diff --git a/MARBLE/default_params.yaml b/MARBLE/default_params.yaml index d9795404..32b9a5f2 100644 --- a/MARBLE/default_params.yaml +++ b/MARBLE/default_params.yaml @@ -19,6 +19,7 @@ out_channels: 3 # number of output channels (if null, then =hidden_channels) bias: True # learn bias parameters in MLP vec_norm: False batch_norm: False # batch normalisation +emb_norm: False # spherical output # other params seed: 0 # seed for reproducibility diff --git a/MARBLE/layers.py b/MARBLE/layers.py index 06da2f2f..447e709c 100644 --- a/MARBLE/layers.py +++ b/MARBLE/layers.py @@ -6,6 +6,35 @@ from MARBLE import geometry as g +class SkipMLP(nn.Module): + """ MLP with skip connections """ + + def __init__(self, channel_list, dropout=0.0, bias=True): + super(SkipMLP, self).__init__() + assert len(channel_list) > 1, "Channel list must have at least two elements for an MLP." + self.layers = nn.ModuleList() + self.dropout = dropout + self.in_channels = channel_list[0] + for i in range(len(channel_list) - 1): + self.layers.append(nn.Linear(channel_list[i], channel_list[i+1], bias=bias)) + if i < len(channel_list) - 2: # Don't add activation or dropout to the last layer + self.layers.append(nn.ReLU(inplace=True)) + if dropout > 0: + self.layers.append(nn.Dropout(dropout)) + + def forward(self, x): + identity = x + for layer in self.layers: + if isinstance(layer, nn.Linear): + if x.shape[1] == layer.weight.shape[1]: # Check if skip connection is possible + identity = x # Save identity for skip connection + x = layer(x) + if x.shape[1] == identity.shape[1]: # Apply skip connection if shapes match + x += identity + else: + x = layer(x) # Apply activation or dropout + return x + class Diffusion(nn.Module): """Diffusion with learned t.""" diff --git a/MARBLE/main.py b/MARBLE/main.py index d612f673..cd624a7a 100644 --- a/MARBLE/main.py +++ b/MARBLE/main.py @@ -42,6 +42,7 @@ class net(nn.Module): out_channels: number of output channels (if null, then =hidden_channels) (default=3) bias: learn bias parameters in MLP (default=True) vec_norm: normalise features to unit length (default=False) + emb_norm: normalise MLP output to unit length (default=False) batch_norm: batch normalisation (default=False) seed: seed for reproducibility (default=0) processes: number of cpus (default=1) @@ -62,7 +63,7 @@ def __init__(self, data, loadpath=None, params=None, verbose=True): if loadpath is not None: if Path(loadpath).is_dir(): loadpath = max(glob.glob(f"{loadpath}/best_model*")) - self.params = torch.load(loadpath)["params"] + self.params = torch.load(loadpath, map_location=torch.device('cuda' if torch.cuda.is_available() else 'cpu'))["params"] else: if params is not None: if isinstance(params, str) and Path(params).exists(): @@ -145,6 +146,7 @@ def check_parameters(self, data): "bias", "batch_norm", "vec_norm", + "emb_norm", "seed", "n_sampled_nb", "processes", @@ -201,12 +203,22 @@ def setup_layers(self): + [self.params["out_channels"]] ) - self.enc = MLP( + # self.enc = MLP( + # channel_list=channel_list, + # dropout=self.params["dropout"], + # #norm=self.params["batch_norm"], + # bias=self.params["bias"], + # ) + + self.enc = layers.SkipMLP( channel_list=channel_list, dropout=self.params["dropout"], - norm=self.params["batch_norm"], + #norm=self.params["batch_norm"], bias=self.params["bias"], ) + + + def forward(self, data, n_id, adjs=None): """Forward pass. @@ -267,10 +279,13 @@ def forward(self, data, n_id, adjs=None): if self.params["include_positions"]: out = torch.hstack( [data.pos[n_id[: size[1]]], out] # pylint: disable=undefined-loop-variable - ) - + ) + emb = self.enc(out) + if self.params['emb_norm']: # spherical output + emb = F.normalize(emb) + return emb, mask[: size[1]] def evaluate(self, data): @@ -398,7 +413,7 @@ def load_model(self, loadpath): Args: loadpath: directory with models to load best model, or specific model path """ - checkpoint = torch.load(loadpath) + checkpoint = torch.load(loadpath, map_location=torch.device('cuda' if torch.cuda.is_available() else 'cpu')) self._epoch = checkpoint["epoch"] self.load_state_dict(checkpoint["model_state_dict"]) self.optimizer_state_dict = checkpoint["optimizer_state_dict"] diff --git a/examples/rat_task/Demo_consistency.ipynb b/examples/rat_task/Demo_consistency.ipynb new file mode 100644 index 00000000..f36c50a2 --- /dev/null +++ b/examples/rat_task/Demo_consistency.ipynb @@ -0,0 +1,745 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MARBLE vs CEBRA consistency\n", + "\n", + "Checking for consistent and interpretable embeddings with MARBLE and CEBRA.\n", + "\n", + "This notebook is adapted from the CEBRA notebook demonstration on consistency. For comparison we have re-used a number of their function and it is mostly based on what is presented in CEBRA in [Figure 4](https://cebra.ai/docs/cebra-figures/figures/Figure1.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Install note** \n", + "- Be sure you have both marble and cebra installed to use this notebook: " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-11-24 15:33:51.582595: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/distances.py:1063: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/distances.py:1071: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/distances.py:1086: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/umap_.py:660: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n" + ] + } + ], + "source": [ + "import sys\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "import cebra.datasets\n", + "from cebra import CEBRA\n", + "\n", + "import MARBLE\n", + "from rat_utils import prepare_marble\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "with open('rat_data.pkl', 'rb') as handle:\n", + " hippocampus_pos = pickle.load(handle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualize the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,3), dpi=150)\n", + "plt.subplots_adjust(wspace = 0.3)\n", + "ax = plt.subplot(121)\n", + "ax.imshow(hippocampus_pos[\"achilles\"][\"neural\"].numpy()[:1000].T, aspect = 'auto', cmap = 'gray_r')\n", + "plt.ylabel('Neuron #')\n", + "plt.xlabel('Time [s]')\n", + "plt.xticks(np.linspace(0, 1000, 5), np.linspace(0, 0.025*1000, 5, dtype = int))\n", + "\n", + "ax2 = plt.subplot(122)\n", + "ax2.scatter(np.arange(1000), hippocampus_pos[\"achilles\"]['continuous_index'][:1000,0], c = 'gray', s=1)\n", + "plt.ylabel('Position [m]')\n", + "plt.xlabel('Time [s]')\n", + "plt.xticks(np.linspace(0, 1000, 5), np.linspace(0, 0.025*1000, 5, dtype = int))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**------------------- BEGINNING OF TRAINING SECTION -------------------**\n", + "\n", + "## Train the models: CEBRA and MARBLE\n", + "\n", + "*[You can skip this section if you already have the models saved]*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- For a quick CPU run-time demo, you can drop `max_iterations` to 100-500; otherwise set to 5000." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "max_iterations = 15000 #default is 5000." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CEBRA-Time: Train a model that uses time without the behavior information. \n", + "- We can use CEBRA -Time mode by setting conditional = 'time'\n", + "- We train the model with neural data only." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "pos: -0.8677 neg: 6.3691 total: 5.5014 temperature: 1.1200: 100%|â–ˆ| 15000/150\n", + "pos: -0.7988 neg: 6.3764 total: 5.5776 temperature: 1.1200: 100%|â–ˆ| 15000/150\n", + "pos: -0.7903 neg: 6.3785 total: 5.5882 temperature: 1.1200: 100%|â–ˆ| 15000/150\n", + "pos: -0.8396 neg: 6.3743 total: 5.5347 temperature: 1.1200: 100%|â–ˆ| 15000/150\n" + ] + } + ], + "source": [ + "for rat in list(hippocampus_pos.keys()):\n", + "\n", + " cebra_time3_model = CEBRA(model_architecture='offset10-model',\n", + " batch_size=512,\n", + " learning_rate=3e-4,\n", + " temperature=1.12,\n", + " output_dimension=3,\n", + " max_iterations=max_iterations,\n", + " distance='cosine',\n", + " conditional='time',\n", + " device='cuda_if_available',\n", + " verbose=True,\n", + " time_offsets=10)\n", + " \n", + " cebra_time3_model.fit(hippocampus_pos[rat][\"neural\"])\n", + " cebra_time3_model.save(f\"cebra_time3_model_{rat}.pt\")\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CEBRA-Behavior: Train a model with 3D output that uses positional information (position + direction).\n", + "- Setting conditional = 'time_delta' means we will use CEBRA-Behavior mode and use auxiliary behavior variable for the model training.\n", + "- We train the model with neural data and the behavior variable including position and direction. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "pos: -0.9013 neg: 6.4139 total: 5.5126 temperature: 1.0000: 100%|â–ˆ| 15000/150\n", + "pos: -0.8373 neg: 6.4263 total: 5.5890 temperature: 1.0000: 100%|â–ˆ| 15000/150\n", + "pos: -0.9102 neg: 6.4875 total: 5.5773 temperature: 1.0000: 100%|â–ˆ| 15000/150\n", + "pos: -0.9119 neg: 6.4173 total: 5.5054 temperature: 1.0000: 100%|â–ˆ| 15000/150\n" + ] + } + ], + "source": [ + "for rat in list(hippocampus_pos.keys()):\n", + "\n", + " cebra_posdir3_model = CEBRA(model_architecture='offset10-model',\n", + " batch_size=512,\n", + " learning_rate=3e-4,\n", + " temperature=1,\n", + " output_dimension=3,\n", + " max_iterations=max_iterations,\n", + " distance='cosine',\n", + " conditional='time_delta',\n", + " device='cuda_if_available',\n", + " verbose=True,\n", + " time_offsets=10)\n", + " \n", + " cebra_posdir3_model.fit(hippocampus_pos[rat][\"neural\"], hippocampus_pos[rat]['continuous_index'].numpy())\n", + " cebra_posdir3_model.save(f\"cebra_posdir3_model_{rat}.pt\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MARBLE: Train a model with 3D output that uses no labels\n", + "\n", + "- We train the model with only neural data. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "pos = []\n", + "vel =[]\n", + "all_labels = []\n", + "all_results = []\n", + "\n", + "for rat in list(hippocampus_pos.keys()):\n", + "\n", + " spikes = hippocampus_pos[rat][\"neural\"].numpy().T\n", + " labels = hippocampus_pos[rat]['continuous_index']\n", + " \n", + " data, labels, pca = prepare_marble(spikes, labels, pca_n=10)\n", + " \n", + " params = {\n", + " \"epochs\": 100, # optimisation epochs\n", + " \"order\": 1, # order of derivatives\n", + " \"lr\": 1,\n", + " \"batch_size\": 64,\n", + " \"hidden_channels\": [64], # number of internal dimensions in MLP\n", + " \"out_channels\": 3, \n", + " \"inner_product_features\": False,\n", + " \"vec_norm\": False,\n", + " \"emb_norm\": True, # spherical output embedding\n", + " \"diffusion\": False,\n", + " \"include_positions\": True,\n", + " }\n", + "\n", + " model = MARBLE.net(data, params=params)\n", + " model.run_training(data, outdir=f\"data/hippocampus_{rat}\")\n", + " data = model.evaluate(data)\n", + " \n", + " all_labels.append(labels)\n", + " all_results.append(data.emb.numpy())\n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**------------------- END OF TRAINING SECTION -------------------**\n", + "\n", + "## Load the models and get the embeddings" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "time3_models, time3_embeddings = {}, {}\n", + "posdir3_models, posdir3_embeddings = {}, {}\n", + "left, right = {}, {}\n", + "\n", + "for rat in list(hippocampus_pos.keys()):\n", + " # time constrative models\n", + " time3_models[rat] = cebra.CEBRA.load(f\"cebra_time3_model_{rat}.pt\")\n", + " time3_embeddings[rat] = time3_models[rat].transform(hippocampus_pos[rat]['neural'])\n", + " \n", + " # behavioral contrastive models\n", + " posdir3_models[rat] = cebra.CEBRA.load(f\"cebra_posdir3_model_{rat}.pt\")\n", + " posdir3_embeddings[rat] = posdir3_models[rat].transform(hippocampus_pos[rat]['neural'])\n", + " \n", + " # left and right labels for the embedding\n", + " right[rat] = hippocampus_pos[rat]['continuous_index'][:,1] == 1\n", + " left[rat] = hippocampus_pos[rat]['continuous_index'][:,2] == 1" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.22842861 0.15109937 0.08815577 0.07275129 0.04561643 0.04198908\n", + " 0.03238746 0.03052826 0.01891952 0.01875521]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "\n", + "---- Settings: \n", + "\n", + "epochs : 100\n", + "order : 1\n", + "lr : 1\n", + "batch_size : 64\n", + "hidden_channels : [64]\n", + "out_channels : 3\n", + "inner_product_features : False\n", + "vec_norm : False\n", + "diffusion : False\n", + "include_positions : True\n", + "momentum : 0.9\n", + "frac_sampled_nb : -1\n", + "include_self : True\n", + "dropout : 0.0\n", + "bias : True\n", + "batch_norm : None\n", + "seed : 0\n", + "processes : 1\n", + "dim_signal : 10\n", + "dim_emb : 10\n", + "n_sampled_nb : -1\n", + "\n", + "---- Number of features to pass to the MLP: 120\n", + "---- Total number of parameters: 7940\n", + "\n", + "Using device cuda:0\n", + "[0.26656304 0.16429655 0.13662748 0.08257039 0.06212058 0.05577025\n", + " 0.03514125 0.03106557 0.02666898 0.01920167]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "\n", + "---- Settings: \n", + "\n", + "epochs : 100\n", + "order : 1\n", + "lr : 1\n", + "batch_size : 64\n", + "hidden_channels : [64]\n", + "out_channels : 3\n", + "inner_product_features : False\n", + "vec_norm : False\n", + "diffusion : False\n", + "include_positions : True\n", + "momentum : 0.9\n", + "frac_sampled_nb : -1\n", + "include_self : True\n", + "dropout : 0.0\n", + "bias : True\n", + "batch_norm : None\n", + "seed : 0\n", + "processes : 1\n", + "dim_signal : 10\n", + "dim_emb : 10\n", + "n_sampled_nb : -1\n", + "\n", + "---- Number of features to pass to the MLP: 120\n", + "---- Total number of parameters: 7940\n", + "\n", + "Using device cuda:0\n", + "[0.1820424 0.12430985 0.10869004 0.08873764 0.06434238 0.04417156\n", + " 0.03956459 0.03795871 0.03096717 0.02935517]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "\n", + "---- Settings: \n", + "\n", + "epochs : 100\n", + "order : 1\n", + "lr : 1\n", + "batch_size : 64\n", + "hidden_channels : [64]\n", + "out_channels : 3\n", + "inner_product_features : False\n", + "vec_norm : False\n", + "diffusion : False\n", + "include_positions : True\n", + "momentum : 0.9\n", + "frac_sampled_nb : -1\n", + "include_self : True\n", + "dropout : 0.0\n", + "bias : True\n", + "batch_norm : None\n", + "seed : 0\n", + "processes : 1\n", + "dim_signal : 10\n", + "dim_emb : 10\n", + "n_sampled_nb : -1\n", + "\n", + "---- Number of features to pass to the MLP: 120\n", + "---- Total number of parameters: 7940\n", + "\n", + "Using device cuda:0\n", + "[0.2533936 0.19940619 0.08954786 0.07974193 0.05754085 0.04672613\n", + " 0.03753079 0.0310219 0.0284668 0.0211786 ]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "\n", + "---- Settings: \n", + "\n", + "epochs : 100\n", + "order : 1\n", + "lr : 1\n", + "batch_size : 64\n", + "hidden_channels : [64]\n", + "out_channels : 3\n", + "inner_product_features : False\n", + "vec_norm : False\n", + "diffusion : False\n", + "include_positions : True\n", + "momentum : 0.9\n", + "frac_sampled_nb : -1\n", + "include_self : True\n", + "dropout : 0.0\n", + "bias : True\n", + "batch_norm : None\n", + "seed : 0\n", + "processes : 1\n", + "dim_signal : 10\n", + "dim_emb : 10\n", + "n_sampled_nb : -1\n", + "\n", + "---- Number of features to pass to the MLP: 120\n", + "---- Total number of parameters: 7940\n", + "\n", + "Using device cuda:0\n" + ] + } + ], + "source": [ + "labels_marble = {}\n", + "marble_embeddings = {}\n", + "left_marble, right_marble = {}, {}\n", + "\n", + "for rat in list(hippocampus_pos.keys()):\n", + "\n", + " spikes = hippocampus_pos[rat][\"neural\"].numpy().T\n", + " labels = hippocampus_pos[rat]['continuous_index']\n", + " \n", + " # process data \n", + " data, labels, _ = prepare_marble(spikes, labels, pca_n=10) \n", + "\n", + " # load trained model\n", + " marble_model = MARBLE.net(data, loadpath=f\"data/hippocampus_{rat}\")\n", + "\n", + " # generate embedding of test data\n", + " data = marble_model.evaluate(data)\n", + " data = marble_model.evaluate(data)\n", + " \n", + " labels_marble[rat] = labels\n", + " marble_embeddings[rat] = data.emb.numpy()\n", + " \n", + " # left and right labels for the embedding\n", + " right_marble[rat] = labels_marble[rat][:,1] == 1\n", + " left_marble[rat] = labels_marble[rat][:,2] == 1\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display the embeddings" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note to Google Colaboratory users:** replace the first line of the next cell (``%matplotlib notebook``) with ``%matplotlib inline``." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "\n", + "fig = plt.figure(figsize=(15,8))\n", + "\n", + "ax1 = plt.subplot(3,4,1, projection='3d')\n", + "ax2 = plt.subplot(3,4,2, projection='3d')\n", + "ax3 = plt.subplot(3,4,3, projection='3d')\n", + "ax4 = plt.subplot(3,4,4, projection='3d')\n", + "axs_up = [ax1, ax2, ax3, ax4]\n", + "\n", + "ax1 = plt.subplot(3,4,5, projection='3d')\n", + "ax2 = plt.subplot(3,4,6, projection='3d')\n", + "ax3 = plt.subplot(3,4,7, projection='3d')\n", + "ax4 = plt.subplot(3,4,8, projection='3d')\n", + "axs_middle = [ax1, ax2, ax3, ax4]\n", + "\n", + "ax1 = plt.subplot(3,4,9, projection='3d')\n", + "ax2 = plt.subplot(3,4,10, projection='3d')\n", + "ax3 = plt.subplot(3,4,11, projection='3d')\n", + "ax4 = plt.subplot(3,4,12, projection='3d')\n", + "axs_down = [ax1, ax2, ax3, ax4]\n", + "\n", + "for ax, mouse in zip(axs_up, list(time3_embeddings.keys())): \n", + " for dir, cmap in zip([right[mouse], left[mouse]], [\"cool\", \"viridis\"]):\n", + " ax=cebra.plot_embedding(ax=ax, embedding=time3_embeddings[mouse][dir,:], embedding_labels=hippocampus_pos[mouse]['continuous_index'][dir,0], title=f\"{mouse}\\nCEBRA-Time\", cmap=cmap)\n", + "\n", + "for ax, mouse in zip(axs_middle, list(posdir3_embeddings.keys())): \n", + " for dir, cmap in zip([right[mouse], left[mouse]], [\"cool\", \"viridis\"]):\n", + " ax=cebra.plot_embedding(ax=ax, embedding=posdir3_embeddings[mouse][dir,:], embedding_labels=hippocampus_pos[mouse]['continuous_index'][dir,0], title=f\"{mouse}\\nCEBRA-Behavior\", cmap=cmap)\n", + "\n", + "for ax, mouse in zip(axs_down, list(marble_embeddings.keys())): \n", + " for dir, cmap in zip([right_marble[mouse], left_marble[mouse]], [\"cool\", \"viridis\"]):\n", + " ax=cebra.plot_embedding(ax=ax, embedding=marble_embeddings[mouse][dir,:], embedding_labels=labels_marble[mouse][dir,0], title=f\"{mouse}\\nMARBLE\", cmap=cmap)\n", + "\n", + "plt.savefig('comparison_embeddings_all.png')\n", + "\n", + "plt.tight_layout() \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "\n", + "fig = plt.figure(figsize=(15,8))\n", + "\n", + "ax1 = plt.subplot(1,3,1, projection='3d')\n", + "ax2 = plt.subplot(1,3,2, projection='3d')\n", + "ax3 = plt.subplot(1,3,3, projection='3d')\n", + "axs = [ax1, ax2, ax3, ax4]\n", + "\n", + "\n", + "mouse = 'achilles'\n", + "for dir, cmap in zip([right[mouse], left[mouse]], [\"cool\", \"viridis\"]):\n", + " ax1=cebra.plot_embedding(ax=ax1, embedding=time3_embeddings[mouse][dir,:], embedding_labels=hippocampus_pos[mouse]['continuous_index'][dir,0], title=f\"{mouse}\\nCEBRA-Time\", cmap=cmap)\n", + "\n", + "for dir, cmap in zip([right[mouse], left[mouse]], [\"cool\", \"viridis\"]):\n", + " ax2=cebra.plot_embedding(ax=ax2, embedding=posdir3_embeddings[mouse][dir,:], embedding_labels=hippocampus_pos[mouse]['continuous_index'][dir,0], title=f\"{mouse}\\nCEBRA-Behavior\", cmap=cmap)\n", + "\n", + "for dir, cmap in zip([right_marble[mouse], left_marble[mouse]], [\"cool\", \"viridis\"]):\n", + " ax3=cebra.plot_embedding(ax=ax3, embedding=marble_embeddings[mouse][dir,:], embedding_labels=labels_marble[mouse][dir,0], title=f\"{mouse}\\nMARBLE\", cmap=cmap)\n", + "\n", + " \n", + "\n", + "plt.tight_layout() \n", + "plt.savefig('comparison_embeddings_achilles.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute the consistency maps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Correlation matrices depict the $R^2$ after fitting a linear model between behavior-aligned embeddings of two animals, one as the target one as the source (mean, n=10 runs). Parameters were picked by optimizing average run consistency across rats." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# labels to align the subjects is the position of the mouse in the arena\n", + "labels = [hippocampus_pos[mouse]['continuous_index'][:, 0]\n", + " for mouse in list(hippocampus_pos.keys())]\n", + "\n", + "# CEBRA-Time consistencies\n", + "time_scores, time_pairs, time_subjects = cebra.sklearn.metrics.consistency_score(embeddings=list(time3_embeddings.values()),\n", + " labels=labels,\n", + " dataset_ids=list(\n", + " time3_embeddings.keys()),\n", + " between=\"datasets\")\n", + "\n", + "# CEBRA-Behavior consistencies\n", + "posdir_scores, posdir_pairs, posdir_subjects = cebra.sklearn.metrics.consistency_score(embeddings=list(posdir3_embeddings.values()),\n", + " labels=labels,\n", + " dataset_ids=list(\n", + " posdir3_embeddings.keys()),\n", + " between=\"datasets\")\n", + "\n", + "# MARBLE consistencies\n", + "marble_scores, marble_pairs, marble_subjects = cebra.sklearn.metrics.consistency_score(embeddings=list(marble_embeddings.values()),\n", + " labels=[labels_marble[rat][:,0] for rat in labels_marble.keys()],\n", + " dataset_ids=list(\n", + " marble_embeddings.keys()),\n", + " between=\"datasets\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "# Display consistency maps\n", + "fig = plt.figure(figsize=(16, 4))\n", + "\n", + "ax1 = plt.subplot(131)\n", + "ax2 = plt.subplot(132)\n", + "ax3 = plt.subplot(133)\n", + "\n", + "ax1 = cebra.plot_consistency(time_scores, pairs=time_pairs, datasets=time_subjects,\n", + " ax=ax1, title=f\"CEBRA-Time\\nMean: {np.mean(time_scores).round(2)}\", \n", + " colorbar_label=None, vmin=40,vmax=100)\n", + "\n", + "ax2 = cebra.plot_consistency(marble_scores, pairs=marble_pairs,\n", + " datasets=marble_subjects, ax=ax2, title=f\"MARBLE\\nMean: {np.mean(marble_scores).round(2)}\", \n", + " colorbar_label=None, vmin=40,vmax=100)\n", + "\n", + "ax3 = cebra.plot_consistency(posdir_scores, pairs=posdir_pairs, datasets=posdir_subjects, ax=ax3,\n", + " title=f\"CEBRA-Behavior\\nMean: {np.mean(posdir_scores).round(2)}\", \n", + " vmin=40,vmax=100)\n", + "\n", + "plt.savefig('consistency_plots_comparison.png')\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.9.12" + }, + "vscode": { + "interpreter": { + "hash": "d20c091758da15a81f3fc9819bfd09a9744e7c7bb5bce53ce9fffdcf0f66921a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/rat_task/Demo_decoding.ipynb b/examples/rat_task/Demo_decoding.ipynb new file mode 100644 index 00000000..11a2a2e1 --- /dev/null +++ b/examples/rat_task/Demo_decoding.ipynb @@ -0,0 +1,966 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Decoding from MARBLE and CEBRA embeddings\n", + "\n", + "In this notebook, we compare MARBLE and CEBRA for decoding.\n", + "\n", + "- decode labels from a MARBLE and CEBRA embedding.\n", + "- evaluate and compare the decoding performances for embeddings obtained from different hypotheses.\n", + "\n", + "This notebook is adapted from the demo notebook from CEBRA and is based on what was presented in [Figure 2.d.](https://cebra.ai/docs/cebra-figures/figures/Figure2.html) of Schneider, Lee, Mathis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Install note**\n", + "- Be sure you have cebra installed to use this notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-11-23 17:46:30.951422: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/distances.py:1063: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/distances.py:1071: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/distances.py:1086: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/home/robert/anaconda3/lib/python3.9/site-packages/umap/umap_.py:660: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n" + ] + } + ], + "source": [ + "import sys\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "# cebra imports\n", + "import cebra\n", + "from cebra import CEBRA\n", + "\n", + "# marble imports\n", + "import MARBLE\n", + "from rat_utils import prepare_marble" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "with open('rat_data.pkl', 'rb') as handle:\n", + " hippocampus_pos = pickle.load(handle)\n", + " \n", + "# take only rat achilles\n", + "rat = 'achilles'\n", + "hippocampus_pos = hippocampus_pos[rat]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**------------------- BEGINNING OF TRAINING SECTION -------------------**\n", + "\n", + "## Train the models\n", + "\n", + "*[This can be skipped if you already saved the models].*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "- For a quick CEBRA CPU run-time demo, you can drop `max_iterations` to 100-500; otherwise set to 5000." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "max_iterations = 10000 #default is 5000.\n", + "output_dimension = 32 #here, we set as a variable for hypothesis testing below." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# defining train and test splits of the data\n", + "\n", + "def split_data(data, test_ratio):\n", + "\n", + " split_idx = int(data['neural'].shape[0] * (1-test_ratio))\n", + " neural_train = data['neural'][:split_idx]\n", + " neural_test = data['neural'][split_idx:]\n", + " label_train = data['continuous_index'][:split_idx]\n", + " label_test = data['continuous_index'][split_idx:]\n", + " \n", + " return neural_train.numpy(), neural_test.numpy(), label_train.numpy(), label_test.numpy()\n", + "\n", + "neural_train, neural_test, label_train, label_test = split_data(hippocampus_pos, 0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 40 hz sampling rate (they binned into 25ms epochs\n", + "\n", + "spikes = neural_train[:2000,:].T\n", + "spikes = [np.where(spikes[ch,:])[0]/40 for ch in range(120)] \n", + " \n", + "_, ax = plt.subplots(figsize=(8,4))\n", + "ax.eventplot(spikes,color='gray')\n", + "plt.ylabel('Neurons')\n", + "plt.xlabel('Time (s)')\n", + "plt.savefig('raster_plot.svg')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train CEBRA-Behavior with position, or direction, and/or both variables" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "cebra_time_model = CEBRA(model_architecture='offset10-model',\n", + " batch_size=512,\n", + " learning_rate=3e-4,\n", + " temperature=1,\n", + " output_dimension=output_dimension,\n", + " max_iterations=max_iterations,\n", + " distance='cosine',\n", + " conditional='time',\n", + " device='cuda_if_available',\n", + " verbose=True,\n", + " time_offsets=10)\n", + "\n", + "cebra_posdir_model = CEBRA(model_architecture='offset10-model',\n", + " batch_size=512,\n", + " learning_rate=3e-4,\n", + " temperature=1,\n", + " output_dimension=output_dimension,\n", + " max_iterations=max_iterations,\n", + " distance='cosine',\n", + " conditional='time_delta',\n", + " device='cuda_if_available',\n", + " verbose=True,\n", + " time_offsets=10)\n", + "\n", + "cebra_pos_model = CEBRA(model_architecture='offset10-model',\n", + " batch_size=512,\n", + " learning_rate=3e-4,\n", + " temperature=1,\n", + " output_dimension=output_dimension,\n", + " max_iterations=max_iterations,\n", + " distance='cosine',\n", + " conditional='time_delta',\n", + " device='cuda_if_available',\n", + " verbose=True,\n", + " time_offsets=10)\n", + "\n", + "cebra_dir_model = CEBRA(model_architecture='offset10-model',\n", + " batch_size=512,\n", + " learning_rate=3e-4,\n", + " temperature=1,\n", + " output_dimension=output_dimension,\n", + " max_iterations=max_iterations,\n", + " distance='cosine',\n", + " device='cuda_if_available',\n", + " verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "pos: -0.8851 neg: 6.3849 total: 5.4997 temperature: 1.0000: 100%|â–ˆ| 10000/100\n", + "pos: -0.8866 neg: 6.4968 total: 5.6102 temperature: 1.0000: 100%|â–ˆ| 10000/100\n", + "pos: -0.8173 neg: 6.4704 total: 5.6531 temperature: 1.0000: 100%|â–ˆ| 10000/100\n" + ] + } + ], + "source": [ + "\n", + "# Train CEBRA-Behavior models with both position and direction variables.\n", + "cebra_time_model.fit(neural_train)\n", + "cebra_time_model.save(\"cebra_time_model.pt\")\n", + "\n", + "# Train CEBRA-Behavior models with both position and direction variables.\n", + "cebra_posdir_model.fit(neural_train, label_train)\n", + "cebra_posdir_model.save(\"cebra_posdir_model.pt\")\n", + "\n", + "# Train CEBRA-Behavior models with position or direction variable.\n", + "cebra_pos_model.fit(neural_train, label_train[:,0])\n", + "cebra_pos_model.save(\"cebra_pos_model.pt\")\n", + "\n", + "cebra_dir_model.fit(neural_train, label_train[:,1])\n", + "cebra_dir_model.save(\"cebra_dir_model.pt\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train MARBLE with only neural data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.25057016 0.1686058 0.08780102 0.07304726 0.0413553 0.03523341\n", + " 0.0322533 0.02940006 0.0165167 0.015887 ]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "\n", + "---- Settings: \n", + "\n", + "epochs : 100\n", + "order : 1\n", + "lr : 1\n", + "batch_size : 64\n", + "hidden_channels : [64]\n", + "out_channels : 32\n", + "inner_product_features : False\n", + "vec_norm : False\n", + "diffusion : False\n", + "include_positions : True\n", + "momentum : 0.9\n", + "frac_sampled_nb : -1\n", + "include_self : True\n", + "dropout : 0.0\n", + "bias : True\n", + "batch_norm : None\n", + "seed : 0\n", + "processes : 1\n", + "dim_signal : 10\n", + "dim_emb : 10\n", + "n_sampled_nb : -1\n", + "\n", + "---- Number of features to pass to the MLP: 120\n", + "---- Total number of parameters: 9825\n", + "\n", + "Using device cuda:0\n", + "\n", + "---- Training network ...\n", + "\n", + "Epoch: 0, Training loss: 1.056898, Validation loss: 1.0432, lr: 1.0000 *\n", + "Epoch: 1, Training loss: 1.036527, Validation loss: 1.0310, lr: 1.0000 *\n", + "Epoch: 2, Training loss: 1.032915, Validation loss: 1.0389, lr: 1.0000\n", + "Epoch: 3, Training loss: 1.042131, Validation loss: 1.0344, lr: 1.0000\n", + "Epoch: 4, Training loss: 1.032552, Validation loss: 1.0369, lr: 1.0000\n", + "Epoch: 5, Training loss: 1.034555, Validation loss: 1.0407, lr: 1.0000\n", + "Epoch: 6, Training loss: 1.032630, Validation loss: 1.0377, lr: 1.0000\n", + "Epoch: 7, Training loss: 1.032580, Validation loss: 1.0476, lr: 1.0000\n", + "Epoch: 8, Training loss: 1.032457, Validation loss: 1.0335, lr: 1.0000\n", + "Epoch: 9, Training loss: 1.029838, Validation loss: 1.0395, lr: 1.0000\n", + "Epoch: 10, Training loss: 1.031843, Validation loss: 1.0303, lr: 1.0000 *\n", + "Epoch: 11, Training loss: 1.032628, Validation loss: 1.0383, lr: 1.0000\n", + "Epoch: 12, Training loss: 1.031035, Validation loss: 1.0311, lr: 1.0000\n", + "Epoch: 13, Training loss: 1.032225, Validation loss: 1.0365, lr: 1.0000\n", + "Epoch: 14, Training loss: 1.029706, Validation loss: 1.0349, lr: 1.0000\n", + "Epoch: 15, Training loss: 1.034452, Validation loss: 1.0468, lr: 1.0000\n", + "Epoch: 16, Training loss: 1.033907, Validation loss: 1.0303, lr: 1.0000 *\n", + "Epoch: 17, Training loss: 1.028351, Validation loss: 1.0292, lr: 1.0000 *\n", + "Epoch: 18, Training loss: 1.030105, Validation loss: 1.0318, lr: 1.0000\n", + "Epoch: 19, Training loss: 1.032426, Validation loss: 1.0299, lr: 1.0000\n", + "Epoch: 20, Training loss: 1.029772, Validation loss: 1.0272, lr: 1.0000 *\n", + "Epoch: 21, Training loss: 1.032436, Validation loss: 1.0282, lr: 1.0000\n", + "Epoch: 22, Training loss: 1.031023, Validation loss: 1.0283, lr: 1.0000\n", + "Epoch: 23, Training loss: 1.031344, Validation loss: 1.0254, lr: 1.0000 *\n", + "Epoch: 24, Training loss: 1.036384, Validation loss: 1.0253, lr: 1.0000 *\n", + "Epoch: 25, Training loss: 1.031685, Validation loss: 1.0365, lr: 1.0000\n", + "Epoch: 26, Training loss: 1.029929, Validation loss: 1.0219, lr: 1.0000 *\n", + "Epoch: 27, Training loss: 1.033275, Validation loss: 1.0384, lr: 1.0000\n", + "Epoch: 28, Training loss: 1.031349, Validation loss: 1.0314, lr: 0.1000\n", + "Epoch: 29, Training loss: 1.028352, Validation loss: 1.0399, lr: 0.1000\n", + "Epoch: 30, Training loss: 1.029388, Validation loss: 1.0522, lr: 0.1000\n", + "Epoch: 31, Training loss: 1.029131, Validation loss: 1.0408, lr: 0.1000\n", + "Epoch: 32, Training loss: 1.030193, Validation loss: 1.0300, lr: 0.1000\n", + "Epoch: 33, Training loss: 1.030760, Validation loss: 1.0319, lr: 0.1000\n", + "Epoch: 34, Training loss: 1.029423, Validation loss: 1.0222, lr: 0.1000\n", + "Epoch: 35, Training loss: 1.030498, Validation loss: 1.0229, lr: 0.1000\n", + "Epoch: 36, Training loss: 1.031089, Validation loss: 1.0302, lr: 0.1000\n", + "Epoch: 37, Training loss: 1.031597, Validation loss: 1.0406, lr: 0.1000\n", + "Epoch: 38, Training loss: 1.032387, Validation loss: 1.0295, lr: 0.1000\n", + "Epoch: 39, Training loss: 1.028373, Validation loss: 1.0234, lr: 0.0100\n", + "Epoch: 40, Training loss: 1.029164, Validation loss: 1.0263, lr: 0.0100\n", + "Epoch: 41, Training loss: 1.029551, Validation loss: 1.0365, lr: 0.0100\n", + "Epoch: 42, Training loss: 1.033933, Validation loss: 1.0529, lr: 0.0100\n", + "Epoch: 43, Training loss: 1.027377, Validation loss: 1.0282, lr: 0.0100\n", + "Epoch: 44, Training loss: 1.031362, Validation loss: 1.0353, lr: 0.0100\n", + "Epoch: 45, Training loss: 1.033276, Validation loss: 1.0401, lr: 0.0100\n", + "Epoch: 46, Training loss: 1.027951, Validation loss: 1.0321, lr: 0.0100\n", + "Epoch: 47, Training loss: 1.027389, Validation loss: 1.0258, lr: 0.0100\n", + "Epoch: 48, Training loss: 1.029299, Validation loss: 1.0298, lr: 0.0100\n", + "Epoch: 49, Training loss: 1.034015, Validation loss: 1.0423, lr: 0.0100\n", + "Epoch: 50, Training loss: 1.025089, Validation loss: 1.0177, lr: 0.0100 *\n", + "Epoch: 51, Training loss: 1.029974, Validation loss: 1.0368, lr: 0.0100\n", + "Epoch: 52, Training loss: 1.028687, Validation loss: 1.0240, lr: 0.0100\n", + "Epoch: 53, Training loss: 1.033008, Validation loss: 1.0285, lr: 0.0100\n", + "Epoch: 54, Training loss: 1.030637, Validation loss: 1.0229, lr: 0.0100\n", + "Epoch: 55, Training loss: 1.031934, Validation loss: 1.0376, lr: 0.0100\n", + "Epoch: 56, Training loss: 1.029556, Validation loss: 1.0308, lr: 0.0100\n", + "Epoch: 57, Training loss: 1.032123, Validation loss: 1.0322, lr: 0.0100\n", + "Epoch: 58, Training loss: 1.024543, Validation loss: 1.0345, lr: 0.0100\n", + "Epoch: 59, Training loss: 1.030538, Validation loss: 1.0414, lr: 0.0100\n", + "Epoch: 60, Training loss: 1.029980, Validation loss: 1.0369, lr: 0.0100\n", + "Epoch: 61, Training loss: 1.033260, Validation loss: 1.0398, lr: 0.0100\n", + "Epoch: 62, Training loss: 1.029855, Validation loss: 1.0303, lr: 0.0100\n", + "Epoch: 63, Training loss: 1.028696, Validation loss: 1.0341, lr: 0.0100\n", + "Epoch: 64, Training loss: 1.028558, Validation loss: 1.0180, lr: 0.0100\n", + "Epoch: 65, Training loss: 1.031812, Validation loss: 1.0396, lr: 0.0100\n", + "Epoch: 66, Training loss: 1.027527, Validation loss: 1.0283, lr: 0.0100\n", + "Epoch: 67, Training loss: 1.027912, Validation loss: 1.0183, lr: 0.0100\n", + "Epoch: 68, Training loss: 1.032426, Validation loss: 1.0525, lr: 0.0100\n", + "Epoch: 69, Training loss: 1.029324, Validation loss: 1.0159, lr: 0.0010 *\n", + "Epoch: 70, Training loss: 1.032545, Validation loss: 1.0356, lr: 0.0010\n", + "Epoch: 71, Training loss: 1.033110, Validation loss: 1.0389, lr: 0.0010\n", + "Epoch: 72, Training loss: 1.030572, Validation loss: 1.0264, lr: 0.0010\n", + "Epoch: 73, Training loss: 1.026538, Validation loss: 1.0271, lr: 0.0010\n", + "Epoch: 74, Training loss: 1.030908, Validation loss: 1.0243, lr: 0.0010\n", + "Epoch: 75, Training loss: 1.028659, Validation loss: 1.0410, lr: 0.0010\n", + "Epoch: 76, Training loss: 1.033313, Validation loss: 1.0399, lr: 0.0010\n", + "Epoch: 77, Training loss: 1.026976, Validation loss: 1.0425, lr: 0.0010\n", + "Epoch: 78, Training loss: 1.030811, Validation loss: 1.0272, lr: 0.0010\n", + "Epoch: 79, Training loss: 1.033072, Validation loss: 1.0409, lr: 0.0010\n", + "Epoch: 80, Training loss: 1.033748, Validation loss: 1.0292, lr: 0.0001\n", + "Epoch: 81, Training loss: 1.028348, Validation loss: 1.0327, lr: 0.0001\n", + "Epoch: 82, Training loss: 1.032065, Validation loss: 1.0405, lr: 0.0001\n", + "Epoch: 83, Training loss: 1.028049, Validation loss: 1.0202, lr: 0.0001\n", + "Epoch: 84, Training loss: 1.027903, Validation loss: 1.0265, lr: 0.0001\n", + "Epoch: 85, Training loss: 1.030703, Validation loss: 1.0331, lr: 0.0001\n", + "Epoch: 86, Training loss: 1.027844, Validation loss: 1.0269, lr: 0.0001\n", + "Epoch: 87, Training loss: 1.031678, Validation loss: 1.0341, lr: 0.0001\n", + "Epoch: 88, Training loss: 1.030536, Validation loss: 1.0290, lr: 0.0001\n", + "Epoch: 89, Training loss: 1.028029, Validation loss: 1.0334, lr: 0.0001\n", + "Epoch: 90, Training loss: 1.028631, Validation loss: 1.0308, lr: 0.0001\n", + "Epoch: 91, Training loss: 1.029050, Validation loss: 1.0321, lr: 0.0000\n", + "Epoch: 92, Training loss: 1.030314, Validation loss: 1.0268, lr: 0.0000\n", + "Epoch: 93, Training loss: 1.032691, Validation loss: 1.0467, lr: 0.0000\n", + "Epoch: 94, Training loss: 1.031043, Validation loss: 1.0287, lr: 0.0000\n", + "Epoch: 95, Training loss: 1.029772, Validation loss: 1.0358, lr: 0.0000\n", + "Epoch: 96, Training loss: 1.033185, Validation loss: 1.0326, lr: 0.0000\n", + "Epoch: 97, Training loss: 1.032221, Validation loss: 1.0424, lr: 0.0000\n", + "Epoch: 98, Training loss: 1.025225, Validation loss: 1.0382, lr: 0.0000\n", + "Epoch: 99, Training loss: 1.034015, Validation loss: 1.0218, lr: 0.0000\n", + "Final test loss: 1.0439\n" + ] + } + ], + "source": [ + "\n", + "# build model \n", + "data_train, label_train_marble, pca = prepare_marble(neural_train.T, label_train)\n", + "\n", + "# build model\n", + "params = {\n", + " \"epochs\": 100, # optimisation epochs\n", + " \"order\": 1, # order of derivatives\n", + " \"lr\": 1,\n", + " \"batch_size\": 64,\n", + " \"hidden_channels\": [64], #,64,64], # number of internal dimensions in MLP\n", + " \"out_channels\": 32, \n", + " \"inner_product_features\": False,\n", + " \"vec_norm\": False,\n", + " \"emb_norm\": True, # spherical output embedding\n", + " \"diffusion\": False,\n", + " \"include_positions\": True,\n", + " }\n", + "model = MARBLE.net(data_train, params=params)\n", + "\n", + "# run training of model\n", + "model.run_training(data_train, outdir=f\"data/hippocampus_32chan_{rat}\")\n", + "\n", + "# evaluate embedding on training data\n", + "data_train = model.evaluate(data_train)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.25057016 0.1686058 0.08780102 0.07304726 0.0413553 0.03523341\n", + " 0.0322533 0.02940006 0.0165167 0.015887 ]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n" + ] + } + ], + "source": [ + "\n", + "# build model \n", + "data_test, label_test_marble, _ = prepare_marble(neural_test.T, label_test, pca=pca)\n", + "\n", + "# generate embedding of test data\n", + "data_test = model.evaluate(data_test)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Compare embeddings after training" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "\n", + "\n", + "ax1 = plt.subplot(221, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax1, embedding=data_train.emb, embedding_labels=label_train_marble[:,0], markersize=0.2, title='MARBLE-train')\n", + "\n", + "ax2 = plt.subplot(222, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax2, embedding=data_test.emb, embedding_labels=label_test_marble[:,0], markersize=0.2, title='MARBLE-test')\n", + "\n", + "ax3 = plt.subplot(223, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax3, embedding=cebra_time_train, embedding_labels=label_train[:,0], markersize=0.2, title='CEBRA-time-train')\n", + "\n", + "ax4 = plt.subplot(224, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax4, embedding=cebra_time_test, embedding_labels=label_test[:,0], markersize=0.2, title='CEBRA-time-test')\n", + "\n", + " \n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**------------------- END OF TRAINING SECTION -------------------**\n", + "\n", + "## Load the models and get the corresponding embeddings" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the CEBRA models" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# We get train set embedding and test set embedding. \n", + "\n", + "cebra_time_model = cebra.CEBRA.load(\"cebra_time_model.pt\")\n", + "cebra_time_train = cebra_time_model.transform(neural_train)\n", + "cebra_time_test = cebra_time_model.transform(neural_test)\n", + "\n", + "cebra_posdir_model = cebra.CEBRA.load(\"cebra_posdir_model.pt\")\n", + "cebra_posdir_train = cebra_posdir_model.transform(neural_train)\n", + "cebra_posdir_test = cebra_posdir_model.transform(neural_test)\n", + "\n", + "cebra_pos_model = cebra.CEBRA.load(\"cebra_pos_model.pt\")\n", + "cebra_pos_train = cebra_pos_model.transform(neural_train)\n", + "cebra_pos_test = cebra_pos_model.transform(neural_test)\n", + "\n", + "cebra_dir_model = cebra.CEBRA.load(\"cebra_dir_model.pt\")\n", + "cebra_dir_train = cebra_dir_model.transform(neural_train)\n", + "cebra_dir_test = cebra_dir_model.transform(neural_test)\n", + "\n", + "\n", + "cebra_time_all = cebra_time_model.transform(hippocampus_pos['neural'])\n", + "cebra_pos_all = cebra_pos_model.transform(hippocampus_pos['neural'])\n", + "cebra_dir_all = cebra_dir_model.transform(hippocampus_pos['neural'])\n", + "cebra_posdir_all = cebra_posdir_model.transform(hippocampus_pos['neural'])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load MARBLE models" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.25057016 0.1686058 0.08780102 0.07304726 0.0413553 0.03523341\n", + " 0.0322533 0.02940006 0.01651665 0.01588703]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "[0.25057016 0.1686058 0.08780102 0.07304726 0.0413553 0.03523341\n", + " 0.0322533 0.02940006 0.01651665 0.01588703]\n", + "---- Embedding dimension: 10\n", + "---- Signal dimension: 10\n", + "\n", + "\n", + "---- Computing kernels ... Done \n", + "---- Computing eigendecomposition ... Done \n", + "\n", + "---- Settings: \n", + "\n", + "epochs : 10\n", + "order : 1\n", + "lr : 1\n", + "batch_size : 64\n", + "hidden_channels : [64, 64, 64]\n", + "out_channels : 32\n", + "inner_product_features : False\n", + "vec_norm : False\n", + "diffusion : False\n", + "include_positions : True\n", + "momentum : 0.9\n", + "frac_sampled_nb : -1\n", + "include_self : True\n", + "dropout : 0.0\n", + "bias : True\n", + "batch_norm : None\n", + "seed : 0\n", + "processes : 1\n", + "dim_signal : 10\n", + "dim_emb : 10\n", + "n_sampled_nb : -1\n", + "\n", + "---- Number of features to pass to the MLP: 120\n", + "---- Total number of parameters: 18145\n", + "\n", + "Using device cuda:0\n" + ] + } + ], + "source": [ + "# load MARBLE\n", + "\n", + "# process data\n", + "data_train, label_train_marble, pca = prepare_marble(neural_train.T, label_train)\n", + "data_test, label_test_marble, _ = prepare_marble(neural_test.T, label_test, pca=pca)\n", + "\n", + "# load trained model\n", + "marble_model = MARBLE.net(data_train, loadpath=f\"data/hippocampus_32chan_{rat}\")\n", + "\n", + "# generate embedding of test data\n", + "data_train = marble_model.evaluate(data_train)\n", + "data_test = marble_model.evaluate(data_test)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise the embeddings in 3D" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "\n", + "\n", + "ax1 = plt.subplot(221, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax1, embedding=data_train.emb, embedding_labels=label_train_marble[:,0], markersize=0.2, title='MARBLE-train')\n", + "\n", + "ax2 = plt.subplot(222, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax2, embedding=data_test.emb, embedding_labels=label_test_marble[:,0], markersize=0.2, title='MARBLE-test')\n", + "\n", + "ax3 = plt.subplot(223, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax3, embedding=cebra_time_train, embedding_labels=label_train[:,0], markersize=0.2, title='CEBRA-time-train')\n", + "\n", + "ax4 = plt.subplot(224, projection='3d')\n", + "ax=cebra.plot_embedding(ax=ax4, embedding=cebra_time_test, embedding_labels=label_test[:,0], markersize=0.2, title='CEBRA-time-test')\n", + "\n", + "\n", + "plt.savefig('marble_cebra_embeddings_3D_32output.svg') \n", + "plt.savefig('marble_cebra_embeddings_3D_32output.png') \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Decode the labels from the embeddings\n", + "We evaluate decoding performance of the different hypothesis models." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from rat_utils import find_sequences, decoding_pos_dir\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from statannotations.Annotator import Annotator" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Decode the position and direction from the trained hypothesis models" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "cebra_time_decode = decoding_pos_dir(cebra_time_train, cebra_time_test, label_train, label_test)\n", + "cebra_posdir_decode = decoding_pos_dir(cebra_posdir_train, cebra_posdir_test, label_train, label_test)\n", + "cebra_pos_decode = decoding_pos_dir(cebra_pos_train, cebra_pos_test, label_train, label_test)\n", + "cebra_dir_decode = decoding_pos_dir(cebra_dir_train, cebra_dir_test, label_train, label_test)\n", + "marble_decode = decoding_pos_dir(data_train.emb, data_test.emb, label_train_marble, label_test_marble)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize the decoding results and loss - decoding performance" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/robert/anaconda3/lib/python3.9/site-packages/statannotations/_Plotter.py:337: UserWarning: Invalid x-position found. Are the same parameters passed to seaborn and statannotations calls? or are there few data points?\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "p-value annotation legend:\n", + " ns: p <= 1.00e+00\n", + " *: 1.00e-02 < p <= 5.00e-02\n", + " **: 1.00e-03 < p <= 1.00e-02\n", + " ***: 1.00e-04 < p <= 1.00e-03\n", + " ****: p <= 1.00e-04\n", + "\n", + "c-pos vs. marble: Wilcoxon test (paired samples), P_val:1.391e-15 Stat=7.934e+05\n", + "c-pos+dir vs. marble: Wilcoxon test (paired samples), P_val:1.210e-18 Stat=7.720e+05\n", + "c-time vs. marble: Wilcoxon test (paired samples), P_val:4.674e-103 Stat=4.431e+05\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results = [cebra_time_decode[4][:-1], cebra_posdir_decode[4][:-1], cebra_pos_decode[4][:-1], #cebra_dir_decode[5],\n", + " marble_decode[4]]\n", + "\n", + "results = pd.DataFrame(data=np.vstack(results).T,columns=['c-time','c-pos+dir', 'c-pos', 'marble'])\n", + "results = results.melt()\n", + "results.columns = ['model','accuracy']\n", + "\n", + "f, ax = plt.subplots(figsize=(4,4))\n", + "sns.despine(bottom=True, left=True)\n", + "\n", + "\n", + "random_sampling = np.random.randint(low=0, high=results.shape[0], size=(200,))\n", + "\n", + "sns.stripplot(\n", + " data=results.iloc[random_sampling,:], x=\"model\", y=\"accuracy\", order=['c-time','c-pos+dir', 'c-pos', 'marble'], \n", + " dodge=True, alpha=.5, zorder=1, color='gray',\n", + ")\n", + "\n", + "sns.pointplot(\n", + " data=results, x=\"model\", y=\"accuracy\",\n", + " join=False, dodge=.8 - .8 / 3, palette=\"dark\",\n", + " markers=\"d\", scale=.75, errorbar=None\n", + ")\n", + "\n", + "pairs=[(\"c-time\", \"marble\"),\n", + " (\"c-pos+dir\", \"marble\"),\n", + " (\"c-pos\", \"marble\"),\n", + " ]\n", + "\n", + "annotator = Annotator(ax, pairs, data=results, x=\"model\", y=\"accuracy\",)\n", + "annotator.configure(test='Wilcoxon', text_format='star', loc='outside')\n", + "annotator.apply_and_annotate()\n", + "plt.tight_layout()\n", + "plt.savefig('decoding_accuracy_rat_32output_violin.svg') \n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.stats import sem\n", + "\n", + "fig = plt.figure(figsize=(10,4))\n", + "\n", + "ax1= plt.subplot(121)\n", + "ax1.bar(np.arange(5), \n", + " [cebra_time_decode[1], cebra_posdir_decode[1], cebra_pos_decode[1], cebra_dir_decode[1],\n", + " marble_decode[1]], \n", + " width = 0.5, color = 'gray')\n", + "\n", + "ax1.errorbar(np.arange(5), \n", + " [cebra_time_decode[1], cebra_posdir_decode[1], cebra_pos_decode[1], cebra_dir_decode[1],\n", + " marble_decode[1]],\n", + " yerr=[sem(cebra_time_decode[4]), sem(cebra_posdir_decode[4]), \n", + " sem(cebra_pos_decode[4]), sem(cebra_dir_decode[4]),\n", + " sem(marble_decode[4])], \n", + " fmt='none', ecolor='black', capsize=5)\n", + "\n", + "\n", + "ax1.spines['top'].set_visible(False)\n", + "ax1.spines['right'].set_visible(False)\n", + "ax1.set_xticks(np.arange(5))\n", + "ax1.set_xticklabels(['time','pos+dir', 'pos', 'dir','marble'])\n", + "ax1.set_ylabel('Median err. [m]')\n", + "\n", + "\n", + "plt.legend(bbox_to_anchor=(1,1), frameon = False )\n", + "plt.savefig('decoding_accuracy_rat_32output_standarderror.svg') \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,6))\n", + "\n", + "t = label_test_marble[:,0].shape[0]\n", + "\n", + "ax1= plt.subplot(311)\n", + "ax1.plot(np.arange(t)/40, label_test_marble[:,0])\n", + "ax1.plot(np.arange(t)/40, marble_decode[3][:,0])\n", + "ax1.spines['top'].set_visible(False)\n", + "ax1.spines['right'].set_visible(False)\n", + "ax1.set_xlabel('Time [s]')\n", + "ax1.set_ylabel('Position [m]')\n", + "ax1.set_title('MARBLE')\n", + "\n", + "ax2= plt.subplot(312)\n", + "ax2.plot(np.arange(t)/40, label_test_marble[:,0])\n", + "ax2.plot(np.arange(t+1)/40, cebra_time_decode[3][:,0])\n", + "ax2.spines['top'].set_visible(False)\n", + "ax2.spines['right'].set_visible(False)\n", + "ax2.set_xlabel('Time [s]')\n", + "ax2.set_ylabel('Position [m]')\n", + "ax2.set_title('CEBRA (time)')\n", + "\n", + "ax3 = plt.subplot(313)\n", + "ax3.plot(np.arange(t)/40, label_test_marble[:,0])\n", + "ax3.plot(np.arange(t+1)/40, cebra_pos_decode[3][:,0])\n", + "ax3.spines['top'].set_visible(False)\n", + "ax3.spines['right'].set_visible(False)\n", + "ax3.set_xlabel('Time [s]')\n", + "ax3.set_ylabel('Position [m]')\n", + "ax3.set_title('CEBRA (position)')\n", + "\n", + "plt.savefig('decoding_vs_groundtruth_32output.svg') \n", + "\n", + "\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/rat_task/rat_data.pkl b/examples/rat_task/rat_data.pkl new file mode 100644 index 00000000..be456b64 Binary files /dev/null and b/examples/rat_task/rat_data.pkl differ diff --git a/examples/rat_task/rat_utils.py b/examples/rat_task/rat_utils.py new file mode 100644 index 00000000..46600c41 --- /dev/null +++ b/examples/rat_task/rat_utils.py @@ -0,0 +1,95 @@ +import sys +import numpy as np +import matplotlib.pyplot as plt + +from elephant.kernels import GaussianKernel +from elephant.statistics import instantaneous_rate +from quantities import ms +import neo + +from sklearn.decomposition import PCA +import sklearn + +import MARBLE +import cebra + +def prepare_marble(spikes, labels, pca=None, pca_n=10, skip=1): + + s_interval = 1 + + gk = GaussianKernel(10 * ms) + rates = [] + for sp in spikes: + sp_times = np.where(sp)[0] + st = neo.SpikeTrain(sp_times, units="ms", t_stop=len(sp)) + r = instantaneous_rate(st, kernel=gk, sampling_period=s_interval * ms).magnitude + rates.append(r.T) + + rates = np.vstack(rates) + + if pca is None: + pca = PCA(n_components=pca_n) + rates_pca = pca.fit_transform(rates.T) + else: + rates_pca = pca.transform(rates.T) + + vel_rates_pca = np.diff(rates_pca, axis=0) + print(pca.explained_variance_ratio_) + + rates_pca = rates_pca[:-1,:] # skip last + + labels = labels[:rates_pca.shape[0]] + + data = MARBLE.construct_dataset( + rates_pca, + features=vel_rates_pca, + k=15, + stop_crit=0.0, + delta=1.5, + compute_laplacian=True, + local_gauges=False, + ) + + return data, labels, pca + + +def find_sequences(vector): + sequences = [] + start_index = 0 + + for i in range(1, len(vector)): + if vector[i] != vector[i - 1]: + sequences.append((start_index, i - 1)) + start_index = i + + # Add the last sequence + sequences.append((start_index, len(vector) - 1)) + + return sequences + +# Define decoding function with kNN decoder. For a simple demo, we will use the fixed number of neighbors 36. +def decoding_pos_dir(embedding_train, embedding_test, label_train, label_test): + pos_decoder = cebra.KNNDecoder(n_neighbors=36, metric="cosine") + dir_decoder = cebra.KNNDecoder(n_neighbors=36, metric="cosine") + + pos_decoder.fit(embedding_train, label_train[:,0]) + dir_decoder.fit(embedding_train, label_train[:,1]) + + pos_pred = pos_decoder.predict(embedding_test) + dir_pred = dir_decoder.predict(embedding_test) + + prediction = np.stack([pos_pred, dir_pred],axis = 1) + + test_score = sklearn.metrics.r2_score(label_test[:,:2], prediction) + pos_test_err = np.median(abs(prediction[:,0] - label_test[:, 0])) + pos_test_score = sklearn.metrics.r2_score(label_test[:, 0], prediction[:,0]) + + prediction_error = abs(prediction[:,0] - label_test[:, 0]) + + # prediction error by back and forth + sequences = find_sequences(label_test[:,1]) + errors = [] + for seq in sequences: + errors.append(np.median(abs(prediction[seq,0] - label_test[seq, 0]))) + + return test_score, pos_test_err, pos_test_score, prediction, prediction_error, np.array(errors)