{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reduced Wong-Wang model - Numba" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import vbi\n", "import warnings\n", "import numpy as np\n", "import pandas as pd\n", "from cmaes import CMA\n", "import networkx as nx\n", "from tqdm import tqdm\n", "from copy import deepcopy\n", "from vbi.utils import timer\n", "import multiprocessing as mp\n", "import matplotlib.pyplot as plt\n", "from multiprocessing import Pool\n", "from vbi.models.numba.rww import RWW_sde\n", "from vbi.feature_extraction.features_utils import get_fcd\n", "from vbi import (\n", " extract_features,\n", " get_features_by_domain,\n", " get_features_by_given_names,\n", " update_cfg,\n", ")\n", "\n", "warnings.simplefilter(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "seed = 42\n", "np.random.seed(seed)\n", "\n", "LABESSIZE = 10\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": [ "path = \"output/r_ww_sde_numba_\"\n", "os.makedirs(path, exist_ok=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def wrapper(par, p=None, cfg=None, extract_feature=False):\n", " \"\"\"Wrapper function to run the WW_sde model with given parameters.\"\"\"\n", " par = deepcopy(par)\n", " sde = RWW_sde(par)\n", "\n", " if p is not None:\n", " p = dict(\n", " G=p,\n", " # I_ext=p[1],\n", " )\n", " else:\n", " p = {}\n", "\n", " data = sde.run(p)\n", " S_t = data[\"t\"]\n", " S_d = data[\"S\"]\n", " bold_d = data[\"bold_d\"]\n", " bold_t = data[\"bold_t\"]\n", "\n", " if extract_feature:\n", " stat = extract_features(\n", " [bold_d.T],\n", " 1 / par[\"dt\"] / par[\"tr\"],\n", " cfg,\n", " n_workers=1,\n", " verbose=False,\n", " )\n", " values = stat.values\n", " labels = stat.labels\n", "\n", " return values, labels\n", "\n", " if par[\"RECORD_S\"]:\n", " return S_t, S_d, bold_t, bold_d\n", " else:\n", " return bold_t, bold_d\n", "\n", "\n", "def batch_run(par, p, cfg, n_workers=1):\n", "\n", " n = len(p)\n", "\n", " def update_bar(_):\n", " pbar.update()\n", "\n", " with Pool(processes=n_workers) as pool:\n", " with tqdm(total=n) as pbar:\n", " async_results = [\n", " pool.apply_async(\n", " wrapper, args=(par, p[i], cfg, True), callback=update_bar\n", " )\n", " for i in range(n)\n", " ]\n", " stat_vec = [res.get()[0] for res in async_results]\n", " return stat_vec" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# --- define feature extraction configuration ---\n", "\n", "cfg = get_features_by_domain(\"connectivity\")\n", "cfg = get_features_by_given_names(cfg, [\"fcd_stat\"])\n", "cfg = update_cfg(cfg, \"fcd_stat\", parameters={\"k\": None, \"win_len\": 30, \"TR\": 0.5})\n", "# report_cfg(cfg)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of nodes: 84\n" ] } ], "source": [ "D = vbi.LoadSample(nn=84)\n", "weights = D.get_weights()\n", "nn = weights.shape[0]\n", "print(f\"number of nodes: {nn}\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.11697971]\n" ] } ], "source": [ "# --- Simulation Parameters ---\n", "theta_true = [1.2]#, 0.05] # G_exc, ext_current\n", "par = dict(\n", " weights=weights,\n", " nn=nn,\n", " dt=2.5, # ms\n", " t_end=5 * 60 * 1000.0, # ms\n", " t_cut=1 * 60 * 1000, # ms\n", " G=theta_true[0],\n", " sigma=0.05,\n", " I_ext=0.05,\n", " RECORD_S=True,\n", " s_decimate=10,\n", " tr=300.0, # ms\n", " seed=42,\n", " # initial_state=np.random.uniform(0, 0.2, nn)\n", ")\n", "\n", "S_t, S_d, bold_t, bold_d = wrapper(par)\n", "df_obs = extract_features(\n", " [bold_d.T],\n", " 1 / par[\"dt\"] / par[\"tr\"],\n", " cfg,\n", " n_workers=1,\n", " output_type=\"dataframe\",\n", " verbose=False,\n", ")\n", "try:\n", " print(df_obs[[\"fcd_full_ut_std\"]].values[0])\n", "except:\n", " pass" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df_obs.to_csv(path+\"/df_obs.csv\", index=False)\n", "np.savez(path+\"/data_obs.npz\", S_t=S_t, S_d=S_d, bold_t=bold_t, bold_d=bold_d, theta=theta_true)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(9599,) (9599, 84) (799,) (799, 84)\n" ] } ], "source": [ "print(S_t.shape, S_d.shape, bold_t.shape, bold_d.shape)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcd = get_fcd(bold_d.T, win_len=30, TR=0.3)['full']\n", "\n", "plt.figure(figsize=(10, 3.5))\n", "ax1 = plt.subplot(121)\n", "ax1.plot(bold_t/1000, bold_d, lw=1, alpha=0.2, color=\"C1\")\n", "ax1.set_xlabel('Time (s)')\n", "ax1.margins(x=0, y=0.01)\n", "ax2 = plt.subplot(122)\n", "im = ax2.imshow(fcd, cmap=\"viridis\", aspect=\"equal\")\n", "plt.colorbar(im, ax=ax2)\n", "plt.xlabel('Time shift')\n", "plt.ylabel('Time shift')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "ww = RWW_sde(par)\n", "print(ww)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To estimate `G`:\n", "1. Set appropriate prior intervals. \n", "2. Generate simulated training data. \n", "3. Extract relevant features. \n", "4. Train neural network to build posterior. \n", "5. Sample from posterior distribution. \n", "6. Visualize posterior distributions." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from vbi.utils import BoxUniform\n", "from vbi.sbi_inference import Inference\n", "import torch \n", "import sbi.utils as utils\n", "num_sim = 200\n", "gmin, gmax = 0., 2.5\n", "prior_min = [gmin]\n", "prior_max = [gmax]\n", "prior = utils.torchutils.BoxUniform(\n", " low=torch.as_tensor(prior_min), high=torch.as_tensor(prior_max)\n", ")\n", "\n", "obj = Inference()\n", "theta = obj.sample_prior(prior, num_sim, seed=seed)\n", "theta_np = theta.numpy().squeeze().astype(np.float64)\n", "torch.save(theta, path+ \"/theta.pt\")\n", "torch.save(prior, path+ \"/prior.pt\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "par = dict(\n", " weights=weights,\n", " nn=nn,\n", " dt=2.5, # ms\n", " t_end=5 * 60 * 1000.0, # ms\n", " t_cut=1 * 60 * 1000, # ms\n", " G=0.0,\n", " sigma=0.05,\n", " I_ext=0.05,\n", " RECORD_S=False,\n", " s_decimate=10,\n", " tr=300.0, # ms\n", " seed=42,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 200/200 [01:52<00:00, 1.77it/s]\n" ] } ], "source": [ "X = batch_run(par, theta_np, cfg, n_workers=10)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "X_df = pd.DataFrame(np.array(X).squeeze(), columns=df_obs.columns)\n", "X_df.to_pickle(path+\"dataframe_X.pkl\")\n", "remained_columns = X_df.std() > 1e-5\n", "X_df = X_df.loc[:, remained_columns]\n", "x = X_df.values \n", "x = torch.tensor(x, dtype=torch.float32)\n", "torch.save(x, path+ \"/features.pt\")\n", "remained_columns.to_csv(path+\"remained_columns.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(torch.Size([200, 22]), torch.Size([200, 1]), pandas.core.series.Series)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.shape, theta.shape, type(remained_columns)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot scatter plot of the features\n", "df_obs = pd.read_csv(path+\"/df_obs.csv\")\n", "column_labels = df_obs.columns\n", "column_labels = column_labels[remained_columns]\n", "fig, ax = plt.subplots(3,5, figsize=(10,6))\n", "for i in range(3):\n", " for j in range(5):\n", " ax[i,j].scatter(theta_np, x[:, i*5+j], s=2, alpha=0.5)\n", " label = column_labels[i*5+j]\n", " label = label.replace(\"full_\", \"\")\n", " ax[i,j].set_title(label)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Neural network successfully converged after 165 epochs.train Done in 0 hours 0 minutes 04.829362 seconds\n" ] } ], "source": [ "obj = Inference()\n", "posterior = obj.train(theta, x[:,0], prior, num_threads=4)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "df_obs = pd.read_csv(path+\"/df_obs.csv\")\n", "df_obs = df_obs.loc[:, remained_columns]\n", "x_obs = torch.tensor(df_obs.values.squeeze(), dtype=torch.float32)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6b2e1c34994045fc8e11c631783a5bfb", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sbi.analysis import pairplot\n", "\n", "limits = [[i, j] for i, j in zip(prior_min, prior_max)]\n", "fig, ax = pairplot(\n", " samples,\n", " limits=limits,\n", " figsize=(5, 5),\n", " points=[theta_true],\n", " labels=[\"G_exc\"],\n", " offdiag='kde',\n", " diag='kde',\n", " fig_kwargs=dict(\n", " points_offdiag=dict(marker=\"*\", markersize=10),\n", " points_colors=[\"g\"]),\n", " diag_kwargs={\"mpl_kwargs\": {\"color\": \"r\"}},\n", " upper_kwargs={\"mpl_kwargs\": {\"cmap\": \"Blues\"}},\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 2 }