{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wong-Wang full model implemented in Numba" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import vbi\n", "import torch\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", "import sbi.utils as utils\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.sbi_inference import Inference\n", "from vbi.models.numba.ww import WW_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", "torch.manual_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/ww_full_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 = WW_sde(par)\n", "\n", " if p is not None:\n", " p = dict(\n", " G_exc=p#[0],\n", " # ext_current=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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.10402545]\n" ] } ], "source": [ "# --- Simulation Parameters ---\n", "theta_true = [1.91]#, 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_exc=theta_true[0],\n", " G_inh=0.0,\n", " sigma=0.05,\n", " ext_current=0.05,\n", " RECORD_S=True,\n", " s_decimate=10,\n", " tr=300.0, # ms\n", " seed=42,\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", "print(df_obs[[\"fcd_full_ut_std\"]].values[0])" ] }, { "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": 10, "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": "markdown", "metadata": {}, "source": [ "To estimate `G_exc`:\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": [ "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": [ "# ext_current = theta[:, 1].numpy().squeeze()\n", "G_exc = theta[:, 0].numpy().squeeze()\n", "\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_exc=0.0,\n", " G_inh=0.0,\n", " sigma=0.05,\n", " ext_current=0.05,\n", " RECORD_S=False,\n", " s_decimate=10,\n", " tr=300.0, # ms\n", " seed=42,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "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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", "text/plain": [ "
" ] }, "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": null, "metadata": {}, "outputs": [], "source": [ "obj = Inference()\n", "posterior = obj.train(theta, x, 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": "d0eb8cf205f840d2aaf337cc44d442a9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Drawing 10000 posterior samples: 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 }