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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Managing Andrews Data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"python version: 3.5.2\n",
"keras version: 2.2.4\n",
"tensorflow version: 1.12.0\n",
"matplotlib uses: module://ipykernel.pylab.backend_inline\n",
"Available GPUs ['/job:localhost/replica:0/task:0/device:GPU:0']\n"
]
}
],
"source": [
"import vae_tools # Always import first to define if keras or tf.kreas should be used\n",
"import vae_tools.sanity\n",
"import vae_tools.viz\n",
"import vae_tools.callbacks\n",
"#import vae_tools.transformations\n",
"from vae_tools.mmvae import MmVae, ReconstructionLoss\n",
"vae_tools.sanity.check()\n",
"import tensorflow as tf\n",
"import keras\n",
"from keras.layers import Input, Dense, Lambda, Layer\n",
"from keras.layers import Flatten, Reshape, Conv3D, Conv3DTranspose\n",
"from keras.datasets import mnist\n",
"import numpy as np\n",
"from scipy.stats import norm\n",
"from scipy.spatial.transform import Rotation as R\n",
"# Set the seed for reproducible results\n",
"import vae_tools.sampling\n",
"vae_tools.sampling.set_seed(0)\n",
"# resize the notebook if desired\n",
"#vae_tools.nb_tools.notebook_resize()\n",
"\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Store parameters\n",
"store_model = True # Train and store the model if \"True\" or loads existing models if \"False\"\n",
"store_model_overwrite = False # Overwrite model if it exists\n",
"store_model_prefix = \"models/touchsensors_multisensory\" # prefix for loading and storing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load and preprocess the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import urllib.request\n",
"import pickle\n",
"import os\n",
"import gzip\n",
"\n",
"def download(url, location): \n",
" if not os.path.isfile(location):\n",
" urllib.request.urlretrieve(url, location)\n",
"\n",
"def norm_min_max(data, min = 0.0, max = 1.0, axis = None):\n",
" ''' Scales the input data to the given minimum and maximum value\n",
" \n",
" data (np.array): The input data\n",
" min (float): Smallest value in data is scaled to this value\n",
" max (float): Biggest value in data is scaled to this value\n",
" \n",
" returns the normalized values\n",
" '''\n",
" data = data - np.min(data, axis = axis)\n",
" data = data / np.max(data, axis = axis)\n",
" data = (data * (max - min)) + min\n",
" return data\n",
"\n",
"def norm_min_max_native_range(data, native_min = -np.pi/2.0, native_max = np.pi/2.0, min = 0.0, max = 1.0):\n",
" ''' Scales the input data to the given the native range of values to the minimum and maximum value\n",
" \n",
" data (np.array): The input data\n",
" native_min (float): Lower bound in the native data range\n",
" native_max (float): Upper bound in the native data range\n",
" min (float): Smallest value in data is scaled to this value\n",
" max (float): Biggest value in data is scaled to this value\n",
" \n",
" returns the normalized values\n",
" '''\n",
" if (np.min(data) < native_min) or (np.max(data) > native_max):\n",
" raise Exception(\"data outside of native range\")\n",
" data = (data - native_min) / native_max # scale to 0 ... 1 of native range\n",
" data = (data * (max - min)) + min # scale to desired range\n",
" return data\n",
"\n",
"filenames = [\"multisensory_data_ep_162615.pgz\", \"multisensory_data_ep_162615.pgz\", \"multisensory_data_ep_162628.pgz\", \"multisensory_data_ep_162643.pgz\", \"multisensory_data_ep_162658.pgz\", \"multisensory_data_ep_162713.pgz\", \"multisensory_data_ep_162728.pgz\", \"multisensory_data_ep_162742.pgz\", \"multisensory_data_ep_162757.pgz\", \"multisensory_data_ep_162812.pgz\", \"multisensory_data_ep_162827.pgz\"]\n",
"sens_proprio = None\n",
"sens_pos_quat = None\n",
"sens_touch = None\n",
"sens_voxel = None\n",
"for filename in filenames:\n",
" url = \"https://github.com/ndrwmlnk/baselines/blob/touchsensors_multisensory_data/HandManipulateBlockTouchSensors_multisensory_data/\" + filename + \"?raw=true\"\n",
" location = \"/tmp/\" + filename\n",
" download(url, location)\n",
"\n",
" # Each file is a single episode (100 steps) and contains a dict:\n",
" # senses = dict(\n",
" # sens_proprio, # 24 joint vaplues for - 24 degrees of freedom\n",
" # sens_touch, # 75 binary touch sensors: 0 - no touch, 1 - touch detected\n",
" # sens_pos_quat, # 7 value vectors: first 3 - XYZ of the cube, last 4 - quat values\n",
" # sens_voxel # 16x16x16 voxel space, cube shape is alwas in the center, cube size 8x8x8, check these links [1, 2] for visualization\n",
" # )\n",
" \n",
"\n",
" # Read '*.pgz' files:\n",
" file = location\n",
" with gzip.open(file, 'r') as f:\n",
" data = pickle.load(f)\n",
" #for k in data.keys():\n",
" # print(k, type(data[k]))\n",
" \n",
" if sens_proprio is None:\n",
" sens_proprio = np.array(data[\"sens_proprio\"])\n",
" else:\n",
" sens_proprio = np.append(sens_proprio, np.array(data[\"sens_proprio\"]), axis=0)\n",
" if sens_pos_quat is None:\n",
" sens_pos_quat = np.array(data[\"sens_pos_quat\"])\n",
" else:\n",
" sens_pos_quat = np.append(sens_pos_quat, np.array(data[\"sens_pos_quat\"]), axis=0)\n",
" if sens_touch is None:\n",
" sens_touch = np.array(data[\"sens_touch\"])\n",
" else:\n",
" sens_touch = np.append(sens_touch, np.array(data[\"sens_touch\"]), axis=0)\n",
" if sens_voxel is None:\n",
" sens_voxel = np.array(data[\"sens_voxel\"])\n",
" else:\n",
" sens_voxel = np.append(sens_voxel, np.array(data[\"sens_voxel\"]), axis=0)\n",
"\n",
"\n",
"# sens_proprio\n",
"#sens_proprio = np.array(data[\"sens_proprio\"])\n",
"f, axs = plt.subplots(1, 2, figsize=[10,5])\n",
"sens_proprio_norm = norm_min_max(sens_proprio, axis = 0)\n",
"axs[0].plot(sens_proprio)\n",
"axs[0].set_title(\"sens_proprio\")\n",
"axs[1].plot(sens_proprio_norm)\n",
"axs[1].set_title(\"sens_proprio normalized\")\n",
"plt.show()\n",
"\n",
"# sens_pos_quat(float0..1 1x7)\n",
"#sens_pos_quat = np.array(data[\"sens_pos_quat\"])\n",
"f, axs = plt.subplots(1, 2, figsize=[10,5])\n",
"sens_pos_euler = np.zeros([sens_pos_quat.shape[0], sens_pos_quat.shape[1]-1])\n",
"sens_pos_euler[:, 0:3] = sens_pos_quat[:, 0:3]\n",
"for pos_quat, pos_euler in zip(sens_pos_quat, sens_pos_euler):\n",
" r = R.from_quat(pos_quat[3:])\n",
" pos_euler[3:] = r.as_euler('zxy', degrees=False)\n",
" # -pi .. pi, -pi .. pi, -pi/2 .. pi/2\n",
" # https://scipy.github.io/devdocs/generated/scipy.spatial.transform.Rotation.as_euler.html#scipy.spatial.transform.Rotation.as_euler\n",
"# Plot the embedding\n",
"sens_euler = np.zeros(sens_pos_euler[:,3:].shape)\n",
"sens_euler[:,0] = norm_min_max_native_range(sens_pos_euler[:,3],native_min = -np.pi, native_max = np.pi, min = 0.0, max = 1.0)\n",
"sens_euler[:,2] = norm_min_max_native_range(sens_pos_euler[:,4],native_min = -np.pi/2., native_max = np.pi/2., min = 0.0, max = 1.0)\n",
"sens_euler[:,1] = norm_min_max_native_range(sens_pos_euler[:,5],native_min = -np.pi, native_max = np.pi, min = 0.0, max = 1.0)\n",
"axs[0].plot(sens_pos_quat)\n",
"axs[0].set_title(\"sens_pos_quat\")\n",
"axs[1].plot(sens_euler)\n",
"axs[1].set_title(\"sens_euler\")\n",
"plt.show()\n",
"\n",
"\n",
"# sens_voxel (float0..1 1x16x16x16 or 1x4096 if flatten)\n",
"#sens_voxel = np.array(data[\"sens_voxel\"])\n",
"sens_voxel_norm = sens_voxel # already normalizes?\n",
"sens_voxel_flat_norm = sens_voxel_norm.reshape((len(sens_voxel_norm), np.prod(sens_voxel_norm.shape[1:])))\n",
"#print(sens_voxel_norm[0,0,0,:])\n",
"sens_voxel_norm_flatten = sens_voxel_norm.reshape((sens_voxel_norm.shape[0], -1))\n",
"\n",
"# sens_touch (binary 1x75)\n",
"#sens_touch = np.array(data[\"sens_touch\"])\n",
"f, axs = plt.subplots(1, 2, figsize=[10,5])\n",
"sens_touch_norm = sens_touch # already normalizes?\n",
"axs[0].plot(sens_touch)\n",
"axs[0].set_title(\"sens_touch\")\n",
"axs[1].plot(sens_touch_norm)\n",
"axs[1].set_title(\"sens_touch normalized\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train touch data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 960x480 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = sens_touch_norm\n",
"model_name = \"sens_touch\"\n",
"if store_model:\n",
" batch_size = 16\n",
" original_dim = data.shape[1]\n",
" intermediate_dim = 128\n",
" epochs = 150\n",
" z_dim = 2\n",
" beta_norm = 0.01\n",
"\n",
" encoder_touch = [[\n",
" Input(shape=(original_dim,)), # Input layer\n",
" Dense(intermediate_dim, activation='relu'), # First encoder layer\n",
" Dense(int(intermediate_dim/2), activation='relu') # Second encoder layer\n",
" ]]\n",
"\n",
" decoder_touch = [[\n",
" Dense(int(intermediate_dim/2), activation='relu'), # First decoder layer\n",
" Dense(intermediate_dim, activation='relu'), # Second decoder layer\n",
" Dense(original_dim, activation='sigmoid') # Output layer\n",
" ]]\n",
"\n",
" vae_obj = MmVae(z_dim, encoder_touch, decoder_touch, [original_dim], beta_norm, beta_is_normalized = True, reconstruction_loss_metrics = [ReconstructionLoss.BCE], name='sens_touch')\n",
"\n",
" vae = vae_obj.get_model()\n",
" vae.compile(optimizer='rmsprop', loss=None)\n",
" #vae_tools.viz.plot_model(vae, file = 'myVAE', print_svg = False, verbose = True)\n",
" # Store the losses, encodings, and decodings to tensorboard\n",
" losses_cb = vae_tools.callbacks.Losses(data = data)\n",
" # Train\n",
" vae.fit(data, shuffle=True, epochs=epochs, batch_size=batch_size, validation_data=None, verbose = 0, callbacks=[losses_cb])\n",
" # Show the losses\n",
" vae_tools.viz.plot_losses(losses_cb, plot_elbo = True)\n",
" \n",
" # Get the models\n",
" encoder_input = [encoder_touch[0][0]]\n",
" encoder_mean = vae_obj.get_encoder_mean(encoder_input)\n",
" encoder_logvar = vae_obj.get_encoder_logvar(encoder_input)\n",
" \n",
" # Store model\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_dec\", model = vae_obj.get_decoder(), overwrite = store_model_overwrite)\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_enc_mean\", model = encoder_mean, overwrite = store_model_overwrite)\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_enc_logvar\", model = encoder_logvar, overwrite = store_model_overwrite)\n",
"else:\n",
" # Load the models\n",
" encoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_enc_mean\")\n",
" encoder_logvar = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_enc_logvar\")\n",
" decoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_dec\")\n",
"\n",
"# Plot the embedding\n",
"mean_encoded = encoder_mean.predict(data)\n",
"#var_encoded = np.sum(np.exp(encoder_logvar.predict(data, batch_size=batch_size)),axis=-1) # trace of co-variance\n",
"#vae_tools.viz.plot_embedding(mean_encoded, var_encoded, colormap=\"rainbow\", figsize=(6, 6))\n",
"#plt.colorbar()\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.show()\n",
"keras.backend.clear_session()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x480 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = sens_proprio_norm\n",
"model_name = \"sens_proprio\"\n",
"if store_model:\n",
" batch_size = 16\n",
" original_dim = data.shape[1]\n",
" intermediate_dim = 128\n",
" epochs = 150\n",
" z_dim = 2\n",
" beta_norm = 0.01\n",
"\n",
" encoder_proprio = [[\n",
" Input(shape=(original_dim,)), # Input layer\n",
" Dense(intermediate_dim, activation='relu'), # First encoder layer\n",
" Dense(int(intermediate_dim/2), activation='relu') # Second encoder layer\n",
" ]]\n",
"\n",
" decoder_proprio = [[\n",
" Dense(int(intermediate_dim/2), activation='relu'), # First decoder layer\n",
" Dense(intermediate_dim, activation='relu'), # Second decoder layer\n",
" Dense(original_dim, activation='sigmoid') # Output layer\n",
" ]]\n",
"\n",
" vae_obj = MmVae(z_dim, encoder_proprio, decoder_proprio, [original_dim], beta_norm, beta_is_normalized = True, reconstruction_loss_metrics = [ReconstructionLoss.BCE], name=model_name)\n",
"\n",
" vae = vae_obj.get_model()\n",
" vae.compile(optimizer='rmsprop', loss=None)\n",
" #vae_tools.viz.plot_model(vae, file = 'myVAE', print_svg = False, verbose = True)\n",
" # Store the losses, encodings, and decodings to tensorboard\n",
" losses_cb = vae_tools.callbacks.Losses(data = data)\n",
" # Train\n",
" vae.fit(data, shuffle=True, epochs=epochs, batch_size=batch_size, validation_data=None, verbose = 0, callbacks=[losses_cb])\n",
" # Show the losses\n",
" vae_tools.viz.plot_losses(losses_cb, plot_elbo = True)\n",
" # Get the models\n",
" encoder_input = [encoder_proprio[0][0]]\n",
" encoder_mean = vae_obj.get_encoder_mean(encoder_input)\n",
" encoder_logvar = vae_obj.get_encoder_logvar(encoder_input)\n",
" \n",
" # Store model\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_dec\", model = vae_obj.get_decoder(), overwrite = store_model_overwrite)\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_enc_mean\", model = encoder_mean, overwrite = store_model_overwrite)\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_enc_logvar\", model = encoder_logvar, overwrite = store_model_overwrite)\n",
"else:\n",
" # Load the models\n",
" encoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_enc_mean\")\n",
" encoder_logvar = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_enc_logvar\")\n",
" decoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_dec\")\n",
"# Plot the embedding\n",
"mean_encoded = encoder_mean.predict(data)\n",
"#var_encoded = np.sum(np.exp(encoder_logvar.predict(data, batch_size=batch_size)),axis=-1) # trace of co-variance\n",
"#vae_tools.viz.plot_embedding(mean_encoded, var_encoded, colormap=\"rainbow\", figsize=(6, 6))\n",
"#plt.colorbar()\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.show()\n",
"keras.backend.clear_session()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x480 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"use_conv = True\n",
"model_name = \"sens_voxel\"\n",
"if use_conv:\n",
" data = sens_voxel_norm[:, :, :, :, None] # For conv VAE\n",
"else:\n",
" data = sens_voxel_flat_norm # For dense VAE\n",
"if store_model:\n",
" rows, cols, depth, chns = sens_voxel_norm[:, :, :, :, None].shape[1:]\n",
" original_dim = (rows, cols, depth, chns)\n",
" batch_size = 16\n",
" original_dim_prod = np.prod(data.shape[1:])\n",
" intermediate_dim = 64\n",
" epochs = 150\n",
" z_dim = 2\n",
" beta_norm = 0.01\n",
"\n",
" filters = 64\n",
" if use_conv:\n",
" encoder_voxel = [[\n",
" Input(shape=original_dim),\n",
" Conv3D(filters = 1, kernel_size = (2,2,2), strides=(2,2,2), padding='same',activation='relu'),\n",
" Conv3D(filters = filters, kernel_size = (2,2,2), strides=(2,2,2), padding='same',activation='relu'),\n",
" Conv3D(filters = filters, kernel_size = (3,3,3), strides=(1,1,1), padding='same',activation='relu'),\n",
" Conv3D(filters = filters, kernel_size = (3,3,3), strides=(1,1,1), padding='same',activation='relu'),\n",
" Flatten(),\n",
" Dense(intermediate_dim, activation='relu'),\n",
" Dense(int(intermediate_dim/2), activation='relu')\n",
" ]]\n",
"\n",
" output_shape = (8, 8, 8, filters)\n",
" decoder_voxel = [[\n",
" Dense(int(intermediate_dim/2), activation='relu'),\n",
" Dense(intermediate_dim, activation='relu'),\n",
" Dense(filters * 8 * 8 * 8, activation='relu'),\n",
" Reshape(output_shape),\n",
" Conv3DTranspose(filters, kernel_size=(3,3,3), strides=(1,1,1), padding='same', activation='relu'),\n",
" Conv3DTranspose(filters, kernel_size=(3,3,3), strides=(1,1,1), padding='same', activation='relu'),\n",
" Conv3DTranspose(filters, kernel_size=(3,3,3), strides=(2,2,2), padding='valid', activation='relu'),\n",
" Conv3D(filters = 1, kernel_size = (2,2,2), strides=(1,1,1), padding='valid',activation='sigmoid')\n",
" ]]\n",
" else:\n",
" encoder_voxel = [[\n",
" Input(shape=(original_dim_prod,)),\n",
" Dense(intermediate_dim, activation='relu'),\n",
" Dense(int(intermediate_dim/2), activation='relu')\n",
" ]]\n",
"\n",
" decoder_voxel = [[\n",
" Dense(int(intermediate_dim/2), activation='relu'),\n",
" Dense(intermediate_dim, activation='relu'),\n",
" Dense(original_dim_prod, activation='sigmoid')\n",
" ]]\n",
"\n",
" vae_obj = MmVae(z_dim, encoder_voxel, decoder_voxel, [original_dim_prod], beta_norm, beta_is_normalized = True, reconstruction_loss_metrics = [ReconstructionLoss.BCE], name=model_name)\n",
"\n",
" vae = vae_obj.get_model()\n",
" vae.compile(optimizer='rmsprop', loss=None)\n",
" #vae_tools.viz.plot_model(vae, file = 'myVAE', print_svg = False, verbose = True)\n",
" # Store the losses, encodings, and decodings to tensorboard\n",
" losses_cb = vae_tools.callbacks.Losses(data = data)\n",
" # Train\n",
" vae.fit(data, shuffle=True, epochs=epochs, batch_size=batch_size, validation_data=None, verbose = 0, callbacks=[losses_cb])\n",
" # Show the losses\n",
" vae_tools.viz.plot_losses(losses_cb, plot_elbo = True)\n",
" plt.show()\n",
" # Get the models\n",
" encoder_input = [encoder_voxel[0][0]]\n",
" encoder_mean = vae_obj.get_encoder_mean(encoder_input)\n",
" encoder_logvar = vae_obj.get_encoder_logvar(encoder_input)\n",
" \n",
" # Store model\n",
" #vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_dec\", model = vae_obj.get_decoder(), overwrite = store_model_overwrite)\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_enc_mean\", model = encoder_mean, overwrite = store_model_overwrite)\n",
" vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_enc_logvar\", model = encoder_logvar, overwrite = store_model_overwrite)\n",
"else:\n",
" # Load the models\n",
" encoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_enc_mean\")\n",
" encoder_logvar = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_enc_logvar\")\n",
" #decoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_dec\")\n",
"# Plot the embedding\n",
"mean_encoded = encoder_mean.predict(data)\n",
"#var_encoded = np.sum(np.exp(encoder_logvar.predict(data, batch_size=batch_size)),axis=-1) # trace of co-variance\n",
"#vae_tools.viz.plot_embedding(mean_encoded, var_encoded, colormap=\"rainbow\", figsize=(6, 6))\n",
"#plt.colorbar()\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.show()\n",
"keras.backend.clear_session()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bimodal VAE (Proprio & Voxel)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Multi modal training of proprio and voxel\n",
"data = [sens_proprio_norm, sens_voxel_norm[:, :, :, :, None]]\n",
"model_name = \"sens_proprio_voxel\"\n",
"if store_model:\n",
"\n",
" batch_size = 16\n",
" epochs = 150\n",
" z_dim = 2\n",
" beta_norm = 0.01\n",
"\n",
" # Pin the weights\n",
" for layer in encoder_proprio[0]:\n",
" layer.trainable = False\n",
" for layer in decoder_proprio[0][1:]:\n",
" layer.trainable = False\n",
" for layer in encoder_voxel[0]:\n",
" layer.trainable = False\n",
" for layer in decoder_voxel[0][1:]:\n",
" layer.trainable = False\n",
"\n",
" encoder_pv = [encoder_proprio[0], encoder_voxel[0]]\n",
" decoder_pv = [decoder_proprio[0], decoder_voxel[0]]\n",
"\n",
" vae_obj = MmVae(z_dim, encoder_pv, decoder_pv, [sens_proprio_norm.shape[1], sens_voxel_norm.shape[1]],\n",
" beta_norm, beta_is_normalized = True, reconstruction_loss_metrics = [ReconstructionLoss.MSE], name=model_name)\n",
"\n",
" vae = vae_obj.get_model()\n",
" vae.compile(optimizer='rmsprop', loss=None)\n",
" #vae_tools.viz.plot_model(vae, file = 'myVAE', print_svg = False, verbose = True)\n",
" # Store the losses, encodings, and decodings to tensorboard\n",
" losses_cb = vae_tools.callbacks.Losses(data = data)\n",
" # Train\n",
" vae.fit(data, shuffle=True, epochs=epochs, batch_size=batch_size, validation_data=None, verbose = 0, callbacks=[losses_cb])\n",
" # Show the losses\n",
" vae_tools.viz.plot_losses(losses_cb, plot_elbo = True)\n",
" # Get the models\n",
" encoder_input = [encoder_pv[0][0], encoder_pv[1][0]]\n",
" encoder_mean = [vae_obj.get_encoder_mean([encoder_input[0]]),\n",
" vae_obj.get_encoder_mean([encoder_input[1]]),\n",
" vae_obj.get_encoder_mean(encoder_input)]\n",
" encoder_logvar = [vae_obj.get_encoder_logvar([encoder_input[0]]),\n",
" vae_obj.get_encoder_logvar([encoder_input[1]]),\n",
" vae_obj.get_encoder_logvar(encoder_input)]\n",
" \n",
" # Store model\n",
" #vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_dec\", model = vae_obj.get_decoder(), overwrite = store_model_overwrite)\n",
" vae_obj.store_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_mean_ProprioVoxel\",\n",
" model_inputs = encoder_input,\n",
" get_model_callback = vae_obj.get_encoder_mean, overwrite = store_model_overwrite)\n",
" vae_obj.store_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_logvar_ProprioVoxel\",\n",
" model_inputs = encoder_input,\n",
" get_model_callback = vae_obj.get_encoder_logvar, overwrite = store_model_overwrite)\n",
"else:\n",
" # Load the models\n",
" #decoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_dec\")\n",
" encoder_mean, _ = MmVae.load_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_mean_ProprioVoxel\",\n",
" num_elements = 2)\n",
" encoder_logvar, _ = MmVae.load_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_logvar_ProprioVoxel\",\n",
" num_elements = 2)\n",
"\n",
"mean_encoded = encoder_mean[0].predict(data[0])\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Proprio\")\n",
"\n",
"mean_encoded = encoder_mean[1].predict(data[1])\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Voxel\")\n",
"\n",
"# Plot the embedding proprio and voxel\n",
"mean_encoded = encoder_mean[2].predict(data)\n",
"#var_encoded = np.sum(np.exp(encoder_logvar[2].predict(data, batch_size=batch_size)),axis=-1) # trace of co-variance\n",
"#vae_tools.viz.plot_embedding(mean_encoded, var_encoded, colormap=\"rainbow\", figsize=(6, 6))\n",
"#plt.colorbar()\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Proprio/Voxel\")\n",
"plt.show()\n",
"keras.backend.clear_session()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bimodal VAE (Proprio, Voxel, Touch)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Multi modal training of proprio and voxel\n",
"data = [sens_proprio_norm, sens_voxel_norm[:, :, :, :, None], sens_touch_norm]\n",
"model_name = \"sens_proprio_voxel_touch\"\n",
"if store_model:\n",
"\n",
" batch_size = 16\n",
" epochs = 150\n",
" z_dim = 2\n",
" beta_norm = 0.01\n",
"\n",
" # Pin the weights\n",
" for layer in encoder_proprio[0]:\n",
" layer.trainable = False\n",
" for layer in decoder_proprio[0][1:]:\n",
" layer.trainable = False\n",
" for layer in encoder_voxel[0]:\n",
" layer.trainable = False\n",
" for layer in decoder_voxel[0][1:]:\n",
" layer.trainable = False\n",
" for layer in encoder_touch[0]:\n",
" layer.trainable = False\n",
" for layer in decoder_touch[0][1:]:\n",
" layer.trainable = False\n",
"\n",
" encoder_pvt = [encoder_proprio[0], encoder_voxel[0], encoder_touch[0]]\n",
" decoder_pvt = [decoder_proprio[0], decoder_voxel[0], decoder_touch[0]]\n",
"\n",
" vae_obj = MmVae(z_dim, encoder_pvt, decoder_pvt, [sens_proprio_norm.shape[1], sens_voxel_norm.shape[1], sens_touch_norm.shape[1]],\n",
" beta_norm, beta_is_normalized = True, reconstruction_loss_metrics = [ReconstructionLoss.MSE], name=model_name)\n",
"\n",
" vae = vae_obj.get_model()\n",
" vae.compile(optimizer='rmsprop', loss=None)\n",
" #vae_tools.viz.plot_model(vae, file = 'myVAE', print_svg = False, verbose = True)\n",
" # Store the losses, encodings, and decodings to tensorboard\n",
" losses_cb = vae_tools.callbacks.Losses(data = data)\n",
" # Train\n",
" vae.fit(data, shuffle=True, epochs=epochs, batch_size=batch_size, validation_data=None, verbose = 0, callbacks=[losses_cb])\n",
" # Show the losses\n",
" vae_tools.viz.plot_losses(losses_cb, plot_elbo = True)\n",
" # Get the models\n",
" encoder_input = [encoder_pvt[0][0], encoder_pvt[1][0], encoder_pvt[2][0]]\n",
"\n",
" # Store model\n",
" #vae_obj.store_model(name = store_model_prefix + \"_\" + model_name + \"_dec\", model = vae_obj.get_decoder(), overwrite = store_model_overwrite)\n",
" vae_obj.store_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_mean_ProprioVoxelTouch\",\n",
" model_inputs = encoder_input,\n",
" get_model_callback = vae_obj.get_encoder_mean, overwrite = store_model_overwrite)\n",
" vae_obj.store_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_logvar_ProprioVoxelTouch\",\n",
" model_inputs = encoder_input,\n",
" get_model_callback = vae_obj.get_encoder_logvar, overwrite = store_model_overwrite)\n",
"# Load the models\n",
"#decoder_mean = MmVae.load_model(name = store_model_prefix + \"_\" + model_name + \"_dec\")\n",
"encoder_mean, _ = MmVae.load_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_mean_ProprioVoxelTouch\",\n",
" num_elements = 3)\n",
"encoder_logvar, _ = MmVae.load_model_powerset(prefix = store_model_prefix + \"_\" + model_name + \"_enc_logvar_ProprioVoxelTouch\",\n",
" num_elements = 3)\n",
"\n",
"mean_encoded = encoder_mean[0].predict(data[0])\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Proprio\")\n",
"\n",
"mean_encoded = encoder_mean[1].predict(data[1])\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Voxel\")\n",
"\n",
"mean_encoded = encoder_mean[3].predict(data[2])\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Touch\")\n",
"\n",
"# Plot the embedding proprio and voxel\n",
"mean_encoded = encoder_mean[-1].predict(data)\n",
"#var_encoded = np.sum(np.exp(encoder_logvar[2].predict(data, batch_size=batch_size)),axis=-1) # trace of co-variance\n",
"#vae_tools.viz.plot_embedding(mean_encoded, var_encoded, colormap=\"rainbow\", figsize=(6, 6))\n",
"#plt.colorbar()\n",
"vae_tools.viz.plot_embedding(mean_encoded, sens_euler, colormap='hsv', figsize=(6, 6))\n",
"plt.axis(\"equal\")\n",
"plt.title(\"Sense Proprio/Voxel/Touch\")\n",
"plt.show()\n",
"keras.backend.clear_session()"
]
}
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