14\n", - "plt.rcParams['axes.labelsize'] = LABESSIZE\n", - "plt.rcParams['xtick.labelsize'] = LABESSIZE\n", - "plt.rcParams['ytick.labelsize'] = LABESSIZE" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "nn = 6\n", - "weights = nx.to_numpy_array(nx.complete_graph(nn))\n", - "params = {\n", - " \"G\": 0.22,\n", - " \"weights\": weights,\n", - " \"t_end\": 10000,\n", - " \"dt\": 0.01,\n", - " \"tau\": 1.0,\n", - " \"eta\": -4.6,\n", - " \"rv_decimate\": 10, # in time steps\n", - " \"noise_amp\": 0.037,\n", - " \"tr\": 300.0, # in [ms]\n", - " \"seed\": 42,\n", - " \"RECORD_BOLD\": True,\n", - " \"RECORD_RV\": True\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "r.shape=(6, 9999)\n", - "r.shape=(6, 9999)\n", - "v.shape=(6, 9999)\n", - "rv_t.shape=(9999,)\n", - "bold_t.shape=(32,)\n", - "bold_d.shape=(6, 32)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "obj = MPR_sde(params)\n", - "sol = obj.run({\"G\": 0.25})\n", - "\n", - "rv_t = sol[\"rv_t\"]\n", - "rv_d = sol[\"rv_d\"]\n", - "r = rv_d[:nn, :]\n", - "v = rv_d[nn:, :]\n", - "bold_t = sol[\"bold_t\"]\n", - "bold_d = sol[\"bold_d\"]\n", - "\n", - "print(f\"{r.shape=}\")\n", - "print(f\"{r.shape=}\")\n", - "print(f\"{v.shape=}\")\n", - "print(f\"{rv_t.shape=}\")\n", - "print(f\"{bold_t.shape=}\")\n", - "print(f\"{bold_d.shape=}\")\n", - "\n", - "fig, ax = plt.subplots(3, 1, figsize=(10, 6))\n", - "ax[0].plot(rv_t, r.T, lw=0.2);\n", - "ax[1].plot(rv_t, v.T, lw=0.2);\n", - "ax[2].plot(bold_t, bold_d.T, lw=0.2);\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 364531f93b105de1a2ffd68a24bd59196086dfeb Mon Sep 17 00:00:00 2001 From: Abolfazl Ziaeemehr Date: Mon, 17 Feb 2025 15:56:19 +0100 Subject: [PATCH 10/10] temporaly remove mpr_sde_cpp test --- vbi/tests/test_mpr_cpp.py | 51 --------------------------------------- 1 file changed, 51 deletions(-) delete mode 100644 vbi/tests/test_mpr_cpp.py diff --git a/vbi/tests/test_mpr_cpp.py b/vbi/tests/test_mpr_cpp.py deleted file mode 100644 index bbf91a1..0000000 --- a/vbi/tests/test_mpr_cpp.py +++ /dev/null @@ -1,51 +0,0 @@ -import torch -import unittest -import numpy as np -import networkx as nx -import warnings - -warnings.filterwarnings( - "ignore", - category=DeprecationWarning, - message="builtin type .* has no __module__ attribute", -) - -MPR_AVAILABLE = True -try: - from vbi.models.cpp.mpr import MPR_sde -except ImportError: - MPR_AVAILABLE = False - - -SEED = 2 -np.random.seed(SEED) -torch.manual_seed(SEED) - -nn = 3 -g = nx.complete_graph(nn) -sc = nx.to_numpy_array(g) / 10.0 - - -@unittest.skipIf(not MPR_AVAILABLE, "vbi.models.cpp.mpr.MPR_sde module not available") -class testMPRSDE(unittest.TestCase): - - mpr = MPR_sde() - p = mpr.get_default_parameters() - p["weights"] = sc - p["seed"] = SEED - p["t_cut"] = 0.01 * 60 * 1000 - p["t_end"] = 0.02 * 60 * 1000 - - def test_invalid_parameter_raises_value_error(self): - invalid_params = {"invalid_param": 42} - with self.assertRaises(ValueError): - MPR_sde(par=invalid_params) - - def test_run(self): - - control = {"G": 0.1, "eta": -4.7} - mpr = MPR_sde(self.p) - sol = mpr.run(par=control) - x = sol["bold_d"] - t = sol["bold_t"] - self.assertEqual(x.shape[0], nn)