{ "cells": [ { "cell_type": "markdown", "id": "809e6044", "metadata": {}, "source": [ "# Encoding zebra finch auditory pallium responses to unoccluded song\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/le_2025_baseline.ipynb)\n", "\n", "End-to-end demo of **`Le2025Dataset`** (Le, Bjoring & Meliza 2025,\n", "*Nat Commun*; [DOI](https://doi.org/10.1038/s41467-025-63182-y),\n", "[figshare](https://doi.org/10.6084/m9.figshare.29203457)) →\n", "**StateNet GRU** → cc / cc_norm benchmark.\n", "\n", "The Le 2025 dataset contains responses of single units in the zebra finch\n", "auditory pallium to **8 conspecific song motifs** in up to 7 variants per\n", "critical interval — the variants are how the paper probes the *auditory\n", "restoration illusion*. For this baseline encoding fit, we use only the\n", "**unoccluded `C` (Continuous) variant** of each motif: 8 stims × 10 reps\n", "of clean natural song. That is the natural control for a stimulus-to-PSTH\n", "encoding model — directly comparable to AA1 / NS1 / NAT4 benchmarks.\n", "\n", "Pipeline:\n", "\n", "1. Load the `nat8b` sub-experiment (cohort 3, 445 units, full variant set).\n", "2. Restrict to the 8 unoccluded `C` stims with `ds.select_variant('C')`.\n", "3. Split 6 / 1 / 1 motifs train / val / test.\n", "4. Fit a StateNet GRU population model (one model jointly fits all 445 cells).\n", "5. Report Pearson `cc` and noise-corrected `cc_norm` on the held-out motif.\n", "6. (Bonus) Use the fitted model to predict responses to the occluded\n", " variants — a first qualitative look at whether the encoding model\n", " sees \"restoration\" in its outputs.\n" ] }, { "cell_type": "markdown", "id": "24f58e9e", "metadata": {}, "source": "## Setup — Google Colab\n\nIf you're on Colab, the cell below installs deepSTRF + the `gammatone`\nextra (needed to compute the paper's spectrograms). On a local install\n(`pip install -e \".[le]\"`) it's a no-op.\n\nThe ~3 GB Le 2025 figshare archive is auto-downloaded on first use\n(`download=True` in the constructor — pulled from\n[figshare](https://doi.org/10.6084/m9.figshare.29203457), unpacked\ninto the platformdirs cache; override via `$DEEPSTRF_DATA_DIR`)." }, { "cell_type": "code", "execution_count": 1, "id": "f1c5012b", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:02:55.007155Z", "iopub.status.busy": "2026-05-16T09:02:55.006458Z", "iopub.status.idle": "2026-05-16T09:02:55.029372Z", "shell.execute_reply": "2026-05-16T09:02:55.026548Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Local environment — assuming deepSTRF + gammatone are importable.\n" ] } ], "source": [ "import sys\n", "if 'google.colab' in sys.modules:\n", " !pip install -q 'git+https://github.com/urancon/deepSTRF.git#egg=deepSTRF[le]'\n", " print('deepSTRF[le] installed from GitHub.')\n", "else:\n", " print('Local environment — assuming deepSTRF + gammatone are importable.')\n" ] }, { "cell_type": "markdown", "id": "aedf041e", "metadata": {}, "source": [ "## Imports\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "7b76eea5", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:02:55.035859Z", "iopub.status.busy": "2026-05-16T09:02:55.035253Z", "iopub.status.idle": "2026-05-16T09:02:57.530041Z", "shell.execute_reply": "2026-05-16T09:02:57.529156Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "from torch.utils.data import DataLoader, Subset\n", "\n", "from deepSTRF.datasets.audio import Le2025Dataset\n", "from deepSTRF.models.audio import StateNet\n", "from deepSTRF.training import Fitter, set_random_seed\n", "from deepSTRF.utils.data import neural_collate\n", "\n", "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "print(f'Using device: {device}')\n", "set_random_seed(0)\n" ] }, { "cell_type": "markdown", "id": "d1248fc6", "metadata": {}, "source": "## 1. Load Le 2025 — `nat8b` sub-experiment\n\n`Le2025Dataset` computes the **paper-faithful gammatone**\nspectrogram (50 log-spaced bands, 1–8 kHz, 2.5 ms window, 1 ms hop,\n`log(P+1)` compression — Methods p. 10). We use `dt_ms=5` here for\nspeed; pass `dt_ms=1` for an exact paper-matched binning." }, { "cell_type": "code", "execution_count": null, "id": "86de3ef2", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:02:57.531896Z", "iopub.status.busy": "2026-05-16T09:02:57.531680Z", "iopub.status.idle": "2026-05-16T09:03:28.271546Z", "shell.execute_reply": "2026-05-16T09:03:28.270408Z" } }, "outputs": [], "source": "ds = Le2025Dataset(\n download=True,\n experiment='nat8b', # cohort 3, natural-syntax motifs, full variant set\n dt_ms=5.0, # paper uses 1 ms; 5 ms keeps the demo brisk\n smooth=True,\n)\nprint(f'Total stims: {len(ds.stim_meta)} (8 motifs × 12 variants)')\nprint(f'Total neurons: {ds.N_neurons}')\nprint(f'Bands × hop: {ds.F} × {ds.dt} ms')\nprint(f'Variants on disk: {sorted({m[\"variant\"] for m in ds.stim_meta})}')\nprint(f'Motifs on disk: {sorted({m[\"motif\"] for m in ds.stim_meta})}')\n" }, { "cell_type": "markdown", "id": "a66791a4", "metadata": {}, "source": [ "## 2. Quick look — one motif, one cell\n", "\n", "The gammatone spectrogram below is the unmodified motif (`C` variant);\n", "the raster underneath is one cell's repeats and the trial-averaged PSTH.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "f18b9273", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:03:28.273509Z", "iopub.status.busy": "2026-05-16T09:03:28.273328Z", "iopub.status.idle": "2026-05-16T09:03:28.553932Z", "shell.execute_reply": "2026-05-16T09:03:28.552891Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stim_idx = next(i for i, m in enumerate(ds.stim_meta)\n", " if m['motif'] == 'nat8mk0' and m['variant'] == 'C')\n", "cell_idx = 0\n", "\n", "spec = ds.stims[stim_idx][0].numpy()\n", "resp = ds.responses[stim_idx][cell_idx].numpy()\n", "psth = resp.mean(axis=0)\n", "t = np.arange(spec.shape[1]) * ds.dt * 1e-3\n", "\n", "fig, axs = plt.subplots(3, 1, figsize=(9, 5.5), sharex=True,\n", " gridspec_kw={'height_ratios': [2, 2, 1]})\n", "axs[0].imshow(spec, aspect='auto', origin='lower', cmap='magma',\n", " extent=[t[0], t[-1], ds.fmin/1000, ds.fmax/1000])\n", "axs[0].set_ylabel('freq (kHz)')\n", "axs[0].set_title(f\"{ds.stim_meta[stim_idx]['name']} ({ds.stim_meta[stim_idx]['variant']} variant)\")\n", "\n", "axs[1].imshow(resp, aspect='auto', cmap='Greys',\n", " extent=[t[0], t[-1], 0, resp.shape[0]])\n", "axs[1].set_ylabel(f'trial (R={resp.shape[0]})')\n", "axs[1].set_title(f'cell {cell_idx} — {ds.nrn_meta[cell_idx][\"cell_id\"]} ({ds.nrn_meta[cell_idx][\"area\"]})')\n", "\n", "axs[2].plot(t, psth, lw=1.0)\n", "axs[2].set_ylabel('PSTH')\n", "axs[2].set_xlabel('time (s)')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "53ecee5e", "metadata": {}, "source": [ "## 3. Restrict to unoccluded motifs and split by motif\n", "\n", "`select_variant('C')` keeps the 8 unmodified motifs and (via the\n", "bidirectional rule on `nrn_masks`) drops any neurons that lacked\n", "C-variant data. We then split motif-wise: 6 train / 1 val / 1 test.\n", "\n", "*Why split by motif rather than by trial?* Trials of the same motif are\n", "near-identical noise realizations of the same stimulus; splitting trials\n", "leaks the stim distribution into val/test. Motif-wise split gives a true\n", "held-out generalization test.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "91e7dbe2", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:03:28.556192Z", "iopub.status.busy": "2026-05-16T09:03:28.555957Z", "iopub.status.idle": "2026-05-16T09:03:29.169050Z", "shell.execute_reply": "2026-05-16T09:03:29.168040Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After select_variant(\"C\"): len(ds)=8 N selected=445\n", "C-variant motifs: ['nat8mk0', 'nat8mk1', 'nat8mk2', 'nat8mk3', 'nat8mk4', 'nat8mk5', 'nat8mk6', 'nat8mk7']\n", "train: 6 motifs, val: 1, test: 1\n" ] } ], "source": [ "ds.select_variant('C')\n", "print(f'After select_variant(\"C\"): len(ds)={len(ds)} N selected={len(ds._selected())}')\n", "\n", "# 8 motifs in canonical order; reproducibility via fixed seed.\n", "motif_order = [m['motif'] for m in ds.stim_meta if m['variant'] == 'C']\n", "C_stim_indices = [i for i, m in enumerate(ds.stim_meta) if m['variant'] == 'C']\n", "print('C-variant motifs:', motif_order)\n", "\n", "train_iter = list(range(6)) # the first 6 motifs\n", "val_iter = [6] # 7th motif\n", "test_iter = [7] # 8th motif\n", "\n", "train_loader = DataLoader(Subset(ds, train_iter), batch_size=1, shuffle=True, collate_fn=neural_collate)\n", "val_loader = DataLoader(Subset(ds, val_iter), batch_size=1, shuffle=False, collate_fn=neural_collate)\n", "test_loader = DataLoader(Subset(ds, test_iter), batch_size=1, shuffle=False, collate_fn=neural_collate)\n", "print(f'train: {len(train_loader.dataset)} motifs, val: {len(val_loader.dataset)}, test: {len(test_loader.dataset)}')\n" ] }, { "cell_type": "markdown", "id": "8b626296", "metadata": {}, "source": [ "## 4. Standardize the spectrograms\n", "\n", "Per-band mean/std computed on train + val and applied to all stims\n", "(prevents test-stats leakage; see `standardize_stims` docstring).\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "24abe425", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:03:29.171055Z", "iopub.status.busy": "2026-05-16T09:03:29.170890Z", "iopub.status.idle": "2026-05-16T09:03:29.177237Z", "shell.execute_reply": "2026-05-16T09:03:29.176412Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "post-norm stim[0] min/mean/max: -0.8133478760719299 -0.22694870829582214 12.227806091308594\n" ] } ], "source": [ "ds.standardize_stims(stim_indices=[C_stim_indices[i] for i in train_iter + val_iter])\n", "print('post-norm stim[0] min/mean/max:',\n", " ds.stims[C_stim_indices[0]].min().item(),\n", " ds.stims[C_stim_indices[0]].mean().item(),\n", " ds.stims[C_stim_indices[0]].max().item())\n" ] }, { "cell_type": "markdown", "id": "4a3094ef", "metadata": {}, "source": [ "## 5. StateNet GRU population model\n", "\n", "Per-timestep spectral encoder (`Linear` / `LocallyConnected1d`) → GRU →\n", "per-neuron linear readout. `out_neurons=ds.N_neurons` makes one shared\n", "backbone fit all 445 cells jointly.\n", "\n", "The output activation defaults to `ParametricSoftplus(out_neurons)` —\n", "per-neuron learnable sharpness + non-negative baseline; pairs naturally\n", "with `mse_loss(pred, gt_psth)`.\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "e6b8b07b", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:03:29.179736Z", "iopub.status.busy": "2026-05-16T09:03:29.179531Z", "iopub.status.idle": "2026-05-16T09:03:29.189224Z", "shell.execute_reply": "2026-05-16T09:03:29.188016Z" } }, "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=(15, 1), kernel_size=(1, 1), dilation=1, padding=0, stride=1)\n", " )\n", " (1): CausalLayerNorm(\n", " (ln): LayerNorm((16,), eps=1e-05, elementwise_affine=True)\n", " )\n", " (2): Sigmoid()\n", " )\n", " (rnn): GRU(240, 240, batch_first=True)\n", " (readout): LinearReadout(\n", " (fc): Linear(in_features=240, out_features=445, bias=True)\n", " (activation): ParametricSoftplus(N=445, non_negative_output=True)\n", " )\n", ")\n", "\n", "Trainable params: 457,127\n" ] } ], "source": [ "model = StateNet(\n", " n_frequency_bands=ds.F, # 50 gammatone bands\n", " hidden_channels=16,\n", " kernel_size=7, stride=3,\n", " connectivity='LC',\n", " 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": "deb30710", "metadata": {}, "source": [ "## 6. Fit\n", "\n", "Defaults: MSE loss against the per-batch PSTH, AdamW + early stopping on\n", "`val_cc_norm` (Schoppe-style noise-corrected correlation across cells —\n", "see [`metrics_paradigm.md`](../docs/_source/md/metrics_paradigm.md) §6.4).\n", "\n", "With 6 train motifs the data is tiny; this typically converges within a\n", "minute or so on a single GPU. Don't be surprised if the held-out cc is\n", "modest — the paper's PSTH-decoding is an easier problem than predicting\n", "single-cell rate curves from clean spectrograms, and Le 2025's noise\n", "ceiling on individual cells varies a lot.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "9257fe24", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:03:29.191287Z", "iopub.status.busy": "2026-05-16T09:03:29.191020Z", "iopub.status.idle": "2026-05-16T09:04:59.243672Z", "shell.execute_reply": "2026-05-16T09:04:59.243061Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epoch 0 train_loss=0.0223 val_loss=0.0137 val_cc_norm=+0.050\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 1 train_loss=0.0151 val_loss=0.0139 val_cc_norm=+0.052\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 2 train_loss=0.0148 val_loss=0.0128 val_cc_norm=+0.081\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 3 train_loss=0.0142 val_loss=0.0123 val_cc_norm=+0.106\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 4 train_loss=0.0136 val_loss=0.0122 val_cc_norm=+0.137\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 5 train_loss=0.0133 val_loss=0.0118 val_cc_norm=+0.151\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 6 train_loss=0.0127 val_loss=0.0113 val_cc_norm=+0.179\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 7 train_loss=0.0122 val_loss=0.0110 val_cc_norm=+0.207\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 8 train_loss=0.0116 val_loss=0.0106 val_cc_norm=+0.241\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 9 train_loss=0.0112 val_loss=0.0105 val_cc_norm=+0.246\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 10 train_loss=0.0108 val_loss=0.0101 val_cc_norm=+0.264\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 11 train_loss=0.0105 val_loss=0.0097 val_cc_norm=+0.287\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 12 train_loss=0.0102 val_loss=0.0097 val_cc_norm=+0.302\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 13 train_loss=0.0101 val_loss=0.0097 val_cc_norm=+0.314\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 14 train_loss=0.0100 val_loss=0.0094 val_cc_norm=+0.326\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 15 train_loss=0.0098 val_loss=0.0096 val_cc_norm=+0.325\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 16 train_loss=0.0096 val_loss=0.0093 val_cc_norm=+0.325\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 17 train_loss=0.0095 val_loss=0.0094 val_cc_norm=+0.348\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 18 train_loss=0.0093 val_loss=0.0095 val_cc_norm=+0.345\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 19 train_loss=0.0091 val_loss=0.0094 val_cc_norm=+0.351\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 20 train_loss=0.0090 val_loss=0.0092 val_cc_norm=+0.354\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 21 train_loss=0.0090 val_loss=0.0091 val_cc_norm=+0.347\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 22 train_loss=0.0089 val_loss=0.0093 val_cc_norm=+0.352\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 23 train_loss=0.0086 val_loss=0.0093 val_cc_norm=+0.353\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 24 train_loss=0.0085 val_loss=0.0092 val_cc_norm=+0.349\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 25 train_loss=0.0084 val_loss=0.0090 val_cc_norm=+0.359\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 26 train_loss=0.0083 val_loss=0.0093 val_cc_norm=+0.353\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 27 train_loss=0.0082 val_loss=0.0094 val_cc_norm=+0.352\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 28 train_loss=0.0080 val_loss=0.0092 val_cc_norm=+0.353\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 29 train_loss=0.0079 val_loss=0.0091 val_cc_norm=+0.363\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 30 train_loss=0.0079 val_loss=0.0099 val_cc_norm=+0.358\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 31 train_loss=0.0078 val_loss=0.0094 val_cc_norm=+0.360\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 32 train_loss=0.0076 val_loss=0.0093 val_cc_norm=+0.357\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 33 train_loss=0.0075 val_loss=0.0096 val_cc_norm=+0.359\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 34 train_loss=0.0073 val_loss=0.0094 val_cc_norm=+0.360\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 35 train_loss=0.0072 val_loss=0.0092 val_cc_norm=+0.367\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 36 train_loss=0.0070 val_loss=0.0092 val_cc_norm=+0.371\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 37 train_loss=0.0068 val_loss=0.0093 val_cc_norm=+0.375\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 38 train_loss=0.0067 val_loss=0.0092 val_cc_norm=+0.370\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 39 train_loss=0.0067 val_loss=0.0091 val_cc_norm=+0.374\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 40 train_loss=0.0067 val_loss=0.0098 val_cc_norm=+0.371\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 41 train_loss=0.0066 val_loss=0.0093 val_cc_norm=+0.374\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 42 train_loss=0.0064 val_loss=0.0094 val_cc_norm=+0.383\n" ] }, { "name": 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"name": "stdout", "output_type": "stream", "text": [ "epoch 51 train_loss=0.0059 val_loss=0.0099 val_cc_norm=+0.374\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 52 train_loss=0.0057 val_loss=0.0096 val_cc_norm=+0.372\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 53 train_loss=0.0057 val_loss=0.0097 val_cc_norm=+0.398\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 54 train_loss=0.0056 val_loss=0.0094 val_cc_norm=+0.384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 55 train_loss=0.0055 val_loss=0.0093 val_cc_norm=+0.389\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 56 train_loss=0.0055 val_loss=0.0095 val_cc_norm=+0.387\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 57 train_loss=0.0056 val_loss=0.0098 val_cc_norm=+0.374\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 58 train_loss=0.0056 val_loss=0.0097 val_cc_norm=+0.392\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 59 train_loss=0.0056 val_loss=0.0102 val_cc_norm=+0.396\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 60 train_loss=0.0056 val_loss=0.0096 val_cc_norm=+0.401\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 61 train_loss=0.0053 val_loss=0.0100 val_cc_norm=+0.400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 62 train_loss=0.0052 val_loss=0.0098 val_cc_norm=+0.401\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 63 train_loss=0.0051 val_loss=0.0099 val_cc_norm=+0.401\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 64 train_loss=0.0050 val_loss=0.0097 val_cc_norm=+0.411\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 65 train_loss=0.0050 val_loss=0.0096 val_cc_norm=+0.414\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 66 train_loss=0.0048 val_loss=0.0098 val_cc_norm=+0.400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 67 train_loss=0.0048 val_loss=0.0108 val_cc_norm=+0.390\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 68 train_loss=0.0049 val_loss=0.0095 val_cc_norm=+0.416\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 69 train_loss=0.0048 val_loss=0.0098 val_cc_norm=+0.409\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 70 train_loss=0.0047 val_loss=0.0101 val_cc_norm=+0.403\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 71 train_loss=0.0046 val_loss=0.0097 val_cc_norm=+0.403\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 72 train_loss=0.0045 val_loss=0.0104 val_cc_norm=+0.396\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 73 train_loss=0.0044 val_loss=0.0099 val_cc_norm=+0.400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 74 train_loss=0.0044 val_loss=0.0097 val_cc_norm=+0.416\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 75 train_loss=0.0043 val_loss=0.0102 val_cc_norm=+0.398\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 76 train_loss=0.0042 val_loss=0.0097 val_cc_norm=+0.407\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 77 train_loss=0.0042 val_loss=0.0099 val_cc_norm=+0.402\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 78 train_loss=0.0042 val_loss=0.0102 val_cc_norm=+0.385\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 79 train_loss=0.0042 val_loss=0.0099 val_cc_norm=+0.397\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 80 train_loss=0.0042 val_loss=0.0101 val_cc_norm=+0.399\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 81 train_loss=0.0042 val_loss=0.0102 val_cc_norm=+0.393\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 82 train_loss=0.0041 val_loss=0.0100 val_cc_norm=+0.402\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 83 train_loss=0.0040 val_loss=0.0101 val_cc_norm=+0.398\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 84 train_loss=0.0040 val_loss=0.0104 val_cc_norm=+0.384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 85 train_loss=0.0040 val_loss=0.0101 val_cc_norm=+0.401\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 86 train_loss=0.0040 val_loss=0.0104 val_cc_norm=+0.385\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 87 train_loss=0.0040 val_loss=0.0103 val_cc_norm=+0.393\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epoch 88 train_loss=0.0039 val_loss=0.0102 val_cc_norm=+0.390\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "finished after 89 epochs\n" ] } ], "source": [ "optimizer = torch.optim.AdamW(model.parameters(), lr=2e-3, weight_decay=1e-4)\n", "\n", "fitter = Fitter(\n", " model, train_loader, val_loader,\n", " optimizer=optimizer,\n", " device=device,\n", " max_epochs=120,\n", " patience=20,\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": "929a6fb5", "metadata": {}, "source": [ "## 7. Training curves\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "9a8e1604", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:04:59.245706Z", "iopub.status.busy": "2026-05-16T09:04:59.245489Z", "iopub.status.idle": "2026-05-16T09:04:59.448621Z", "shell.execute_reply": "2026-05-16T09:04:59.447799Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "epochs = [h['epoch'] for h in history]\n", "tr_loss = [h['train_loss'] for h in history]\n", "v_loss = [h['val_loss'] for h in history]\n", "v_cc = [torch.nanmean(h['val_cc']).item() for h in history]\n", "v_ccnorm = [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, tr_loss, label='train', lw=1.5)\n", "axs[0].plot(epochs, v_loss, label='val', lw=1.5)\n", "axs[0].set_xlabel('epoch'); axs[0].set_ylabel('MSE'); axs[0].legend(); axs[0].set_title('Loss')\n", "axs[1].plot(epochs, v_cc, label='val cc', lw=1.5)\n", "axs[1].plot(epochs, v_ccnorm, 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": "11afa3fa", "metadata": {}, "source": [ "## 8. Test-set evaluation\n", "\n", "**On reading `cc_norm`.** Schoppe's noise-corrected correlation divides\n", "the raw Pearson `cc` by the square root of the cell's signal-power\n", "ratio (signal / total). For low-SNR cells with a single held-out motif,\n", "the denominator can land arbitrarily close to zero — so a handful of\n", "cells dominate the **mean**, while the **median** is robust. Report the\n", "median; clip the histogram to keep the visualization readable.\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "96c13e6c", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:04:59.450361Z", "iopub.status.busy": "2026-05-16T09:04:59.450195Z", "iopub.status.idle": "2026-05-16T09:04:59.796505Z", "shell.execute_reply": "2026-05-16T09:04:59.795614Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "test loss: 0.0115\n", "test cc mean=+0.226 median=+0.183\n", "test cc_norm mean=+5.683 median=+0.465\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_metrics = fitter.evaluate(test_loader)\n", "test_cc = test_metrics['cc'].cpu()\n", "test_ccnorm = 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_ccnorm):+.3f} median={torch.nanmedian(test_ccnorm):+.3f}')\n", "\n", "# Clip the histogram view to [-1, 1] (a few low-SNR cells have cc_norm >> 1 due to ill-conditioned signal-power normalization).\n", "clip = test_ccnorm.clamp(-1.0, 1.0).numpy()\n", "fig, ax = plt.subplots(figsize=(8, 3.5))\n", "ax.hist(clip, bins=40, range=(-1, 1), edgecolor='black', alpha=0.85)\n", "ax.axvline(torch.nanmedian(test_ccnorm).item(), color='red', lw=2,\n", " label=f'median = {torch.nanmedian(test_ccnorm):+.3f}')\n", "ax.set_xlabel('cc_norm (Schoppe, clipped to [-1,1])'); ax.set_ylabel('# cells')\n", "ax.set_title(f'Held-out motif `{ds.stim_meta[C_stim_indices[test_iter[0]]][\"motif\"]}`: per-cell cc_norm')\n", "ax.legend(); plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "90ee4791", "metadata": {}, "source": [ "## 9. Bonus — model predictions on occluded variants\n", "\n", "The fitted model only ever saw clean `C` stimuli. Pushing the held-out\n", "motif's `GB` (Gap+Burst, illusion-inducing) and `CB` (Continuous+Burst,\n", "expected illusion) variants through it tells us how the model handles\n", "novel acoustic statistics outside its training distribution. *This is\n", "not the paper's restoration analysis* (which works in PLS latent space\n", "across the whole population), but it's a cheap qualitative sanity check.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "10b353df", "metadata": { "execution": { "iopub.execute_input": "2026-05-16T09:04:59.798254Z", "iopub.status.busy": "2026-05-16T09:04:59.798052Z", "iopub.status.idle": "2026-05-16T09:05:00.456217Z", "shell.execute_reply": "2026-05-16T09:05:00.455454Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds.reset_stim_selection()\n", "held_out_motif = ds.stim_meta[C_stim_indices[test_iter[0]]]['motif']\n", "show_variants = ['C', 'GB', 'CB', 'GM', 'N']\n", "show_ci = 1\n", "\n", "fig, axs = plt.subplots(len(show_variants), 2, figsize=(11, 2.0*len(show_variants)),\n", " sharex=True, gridspec_kw={'width_ratios': [3, 2]})\n", "model.eval()\n", "model.to(device)\n", "with torch.no_grad():\n", " for row, variant in enumerate(show_variants):\n", " candidates = [i for i, m in enumerate(ds.stim_meta)\n", " if m['motif'] == held_out_motif and m['variant'] == variant\n", " and (m['critical_interval'] in (None, show_ci))]\n", " if not candidates:\n", " for ax in axs[row]:\n", " ax.set_visible(False)\n", " continue\n", " s_idx = candidates[0]\n", " meta = ds.stim_meta[s_idx]\n", " spec = ds.stims[s_idx]\n", " t = np.arange(spec.shape[-1]) * ds.dt * 1e-3\n", " # batch axis\n", " x = spec.unsqueeze(0).to(device)\n", " pred = model(x).cpu().squeeze(0).squeeze(1) # (N, T)\n", " # ground truth on selected neurons\n", " resp = ds.responses[s_idx]\n", " psth = torch.stack([r.float().mean(0) if r.numel() > 1 else torch.full((spec.shape[-1],), float('nan'))\n", " for r in resp]) # (N, T)\n", " # plot stim spectrogram\n", " axs[row, 0].imshow(spec[0].numpy(), aspect='auto', origin='lower', cmap='magma',\n", " extent=[t[0], t[-1], ds.fmin/1000, ds.fmax/1000])\n", " if not np.isnan(meta['ci_onset_s']):\n", " axs[row, 0].axvspan(meta['ci_onset_s'], meta['ci_offset_s'], color='cyan', alpha=0.25)\n", " axs[row, 0].set_ylabel(f\"{variant}\\n(kHz)\")\n", " # plot pop-mean predicted vs measured PSTH\n", " axs[row, 1].plot(t, psth.nanmean(0).numpy(), label='measured', lw=1.0)\n", " axs[row, 1].plot(t, pred.mean(0).numpy(), label='predicted', lw=1.0)\n", " if not np.isnan(meta['ci_onset_s']):\n", " axs[row, 1].axvspan(meta['ci_onset_s'], meta['ci_offset_s'], color='cyan', alpha=0.25)\n", " if row == 0:\n", " axs[row, 1].legend(fontsize=8, loc='upper right')\n", "axs[-1, 0].set_xlabel('time (s)'); axs[-1, 1].set_xlabel('time (s)')\n", "fig.suptitle(f'Held-out motif `{held_out_motif}` — pop-mean response per variant', y=1.0)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "7421538b", "metadata": {}, "source": [ "### Where to go next\n", "\n", "- **Leave-one-motif-out cross-validation** — average cc / cc_norm across\n", " all 8 held-out motifs for a low-variance benchmark number.\n", "- **All variants in training** — fit the encoding model on `C + G + N +\n", " CB + CM` (the variants that contain no \"information beyond the noise\")\n", " to give it more data and a wider acoustic distribution.\n", "- **Restoration metric** — replicate the paper's PLS / restoration-index\n", " pipeline in deepSTRF, contrasting GB vs CB trajectories in the model's\n", " hidden state (rather than the recorded population). See `select_restoration_quartet`.\n", "- **synth8b** — re-fit on the scrambled-syntax cohort; does cc_norm\n", " drop, as the paper's restoration-index does?\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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 }