{ "cells": [ { "cell_type": "markdown", "id": "de9d40e2", "metadata": {}, "source": [ "# Fitting NS1 auditory cortical responses with StateNet\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/urancon/deepSTRF/blob/develop/examples/fit_ns1_statenet.ipynb)\n", "\n", "This notebook is the canonical end-to-end demo of deepSTRF:\n", "**dataset \u2192 model \u2192 metrics \u2192 training**. It uses the **NS1** dataset\n", "(Harper et al. 2016, Rahman et al. 2020; auto-downloaded from OSF +\n", "the DNet companion repo) and a **StateNet GRU** encoding model\n", "(Rahman, Willmore et al. 2020), trained with the deepSTRF\n", "[`Fitter`](../docs/_source/md/fitter.md).\n", "\n", "What you'll see:\n", "\n", "1. Auto-download and inspect NS1 (119 ferret A1 cells, 20 nat. sound clips, R=20 reps).\n", "2. Train/val/test split by stimulus (14 / 3 / 3).\n", "3. Build a StateNet GRU population model (one model fits all 119 cells jointly).\n", "4. Train with the `Fitter`, monitoring `val_cc_norm` (Schoppe-style\n", " noise-corrected correlation; see [`metrics_paradigm.md`](../docs/_source/md/metrics_paradigm.md) \u00a76.4).\n", "5. Evaluate on the held-out test stimuli and visualise predictions vs PSTHs.\n", "\n", "Reference numbers for orientation: published mean `cc_norm` for\n", "StateNet on NS1 is ~0.7\u20130.8 with leave-one-out training; this minimal\n", "14-stim train set lands in the same neighbourhood.\n" ] }, { "cell_type": "markdown", "id": "389cd556", "metadata": {}, "source": [ "## Setup \u2014 Google Colab\n", "\n", "If you're running on Google Colab, the cell below installs deepSTRF\n", "from source. On a local install (`pip install -e .`) it's a no-op." ] }, { "cell_type": "code", "execution_count": null, "id": "ec818d7c", "metadata": {}, "outputs": [], "source": [ "import sys\n", "if 'google.colab' in sys.modules:\n", " !pip install -q git+https://github.com/urancon/deepSTRF.git\n", " print(\"deepSTRF installed from GitHub.\")\n", "else:\n", " print(\"Local environment \u2014 assuming deepSTRF is already importable.\")\n" ] }, { "cell_type": "markdown", "id": "42316f58", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "29273030", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:34:21.800003Z", "iopub.status.busy": "2026-05-02T16:34:21.799539Z", "iopub.status.idle": "2026-05-02T16:34:24.310628Z", "shell.execute_reply": "2026-05-02T16:34:24.309727Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n" ] } ], "source": "%matplotlib inline\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport torch\nimport torch.nn as nn\nfrom torch.utils.data import DataLoader, Subset\n\nfrom deepSTRF.datasets.audio.ns1 import NS1Dataset\nfrom deepSTRF.models.audio import StateNet\nfrom deepSTRF.metrics import corrcoef, normalized_corrcoef\nfrom deepSTRF.training import Fitter, set_random_seed\nfrom deepSTRF.utils import neural_collate, plot_stim_with_response, plot_psth_vs_pred\n\ndevice = \"cuda\" if torch.cuda.is_available() else \"cpu\"\nprint(f\"Using device: {device}\")\nset_random_seed(0)" }, { "cell_type": "markdown", "id": "581aa3ca", "metadata": {}, "source": [ "## 1. Load NS1\n", "\n", "`NS1Dataset(download=True)` fetches metadata, raw spike data, and the\n", "precomputed 5 ms mel-spectrogram from public OSF + GitHub repos\n", "(~160 MB, no account needed). Subsequent loads use the cached copy\n", "under `~/.cache/deepSTRF/NS1`." ] }, { "cell_type": "code", "execution_count": 2, "id": "d0e32010", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:34:24.312879Z", "iopub.status.busy": "2026-05-02T16:34:24.312473Z", "iopub.status.idle": "2026-05-02T16:34:27.544570Z", "shell.execute_reply": "2026-05-02T16:34:27.543898Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cells: 119\n", "Stimuli: 20\n", "Spec shape: (1, 34, 999) (1, F, T) at dt=5 ms\n", "Resp shape: (20, 999) (R, T) per (stim, neuron)\n", "Stim types: ['ferret_vocalization', 'human_speech', 'insects_buzzing', 'unknown', 'water_sounds']\n" ] } ], "source": [ "ds = NS1Dataset(dt_ms=5.0, smooth=True, download=True)\n", "print(f\"Cells: {ds.N_neurons}\")\n", "print(f\"Stimuli: {len(ds.stims)}\")\n", "print(f\"Spec shape: {tuple(ds.stims[0].shape)} (1, F, T) at dt=5 ms\")\n", "print(f\"Resp shape: {tuple(ds.responses[0][0].shape)} (R, T) per (stim, neuron)\")\n", "print(f\"Stim types: {sorted(set(m['type'] for m in ds.stim_meta))}\")\n" ] }, { "cell_type": "markdown", "id": "7f0775af", "metadata": {}, "source": [ "## 2. Quick look \u2014 one stim, one cell\n", "\n", "The stimulus is a 4.995-s 34-band mel spectrogram. The response is\n", "20 trial repeats binned at 5 ms, smoothed with a 21 ms Hanning\n", "window (Hsu, Borst & Theunissen 2004 convention)." ] }, { "cell_type": "code", "execution_count": 3, "id": "541907a3", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:34:27.546210Z", "iopub.status.busy": "2026-05-02T16:34:27.546043Z", "iopub.status.idle": "2026-05-02T16:34:27.981072Z", "shell.execute_reply": "2026-05-02T16:34:27.980332Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "PSTH range: [0.000, 2.700] mean: 0.224\n" ] } ], "source": "stim_idx, cell_idx = 0, 5\nspec = ds.stims[stim_idx] # (1, F, T)\nresp = ds.responses[stim_idx][cell_idx] # (R, T)\n\nplot_stim_with_response(\n spec, resp, dt_ms=5,\n title=(f\"NS1 stim {stim_idx} \u2014 '{ds.stim_meta[stim_idx]['name']}' \"\n f\"({ds.stim_meta[stim_idx]['type']}) \u2192 cell {cell_idx}\"),\n)\nplt.show()\n\npsth = resp.mean(dim=0).numpy()\nprint(f\"PSTH range: [{psth.min():.3f}, {psth.max():.3f}] mean: {psth.mean():.3f}\")" }, { "cell_type": "markdown", "id": "70ce1a25", "metadata": {}, "source": [ "## 3. Train / val / test split\n", "\n", "For this minimal demo we hold out 3 stims for validation and 3 for\n", "test. The published NS1 protocol uses leave-one-out cross-validation\n", "across all 20 stims; the same `Fitter`-based code generalises to\n", "that with an outer loop over splits." ] }, { "cell_type": "code", "execution_count": 4, "id": "edc3f224", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:34:27.983018Z", "iopub.status.busy": "2026-05-02T16:34:27.982875Z", "iopub.status.idle": "2026-05-02T16:34:27.986815Z", "shell.execute_reply": "2026-05-02T16:34:27.986288Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 14 stims | val: 3 | test: 3\n" ] } ], "source": [ "train_idx = list(range(14)) # stims 0..13\n", "val_idx = list(range(14, 17)) # 14, 15, 16\n", "test_idx = list(range(17, 20)) # 17, 18, 19\n", "\n", "train_loader = DataLoader(Subset(ds, train_idx), batch_size=1,\n", " shuffle=True, collate_fn=neural_collate)\n", "val_loader = DataLoader(Subset(ds, val_idx), batch_size=1,\n", " shuffle=False, collate_fn=neural_collate)\n", "test_loader = DataLoader(Subset(ds, test_idx), batch_size=1,\n", " shuffle=False, collate_fn=neural_collate)\n", "\n", "print(f\"train: {len(train_loader.dataset)} stims | \"\n", " f\"val: {len(val_loader.dataset)} | \"\n", " f\"test: {len(test_loader.dataset)}\")\n" ] }, { "cell_type": "markdown", "id": "765bbda4", "metadata": {}, "source": [ "## 4. Model: StateNet GRU\n", "\n", "`StateNet` (Rahman, Willmore et al. 2020) is a per-timestep spectral\n", "encoder followed by a recurrent core (GRU here) and a per-neuron linear\n", "readout. With `out_neurons=119`, one population model jointly fits all\n", "NS1 cells through a shared backbone.\n", "\n", "The default output activation is `ParametricSoftplus(out_neurons)` \u2014\n", "per-neuron learnable sharpness \u03b2 and additive baseline b, both\n", "softplus-reparameterised so the curve stays non-negative. This is\n", "unbounded above (good for spike-count regression where peaks can exceed\n", "1) and the per-neuron parameters let the model adapt the firing curve\n", "per cell. See `deepSTRF.models.activations` for the alternative\n", "parametric variants (`ParametricSigmoid`, `ParametricDoubleExponential`)\n", "or pass `output_activation=nn.Identity()` for an unbounded signed\n", "output." ] }, { "cell_type": "code", "execution_count": 5, "id": "6bccdea6", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:34:27.988258Z", "iopub.status.busy": "2026-05-02T16:34:27.988131Z", "iopub.status.idle": "2026-05-02T16:34:27.993419Z", "shell.execute_reply": "2026-05-02T16:34:27.992696Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "StateNet(\n", " (wav2spec): Identity()\n", " (prefiltering): Identity()\n", " (core): Identity()\n", " (encoder_layers): Sequential(\n", " (0): LocallyConnected1d(\n", " (unfold): Unfold(kernel_size=(7, 1), dilation=1, padding=0, stride=3)\n", " (fold): Fold(output_size=(10, 1), kernel_size=(1, 1), dilation=1, padding=0, stride=1)\n", " )\n", " (1): CausalLayerNorm(\n", " (ln): LayerNorm((7,), eps=1e-05, elementwise_affine=True)\n", " )\n", " (2): Sigmoid()\n", " )\n", " (rnn): GRU(70, 70, batch_first=True)\n", " (readout): LinearReadout(\n", " (fc): Linear(in_features=70, out_features=119, bias=True)\n", " (activation): ParametricSoftplus(N=119, non_negative_output=True)\n", " )\n", ")\n", "\n", "Trainable params: 39,081\n" ] } ], "source": [ "model = StateNet(\n", " n_frequency_bands=34,\n", " hidden_channels=7, kernel_size=7, stride=3,\n", " connectivity=\"LC\", rnn_type=\"GRU\",\n", " out_neurons=ds.N_neurons,\n", ")\n", "print(model)\n", "print(f\"\\nTrainable params: {model.count_trainable_params():,}\")\n" ] }, { "cell_type": "markdown", "id": "9f50d2ef", "metadata": {}, "source": [ "## 5. Train with the Fitter\n", "\n", "The `Fitter` wires a model, the loaders, an optimizer, and the\n", "canonical val metrics (`cc`, `cc_norm`) into a single `.fit()` call.\n", "Defaults match `metrics_paradigm.md` \u00a77: `mse_loss` against the auto-PSTH\n", "of `responses`, `monitor='val_cc_norm'` with `mode='max'`, and AdamW\n", "with `lr=1e-3`. We override `weight_decay=0.0` to match the legacy NS1\n", "convention." ] }, { "cell_type": "code", "execution_count": 6, "id": "98a72c1e", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:34:27.994824Z", "iopub.status.busy": "2026-05-02T16:34:27.994640Z", "iopub.status.idle": "2026-05-02T16:39:28.850819Z", "shell.execute_reply": "2026-05-02T16:39:28.850038Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epoch 0 train_loss=0.0305 val_loss=0.0204 val_cc_norm=+0.112\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 1 train_loss=0.0244 val_loss=0.0192 val_cc_norm=+0.161\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 2 train_loss=0.0236 val_loss=0.0189 val_cc_norm=+0.204\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 3 train_loss=0.0230 val_loss=0.0185 val_cc_norm=+0.250\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 4 train_loss=0.0224 val_loss=0.0185 val_cc_norm=+0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 5 train_loss=0.0222 val_loss=0.0180 val_cc_norm=+0.338\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 6 train_loss=0.0218 val_loss=0.0175 val_cc_norm=+0.381\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 7 train_loss=0.0212 val_loss=0.0171 val_cc_norm=+0.418\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 8 train_loss=0.0204 val_loss=0.0168 val_cc_norm=+0.471\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 9 train_loss=0.0197 val_loss=0.0158 val_cc_norm=+0.517\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 10 train_loss=0.0191 val_loss=0.0154 val_cc_norm=+0.542\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 11 train_loss=0.0188 val_loss=0.0155 val_cc_norm=+0.561\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 12 train_loss=0.0184 val_loss=0.0151 val_cc_norm=+0.581\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 13 train_loss=0.0177 val_loss=0.0148 val_cc_norm=+0.599\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 14 train_loss=0.0175 val_loss=0.0150 val_cc_norm=+0.608\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 15 train_loss=0.0171 val_loss=0.0142 val_cc_norm=+0.631\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 16 train_loss=0.0165 val_loss=0.0141 val_cc_norm=+0.641\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 17 train_loss=0.0162 val_loss=0.0139 val_cc_norm=+0.656\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 18 train_loss=0.0161 val_loss=0.0136 val_cc_norm=+0.666\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 19 train_loss=0.0156 val_loss=0.0138 val_cc_norm=+0.672\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 20 train_loss=0.0157 val_loss=0.0140 val_cc_norm=+0.680\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 21 train_loss=0.0156 val_loss=0.0133 val_cc_norm=+0.694\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 22 train_loss=0.0154 val_loss=0.0142 val_cc_norm=+0.698\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 23 train_loss=0.0157 val_loss=0.0129 val_cc_norm=+0.706\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 24 train_loss=0.0151 val_loss=0.0135 val_cc_norm=+0.703\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 25 train_loss=0.0149 val_loss=0.0130 val_cc_norm=+0.712\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 26 train_loss=0.0145 val_loss=0.0127 val_cc_norm=+0.721\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 27 train_loss=0.0144 val_loss=0.0126 val_cc_norm=+0.726\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 28 train_loss=0.0143 val_loss=0.0122 val_cc_norm=+0.736\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 29 train_loss=0.0141 val_loss=0.0122 val_cc_norm=+0.738\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 30 train_loss=0.0139 val_loss=0.0123 val_cc_norm=+0.739\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 31 train_loss=0.0139 val_loss=0.0124 val_cc_norm=+0.738\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 32 train_loss=0.0137 val_loss=0.0119 val_cc_norm=+0.752\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 33 train_loss=0.0137 val_loss=0.0119 val_cc_norm=+0.757\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 34 train_loss=0.0135 val_loss=0.0118 val_cc_norm=+0.758\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 35 train_loss=0.0134 val_loss=0.0117 val_cc_norm=+0.764\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 36 train_loss=0.0133 val_loss=0.0117 val_cc_norm=+0.766\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 37 train_loss=0.0132 val_loss=0.0116 val_cc_norm=+0.765\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 38 train_loss=0.0131 val_loss=0.0115 val_cc_norm=+0.773\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 39 train_loss=0.0131 val_loss=0.0115 val_cc_norm=+0.775\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 40 train_loss=0.0130 val_loss=0.0115 val_cc_norm=+0.772\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 41 train_loss=0.0129 val_loss=0.0114 val_cc_norm=+0.779\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 42 train_loss=0.0128 val_loss=0.0115 val_cc_norm=+0.780\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 43 train_loss=0.0128 val_loss=0.0114 val_cc_norm=+0.781\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 44 train_loss=0.0127 val_loss=0.0113 val_cc_norm=+0.783\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 45 train_loss=0.0127 val_loss=0.0113 val_cc_norm=+0.785\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 46 train_loss=0.0126 val_loss=0.0113 val_cc_norm=+0.788\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 47 train_loss=0.0127 val_loss=0.0114 val_cc_norm=+0.780\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 48 train_loss=0.0127 val_loss=0.0116 val_cc_norm=+0.783\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 49 train_loss=0.0126 val_loss=0.0112 val_cc_norm=+0.794\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 50 train_loss=0.0124 val_loss=0.0113 val_cc_norm=+0.791\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 51 train_loss=0.0123 val_loss=0.0112 val_cc_norm=+0.795\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 52 train_loss=0.0123 val_loss=0.0110 val_cc_norm=+0.800\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 53 train_loss=0.0123 val_loss=0.0112 val_cc_norm=+0.797\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 54 train_loss=0.0123 val_loss=0.0113 val_cc_norm=+0.786\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 55 train_loss=0.0123 val_loss=0.0111 val_cc_norm=+0.799\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 56 train_loss=0.0122 val_loss=0.0111 val_cc_norm=+0.800\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 57 train_loss=0.0120 val_loss=0.0111 val_cc_norm=+0.798\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 58 train_loss=0.0121 val_loss=0.0110 val_cc_norm=+0.799\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 59 train_loss=0.0120 val_loss=0.0111 val_cc_norm=+0.798\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 60 train_loss=0.0119 val_loss=0.0109 val_cc_norm=+0.804\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 61 train_loss=0.0119 val_loss=0.0111 val_cc_norm=+0.799\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 62 train_loss=0.0118 val_loss=0.0110 val_cc_norm=+0.803\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 63 train_loss=0.0118 val_loss=0.0113 val_cc_norm=+0.791\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 64 train_loss=0.0117 val_loss=0.0109 val_cc_norm=+0.806\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 65 train_loss=0.0117 val_loss=0.0109 val_cc_norm=+0.806\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 66 train_loss=0.0118 val_loss=0.0111 val_cc_norm=+0.808\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 67 train_loss=0.0117 val_loss=0.0109 val_cc_norm=+0.805\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 68 train_loss=0.0118 val_loss=0.0109 val_cc_norm=+0.808\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 69 train_loss=0.0117 val_loss=0.0107 val_cc_norm=+0.813\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 70 train_loss=0.0115 val_loss=0.0109 val_cc_norm=+0.807\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 71 train_loss=0.0115 val_loss=0.0109 val_cc_norm=+0.809\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 72 train_loss=0.0115 val_loss=0.0108 val_cc_norm=+0.813\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 73 train_loss=0.0114 val_loss=0.0108 val_cc_norm=+0.812\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 74 train_loss=0.0114 val_loss=0.0110 val_cc_norm=+0.801\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 75 train_loss=0.0114 val_loss=0.0110 val_cc_norm=+0.805\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 76 train_loss=0.0114 val_loss=0.0110 val_cc_norm=+0.804\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 77 train_loss=0.0112 val_loss=0.0108 val_cc_norm=+0.810\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 78 train_loss=0.0112 val_loss=0.0107 val_cc_norm=+0.811\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 79 train_loss=0.0112 val_loss=0.0108 val_cc_norm=+0.811\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "finished after 80 epochs\n" ] } ], "source": [ "optimizer = torch.optim.AdamW(model.parameters(), lr=1e-3, weight_decay=0.0)\n", "\n", "fitter = Fitter(\n", " model, train_loader, val_loader,\n", " optimizer=optimizer,\n", " device=device,\n", " max_epochs=80,\n", " patience=15,\n", " monitor=\"val_cc_norm\",\n", " mode=\"max\",\n", " log_fn=lambda d: print(\n", " f\"epoch {d['epoch']:3d} \"\n", " f\"train_loss={d['train_loss']:.4f} \"\n", " f\"val_loss={d['val_loss']:.4f} \"\n", " f\"val_cc_norm={torch.nanmean(d['val_cc_norm']):+.3f}\",\n", " flush=True,\n", " ),\n", ")\n", "history = fitter.fit()\n", "print(f\"\\nfinished after {len(history)} epochs\")\n" ] }, { "cell_type": "markdown", "id": "bf8b1940", "metadata": {}, "source": [ "## 6. Training curves" ] }, { "cell_type": "code", "execution_count": 7, "id": "2c956aa6", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:39:28.852728Z", "iopub.status.busy": "2026-05-02T16:39:28.852416Z", "iopub.status.idle": "2026-05-02T16:39:29.087475Z", "shell.execute_reply": "2026-05-02T16:39:29.086740Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "epochs = [h[\"epoch\"] for h in history]\n", "train_loss = [h[\"train_loss\"] for h in history]\n", "val_loss = [h[\"val_loss\"] for h in history]\n", "val_cc = [torch.nanmean(h[\"val_cc\"]).item() for h in history]\n", "val_ccn = [torch.nanmean(h[\"val_cc_norm\"]).item() for h in history]\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(10, 3.5))\n", "axs[0].plot(epochs, train_loss, label=\"train\", lw=1.5)\n", "axs[0].plot(epochs, val_loss, label=\"val\", lw=1.5)\n", "axs[0].set_xlabel(\"epoch\"); axs[0].set_ylabel(\"MSE loss\"); axs[0].legend()\n", "axs[0].set_title(\"Loss\")\n", "\n", "axs[1].plot(epochs, val_cc, label=\"val cc\", lw=1.5)\n", "axs[1].plot(epochs, val_ccn, label=\"val cc_norm\", lw=1.5)\n", "axs[1].set_xlabel(\"epoch\"); axs[1].set_ylabel(\"Pearson r\"); axs[1].legend()\n", "axs[1].set_title(\"Validation correlations\")\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "bbe7ac10", "metadata": {}, "source": [ "## 7. Test-set evaluation\n", "\n", "`fitter.evaluate(loader)` runs the same cross-batch concat-then-compute\n", "pipeline on the held-out stims and returns un-prefixed metrics." ] }, { "cell_type": "code", "execution_count": 8, "id": "fdf86ed4", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:39:29.089073Z", "iopub.status.busy": "2026-05-02T16:39:29.088922Z", "iopub.status.idle": "2026-05-02T16:39:29.821405Z", "shell.execute_reply": "2026-05-02T16:39:29.820688Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "test loss: 0.0160\n", "test cc mean=+0.659 median=+0.681\n", "test cc_norm mean=+0.770 median=+0.796\n" ] } ], "source": [ "test_metrics = fitter.evaluate(test_loader)\n", "test_cc = test_metrics[\"cc\"].cpu()\n", "test_ccn = test_metrics[\"cc_norm\"].cpu()\n", "print(f\"test loss: {test_metrics['loss']:.4f}\")\n", "print(f\"test cc mean={torch.nanmean(test_cc):+.3f} median={torch.nanmedian(test_cc):+.3f}\")\n", "print(f\"test cc_norm mean={torch.nanmean(test_ccn):+.3f} median={torch.nanmedian(test_ccn):+.3f}\")\n" ] }, { "cell_type": "markdown", "id": "83e5ceb2", "metadata": {}, "source": [ "## 8. Per-cell `cc_norm` distribution" ] }, { "cell_type": "code", "execution_count": 9, "id": "437090ab", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:39:29.823214Z", "iopub.status.busy": "2026-05-02T16:39:29.823072Z", "iopub.status.idle": "2026-05-02T16:39:29.954162Z", "shell.execute_reply": "2026-05-02T16:39:29.953495Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 3.5))\n", "ax.hist(test_ccn.numpy(), bins=30, edgecolor=\"black\", alpha=0.85)\n", "ax.axvline(torch.nanmean(test_ccn).item(), color=\"red\", lw=2,\n", " label=f\"mean = {torch.nanmean(test_ccn):.3f}\")\n", "ax.set_xlabel(\"test cc_norm\")\n", "ax.set_ylabel(\"# neurons\")\n", "ax.set_title(\"Per-cell noise-corrected correlation (Schoppe)\")\n", "ax.legend()\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "6eb79863", "metadata": {}, "source": [ "## 9. Predictions vs ground-truth PSTH\n", "\n", "Pick the best, median, and worst cells (by test `cc_norm`) and overlay\n", "the model's prediction on the trial-averaged response for one held-out\n", "stimulus." ] }, { "cell_type": "code", "execution_count": 10, "id": "a6606661", "metadata": { "execution": { "iopub.execute_input": "2026-05-02T16:39:29.955816Z", "iopub.status.busy": "2026-05-02T16:39:29.955682Z", "iopub.status.idle": "2026-05-02T16:39:30.236395Z", "shell.execute_reply": "2026-05-02T16:39:30.235439Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": "# rank cells by cc_norm; pick best / median / worst\nranking = test_ccn.argsort(descending=True)\nbest, median, worst = ranking[0].item(), ranking[len(ranking) // 2].item(), ranking[-1].item()\npicks = [(\"best\", best), (\"median\", median), (\"worst\", worst)]\n\n# run inference on test stim 0\nmodel.eval()\nwith torch.no_grad():\n stim0 = ds.stims[test_idx[0]].unsqueeze(0).to(device) # (1, 1, F, T)\n pred = model(stim0).cpu().squeeze(0).squeeze(1) # (N, T)\n\n# trial-averaged response per cell on the same stim\npsth_per_cell = torch.stack([r.mean(dim=0) for r in ds.responses[test_idx[0]]]) # (N, T)\n\nfig, axs = plt.subplots(3, 1, figsize=(9, 6), sharex=True)\nfor ax, (label, idx) in zip(axs, picks):\n plot_psth_vs_pred(\n psth_per_cell[idx], pred[idx], dt_ms=5, ax=ax,\n title=f\"{label} cell (idx={idx}) \u2014 test cc_norm={test_ccn[idx]:+.3f}\",\n )\naxs[-1].set_xlabel(\"time (s)\")\nplt.tight_layout(); plt.show()" }, { "cell_type": "markdown", "id": "3267e60b", "metadata": {}, "source": [ "## What's next\n", "\n", "- **Other audio datasets** \u2014 same `Fitter`/metrics stack works on\n", " CRCNS AA1/AA2/AA4 and NAT4 with no code changes; only the\n", " dataset constructor differs.\n", "- **Cross-species concatenation** \u2014 `concat_neural_datasets([ns1, aa1])`\n", " builds a block-diagonal joint dataset; a single StateNet over the\n", " union fits both species jointly. See\n", " [`dataset_concatenation.md`](../docs/_source/md/dataset_concatenation.md).\n", "- **Custom training loops** \u2014 the `Fitter` is a thin convenience; for\n", " multi-GPU, mixed-precision, gradient accumulation, etc., write the\n", " 3-line canonical loop from\n", " [`metrics_paradigm.md`](../docs/_source/md/metrics_paradigm.md) \u00a77\n", " directly.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }