{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# [Wilson-Cowan SDE model in Numba](https://github.com/Ziaeemehr/vbi_paper/blob/main/docs/examples/wilson_cowan_sde_numba.ipynb)\n",
"\n",
"\n",
"
"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import vbi\n",
"import torch\n",
"import numpy as np\n",
"import networkx as nx\n",
"from copy import deepcopy\n",
"import sbi.utils as utils\n",
"import multiprocessing as mp\n",
"from scipy.signal import welch\n",
"import matplotlib.pyplot as plt\n",
"from sbi.analysis import pairplot\n",
"from vbi.sbi_inference import Inference\n",
"from vbi.models.numba.wilson_cowan import WC_sde\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"seed = 42\n",
"np.random.seed(seed)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"LABESSIZE = 10\n",
"plt.rcParams['axes.labelsize'] = LABESSIZE\n",
"plt.rcParams['xtick.labelsize'] = LABESSIZE\n",
"plt.rcParams['ytick.labelsize'] = LABESSIZE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To change the frequency of oscillations in this model, there are several key parameters to adjust:\n",
"\n",
"1. Coupling strengths\n",
"2. Time constants \n",
"3. External inputs\n",
"4. Refractory periods \n",
"5. Sigmoid function parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sweeping over External current to Excitatory population (P)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"==============================================================================================================\n",
"WC_sde_numba\n",
"==============================================================================================================\n",
"\n",
"Model Parameters:\n",
"--------------------------------------------------------------------------------------------------------------\n",
"Parameter | Description | Value/Shape | Type \n",
"--------------------------------------------------------------------------------------------------------------\n",
"P | External input to excitatory population | shape (2,) | vector \n",
"Q | External input to inhibitory population | shape (2,) | vector \n",
"RECORD_EI | Which populations to record: \"E\", \"I\"... | \"EI\" | string \n",
"a_e | Excitatory sigmoid slope parameter | 1.3 | scalar \n",
"a_i | Inhibitory sigmoid slope parameter | 2.0 | scalar \n",
"alpha_e | Excitatory gain parameter | 1.0 | scalar \n",
"alpha_i | Inhibitory gain parameter | 1.0 | scalar \n",
"b_e | Excitatory sigmoid threshold parameter | 4.0 | scalar \n",
"b_i | Inhibitory sigmoid threshold parameter | 3.7 | scalar \n",
"c_e | Excitatory sigmoid maximum output | 1.0 | scalar \n",
"c_ee | Excitatory to excitatory synaptic str... | shape (2,) | vector \n",
"c_ei | Inhibitory to excitatory synaptic str... | shape (2,) | vector \n",
"c_i | Inhibitory sigmoid maximum output | 1.0 | scalar \n",
"c_ie | Excitatory to inhibitory synaptic str... | shape (2,) | vector \n",
"c_ii | Inhibitory to inhibitory synaptic str... | shape (2,) | vector \n",
"decimate | Decimation factor for output | 1 | int \n",
"dt | Integration time step (ms) | 0.1 | scalar \n",
"g_e | Excitatory global coupling strength | 0.0 | scalar \n",
"g_i | Inhibitory global coupling strength | 0.0 | scalar \n",
"initial_state | Initial state vector (2*nn) | shape (0,) | vector \n",
"k_e | Excitatory maximum response parameter | 0.994 | scalar \n",
"k_i | Inhibitory maximum response parameter | 0.999 | scalar \n",
"noise_amp | Amplitude of additive Gaussian noise | 0.001 | scalar \n",
"r_e | Excitatory refractoriness parameter | 1.0 | scalar \n",
"r_i | Inhibitory refractoriness parameter | 1.0 | scalar \n",
"seed | Random seed for reproducibility (-1 f... | 42 | int \n",
"shift_sigmoid | Whether to use shifted sigmoid function | False | bool \n",
"t_cut | Initial time to discard (ms) | 101.0 | scalar \n",
"t_end | Simulation end time (ms) | 2000.0 | scalar \n",
"tau_e | Excitatory population time constant (ms) | shape (2,) | vector \n",
"tau_i | Inhibitory population time constant (ms) | shape (2,) | vector \n",
"theta_e | Excitatory firing threshold | 0.0 | scalar \n",
"theta_i | Inhibitory firing threshold | 0.0 | scalar \n",
"weights | Structural connectivity matrix (nn x nn) | shape (2, 2) | matrix \n",
"==============================================================================================================\n"
]
}
],
"source": [
"ns = 30\n",
"P_values = np.linspace(0, 3, ns)\n",
"weights = np.array([[0, 1], [1, 0]], dtype=np.float32)\n",
"\n",
"par = dict(\n",
" weights=weights,\n",
" dt=0.1,\n",
" t_end=2000.0,\n",
" t_cut=101.0,\n",
" noise_amp=0.001,\n",
" g_e=0.0,\n",
" g_i=0.0,\n",
" P=1.22,\n",
" RECORD_EI=\"EI\",\n",
" decimate=1,\n",
" seed=seed,\n",
")\n",
"\n",
"obj = WC_sde(par)\n",
"print(obj)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(18990,) (30, 18990, 2) (30, 18990, 2)\n"
]
}
],
"source": [
"def wrapper(par, p):\n",
" sim = WC_sde(par)\n",
" sol = sim.run({'P': p})\n",
" return sol\n",
"\n",
"with mp.Pool(processes=4) as pool:\n",
" results = pool.starmap(wrapper, [(par, p) for p in P_values])\n",
" results = [sol for sol in results if sol is not None]\n",
"\n",
"t = results[0][\"t\"]\n",
"E = np.array([results[i][\"E\"] for i in range(len(results))])\n",
"I = np.array([results[i][\"I\"] for i in range(len(results))])\n",
"\n",
"print(t.shape, E.shape, I.shape) # nsim, ntime, nnodes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sweeping over Bifurcation parameter P"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, P_E = welch(E[:, :, 0], fs=1/(par[\"dt\"]*par['decimate']) * 1000, nperseg=8*1024, axis=1)\n",
"\n",
"mosaic = \"\"\"\n",
"AA\n",
"BC\n",
"\"\"\"\n",
"fig = plt.figure(constrained_layout=True, figsize=(10, 5))\n",
"ax = fig.subplot_mosaic(mosaic)\n",
"\n",
"colors = plt.cm.Reds(np.linspace(0.1,1.0, ns))\n",
"for i in range(ns):\n",
" ax['A'].plot(t, E[i, :, 0], alpha=0.5, lw=0.5, color=colors[i])\n",
"\n",
"for i in range(ns):\n",
" ax['B'].plot(f, P_E[i,:], alpha=0.5, lw=1, color=colors[i], label=f\"{P_values[i]:.2f}\")\n",
"\n",
"for i in range(ns):\n",
" ax['C'].plot(E[i, :, 0], I[i, :, 0], lw=0.1, alpha=0.5, color=colors[i])\n",
"\n",
"ax['B'].set_xlabel(\"Frequency\")\n",
"ax['B'].set_ylabel(\"Power\")\n",
"ax['B'].set_xlim(0, 100)\n",
"ax['C'].set_xlabel(\"E\")\n",
"ax['C'].set_ylabel(\"I\")\n",
"# ax['B'].legend(ncol=2)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"idx_max = np.argmax(P_E, axis=1)\n",
"fmax = f[idx_max]\n",
"fig, ax = plt.subplots(1, figsize=(5,3))\n",
"ax.plot(P_values, fmax, \"bo\", ms=10, alpha=0.5)\n",
"ax.grid(True, ls='--', lw=0.5)\n",
"ax.set_xlabel(\"P\")\n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['right'].set_visible(False)\n",
"ax.set_ylabel(r\"$f_{max}$\");"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(37980,) (37980, 2) (37980, 2)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"weights = np.array([[0,1],[1,0]], dtype=np.float32)\n",
"P = 1.025\n",
"\n",
"par = {\n",
" \"g_e\": 0.0,\n",
" \"seed\": 42,\n",
" \"dt\": 0.05,\n",
" \"t_end\": 2000.0,\n",
" \"t_cut\": 101.0,\n",
" \"noise_amp\": 0.0005, # add small amount of noise\n",
" \"decimate\": 1,\n",
" \"P\": P,\n",
" \"RECORD_EI\": \"EI\",\n",
" \"weights\": weights,\n",
"}\n",
"\n",
"sim = WC_sde(par)\n",
"sol = sim.run()\n",
"t = sol[\"t\"]\n",
"E = sol[\"E\"]\n",
"I = sol[\"I\"]\n",
"\n",
"print(t.shape, E.shape, I.shape)\n",
"f, P_E = welch(E, fs=1/(par[\"dt\"]*par['decimate']) * 1000, nperseg=5*1024, axis=0)\n",
"f, P_I = welch(I, fs=1/(par[\"dt\"]*par['decimate']) * 1000, nperseg=5*1024, axis=0)\n",
"\n",
"mosaic = \"\"\"\n",
"AA\n",
"BC\n",
"\"\"\"\n",
"fig = plt.figure(constrained_layout=True, figsize=(10, 5))\n",
"ax = fig.subplot_mosaic(mosaic)\n",
"\n",
"ax['A'].plot(t, E[:, 0], label=\"E\", color=\"red\", alpha=1, lw=0.5)\n",
"ax['A'].plot(t, I[:, 0], label=\"I\", color=\"blue\", alpha=1, lw=0.5)\n",
"ax['B'].plot(f, P_E[:, 0], label=\"E\", color=\"red\", alpha=1, lw=1)\n",
"ax['B'].plot(f, P_I[:, 0], label=\"I\", color=\"blue\", alpha=1, lw=1)\n",
"ax['B'].set_xlabel(\"Frequency\")\n",
"ax[\"B\"].set_ylabel(\"Power\")\n",
"ax['B'].set_xlim(0, 100)\n",
"ax['C'].plot(E[:, 0], I[:, 0], lw=0.5)\n",
"ax['C'].set_xlabel(\"E\")\n",
"ax['C'].set_ylabel(\"I\");\n",
"\n",
"f_max = f[np.argmax(P_E[:,0])]\n",
"ax['B'].legend([f\"fmax={f_max:.2f}\"])\n",
"plt.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Inference\n",
"- Estimation of global coupling ($g_e$)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from vbi import (\n",
" report_cfg,\n",
" update_cfg,\n",
" extract_features,\n",
" extract_features_df,\n",
" get_features_by_domain,\n",
" get_features_by_given_names,\n",
")\n",
"from helpers import *"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"seed = 2\n",
"np.random.seed(seed)\n",
"torch.manual_seed(seed)\n",
"path = \"output/wc_numba/\"\n",
"os.makedirs(path, exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"number of nodes: 84\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"D = vbi.LoadSample(nn=84)\n",
"weights = D.get_weights()\n",
"nn = weights.shape[0]\n",
"print(f\"number of nodes: {nn}\")\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(4, 4.5))\n",
"ax.imshow(weights, cmap=\"gray\", vmin=0, vmax=1);"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"==============================================================================================================\n",
"WC_sde_numba\n",
"==============================================================================================================\n",
"\n",
"Model Parameters:\n",
"--------------------------------------------------------------------------------------------------------------\n",
"Parameter | Description | Value/Shape | Type \n",
"--------------------------------------------------------------------------------------------------------------\n",
"P | External input to excitatory population | shape (84,) | - \n",
"Q | External input to inhibitory population | shape (84,) | - \n",
"RECORD_EI | Which populations to record: \"E\", \"I\"... | \"EI\" | - \n",
"a_e | Excitatory sigmoid slope parameter | 1.3 | - \n",
"a_i | Inhibitory sigmoid slope parameter | 2.0 | - \n",
"alpha_e | Excitatory gain parameter | 1.0 | - \n",
"alpha_i | Inhibitory gain parameter | 1.0 | - \n",
"b_e | Excitatory sigmoid threshold parameter | 4.0 | - \n",
"b_i | Inhibitory sigmoid threshold parameter | 3.7 | - \n",
"c_e | Excitatory sigmoid maximum output | 1.0 | - \n",
"c_ee | Excitatory to excitatory synaptic str... | shape (84,) | - \n",
"c_ei | Inhibitory to excitatory synaptic str... | shape (84,) | - \n",
"c_i | Inhibitory sigmoid maximum output | 1.0 | - \n",
"c_ie | Excitatory to inhibitory synaptic str... | shape (84,) | - \n",
"c_ii | Inhibitory to inhibitory synaptic str... | shape (84,) | - \n",
"decimate | Decimation factor for output | 1 | - \n",
"dt | Integration time step (ms) | 0.1 | - \n",
"g_e | Excitatory global coupling strength | 0.0 | - \n",
"g_i | Inhibitory global coupling strength | 0.0 | - \n",
"initial_state | [Derived] Initial state vector | shape (0,) | - \n",
"k_e | Excitatory maximum response parameter | 0.994 | - \n",
"k_i | Inhibitory maximum response parameter | 0.999 | - \n",
"noise_amp | Amplitude of additive Gaussian noise | 0.001 | - \n",
"r_e | Excitatory refractoriness parameter | 1.0 | - \n",
"r_i | Inhibitory refractoriness parameter | 1.0 | - \n",
"seed | Random seed for reproducibility (-1 f... | 2 | - \n",
"shift_sigmoid | Whether to use shifted sigmoid function | False | - \n",
"t_cut | Initial time to discard (ms) | 101.0 | - \n",
"t_end | Simulation end time (ms) | 2000.0 | - \n",
"tau_e | Excitatory population time constant (ms) | shape (84,) | - \n",
"tau_i | Inhibitory population time constant (ms) | shape (84,) | - \n",
"theta_e | Excitatory firing threshold | 0.0 | - \n",
"theta_i | Inhibitory firing threshold | 0.0 | - \n",
"weights | Structural connectivity matrix (nn x nn) | shape (84, 84) | - \n",
"==============================================================================================================\n"
]
}
],
"source": [
"par = dict(\n",
" weights=weights,\n",
" dt=0.1,\n",
" t_end=2000.0,\n",
" t_cut=101.0,\n",
" noise_amp=0.001,\n",
" g_e=0.0,\n",
" g_i=0.0,\n",
" P=1.22,\n",
" RECORD_EI=\"EI\",\n",
" decimate=1,\n",
" seed=seed,\n",
")\n",
"sde = WC_sde(par)\n",
"print(sde)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def preprocess(x):\n",
" # x = x - np.mean(x, axis=1, keepdims=True)\n",
" return x\n",
"\n",
"\n",
"def wrapper(par, p, cfg, return_labels=False):\n",
" sde = WC_sde(par)\n",
" sim = sde.run({\"g_e\": p})\n",
" stat_vec = extract_features(\n",
" [sim[\"E\"].T],\n",
" fs=1.0 / par[\"dt\"] / par[\"decimate\"],\n",
" cfg=cfg,\n",
" preprocess=preprocess,\n",
" preprocess_args={},\n",
" n_workers=1,\n",
" verbose=False,\n",
" )\n",
" values = stat_vec.values\n",
" if return_labels:\n",
" labels = stat_vec.labels\n",
" return values[0], labels\n",
" return values[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Selected features:\n",
"------------------\n",
"â– Domain: spectral\n",
" â–¢ Function: spectrum_stats\n",
" â–« description: Computes the spectrum of the signal.\n",
" â–« function : vbi.feature_extraction.features.spectrum_stats\n",
" â–« parameters : {'fs': 10000.0, 'nperseg': 1024, 'indices': None, 'verbose': False, 'average': True, 'method': 'welch', 'features': ['spectral_distance', 'fundamental_frequency', 'max_frequency', 'max_psd', 'median_frequency', 'spectral_centroid', 'spectral_kurtosis', 'spectral_variation']}\n",
" â–« tag : all\n",
" â–« use : yes\n"
]
}
],
"source": [
"nperseg = 1024\n",
"cfg = get_features_by_domain(domain=\"spectral\")\n",
"cfg = get_features_by_given_names(cfg, names=[\"spectrum_stats\"])\n",
"cfg = update_cfg(\n",
" cfg,\n",
" \"spectrum_stats\",\n",
" parameters={\n",
" \"fs\": 1.0 / (par[\"dt\"] * par[\"decimate\"]) * 1000,\n",
" \"method\": \"welch\",\n",
" \"nperseg\": nperseg,\n",
" \"average\": True,\n",
" },\n",
")\n",
"report_cfg(cfg)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"num_simulations = 500\n",
"g_min, g_max = 0.0, 1.0\n",
"prior_min = [g_min] \n",
"prior_max = [g_max]\n",
"prior = utils.BoxUniform(low=torch.tensor(prior_min), high=torch.tensor(prior_max))\n",
"\n",
"obj = Inference()\n",
"theta = obj.sample_prior(prior, num_simulations, seed=seed)\n",
"theta_np = theta.numpy().squeeze()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"import tqdm \n",
"\n",
"def batch_run(par, theta, cfg, n_workers=-1):\n",
"\n",
" def update_bar(_):\n",
" pbar.update()\n",
" \n",
" n = len(theta)\n",
"\n",
" with mp.Pool(processes=n_workers) as pool:\n",
" with tqdm.tqdm(total=n) as pbar:\n",
" async_results = [pool.apply_async(wrapper,\n",
" args=(par, theta[i], cfg),\n",
" callback=update_bar)\n",
" for i in range(n)]\n",
" A = [r.get() for r in async_results]\n",
" return A\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8,)\n",
"['spectral_distance_0', 'fundamental_frequency_0', 'max_frequency_0', 'max_psd_0', 'median_frequency_0', 'spectral_centroid_0', 'spectral_kurtosis_0', 'spectral_variation_0']\n"
]
}
],
"source": [
"values, labels = wrapper(par, theta_np[0], cfg, return_labels=True)\n",
"print(np.array(values).shape)\n",
"print(labels)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 1%| | 6/500 [00:01<01:23, 5.91it/s]Process ForkPoolWorker-9:\n",
"Process ForkPoolWorker-8:\n",
"Process ForkPoolWorker-10:\n",
"Process ForkPoolWorker-12:\n",
"Process ForkPoolWorker-6:\n",
"Process ForkPoolWorker-7:\n",
"Process ForkPoolWorker-13:\n",
"Process ForkPoolWorker-11:\n",
"Process ForkPoolWorker-14:\n",
"\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[18], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[43mbatch_run\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpar\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtheta_np\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcfg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_workers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m X \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(X)\n",
"Cell \u001b[0;32mIn[16], line 16\u001b[0m, in \u001b[0;36mbatch_run\u001b[0;34m(par, theta, cfg, n_workers)\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m tqdm\u001b[38;5;241m.\u001b[39mtqdm(total\u001b[38;5;241m=\u001b[39mn) \u001b[38;5;28;01mas\u001b[39;00m pbar:\n\u001b[1;32m 12\u001b[0m async_results \u001b[38;5;241m=\u001b[39m [pool\u001b[38;5;241m.\u001b[39mapply_async(wrapper,\n\u001b[1;32m 13\u001b[0m args\u001b[38;5;241m=\u001b[39m(par, theta[i], cfg),\n\u001b[1;32m 14\u001b[0m callback\u001b[38;5;241m=\u001b[39mupdate_bar)\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n)]\n\u001b[0;32m---> 16\u001b[0m A \u001b[38;5;241m=\u001b[39m [r\u001b[38;5;241m.\u001b[39mget() \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m async_results]\n\u001b[1;32m 17\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m A\n",
"Cell \u001b[0;32mIn[16], line 16\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m tqdm\u001b[38;5;241m.\u001b[39mtqdm(total\u001b[38;5;241m=\u001b[39mn) \u001b[38;5;28;01mas\u001b[39;00m pbar:\n\u001b[1;32m 12\u001b[0m async_results \u001b[38;5;241m=\u001b[39m [pool\u001b[38;5;241m.\u001b[39mapply_async(wrapper,\n\u001b[1;32m 13\u001b[0m args\u001b[38;5;241m=\u001b[39m(par, theta[i], cfg),\n\u001b[1;32m 14\u001b[0m callback\u001b[38;5;241m=\u001b[39mupdate_bar)\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n)]\n\u001b[0;32m---> 16\u001b[0m A \u001b[38;5;241m=\u001b[39m [\u001b[43mr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m async_results]\n\u001b[1;32m 17\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m A\n",
"File \u001b[0;32m~/anaconda3/envs/vbidevelop/lib/python3.10/multiprocessing/pool.py:768\u001b[0m, in \u001b[0;36mApplyResult.get\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 767\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget\u001b[39m(\u001b[38;5;28mself\u001b[39m, timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 768\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mready():\n\u001b[1;32m 770\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTimeoutError\u001b[39;00m\n",
"File \u001b[0;32m~/anaconda3/envs/vbidevelop/lib/python3.10/multiprocessing/pool.py:765\u001b[0m, in \u001b[0;36mApplyResult.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 764\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mwait\u001b[39m(\u001b[38;5;28mself\u001b[39m, timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 765\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_event\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/anaconda3/envs/vbidevelop/lib/python3.10/threading.py:607\u001b[0m, in \u001b[0;36mEvent.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 605\u001b[0m signaled \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_flag\n\u001b[1;32m 606\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m signaled:\n\u001b[0;32m--> 607\u001b[0m signaled \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cond\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 608\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m signaled\n",
"File \u001b[0;32m~/anaconda3/envs/vbidevelop/lib/python3.10/threading.py:320\u001b[0m, in \u001b[0;36mCondition.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 318\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m: \u001b[38;5;66;03m# restore state no matter what (e.g., KeyboardInterrupt)\u001b[39;00m\n\u001b[1;32m 319\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 320\u001b[0m \u001b[43mwaiter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 321\u001b[0m gotit \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 322\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"X = batch_run(par, theta_np, cfg, n_workers=10)\n",
"X = np.array(X)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(500, 8)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 4, figsize=(10, 6))\n",
"axes = axes.flatten()\n",
"\n",
"for i in range(X.shape[1]):\n",
" axes[i].scatter(theta_np, X[:, i], s=3, alpha=0.5)\n",
" axes[i].set_xlabel(r\"$g_e$\")\n",
" axes[i].set_ylabel(labels[i])\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" spectral_distance_0 | \n",
" fundamental_frequency_0 | \n",
" max_frequency_0 | \n",
" max_psd_0 | \n",
" median_frequency_0 | \n",
" spectral_centroid_0 | \n",
" spectral_kurtosis_0 | \n",
" spectral_variation_0 | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" -49.635582 | \n",
" 0.029297 | \n",
" 0.029297 | \n",
" 0.078133 | \n",
" 0.039062 | \n",
" 0.0 | \n",
" 739.930969 | \n",
" 0.317257 | \n",
"
\n",
" \n",
" | 1 | \n",
" -50.002735 | \n",
" 0.029297 | \n",
" 0.029297 | \n",
" 0.078317 | \n",
" 0.039062 | \n",
" 0.0 | \n",
" 733.733948 | \n",
" 0.317122 | \n",
"
\n",
" \n",
" | 2 | \n",
" -62.859879 | \n",
" 0.029297 | \n",
" 0.029297 | \n",
" 0.137202 | \n",
" 0.029297 | \n",
" 0.0 | \n",
" 945.388855 | \n",
" 0.455138 | \n",
"
\n",
" \n",
" | 3 | \n",
" -60.187119 | \n",
" 0.029297 | \n",
" 0.029297 | \n",
" 0.124175 | \n",
" 0.029297 | \n",
" 0.0 | \n",
" 870.633911 | \n",
" 0.415954 | \n",
"
\n",
" \n",
" | 4 | \n",
" -46.423111 | \n",
" 0.039062 | \n",
" 0.039062 | \n",
" 0.075966 | \n",
" 0.039062 | \n",
" 0.0 | \n",
" 665.119324 | \n",
" 0.293691 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" spectral_distance_0 fundamental_frequency_0 max_frequency_0 max_psd_0 \\\n",
"0 -49.635582 0.029297 0.029297 0.078133 \n",
"1 -50.002735 0.029297 0.029297 0.078317 \n",
"2 -62.859879 0.029297 0.029297 0.137202 \n",
"3 -60.187119 0.029297 0.029297 0.124175 \n",
"4 -46.423111 0.039062 0.039062 0.075966 \n",
"\n",
" median_frequency_0 spectral_centroid_0 spectral_kurtosis_0 \\\n",
"0 0.039062 0.0 739.930969 \n",
"1 0.039062 0.0 733.733948 \n",
"2 0.029297 0.0 945.388855 \n",
"3 0.029297 0.0 870.633911 \n",
"4 0.039062 0.0 665.119324 \n",
"\n",
" spectral_variation_0 \n",
"0 0.317257 \n",
"1 0.317122 \n",
"2 0.455138 \n",
"3 0.415954 \n",
"4 0.293691 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd \n",
"# make a dataframe from features\n",
"df = pd.DataFrame(X, columns=labels)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(['spectral_distance_0',\n",
" 'fundamental_frequency_0',\n",
" 'max_frequency_0',\n",
" 'max_psd_0',\n",
" 'median_frequency_0',\n",
" 'spectral_kurtosis_0',\n",
" 'spectral_variation_0'],\n",
" [0, 1, 2, 3, 4, 6, 7])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# drop features with small variance vs g_e\n",
"remaining_features = df.columns[df.var() > 1e-5].tolist()\n",
"remaining_indices = [df.columns.get_loc(col) for col in remaining_features]\n",
"remaining_features, remaining_indices"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"obj_inf = Inference()\n",
"X = torch.tensor(X[:, remaining_indices], dtype=torch.float32)\n",
"posterior = obj_inf.train(theta, X, prior, num_threads=4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"torch.save(posterior, os.path.join(path, \"posterior.pt\"))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"theta_true = 0.27\n",
"x_observed = wrapper(par, theta_true, cfg)[remaining_indices]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-6.1471275e+01, 2.9296875e-02, 2.9296875e-02, 1.2989835e-01,\n",
" 2.9296875e-02, 8.9161023e+02, 4.3080187e-01], dtype=float32)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_observed"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "96f98ddea8c644aea03c8f2f06599e8a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Drawing 10000 posterior samples: 0%| | 0/10000 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"samples = obj_inf.sample_posterior(x_observed, 10000, posterior)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"limits = [(prior_min[0], prior_max[0])]\n",
"points = [[theta_true]]\n",
"fig, ax = pairplot(\n",
" samples=samples,\n",
" limits=limits,\n",
" points=points,\n",
" figsize=(8, 6),\n",
" labels=[r\"$g_e$\"],\n",
" diag='kde',\n",
" fig_kwargs=dict(\n",
" points_offdiag=dict(marker=\"*\", markersize=5),\n",
" points_colors=[\"g\"]),\n",
" diag_kwargs={\"mpl_kwargs\": {\"color\": \"r\"}},\n",
" upper_kwargs={\"mpl_kwargs\": {\"cmap\": \"Blues\"}},\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 2
}