From 94b47aff4cd029aa9df3d0402047110bc3f3519d Mon Sep 17 00:00:00 2001 From: David Sussillo Date: Thu, 1 Oct 2020 08:27:25 -0600 Subject: [PATCH] seq2seq implementation with toy tasks --- ...ce_to_sequence_attn_and_h0_encodings.ipynb | 5041 +++++++++++++++++ 1 file changed, 5041 insertions(+) create mode 100644 experimental/notebooks/Sequence_to_sequence_attn_and_h0_encodings.ipynb diff --git a/experimental/notebooks/Sequence_to_sequence_attn_and_h0_encodings.ipynb b/experimental/notebooks/Sequence_to_sequence_attn_and_h0_encodings.ipynb new file mode 100644 index 0000000..22aac19 --- /dev/null +++ b/experimental/notebooks/Sequence_to_sequence_attn_and_h0_encodings.ipynb @@ -0,0 +1,5041 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Sequence to sequence attn and h0 encodings", + "provenance": [], + "collapsed_sections": [], + "last_runtime": { + "build_target": "//learning/deepmind/dm_python:dm_notebook3_tpu", + "kind": "private" + }, + "toc_visible": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "sWTmw4k2h4Ct" + }, + "source": [ + "\n", + "\n", + "Copyright 2020 Google LLC\n", + "\n", + "Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at\n", + "\n", + " https://www.apache.org/licenses/LICENSE-2.0\n", + "\n", + "Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WeB285bTj82A" + }, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AJUfHIbkDP-x" + }, + "source": [ + "from functools import partial\n", + "import copy\n", + "import time\n", + "import os\n", + "\n", + "import flax\n", + "import h5py\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import jax.experimental\n", + "from jax.experimental import optimizers\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import numpy as np\n", + "from scipy.spatial.distance import pdist, squareform\n", + "import scipy.linalg\n", + "from sklearn.decomposition import PCA\n", + "from tqdm import tqdm" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jhUkb67finsV", + "executionInfo": { + "status": "ok", + "timestamp": 1597162503273, + "user_tz": 420, + "elapsed": 344, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "406ccce7-fc78-4438-d4cb-af351f443c7e", + "colab": { + "height": 151 + } + }, + "source": [ + "jax.devices()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[PjRtTpuDevice(id=0, host_id=0, coords=(0,0,0), core_on_chip=0),\n", + " PjRtTpuDevice(id=1, host_id=0, coords=(0,0,0), core_on_chip=1),\n", + " PjRtTpuDevice(id=2, host_id=0, coords=(1,0,0), core_on_chip=0),\n", + " PjRtTpuDevice(id=3, host_id=0, coords=(1,0,0), core_on_chip=1),\n", + " PjRtTpuDevice(id=4, host_id=0, coords=(0,1,0), core_on_chip=0),\n", + " PjRtTpuDevice(id=5, host_id=0, coords=(0,1,0), core_on_chip=1),\n", + " PjRtTpuDevice(id=6, host_id=0, coords=(1,1,0), core_on_chip=0),\n", + " PjRtTpuDevice(id=7, host_id=0, coords=(1,1,0), core_on_chip=1)]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "R5vJ5U0fkH_2" + }, + "source": [ + "# Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "L4zp93BkpqiG" + }, + "source": [ + "## Tasks" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hFyMSBlSwn9n" + }, + "source": [ + "### Box tasks" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yYtd8QuarjUD" + }, + "source": [ + "seq_height_min, seq_height_max = 1.0, 25.0\n", + "seq_width_min, seq_width_max = 3.0, 20.0\n", + "seq_length = 100 # 100\n", + "\n", + "\n", + "relu = lambda x: jnp.where(x > 0.0, x, 0.0)\n", + "\n", + "\n", + "def positions_to_sequences(key, tr = None, bx = None, noise_level = 0.3):\n", + " st = jnp.arange(seq_length).astype(np.float)\n", + " st = st[None, :, None]\n", + " tr = tr[:, None, :, :]\n", + " bx = bx[:, None, :, :]\n", + "\n", + " y_key, _ = jax.random.split(key, 2)\n", + "\n", + " xtr = relu(tr[..., 1] - relu(jnp.abs(st - tr[..., 0]) - 0.5) * 2 * tr[..., 1] / tr[..., 2])\n", + " xbx = jnp.sign(relu(bx[..., 1] - jnp.abs((st - bx[..., 0]) * 2 * bx[..., 1] / bx[..., 2]))) * bx[..., 1]\n", + " x_bt4 = jnp.concatenate((xtr, xbx), 2)\n", + "\n", + " x_sign_bt4 = jnp.sign(x_bt4)\n", + " u_bt4 = flax.nn.max_pool(x_sign_bt4, window_shape=(2,), strides=(1,), padding='VALID')\n", + " u_b4t = jnp.transpose(u_bt4, (0, 2, 1))\n", + " collisions = (u_b4t.sum(axis=1) > 1).max(axis=1)\n", + " \n", + " y_bt = x_bt4.max(axis=2)\n", + "\n", + " return y_bt + jax.random.uniform(y_key, y_bt.shape) * noise_level - noise_level / 2, collisions\n", + "\n", + "\n", + "def generate_sequences_inner(nb, noise_level, key):\n", + "\n", + " key, top_key = jax.random.split(key, 2)\n", + "\n", + " trkey, bxkey, pskey1, pskey2 = jax.random.split(top_key, 4)\n", + " trkeys = jax.random.split(trkey, 3)\n", + " bxkeys = jax.random.split(bxkey, 3)\n", + "\n", + " # Location, height, width\n", + " tr1 = jax.random.uniform(trkeys[0], (nb, 2, 1), minval=seq_width_max/2, maxval=seq_length - seq_width_max/2)\n", + " tr2 = jax.random.uniform(trkeys[1], (nb, 2, 1), minval=seq_height_min, maxval=seq_height_max)\n", + " tr3 = jax.random.uniform(trkeys[2], (nb, 2, 1), minval=seq_width_min, maxval=seq_width_max)\n", + " tr = jnp.concatenate((tr1, tr2, tr3), axis=2)\n", + "\n", + " bx1 = jax.random.uniform(bxkeys[0], (nb, 2, 1), minval=seq_width_max/2, maxval=seq_length - seq_width_max/2)\n", + " bx2 = jax.random.uniform(bxkeys[1], (nb, 2, 1), minval=seq_height_min, maxval=seq_height_max)\n", + " bx3 = jax.random.uniform(bxkeys[2], (nb, 2, 1), minval=seq_width_min, maxval=seq_width_max)\n", + " bx = jnp.concatenate((bx1, bx2, bx3), axis=2)\n", + "\n", + " valids = ((jnp.abs(tr[:, 0, 1] - tr[:, 1, 1]) > 4) & \n", + " (jnp.abs(tr[:, 0, 1] - tr[:, 1, 1]) > 4))\n", + "\n", + " inputs, collisions = positions_to_sequences(pskey1, tr, bx, noise_level)\n", + "\n", + " tr = jax.ops.index_update(tr, jax.ops.index[:, :, 1:2], \n", + " jnp.mean(tr[:, :, 1:2], axis=1, keepdims=True))\n", + " bx = jax.ops.index_update(bx, jax.ops.index[:, :, 1:2], \n", + " jnp.mean(bx[:, :, 1:2], axis=1, keepdims=True))\n", + "\n", + " targets, _ = positions_to_sequences(pskey2, tr, bx, 0.0)\n", + "\n", + " valids = valids & ~collisions\n", + "\n", + " # By the time the triangle and box statistics have made it out of this routine\n", + " # they are for the target. Since the target has the average height, the \n", + " # individual height informatino of the input has been lost. \n", + " return inputs, targets, tr, bx, valids\n", + "\n", + "\n", + "gs_jit = jax.jit(generate_sequences_inner, static_argnums=(0))\n", + "\n", + "\n", + "def generate_sequences(nb, noise_level, key, nb_needed=None):\n", + "\n", + " trs = []\n", + " bxs = []\n", + " inputs = []\n", + " targets = []\n", + " num_valid = 0\n", + " while num_valid < nb_needed:\n", + " subkey, key = jax.random.split(key)\n", + " input, target, tr, bx, valid = gs_jit(nb, noise_level, subkey) \n", + "\n", + " trs.append(tr[valid])\n", + " bxs.append(bx[valid])\n", + " inputs.append(input[valid])\n", + " targets.append(target[valid])\n", + "\n", + " num_valid += valid.sum()\n", + "\n", + " trs = jnp.concatenate(trs, axis=0)\n", + " bxs = jnp.concatenate(bxs, axis=0)\n", + " inputs = jnp.concatenate(inputs, axis=0)\n", + " targets = jnp.concatenate(targets, axis=0)\n", + " return inputs[:nb_needed], targets[:nb_needed], trs[:nb_needed], bxs[:nb_needed]\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5b8rl7AFTtYP" + }, + "source": [ + "seq_height_min, seq_height_max = 1.0, 25.0\n", + "#seq_width_min, seq_width_max = 5.0, 20.0 # Make easier\n", + "seq_width_min, seq_width_max = 10.0, 10.0\n", + "seq_length = 100 # 100\n", + "\n", + "\n", + "relu = lambda x: jnp.where(x > 0.0, x, 0.0)\n", + "\n", + "\n", + "def positions_to_sequences_boxes(key, bx = None, noise_level = 0.3):\n", + " st = jnp.arange(seq_length).astype(np.float)\n", + " st = st[None, :, None]\n", + " bx = bx[:, None, :, :]\n", + "\n", + " y_key, _ = jax.random.split(key, 2)\n", + "\n", + " xbx = jnp.sign(relu(bx[..., 1] - jnp.abs((st - bx[..., 0]) * 2 * bx[..., 1] / bx[..., 2]))) * bx[..., 1]\n", + " #x_bt4 = jnp.concatenate((xtr, xbx), 2)\n", + " x_bt2 = xbx\n", + "\n", + " x_sign_bt2 = jnp.sign(x_bt2)\n", + " u_bt2 = flax.nn.max_pool(x_sign_bt2, window_shape=(2,), strides=(1,), padding='VALID')\n", + " u_b2t = jnp.transpose(u_bt2, (0, 2, 1))\n", + " collisions = (u_b2t.sum(axis=1) > 1).max(axis=1)\n", + " \n", + " y_bt = x_bt2.max(axis=2)\n", + "\n", + " return y_bt + jax.random.uniform(y_key, y_bt.shape) * noise_level - noise_level / 2, collisions\n", + "\n", + "\n", + "def generate_sequences_boxes_inner(nb, noise_level, key):\n", + "\n", + " key, top_key = jax.random.split(key, 2)\n", + "\n", + " bxkey, pskey1, pskey2 = jax.random.split(top_key, 3)\n", + " bxkeys = jax.random.split(bxkey, 3)\n", + "\n", + " bx1 = jax.random.uniform(bxkeys[0], (nb, 2, 1), minval=seq_width_max/2, maxval=seq_length - seq_width_max/2)\n", + " bx2 = jax.random.uniform(bxkeys[1], (nb, 2, 1), minval=seq_height_min, maxval=seq_height_max)\n", + " bx3 = jax.random.uniform(bxkeys[2], (nb, 2, 1), minval=seq_width_min, maxval=seq_width_max)\n", + " bx = jnp.concatenate((bx1, bx2, bx3), axis=2)\n", + "\n", + " inputs, collisions = positions_to_sequences_boxes(pskey1, bx, noise_level)\n", + "\n", + " bx = jax.ops.index_update(bx, jax.ops.index[:, :, 1:2], \n", + " jnp.mean(bx[:, :, 1:2], axis=1, keepdims=True))\n", + "\n", + " targets, _ = positions_to_sequences_boxes(pskey2, bx, 0.0)\n", + "\n", + " valids = ~collisions\n", + "\n", + " # By the time the triangle and box statistics have made it out of this routine\n", + " # they are for the target. Since the target has the average height, the \n", + " # individual height informatino of the input has been lost. \n", + " return inputs, targets, bx, valids\n", + "\n", + "\n", + "gs_boxes_jit = jax.jit(generate_sequences_boxes_inner, static_argnums=(0))\n", + "\n", + "\n", + "def generate_sequences_boxes(nb, noise_level, key, nb_needed=None):\n", + " bxs = []\n", + " inputs = []\n", + " targets = []\n", + " num_valid = 0\n", + " while num_valid < nb_needed:\n", + " subkey, key = jax.random.split(key)\n", + " input, target, bx, valid = gs_boxes_jit(nb, noise_level, subkey) \n", + "\n", + " bxs.append(bx[valid])\n", + " inputs.append(input[valid])\n", + " targets.append(target[valid])\n", + "\n", + " num_valid += valid.sum()\n", + "\n", + " bxs = jnp.concatenate(bxs, axis=0)\n", + " inputs = jnp.concatenate(inputs, axis=0)\n", + " targets = jnp.concatenate(targets, axis=0)\n", + " return inputs[:nb_needed], targets[:nb_needed], bxs[:nb_needed]\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dS54fHQuZrcn", + "executionInfo": { + "status": "ok", + "timestamp": 1597162509329, + "user_tz": 420, + "elapsed": 1935, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "f0a6b153-152d-4c55-a87b-25a0adf39b89", + "colab": { + "height": 402 + } + }, + "source": [ + "noise_level = 0.0 # 0.3\n", + "nb_tried = 128*(20)\n", + "nb = 128\n", + "\n", + "seed = np.random.randint(10000)\n", + "key = jax.random.PRNGKey(seed)\n", + "\n", + "# in tr, and bx, first axis has actual triangle and box positions\n", + "inputs, targets, bxs = generate_sequences_boxes(nb_tried, noise_level, key, nb) \n", + "print(inputs.shape)\n", + "plt.figure(figsize=(15,3))\n", + "plt.subplot(131)\n", + "plt.plot(inputs[0], 'k');\n", + "plt.plot(targets[0], 'g')\n", + "plt.subplot(132)\n", + "plt.plot(inputs[1], 'k');\n", + "plt.plot(targets[1], 'g')\n", + "plt.subplot(133)\n", + "plt.plot(inputs[2], 'k'); \n", + "plt.plot(targets[2], 'g')\n", + "\n", + "print(bxs[0:3])" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(128, 100)\n", + "[[[ 6.0732803 11.921238 10. ]\n", + " [19.549118 11.921238 10. ]]\n", + "\n", + " [[32.688843 15.5994625 10. ]\n", + " [ 5.703511 15.5994625 10. ]]\n", + "\n", + " [[63.19855 10.1235695 10. ]\n", + " [45.659286 10.1235695 10. ]]]\n" + ], + "name": "stdout" + }, + { + "output_type": "stream", + "text": [ + "/export/hda3/borglet/remote_hdd_fs_dirs/0.colab_kernel_deepmind_tpu_py3_sussillo.kernel.sussillo.1032262176200.14b334fb3717c109/mount/server/dm_notebook3_tpu.par/google3/third_party/py/jax/lax/lax.py:5921: UserWarning: Explicitly requested dtype requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/google/jax#current-gotchas for more.\n" + ], + "name": "stderr" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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T4c+2iru+aRgzaozxtnWbrKjRSCLxEInSU16jJnSfWO3UR33MlAfP+HeV53kI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\nOLn7AkmS907f+dl30PlBZ9X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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "K6PZmGLgRiV1" + }, + "source": [ + "def soft_targets(targets):\n", + " \"\"\"Takes the boxes task, adds masks so as not to enforce discontinuities.\"\"\"\n", + " frac = 2.0/3.0 # How much of the top box should be enforced.\n", + "\n", + " masks = [] \n", + " for target in targets:\n", + " bx_idxs = np.where(np.abs(np.diff(target)) > 0.0)[0]\n", + " if bx_idxs.shape[0] == 3: # Last box stops on final index\n", + " bx_idxs = np.concatenate((bx_idxs, [seq_length-2]))\n", + "\n", + " bx_idxs = np.reshape(bx_idxs, (2,2))\n", + "\n", + " mask = np.ones((seq_length,))\n", + " for bxidx0, bxidx1 in bx_idxs:\n", + " mask[bxidx0] = 0.0\n", + " mask[bxidx1 + 1] = 0.0\n", + "\n", + " topidx0 = int(np.round(frac * bxidx0 + (1-frac) * bxidx1)) \n", + " topidx1 = int(np.round((1-frac) * bxidx0 + frac * bxidx1))\n", + " mask[bxidx0:topidx0] = 0.0\n", + " mask[(topidx1 + 1):(bxidx1 + 1)] = 0.0\n", + "\n", + " masks.append(mask)\n", + "\n", + " return targets, np.array(masks)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "do8fOtO9NkcU", + "executionInfo": { + "status": "ok", + "timestamp": 1597162511600, + "user_tz": 420, + "elapsed": 616, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "59ce441c-3bfb-4e9f-9b2a-f614431e132f", + "colab": { + "height": 214 + } + }, + "source": [ + "key = jax.random.PRNGKey(0)\n", + "key, skey = jax.random.split(key, 2)\n", + "inputs, targets, bxs = generate_sequences_boxes(nb_tried, noise_level, skey, nb) \n", + "stargets, masks = soft_targets(targets);\n", + "\n", + "bidx = 16\n", + "plt.figure(figsize=(15,3))\n", + "plt.subplot(211)\n", + "plt.plot(inputs[bidx], 'k'); \n", + "plt.plot(targets[bidx], 'g')\n", + "plt.plot(stargets[bidx] * masks[bidx], 'og')\n", + "plt.subplot(212)\n", + "plt.plot(targets[bidx], 'g')\n", + "plt.plot(stargets[bidx], 'og')\n", + "plt.plot(masks[bidx], 'om');\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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NdpkdFsJAogYkAMMwWJo/DGW5ZXLmO0nUACCG/H6/GjsbVZZTpkOHDmn58uUqLCw0OyxL\nW7dunX7961+rOKNYktTYyYIi8YxEDUgAgUQtxZmiL8z7gtnhxJ2y3DINzx5WcwtDHwEgVoxeQwMj\nA1qYuVC/+tWvWJZ/GtavX6+RkRF1NV55k8bwx/hGogYkgECiVjKvRMnOoL9zjz/iyfHI7/TrbN9Z\ns0MBgIQRSDL6z/RrdHSUYY/T8KUvfUlZWVn6zZHfKCMlg0QtzpGoAQmgublZznynluUtMzuUuBQY\nLtqX1qe+vj6TowGAxBBIMk79+pSysrL0pS99yeSIrC8lJUUVFRU6dPCQPLkeebtI1OIZiRqQAJpa\nmjSWPcb8tBAtyVly5X9Yoh8AYsbb6VVueq7+7Rf/prvvvlspKSlmhxQX1q9fr9bWVrmSXbxRi3Mk\nakAC+Peef5ccLCQSqsy0TOXPyidRA4AYauxq1IL0BWptbWXY4wysXbtWkjTSNqK2vjb1DPWYHBFC\nRaIGJIC2kTZJJGrhWHL9EhI1AIgRv98vb6dXSReSJP0++UBwBQUFWrlypYz3r/RXjV2s/BivSNQA\nm+vr69Ng+qAccqh0XqnZ4cStlfNXSjnSWYMFRQAg2j7v/1wXhy6q62SXVq5cqYKCArNDiivr1q1T\n46+uJGgMf4xfJGqAzQVWfLwh5QalJaeZHU7cWpa/TEqRGtt4MgkA0RZILs68e4Zl+UOwfv16jZ0f\nU4ojhUQtjrFON2Bz40vzzykxO5S4Fhg2+mnPpyZHAgD2F0guxjrGSNRC8Cd/8ieakz1HzmEniVoc\n440aYHNnms9I86QVrhVmhxLXPDkeSVLr5VaTIwEA+2vsalSqL1XZydlas2aN2eHEneTkZN19990a\nPDvIHLU4RqIG2NyHLR9KSdItxbeYHUpcm3vdXGWMZag7uVt+v9/scADA1rydXvk7/Vr7/6xVcjID\nwEKxfv16DRlDarrYpIHLA2aHgxCQqAE2d/L8SUnS8huWmxxJ/CtIKZBvrk8XLlwwOxQAsLUP2z/U\nSNsIy/KHYe3atVLnlf8/2XXS3GAQEhI1wOaaBpsk/x/8aDNCVpJdIuVKZ8+y8iMAREvnQKe6L3dL\nnSzLH478/HyV5V2ZX808tfhEogbYXJe6lDGSofSUdLNDiXvLb1gupUknPjthdigAYFuBOVUl2SXK\nz883OZr4tvH2jZJPOm4cNzsUhCCsRK2+vl6LFy9WSUmJqqurIxVTzOz9aK+KdxfL+bhTxbuLtfej\nvdMuD2dfu9Zt1/OK57oX7F6gvqI+DaUMRfy7tqpofh/DacOSpB2f7LDcdx2Pddv1vKjbWsem7vir\ne+O+jZKkjjUdET22VUXz+0hdmSpJ2v3+bkt+12YdO14k7dq1a1coO/p8Pq1bt06vv/66Hn30UX3n\nO9/Rn/3Znyk3N3fSfWpqalRVVRVqrBG196O9qvrXKnUNdkmSeoZ7VP9pvYrnFGtF/oopyz8691HI\n+9q1bruely3qdkh+hz+i37VVRfv72PWrXRodG41K3ZZvRxGu267nRd3WOjZ1x2fdfZf7JEmXHZcj\ndmyrivbfrUffelQj/pGo1B2v9wwrmG5O5PCHuHzZ22+/rV27dun111+XJD355JOSpEcffXTSfVav\nXq2GhoZQDhdxxbuLdbbn2nkmc5Ln6G9K/0Y/PP1DXRy9OGG5pEnLgu1r17rtel52q3tB9gI17Wya\ntP1Pt9yqwjkvSSHta9Xv2up12/W8qNtax6Zue9QdiXu4VYXbH4dyTaz8XUfz2FZqC9PNiUJO1F5+\n+WXV19fr+eeflyS9+OKLevfdd/XjH//4qs/V1NSopqZGktTZ2WmZSfjOx53yiyW2kVgccmjs+2OT\ntv/plltVOOclKaR9AQDRFYl7uFWF2x+Hck0SlZXawnQTtZDnqE2U3zkcjmu2VVVVqaGhQQ0NDVMO\ni4y1ouyiCbfPS52n5255TvNS501aPlVZsH3tWrddz8tudQfa/WTtf7rlVhXOeYW6r1W/a6vXbdfz\nom5rHZu67VF3JO7hVhVufxzKNbHydx3NY1u9LUwk5Dlqvb29evXVV/XNb35TknTw4EFlZmbq9ttv\nn3QfK81Ry83IVf2n9RoZGxnflp6Srn/82j/q/tvuV+GcwknL1924LuR97Vq3Xc/LbnXvXrtbK/JX\nTNr+p1tuVeGcV/mi8pD2tep3bfW67Xpe1G2tY1O3PeqOxD3cqsLtj0O5Jlb+rqN5bCu1hWnnRP4Q\njYyM+BcuXOj/7LPP/MPDw/4VK1b4P/744yn3ufnmm0M9XFS89OFL/gXPLPA7djn8C55Z4H/pw5em\nXR7Ovnat267nRd0Tl1uVVa8ZdVvr2NTNd03d8Vd3uMe2qnj9Pqz8XVu9LUw3Jwp5jpp05S3azp07\n5fP5tG3bNj322GNTfj4nJ0fFxcWhHi5qOjs7LTUsE/ZEO0O00cYQC7QzxALtDLFgVjtrampSV1dX\n0M+FlajZhZVWo4R90c4QbbQxxALtDLFAO0MsWL2dhfWD1wAAAACAyCNRAwAAAACLCXnVR7u5+eab\nzQ4BCYB2hmijjSEWaGeIBdoZYsHK7Yw5agAAAABgMQx9BAAAAACLIVEDAAAAAItJ6EStvr5eixcv\nVklJiaqrq80OBzZhGIbuvPNOeTweLV26VHv27JEkXbhwQRUVFSotLVVFRYW6u7tNjhTxzufzadWq\nVfrqV78qiTaG6Lh48aLuueceLVmyRB6PR2+//TZtDRH1zDPPaOnSpVq2bJnuvfdeDQ0N0cYQtm3b\ntikvL0/Lli0b3zZVu3ryySdVUlKixYsX6/XXXzcj5GskbKLm8/n04IMP6tChQ/J6vdq3b5+8Xq/Z\nYcEGkpOT9fTTT6uxsVHvvPOOnn32WXm9XlVXV6u8vFynT59WeXk5DwcQtj179sjj8Yz/mTaGaHjo\noYe0du1anTx5Uh988IE8Hg9tDRHT2tqqH/3oR2poaNDHH38sn8+n/fv308YQtvvuu0/19fVXbZus\nXXm9Xu3fv1+ffPKJ6uvr9e1vf1s+n8+MsK+SsInae++9p5KSEi1atEipqanasmWL6urqzA4LNuBy\nuXTTTTdJkjIzM+XxeNTa2qq6ujpVVlZKkiorK3XgwAEzw0Sca2lp0S9+8Qvt2LFjfBttDJHW29ur\nN954Q9u3b5ckpaamas6cObQ1RNTo6KguXbqk0dFRDQ4OqqCggDaGsN1xxx2aN2/eVdsma1d1dXXa\nsmWL0tLStHDhQpWUlOi9996Lecx/LGETtdbWVrnd7vE/FxYWqrW11cSIYEdNTU06ceKE1qxZo46O\nDrlcLklXkrlz586ZHB3i2c6dO/XDH/5QTufvb+O0MUTaZ599ptzcXN1///1atWqVduzYoYGBAdoa\nImb+/Pn67ne/q6KiIrlcLmVnZ+vuu++mjSEqJmtXVs0LEjZRm+hXCRwOhwmRwK76+/u1efNm7d69\nW1lZWWaHAxt57bXXlJeXZ+nffoE9jI6O6vjx4/rWt76lEydOKCMjgyFoiKju7m7V1dXpzJkzamtr\n08DAgF566SWzw0KCsWpekLCJWmFhoQzDGP9zS0uLCgoKTIwIdjIyMqLNmzdr69at2rRpkyQpPz9f\n7e3tkqT29nbl5eWZGSLi2JtvvqlXX31VxcXF2rJli44ePapvfOMbtDFEXGFhoQoLC7VmzRpJ0j33\n3KPjx4/T1hAxv/zlL7Vw4ULl5uYqJSVFmzZt0ltvvUUbQ1RM1q6smhckbKJ2yy236PTp0zpz5owu\nX76s/fv3a8OGDWaHBRvw+/3avn27PB6PHn744fHtGzZsUG1trSSptrZWGzduNCtExLknn3xSLS0t\nampq0v79+3XXXXfppZdeoo0h4m644Qa53W6dOnVKknTkyBGVlZXR1hAxRUVFeueddzQ4OCi/368j\nR47I4/HQxhAVk7WrDRs2aP/+/RoeHtaZM2d0+vRpffGLXzQzVEmSwz/Ru74oycnJUXFxcawOB2AK\nFy5dUGtvqy77Lis1KVXzs+Zr3nXzIlJu17oBAOayav9g1bphTU1NTerq6gr6uZgmaqtXr1ZDQ0Os\nDgdgEns/2quqf63S4Mjg+Lb0lHTVfK1GW5dvDatcki3rBgCYy6r9g1Xrpu+yrunmRCRqQAIq3l2s\nsz1nr9k+K3mW7lp4l46eOaqh0aGQyiWFvK8V616QvUBNO5uu2Q4AiK2p+i7JXn1PuHXTd1nbdHOi\n5BjEAsBimnuaJ9w+NDqkcwPnJrzpT7d8MvFa92TXCgAQW1P1XZOJ174n3Lrpu+whYRcTARJZUXbR\nhNsXZC/Qb/7yN1qQvSDk8nD2tWLdk10rAEBsTdV32a3vCbdu+i57IFEDEtAT5U8oPSX9qm3pKel6\novyJsMvtWjcAwFxPlD+hFGfKVdus0D9YtW7Ev6Rdu3btitXBampqVFVVFavDAZjEivwVcme5deDk\nAUlXnsztXrt7fOLxivwVKp5TrPfb3lfvcO+MysPZ1wp1/6b1N+od7tWcWXP0k6/+hMnYAGARK/JX\n6FjTsfF5anbqe8Kt+/VPX9fI2Mg15bCm6eZELCYCJKimi01auGeh/vlr/6wdN+0wOxxLmft3c/Uf\nlv0HPfvnz5odCgDgD6zfu16f93+u4w8cNzsUS3nsyGP6uzf/TsP/eVhJziSzw0EQ082JGPoIJCij\nx5DEOPaJFGUXyeg1zA4DAPBHjF6DfmsCRdlF8vl9au9vNzsURBCJGpCgAomIO8ttciTW485yk6gB\ngAUZPQb91gTc2VeuSeAhLOyBRA1IUIGbeeDmjt9zZ7np7ADAYvqG+9Qz3EO/NYFA8spDRnshUQMS\nlNFraM6sOZqdOtv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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "t3H8giYgC0YD" + }, + "source": [ + "def build_inputs_and_targets_batch(input_params, keys):\n", + " batch_size, input_noise, list_len = input_params[0:3]\n", + "\n", + " input_bxtxu = onp.zeros([batch_size, list_len, NSymbols])\n", + " target_bxtxo = onp.zeros([batch_size, list_len, 1])\n", + " target_mask_bxtxo = onp.zeros([batch_size, list_len, 1])\n", + " for bidx in tqdm(range(batch_size)):\n", + " input_txu, review_idxs, review, rating_count, rating = \\\n", + " build_synthetic_review(input_params[2:], keys[bidx])\n", + "\n", + " key, subkey = random.split(keys[bidx], 2)\n", + " noise = input_noise * random.normal(subkey, shape=input_txu.shape)\n", + " input_bxtxu[bidx,:,:] = input_txu + noise\n", + " target_bxtxo[bidx,:,:] = np.expand_dims(np.cumsum(rating_count,axis=0),1)\n", + " target_mask_tx1 = onp.ones([list_len,1])\n", + " target_mask_bxtxo[bidx,:,:] = target_mask_tx1\n", + "\n", + " return input_bxtxu, target_bxtxo, target_mask_bxtxo" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "G3hg0K72CQk_" + }, + "source": [ + "def build_inputs_and_targets_batch(input_params, batch_size, seed=0):\n", + " nb_tried, nb, noise_level = input_params\n", + " list_len = seq_length # Should be properly threaded\n", + "\n", + " assert batch_size % nb == 0\n", + " nbatches = batch_size // nb # nb is a in ato, below.\n", + "\n", + " # Some odd interplay between jnp arrays and np arrays through here. \n", + " key = jax.random.PRNGKey(seed)\n", + " subkeys = jax.random.split(key, nbatches)\n", + " input_btu = np.zeros([batch_size, list_len, 1])\n", + " soft_target_bto = np.zeros([batch_size, list_len, 1])\n", + " mask_bto = np.zeros([batch_size, list_len, 1])\n", + " for bidx in tqdm(range(nbatches)):\n", + " input_at, target_at, _ = \\\n", + " generate_sequences_boxes(nb_tried, noise_level, subkeys[bidx], nb) \n", + " soft_target_at, mask_at = soft_targets(target_at);\n", + "\n", + " idxs = bidx * nb + np.arange(nb)\n", + " input_btu[idxs, ...] = np.expand_dims(input_at, axis=2) / seq_height_max\n", + " soft_target_bto[idxs, ...] = np.expand_dims(target_at, axis=2) / seq_height_max\n", + " mask_bto[idxs, ...] = np.expand_dims(mask_at, axis=2)\n", + " return input_btu, soft_target_bto, mask_bto" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RIDxhYI4wiUq" + }, + "source": [ + "### Copy Task\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "o1KBNn7ZTjU6" + }, + "source": [ + "From [https://github.com/MarkPKCollier/NeuralTuringMachine/blob/master/generate_data.py]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6SppfHEPTeed" + }, + "source": [ + "# From\n", + "\n", + "from scipy import spatial\n", + "import random\n", + "\n", + "def set_random_seed(seed):\n", + " np.random.seed(seed)\n", + "\n", + "snap_boolean = np.vectorize(lambda x: 1.0 if x > 0.5 else 0.0)\n", + "\n", + "class CopyTaskData:\n", + " def generate_batches(self, num_batches, batch_size, bits_per_vector=8, curriculum_point=20, max_seq_len=20,\n", + " curriculum='uniform', pad_to_max_seq_len=False):\n", + " batches = []\n", + " for i in tqdm(range(num_batches)):\n", + " if curriculum == 'deterministic_uniform':\n", + " seq_len = 1 + (i % max_seq_len)\n", + " elif curriculum == 'uniform':\n", + " seq_len = np.random.randint(low=1, high=max_seq_len+1)\n", + " elif curriculum == 'none':\n", + " seq_len = max_seq_len\n", + " elif curriculum in ('naive', 'prediction_gain'):\n", + " seq_len = curriculum_point\n", + " elif curriculum == 'look_back':\n", + " seq_len = curriculum_point if np.random.random_sample() < 0.9 else np.random.randint(low=1, high=curriculum_point+1)\n", + " elif curriculum == 'look_back_and_forward':\n", + " seq_len = curriculum_point if np.random.random_sample() < 0.8 else np.random.randint(low=1, high=max_seq_len+1)\n", + " \n", + " pad_to_len = max_seq_len if pad_to_max_seq_len else seq_len\n", + "\n", + " def generate_sequence():\n", + " return np.asarray([snap_boolean(np.append(np.random.rand(bits_per_vector), 0)) for _ in range(seq_len)] \\\n", + " + [np.zeros(bits_per_vector+1) for _ in range(pad_to_len - seq_len)])\n", + "\n", + " inputs = np.asarray([generate_sequence() for _ in range(batch_size)]).astype(np.float32)\n", + " #eos = np.ones([batch_size, 1, bits_per_vector + 1])\n", + " eos = np.concatenate((np.zeros((batch_size, 1, bits_per_vector)), \n", + " np.ones((batch_size, 1, 1))), axis=2)\n", + " output_inputs = np.zeros_like(inputs)\n", + "\n", + " full_inputs = np.concatenate((inputs, eos, output_inputs), axis=1)\n", + "\n", + " batches.append((pad_to_len, full_inputs, inputs[:, :, :bits_per_vector]))\n", + " return batches\n", + "\n", + " def error_per_seq(self, labels, outputs, num_seq):\n", + " outputs[outputs >= 0.5] = 1.0\n", + " outputs[outputs < 0.5] = 0.0\n", + " bit_errors = np.sum(np.abs(labels - outputs))\n", + " return bit_errors/num_seq" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kUkll9vOTqsH", + "executionInfo": { + "status": "ok", + "timestamp": 1597166731149, + "user_tz": 420, + "elapsed": 421, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "6c6f78a3-32cc-4145-9521-36fe15a2716a", + "colab": { + "height": 319 + } + }, + "source": [ + "copy_task_data = CopyTaskData()\n", + "batches = copy_task_data.generate_batches(3, 2)\n", + "print(batches[1][1][0,...].shape)\n", + "plt.imshow(batches[2][1][0,...])" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "100%|██████████| 3/3 [00:00<00:00, 1855.89it/s]" + ], + "name": "stderr" + }, + { + "output_type": "stream", + "text": [ + "(35, 9)\n" + ], + "name": "stdout" + }, + { + "output_type": "stream", + "text": [ + "\n" + ], + "name": "stderr" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 118 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vIRYeO4_T5NO" + }, + "source": [ + "def copy_task_data_finish(batches, max_len=21):\n", + " inputs = []\n", + " targets = []\n", + " masks = []\n", + " for (input_len, full_inputs_btu, targets_bto) in batches:\n", + " batch_size, ntime, ninputs = batches[0][1].shape\n", + " input = np.concatenate((full_inputs_btu[:,:input_len+1,:], \n", + " np.zeros((batch_size, max_len-input_len-1, ninputs))), \n", + " axis=1)\n", + " target = np.concatenate((targets_bto, \n", + " np.zeros((batch_size, max_len-input_len-1, ninputs-1))), \n", + " axis=1)\n", + " mask = np.concatenate((np.ones_like(targets_bto), \n", + " np.zeros((batch_size, max_len-input_len-1, ninputs-1))), \n", + " axis=1)\n", + " inputs.append(input)\n", + " targets.append(target)\n", + " masks.append(mask)\n", + " \n", + " inputs = np.concatenate(inputs, axis=0)\n", + " targets = np.concatenate(targets, axis=0)\n", + " masks = np.concatenate(masks, axis=0)\n", + " return inputs, targets, masks" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "8jAOiciei6Mo", + "executionInfo": { + "status": "ok", + "timestamp": 1597166809871, + "user_tz": 420, + "elapsed": 23815, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "05428654-3440-4ddc-91d5-d491b573ffed", + "colab": { + "height": 34 + } + }, + "source": [ + "copy_task_data = CopyTaskData()\n", + "NumBatches = 1024\n", + "BatchSize = 128\n", + "TrainingSetSize = NumBatches * BatchSize\n", + "batches = copy_task_data.generate_batches(NumBatches, BatchSize)\n", + "Input_Btu, Target_Bto, Mask_Bto = copy_task_data_finish(batches)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "100%|██████████| 1024/1024 [00:23<00:00, 44.39it/s]\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "t5JdQizRjycS" + }, + "source": [ + " def build_inputs_and_targets_subselect_copy(batch_size):\n", + " ridxs = np.random.randint(0, TrainingSetSize, batch_size)\n", + " input_btu = Input_Btu[ridxs,:,:]\n", + " target_bto = Target_Bto[ridxs,:,:]\n", + " mask_bto = Mask_Bto[ridxs,:,:]\n", + " return input_btu, target_bto, mask_bto" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dWhmZYMUcv7L" + }, + "source": [ + "def plot_batch(ntime, input_btu, target_bto=None, output_bto=None,\n", + " mask_bto=None, error_bto=None):\n", + " bidx = 0\n", + " plt.subplot(131)\n", + " plt.imshow(input_btu[bidx,...])\n", + " plt.subplot(132)\n", + " plt.imshow(target_bto[bidx, ...])\n", + " plt.subplot(133)\n", + " plt.imshow(mask_bto[bidx, ...])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9KB5OTH8iPxu", + "executionInfo": { + "status": "ok", + "timestamp": 1597169136589, + "user_tz": 420, + "elapsed": 1132, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "81d1431c-c4e8-4448-d9f0-4424971eaf41", + "colab": { + "height": 269 + } + }, + "source": [ + "input_btu, target_bto, mask_bto = build_inputs_and_targets_subselect_copy(128)\n", + "plot_batch(21, input_btu, target_bto, None, mask_bto)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cTa9tdsxwqXb" + }, + "source": [ + "def my_fun(key):\n", + " seq_length = 11\n", + " info_length = 10\n", + " batch_size = 4\n", + " nbits = 2\n", + " max_val = 2**nbits\n", + " rand_bs = jax.random.randint(key, (batch_size, info_length, 1), 0, max_val) / max_val + 1/max_val\n", + " inputs_part_1 = jnp.concatenate((rand_bs, jnp.zeros((batch_size, info_length, 1))), axis=2)\n", + " inputs_part_2 = jnp.expand_dims(jnp.repeat(jnp.expand_dims(jnp.array([0.0, 1.0]), axis=1), batch_size, axis=1).T, axis=1)\n", + " print(inputs_part_2.shape)\n", + " inputs_part_3 = jnp.zeros((batch_size, seq_length - info_length - 1, 2))\n", + " inputs = jnp.concatenate((inputs_part_1, inputs_part_2, inputs_part_3), axis=1)\n", + " targets = inputs[:, :info_length, 0]\n", + " #masks = jnp.concatenate((jnp.ones((batch_size, info_length, 1)), \n", + " # jnp.zeros((batch_size, 1, 1))), axis=1)\n", + " masks = jnp.ones_like(targets)\n", + " return inputs, targets, masks" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "h4GGdZwrxRAD", + "executionInfo": { + "status": "ok", + "timestamp": 1597016046327, + "user_tz": 420, + "elapsed": 351, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "cf107a2a-b40c-4366-b47c-d502f7028ae1", + "colab": { + "height": 235 + } + }, + "source": [ + "ntime_enc = 11\n", + "ntime_dec = 10\n", + "seed = np.random.randint(10000)\n", + "\n", + "key = jax.random.PRNGKey(seed)\n", + "inputs_btu, targets_bto, masks_bto = my_fun(key)\n", + "print(inputs_btu.shape)\n", + "print(inputs_btu[0, ...], targets_bto[0, ...], masks_bto[0, ...])\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(4, 1, 2)\n", + "(4, 11, 2)\n", + "[[1. 0. ]\n", + " [1. 0. ]\n", + " [0.5 0. ]\n", + " [1. 0. ]\n", + " [0.75 0. ]\n", + " [0.25 0. ]\n", + " [0.75 0. ]\n", + " [0.25 0. ]\n", + " [0.5 0. ]\n", + " [0.75 0. ]\n", + " [0. 1. ]] [1. 1. 0.5 1. 0.75 0.25 0.75 0.25 0.5 0.75] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1iXTBiv3D2IW" + }, + "source": [ + "## RNN Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qDZQtWiHF1g-" + }, + "source": [ + "### Utilities" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lYSAaWJpDfzR" + }, + "source": [ + "def ensure_dir(file_path):\n", + " \"\"\"Make sure the directory exists, create if it does not.\"\"\"\n", + " directory = os.path.dirname(file_path)\n", + " if not os.path.exists(directory):\n", + " os.makedirs(directory)\n", + "\n", + "\n", + "def write_file(data_fname, data_dict):\n", + " \"\"\"Write a simple dictionary using h5py.\"\"\"\n", + " try:\n", + " ensure_dir(data_fname)\n", + " with h5py.File(data_fname, 'w') as hf:\n", + " for k in data_dict:\n", + " hf.create_dataset(k, data=data_dict[k])\n", + " # add attributes\n", + " except IOError:\n", + " print(\"Cannot write % for writing.\" % data_fname)\n", + " raise\n", + "\n", + "\n", + "def read_file(data_fname):\n", + " \"\"\"Read a simple dictionary of np arrays using h5py.\"\"\"\n", + " try:\n", + " with h5py.File(data_fname, 'r') as hf:\n", + " data_dict = {k: np.array(v) for k, v in hf.items()}\n", + " return data_dict\n", + " except IOError:\n", + " print(\"Cannot open %s for reading.\" % data_fname)\n", + " raise\n", + "\n", + "\n", + "def keygen(key, nkeys):\n", + " \"\"\"Generate randomness that JAX can use by splitting the JAX keys.\n", + " Args:\n", + " key : the random.PRNGKey for JAX\n", + " nkeys : how many keys in key generator\n", + " Returns:\n", + " 2-tuple (new key for further generators, key generator)\n", + " \"\"\"\n", + " keys = jax.random.split(key, nkeys+1)\n", + " return keys[0], (k for k in keys[1:])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "MJy-WashDD6O" + }, + "source": [ + "def plot_batch(ntime, input_bxtxu, target_bxtxo=None, output_bxtxo=None,\n", + " mask_bxtxo=None, error_bxtxo=None):\n", + " \"\"\"Plot some white noise / integrated white noise examples.\"\"\"\n", + " ntoplot = 10\n", + " plt.figure(figsize=(10,7))\n", + " plt.subplot(311)\n", + " plt.plot(input_bxtxu[0:ntoplot,:,0].T)\n", + " plt.xlim([0, ntime-1])\n", + " plt.ylabel('Inputs')\n", + " plt.subplot(312)\n", + " if output_bxtxo is not None:\n", + " plt.plot(output_bxtxo[0:ntoplot,:,0].T);\n", + " plt.xlim([0, ntime-1]);\n", + " if target_bxtxo is not None:\n", + " plt.plot(target_bxtxo[0:ntoplot,:,0].T, '.');\n", + " plt.xlim([0, ntime-1]);\n", + " plt.ylabel(\"Target\")\n", + " if mask_bxtxo is not None:\n", + " plt.plot(mask_bxtxo[0:ntoplot,:,0].T, '.');\n", + " plt.xlim([0, ntime-1]);\n", + " plt.ylabel(\"Mask\")\n", + " if error_bxtxo is not None:\n", + " plt.subplot(313)\n", + " plt.plot(error_bxtxo[0:ntoplot,:,0].T, '.');\n", + " plt.xlim([0, ntime-1]);\n", + " plt.ylabel(\"|Errors|\")\n", + " plt.xlabel('Timesteps')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5EnZ8ljXFHQA" + }, + "source": [ + "### RNN functions for init, definition and running." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PbNLsAoLSwgz" + }, + "source": [ + "### Parameter initializations" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "uYvpztp5RpJQ" + }, + "source": [ + "MAX_SEED_INT = 10000000\n", + "\n", + "\n", + "def affine_params(key, hps):\n", + " \"\"\"Params for y = w x + b\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: hyperparameters for an affine transformation\n", + " Returns:\n", + " a dictionary of parameters\n", + " \"\"\"\n", + " key, skeys = keygen(key, 1)\n", + "\n", + " o = hps['output_dim']\n", + " u = hps['input_dim']\n", + " factor = 1.0\n", + " if 'factor' in hps.keys():\n", + " factor = hps['factor']\n", + " if u > 0:\n", + " factor = factor / jnp.sqrt(u)\n", + " else:\n", + " factor = 0.0\n", + "\n", + " return {'w' : jax.random.normal(next(skeys), (o, u)) * factor,\n", + " 'b' : jnp.zeros((o,))}\n", + "\n", + "\n", + "def gen_attn_params(key, hps):\n", + " \"\"\"Params for h' W x\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: hyperparameters for an affine transformation\n", + " Returns:\n", + " a dictionary of parameters\n", + " \"\"\"\n", + " key, skeys = keygen(key, 1)\n", + "\n", + " e_dim = hps['enc_dim']\n", + " d_dim = hps['dec_dim']\n", + " factor = 1.0\n", + " if 'factor' in hps.keys():\n", + " factor = hps['factor']\n", + " if e_dim > 0:\n", + " factor = factor / jnp.sqrt(e_dim)\n", + " else:\n", + " factor = 0.0\n", + "\n", + " return {'W' : jax.random.normal(next(skeys), (d_dim, e_dim)) * factor}\n", + "\n", + "\n", + "def get_rnn_factors(hps):\n", + " ifactor = 1.0\n", + " if 'input_dim' in hps:\n", + " if 'ifactor' in hps:\n", + " ifactor = hps['ifactor']\n", + " u = hps['input_dim']\n", + " if u > 0:\n", + " ifactor = ifactor / np.sqrt(u)\n", + " else: \n", + " ifactor = 0.0\n", + "\n", + " hfactor = 1.0\n", + " hscale = 0.0\n", + " if 'hfactor' in hps:\n", + " hfactor = hps['hfactor']\n", + " if 'hscale' in hps:\n", + " hscale = hps['hscale']\n", + " n = hps['hidden_dim']\n", + " hfactor = hfactor / np.sqrt(n)\n", + "\n", + " ofactor = 1.0\n", + " if 'output_dim' in hps:\n", + " if 'ofactor' in hps:\n", + " ofactor = hps['ofactor']\n", + " o = hps['output_dim'] \n", + " if o > 0:\n", + " ofactor = ofactor / np.sqrt(o)\n", + " else: \n", + " ofactor = 0.0\n", + "\n", + " return (ifactor, hfactor, ofactor, hscale)\n", + "\n", + "\n", + "def vrnn_params(key, hps):\n", + " \"\"\"Generate Vanilla RNN parameters\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: hyper paramer dict to configure parameter creation for this VRNN\n", + " Returns:\n", + " a dictionary of parameters\n", + " \"\"\"\n", + " ifactor, hfactor, _, hscale = get_rnn_factors(hps)\n", + " u = hps['input_dim']\n", + " n = hps['hidden_dim']\n", + "\n", + " key, skeys = keygen(key, 3)\n", + " wJ = jax.random.normal(next(skeys), (n, n)) * hfactor\n", + " wB = jax.random.normal(next(skeys), (n, u)) * ifactor\n", + " wJB = jnp.concatenate((wJ, wB), axis=1)\n", + "\n", + " return {'h0' : jax.random.normal(next(skeys), (n,)) * hscale,\n", + " 'wJB' : wJB,\n", + " 'b' : np.zeros((n,))}\n", + "\n", + "\n", + "def vrnn_params_w_fb_inner(key, hps):\n", + " \"\"\"Generate Vanilla RNN parameters\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: hyper paramer dict to configure parameter creation for this VRNN\n", + " Returns:\n", + " a dictionary of parameters\n", + " \"\"\"\n", + " ifactor, hfactor, ofactor, hscale = get_rnn_factors(hps)\n", + " u = hps['input_dim']\n", + " n = hps['hidden_dim']\n", + " o = hps['output_dim']\n", + " key, skeys = keygen(key, 4)\n", + " wJ = jax.random.normal(next(skeys), (n, n)) * hfactor\n", + " wB = jax.random.normal(next(skeys), (n, u)) * ifactor\n", + " wF = jax.random.normal(next(skeys), (n, o)) * ofactor\n", + " wJBF = jnp.concatenate((wJ, wB, wF), axis=1)\n", + "\n", + " return {'h0' : jax.random.normal(next(skeys), (n,)) * hscale,\n", + " 'wJB' : wJBF,\n", + " 'b' : np.zeros((n,))}\n", + "\n", + "\n", + "def gru_params(key, hps):\n", + " \"\"\"Generate GRU parameters\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: hyper paramer dict to configure parameter creation for this gru\n", + " Returns:\n", + " a dictionary of parameters\n", + " \"\"\"\n", + " ifactor, hfactor, _, hscale = get_rnn_factors(hps)\n", + " u = hps['input_dim']\n", + " n = hps['hidden_dim']\n", + "\n", + " key, skeys = keygen(key, 5)\n", + " wRUH = jax.random.normal(next(skeys), (n+n, n)) * hfactor\n", + " wRUX = jax.random.normal(next(skeys), (n+n, u)) * ifactor\n", + " wRUHX = np.concatenate([wRUH, wRUX], axis=1)\n", + "\n", + " wCH = jax.random.normal(next(skeys), (n, n)) * hfactor\n", + " wCX = jax.random.normal(next(skeys), (n, u)) * ifactor\n", + " wCHX = np.concatenate([wCH, wCX], axis=1)\n", + "\n", + " return {'h0' : jax.random.normal(next(skeys), (n,)) * hscale,\n", + " 'wRUHX' : wRUHX,\n", + " 'wCHX' : wCHX,\n", + " 'bRU' : np.zeros((n+n,)),\n", + " 'bC' : np.zeros((n,))}\n", + "\n", + "\n", + "def gru_params_w_fb_inner(key, hps):\n", + " \"\"\"Generate GRU parameters\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: hyper paramer dict to configure parameter creation for this gru\n", + " Returns:\n", + " a dictionary of parameters\n", + " \"\"\"\n", + " ifactor, hfactor, ofactor, hscale = get_rnn_factors(hps)\n", + " u = hps['input_dim']\n", + " n = hps['hidden_dim']\n", + " o = hps['output_dim']\n", + "\n", + " key, skeys = keygen(key, 7)\n", + " wRUH = jax.random.normal(next(skeys), (n + n, n)) * hfactor\n", + " wRUX = jax.random.normal(next(skeys), (n + n, u)) * ifactor\n", + " wRUZ = jax.random.normal(next(skeys), (n + n, o)) * ofactor\n", + " wRUHXZ = np.concatenate([wRUH, wRUX, wRUZ], axis=1)\n", + "\n", + " wCH = jax.random.normal(next(skeys), (n, n)) * hfactor\n", + " wCX = jax.random.normal(next(skeys), (n, u)) * ifactor\n", + " wCZ = jax.random.normal(next(skeys), (n, o)) * ofactor\n", + " wCHXZ = np.concatenate([wCH, wCX, wCZ], axis=1)\n", + "\n", + " return {'h0' : jax.random.normal(next(skeys), (n,)) * hscale,\n", + " 'wRUHX' : wRUHXZ, # Using gru code\n", + " 'wCHX' : wCHXZ, # Using gru code\n", + " 'bRU' : np.zeros((n+n,)),\n", + " 'bC' : np.zeros((n,))}\n", + "\n", + "\n", + "def vrnn_w_fb_params(key, hps):\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + " return {'rnn': vrnn_params_w_fb_inner(skey1, hps['rnn']), \n", + " 'affine': affine_params(skey2, hps['affine'])}\n", + "\n", + "\n", + "def gru_w_fb_params(key, hps):\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + " return {'rnn': gru_params_w_fb_inner(skey1, hps['rnn']), \n", + " 'affine': affine_params(skey2, hps['affine'])}\n", + "\n", + "\n", + "def vrnn_w_attn_params(key, hps):\n", + " key, skey1, skey2, skey3 = jax.random.split(key, 4)\n", + " print(hps)\n", + " assert False, 'Needs h0_affine at least'\n", + " return {'rnn': vrnn_params_w_fb_inner(skey1, hps['rnn']), \n", + " 'affine': affine_params(skey2, hps['affine']),\n", + " 'attention' : ffn2_params(skey3, hps['attention'])}\n", + "\n", + "\n", + "def gru_w_attn_params(key, hps):\n", + " key, skey0, skey1, skey2, skey3 = jax.random.split(key, 5)\n", + " print(hps)\n", + " return {'h0_affine': affine_params(skey0, hps['h0_affine']), \n", + " 'rnn': gru_params_w_fb_inner(skey1, hps['rnn']), \n", + " 'affine': affine_params(skey2, hps['affine']),\n", + " 'attention' : gen_attn_params(skey3, hps['attention'])}\n", + "\n", + "\n", + "def ffn2_params(key, hps):\n", + " key1, key2 = jax.random.split(key, 2)\n", + " return {'affine1' : affine_params(key1, hps['affine1']), \n", + " 'affine2' : affine_params(key2, hps['affine2'])}\n", + "\n", + "\n", + "def seq2seq_params(key, hps):\n", + " \"\"\"Instantiate random seq2seq with attention parameters.\n", + " Arguments:\n", + " key: random.PRNGKey for random bits\n", + " hps: a dict of seq2seq w attn hyperparameters\n", + " Returns:\n", + " a dictionary of seq2seq w attn parameters\n", + " \"\"\"\n", + " key, skeys = keygen(key, 7)\n", + " enc_fwd_h0_rnn_params = hps['enc_rnn_h0']['fwd_rnn']['params_fun'] # gru_params\n", + " enc_bwd_h0_rnn_params = hps['enc_rnn_h0']['bwd_rnn']['params_fun'] # gru_params\n", + " enc_fwd_attn_rnn_params = hps['enc_rnn_attn']['fwd_rnn']['params_fun'] # gru_params\n", + " enc_bwd_attn_rnn_params = hps['enc_rnn_attn']['bwd_rnn']['params_fun'] # gru_params\n", + "\n", + " dec_rnn_params = hps['dec_rnn']['rnn']['params_fun'] # gru_w_attn_params\n", + " return {'enc_rnn_h0': {'fwd_rnn': enc_fwd_h0_rnn_params(next(skeys), \n", + " hps['enc_rnn_h0']['fwd_rnn']),\n", + " 'bwd_rnn': enc_bwd_h0_rnn_params(next(skeys), \n", + " hps['enc_rnn_h0']['bwd_rnn']), \n", + " 'affine': affine_params(next(skeys), hps['enc_rnn_h0']['affine'])},\n", + " \n", + " 'enc_rnn_attn': {'fwd_rnn': enc_fwd_attn_rnn_params(next(skeys), \n", + " hps['enc_rnn_attn']['fwd_rnn']),\n", + " 'bwd_rnn': enc_bwd_attn_rnn_params(next(skeys), \n", + " hps['enc_rnn_attn']['bwd_rnn']),\n", + " 'affine': affine_params(next(skeys), hps['enc_rnn_attn']['affine'])},\n", + " \n", + " 'dec_rnn' : dec_rnn_params(next(skeys), hps['dec_rnn'])}\n", + "\n", + "\n", + "def seq2seq_w_attn_params(key, hps):\n", + " return seq2seq_params(key, hps)\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-qWUJuiUVdQz" + }, + "source": [ + "### Core modules" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SorTzT64BHz7", + "executionInfo": { + "status": "ok", + "timestamp": 1597174502068, + "user_tz": 420, + "elapsed": 313, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "c1a1efd4-f1bc-425d-e308-ebea6a0191f3", + "colab": { + "height": 70 + } + }, + "source": [ + "np.exp(1000) / np.exp(1000)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/export/hda3/borglet/remote_hdd_fs_dirs/0.colab_kernel_deepmind_tpu_py3_sussillo.kernel.sussillo.1032262176200.14b334fb3717c109/mount/server/dm_notebook3_tpu.par:1: RuntimeWarning: invalid value encountered in double_scalars\n" + ], + "name": "stderr" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "nan" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 464 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nXr81Vg7AHOl", + "executionInfo": { + "status": "ok", + "timestamp": 1597174463730, + "user_tz": 420, + "elapsed": 343, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "ed9f7ca2-8635-41ad-ba4c-4960cdfd743e", + "colab": { + "height": 34 + } + }, + "source": [ + "safety_val = 0e-7\n", + "scale = 1e-6\n", + "vals = scale * np.array([0.0, 1.0, 2.0]) + safety_val\n", + "\n", + "e_s = np.exp(vals)\n", + "ee_s = e_s / np.sum(e_s)\n", + "\n", + "print(ee_s)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[0.333333 0.33333333 0.33333367]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "2fBfQ5VXDX6g" + }, + "source": [ + "def sigmoid(x):\n", + " return 0.5 * (jnp.tanh(x / 2.) + 1)\n", + "\n", + "def affine(params, x):\n", + " \"\"\"Implement y = w x + b\n", + " Arguments:\n", + " params: a dictionary of params\n", + " x: np array of input\n", + " Returns:\n", + " np array of output\n", + " \"\"\"\n", + " return jnp.dot(params['w'], x) + params['b']\n", + "\n", + "\n", + "# Affine expects n_W_m m_x_1, but passing in t_x_m (has txm dims)\n", + "# So map over first dimension to hand t_x_m.\n", + "# I.e. if affine yields n_y_1 = dot(n_W_m, m_x_1), then\n", + "# batch_affine yields t_y_n.\n", + "# And so the vectorization pattern goes for all batch_* functions.\n", + "batch_affine = jax.vmap(affine, in_axes=(None, 0))\n", + "batch_affine1 = jax.vmap(affine, in_axes=(None, 1))\n", + "\n", + "\n", + "def gen_attn(params, h, x):\n", + " return jnp.dot(jnp.dot(h.T, params['W']), x)\n", + "\n", + "\n", + "# This is built for many xs to one h, as is done in attention in a seq2seq\n", + "# model for a single run.\n", + "batch_gen_attn = jax.vmap(gen_attn, in_axes=(None, None, 0))\n", + "\n", + "\n", + "def ffn2(params, x_u):\n", + " h1_n = jnp.tanh(affine(params['affine1'], x_u))\n", + " out_o = affine(params['affine2'], h1_n)\n", + " return out_o\n", + "\n", + "\n", + "batch_ffn2 = jax.vmap(ffn2, in_axes=(None, 0))\n", + "\n", + "\n", + "def vrnn(params, h, x_n_noise):\n", + " \"\"\"Implement a Vanilla RNN.\"\"\"\n", + " x, noise = x_n_noise \n", + " hx = jnp.concatenate([h, x], axis=0)\n", + " a = jnp.dot(params['wJB'], hx) + params['b'] + noise\n", + " h = jnp.tanh(a)\n", + " return h\n", + "\n", + "\n", + "def vrnn_w_fb(params, h, xzf_noise):\n", + " h = vrnn(params['rnn'], h, xzf_noise)\n", + " z = affine(params['affine'], h)\n", + " return (h, z)\n", + "\n", + "\n", + "def gru(params, h, x_n_noise):\n", + " \"\"\"Implement the GRU equations.\n", + " Arguments:\n", + " params: dictionary of GRU parameters\n", + " h: np array of hidden state\n", + " x_n_noise: np array of inputs and possible noise\n", + " Returns:\n", + " np array of hidden state after GRU update\"\"\"\n", + " x, noise = x_n_noise \n", + " bfg = 0.0\n", + " hx = jnp.concatenate([h, x], axis=0)\n", + " ru = jnp.dot(params['wRUHX'], hx) + params['bRU']\n", + " r, u = jnp.split(ru, 2, axis=0)\n", + " u = u + bfg\n", + " r = sigmoid(r)\n", + " u = sigmoid(u)\n", + " rhx = jnp.concatenate([r * h, x])\n", + " c = jnp.tanh(jnp.dot(params['wCHX'], rhx) + params['bC'])\n", + " return u * h + (1.0 - u) * c + noise\n", + "\n", + "\n", + "def gru_w_fb(params, h, xzf_noise):\n", + " h = gru(params['rnn'], h, xzf_noise)\n", + " z = affine(params['affine'], h)\n", + " return (h, z)\n", + "\n", + "\n", + "def rnn_w_fb_tf(params, rnn_w_fb, h_z, x_f_m_noise_tf):\n", + " h, z = h_z\n", + " x, f, m, noise, tf = x_f_m_noise_tf\n", + " zf = jnp.where(m, z * (1 - tf) + f * tf, z) # if target defined, can teacher force\n", + " xz = jnp.concatenate((x, zf), axis=0)\n", + " xz_noise = (xz, noise)\n", + " return rnn_w_fb(params, h, xz_noise)\n", + "\n", + "\n", + "def vrnn_w_fb_tf(params, h_z, all_inputs):\n", + " return rnn_w_fb_tf(params, vrnn_w_fb, h_z, all_inputs)\n", + "\n", + "\n", + "def gru_w_fb_tf(params, h_z, all_inputs):\n", + " return rnn_w_fb_tf(params, gru_w_fb, h_z, all_inputs)\n", + "\n", + "\n", + "def my_softmax(x_s):\n", + " max_x = jnp.max(x_s)\n", + " y_s = x_s - max_x\n", + " z_s = jnp.exp(y_s)\n", + " return z_s / jnp.sum(z_s)\n", + "\n", + "def rnn_w_attn_tf(params, rnn_w_fb, h_z_alpha_c, x_f_m_noise_tf):\n", + " x_su, f_o, m_o, noise_n, tf = x_f_m_noise_tf # s is time dim of encoder\n", + "\n", + " nenctime = x_su.shape[0]\n", + " h_n, z_o = h_z_alpha_c[0:2] # alpha and c_u are carried for scan, to return \n", + " zf_o = jnp.where(m_o, z_o * (1 - tf) + f_o * tf, z_o) # if target defined, can teacher force\n", + " #h_sn = jnp.repeat(jnp.expand_dims(h_n, axis=0), nenctime, axis=0)\n", + " #hx_snpu = jnp.concatenate((h_sn, x_su), axis=1) # tnpu -> T x N+U\n", + " #e_sx1 = batch_ffn2(params['attention'], hx_snpu)\n", + " #e_s = jnp.squeeze(e_sx1, axis=1)\n", + "\n", + " e_s = batch_gen_attn(params['attention'], h_n, x_su)\n", + " alpha_s = my_softmax(e_s)\n", + " alpha_s1 = jnp.expand_dims(alpha_s, axis=1)\n", + " c_u = jnp.sum(alpha_s1 * x_su, axis=0)\n", + " \n", + " czf_upo = jnp.concatenate((c_u, zf_o), axis=0)\n", + " czf_noise = (czf_upo, noise_n)\n", + " s, z = rnn_w_fb(params, h_n, czf_noise)\n", + " return s, z, alpha_s, c_u\n", + "\n", + "\n", + "def vrnn_w_attn_tf(params, h_z_alpha_c, all_inputs):\n", + " return rnn_w_attn_tf(params, vrnn_w_fb, h_z_alpha_c, all_inputs)\n", + "\n", + "\n", + "def gru_w_attn_tf(params, h_z_alpha_c, all_inputs):\n", + " return rnn_w_attn_tf(params, gru_w_fb, h_z_alpha_c, all_inputs)\n", + "\n", + "\n", + "def make_rnn_for_scan(rnn, params):\n", + " \"\"\"Scan requires f(h, x) -> h, h, in this application.\n", + " Args: \n", + " rnn : f with sig (params, h, x) -> h\n", + " params: params in f() sig.\n", + " Returns: \n", + " f adapted for scan\n", + " \"\"\"\n", + " def rnn_for_scan(h, x):\n", + " h = rnn(params, h, x)\n", + " return h, h\n", + " return rnn_for_scan\n", + "\n", + "\n", + "def make_rnn_w_attn_for_scan(rnn, params, x_t):\n", + " \"\"\"Scan requires f(s, x) -> s, s, in this application.\n", + " Args: \n", + " rnn : f with sig (params, s, x) -> s\n", + " params: params in f() sig.\n", + " Returns: \n", + " f adapted for scan\n", + " \"\"\"\n", + "\n", + " # 2nd parameter intentionally not used, rather x_t is. The 2nd parameter is \n", + " # required by scan, as scan runs over a list.\n", + " def rnn_for_scan(s, f_m_noise_tf):\n", + " f, m, noise, tf = f_m_noise_tf\n", + " x_f_m_noise_tf = (x_t, f, m, noise, tf)\n", + " s = rnn(params, s, x_f_m_noise_tf) \n", + " return s, s\n", + " return rnn_for_scan\n", + "\n", + "\n", + "def run_rnn(key, hps, rnn_scan, x_t, h0):\n", + " \"\"\"Run an RNN module forward in time.\n", + " Arguments:\n", + " key: jax.random.PRNGKey for randomness\n", + " hps: dict of hyperparmeters for the RNN\n", + " rnn_scan: function for running RNN one step (h, x) -> (h, h)\n", + " The params already embedded in the function.\n", + " x_t: np array data for RNN input with leading dim being time\n", + " h0: initial condition for running rnn\n", + " Returns:\n", + " np array of rnn applied to time data with leading dim being time\"\"\"\n", + " key, subkey = jax.random.split(key, 2)\n", + " noise_t = jax.random.normal(subkey, (hps['ntime'], hps['hidden_dim'])) \n", + " noise_t *= hps['noise_std']\n", + " # noise_t = jnp.zeros((hps['ntime'], hps['hidden_dim']))\n", + " _, h_t = jax.lax.scan(rnn_scan, h0, (x_t, noise_t))\n", + " return h_t\n", + "\n", + "\n", + "def run_bidirectional_rnn(key, hps, params, fwd_rnn_scan, bwd_rnn_scan, \n", + " x_t):\n", + " \"\"\"Run an RNN encoder backwards and forwards over some time series data.\n", + " Arguments:\n", + " params: a dictionary of bidrectional RNN encoder parameters\n", + " fwd_rnn_scan: function for running forward rnn encoding\n", + " bwd_rnn_scan: function for running backward rnn encoding\n", + " x_t: np array data for RNN input with leading dim being time\n", + " Returns:\n", + " tuple of np array concatenated forward, backward encoding, and\n", + " np array of concatenation of [forward_enc(T), backward_enc(1)]\n", + " \"\"\"\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + " fwd_enc_tn = run_rnn(skey1, hps['fwd_rnn'], fwd_rnn_scan, \n", + " x_t, params['fwd_rnn']['h0'])\n", + " bwd_enc_tn = jnp.flipud(run_rnn(skey2, hps['bwd_rnn'], bwd_rnn_scan, \n", + " jnp.flipud(x_t), params['bwd_rnn']['h0']))\n", + " full_enc_t2n = jnp.concatenate([fwd_enc_tn, bwd_enc_tn], axis=1)\n", + " enc_ends_2n = jnp.concatenate([bwd_enc_tn[0], fwd_enc_tn[-1]], axis=0)\n", + "\n", + " full_enc_out_t2o = batch_affine1(params['affine'], full_enc_t2n.T)\n", + " enc_ends_out_2o = affine(params['affine'], enc_ends_2n)\n", + " return full_enc_out_t2o, enc_ends_out_2o \n", + "\n", + "\n", + "def run_rnn_w_fb(key, hps, rnn_scan, x_t, f_t, m_t, h0, tf_value):\n", + " \"\"\"Run an RNN module forward in time.\n", + " Arguments:\n", + " key: jax.random.PRNGKey for randomness\n", + " hps: dict of hyperparmeters for the RNN\n", + " rnn_scan: function for running RNN one step (h, x) -> (h, h)\n", + " The params already embedded in the function.\n", + " x_t: np array data for RNN input with leading dim being time\n", + " f_t: np array data for RNN target, used during training for teacher forcing\n", + " m_t: mask for defined targets\n", + " h0: initial condition for running rnn\n", + " tf_value: teacher forcing percentage\n", + " Returns:\n", + " np array of rnn applied to time data with leading dim being time\"\"\"\n", + " ntime = hps['rnn']['ntime']\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + " noise_t = jax.random.normal(skey1, \n", + " (ntime, hps['rnn']['hidden_dim'])) \n", + " noise_t *= hps['rnn']['noise_std']\n", + " z0 = jnp.zeros_like(f_t[0])\n", + " f_delayed_t = jnp.concatenate((jnp.expand_dims(z0, axis=0), f_t), axis=0)\n", + " f_delayed_t = f_delayed_t[0:-1]\n", + " m_delayed_t = jnp.concatenate((jnp.expand_dims(z0, axis=0), m_t), axis=0)\n", + " m_delayed_t = m_delayed_t[0:-1]\n", + " tf_t = jax.random.bernoulli(skey2, tf_value, (ntime,)).astype(np.float32)\n", + " _, h_z = jax.lax.scan(rnn_scan, (h0, z0), \n", + " (x_t, f_delayed_t, m_delayed_t, noise_t, tf_t))\n", + " h_t, z_t = h_z\n", + " return h_t, z_t\n", + "\n", + "\n", + "def run_rnn_w_attn(key, hps, rnn_scan, f_t, m_t, h0, tf_value):\n", + " \"\"\"Run an RNN module that uses attention forward in time.\n", + " Arguments:\n", + " rnn_scan: function for running RNN one step (s, x) -> (s, s)\n", + " The params already embedded in the function.\n", + " m_t: mask for defined targets\n", + " h0: initial condition for running rnn\n", + " Returns:\n", + " np array of rnn applied to time data with leading dim being time\"\"\"\n", + "\n", + " ntime = hps['rnn']['ntime']\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + " noise_t = jax.random.normal(skey1, \n", + " (ntime, hps['rnn']['hidden_dim'])) \n", + " noise_t *= hps['rnn']['noise_std']\n", + "\n", + " z0 = jnp.zeros_like(f_t[0])\n", + " f_delayed_t = jnp.concatenate((jnp.expand_dims(z0, axis=0), f_t), axis=0)\n", + " f_delayed_t = f_delayed_t[0:-1]\n", + " m_delayed_t = jnp.concatenate((jnp.expand_dims(z0, axis=0), m_t), axis=0)\n", + " m_delayed_t = m_delayed_t[0:-1]\n", + " tf_t = jax.random.bernoulli(skey2, tf_value, (ntime,)).astype(np.float32)\n", + "\n", + " # Scan requires a list to iterate over. Attention looks over the whole\n", + " # sequence so we make something up here.\n", + " print('Warning, ntime needs changed.')\n", + " alpha0 = jnp.ones((ntime+1,)) / (ntime + 1)\n", + " c0 = jnp.zeros((hps['rnn']['input_dim'],))\n", + " _, h_z_alpha_c = jax.lax.scan(rnn_scan, (h0, z0, alpha0, c0), \n", + " (f_delayed_t, m_delayed_t, noise_t, tf_t))\n", + " return h_z_alpha_c" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tOUbsZOSVhAz" + }, + "source": [ + "### Seq2Seq code" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1NvzYqWKSld_" + }, + "source": [ + "def run_seq2seq_bidirectional_encoder(key, hps, params, x_tu):\n", + " key, skey = jax.random.split(key, 2)\n", + " # Encoder\n", + " enc_fwd_rnn = hps['fwd_rnn']['rnn_fun'] # gru\n", + " enc_bwd_rnn = hps['bwd_rnn']['rnn_fun'] # gru\n", + "\n", + " fwd_rnn_scan = make_rnn_for_scan(enc_fwd_rnn, params['fwd_rnn'])\n", + " bwd_rnn_scan = make_rnn_for_scan(enc_bwd_rnn, params['bwd_rnn'])\n", + " #import pdb; pdb.set_trace()\n", + " full_enc_te, enc_end_2e = \\\n", + " run_bidirectional_rnn(skey, hps, params, \n", + " fwd_rnn_scan, bwd_rnn_scan, x_tu)\n", + " return full_enc_te, enc_end_2e\n", + "\n", + "\n", + "def run_seq2seq_rnn(key, hps, params, x_tu, f_to, m_to, tf_value):\n", + " \"\"\"Run an RNN encoder rnn over data, generate ic, run decoder from IC.\n", + " Arguments:\n", + " key: jax.random.PRNGKey for randomness\n", + " hps: hyperparameter dict seq2seq model\n", + " params: a dictionary of seq2seq RNN parameters\n", + " x_tu: np array data for RNN input with leading dim being time\n", + " f_to: targets, used for teacher forcing during training\n", + " m_to: masks for targets, in case they are not defined everywhere\n", + " tf_value: teacher forcing percentage\n", + " Returns:\n", + " A dictionary of all state from encoder and decoder RNNs, including\n", + " initial condition for the decoder, and decoder output.\n", + " \"\"\"\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + "\n", + " # Encoder\n", + " full_enc_te, enc_end_2e = \\\n", + " run_seq2seq_bidirectional_encoder(skey1, hps, params, x_tu)\n", + "\n", + " ntime = x_tu.shape[0]\n", + " h0 = enc_end_2e\n", + "\n", + " # Decoder\n", + " dec_rnn = hps['dec_rnn']['rnn']['rnn_fun'] # gru_w_attn_tf\n", + " dec_rnn_scan = make_rnn_for_scan(dec_rnn, params['dec_rnn'])\n", + " dec_td, out_to = run_rnn_w_fb(skey2, hps['dec_rnn'], dec_rnn_scan, \n", + " jnp.zeros((ntime, 0)), f_to, m_to, h0, tf_value)\n", + "\n", + " return {'enc': full_enc_te, 'enc_ends': enc_end_2e, \n", + " 'dec': dec_td, 'out': out_to}\n", + "\n", + "\n", + "def run_seq2seq_w_attn_rnn(key, hps, params, x_tu, f_to, m_to, tf_value):\n", + " \"\"\"Run an RNN encoder rnn over data, run decoder using attention.\n", + " Arguments:\n", + " key: jax.random.PRNGKey for randomness\n", + " hps: hyperparameter dict seq2seq model\n", + " params: a dictionary of seq2seq RNN parameters\n", + " x_tu: np array data for RNN input with leading dim being time\n", + " f_to: targets, used for teacher forcing during training\n", + " tf_value: teacher forcing percentage\n", + " Returns:\n", + " A dictionary of all state from encoder and decoder RNNs, including\n", + " initial condition for the decoder, and decoder output.\n", + " \"\"\"\n", + " key, skey1, skey2 = jax.random.split(key, 3)\n", + "\n", + " # Encoder\n", + " _, enc_end_2o = \\\n", + " run_seq2seq_bidirectional_encoder(skey1, hps['enc_rnn_h0'], \n", + " params['enc_rnn_h0'], x_tu)\n", + "\n", + " full_enc_to, _ = \\\n", + " run_seq2seq_bidirectional_encoder(skey1, hps['enc_rnn_attn'], \n", + " params['enc_rnn_attn'], x_tu)\n", + "\n", + " # Decoder\n", + " dec_rnn = hps['dec_rnn']['rnn']['rnn_fun'] # gru_w_attn_tf\n", + " dec_rnn_scan = make_rnn_w_attn_for_scan(dec_rnn, params['dec_rnn'], \n", + " full_enc_to)\n", + " h0 = affine(params['dec_rnn']['h0_affine'], enc_end_2o)\n", + " dec_td, out_to, alpha_t, c_tu = \\\n", + " run_rnn_w_attn(skey2, hps['dec_rnn'], dec_rnn_scan, f_to, m_to, h0, \n", + " tf_value)\n", + "\n", + " return {'enc': full_enc_to, 'dec': dec_td, 'out': out_to,\n", + " 'dec_input' : c_tu, 'alpha' : alpha_t}\n", + "\n", + "\n", + "# Batching accomplished by vectorized mapping.\n", + "batch_seq2seq = jax.vmap(run_seq2seq_rnn, in_axes=(0, None, None, 0, 0, 0, None))\n", + "batch_seq2seq_w_attn = jax.vmap(run_seq2seq_w_attn_rnn, \n", + " in_axes=(0, None, None, 0, 0, 0, None))" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GwoWuudAVoF-" + }, + "source": [ + "### Loss and gradients" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TqoYqcqmVon5" + }, + "source": [ + "def get_tf_fun(hps):\n", + " \"\"\"Schedule for teacher forcing.\n", + " Arguments:\n", + " lfads_opt_hps : dictionary of optimization hyperparameters\n", + " Returns:\n", + " a function which yields teache forcing decay function\n", + " \"\"\"\n", + "\n", + " tf_decay_start = hps['tf_decay_start']\n", + " tf_decay_stop = hps['tf_decay_stop']\n", + " tf_min = hps['tf_min']\n", + " tf_max = hps['tf_max']\n", + " def tf_decay(batch_idx):\n", + " progress_frac = ((batch_idx - tf_decay_start) /\n", + " (tf_decay_stop - tf_decay_start))\n", + " tf_decay = np.where(batch_idx < tf_decay_start, tf_min,\n", + " (tf_max - tf_min) * progress_frac + tf_min)\n", + " return np.where(batch_idx > tf_decay_stop, tf_max, tf_decay)\n", + " return tf_decay\n", + "\n", + "\n", + "def seq2seq_loss(key, hps, params, x_btu, f_bto, m_bto, tf_value):\n", + " \"\"\"Compute the least squares loss of the output, plus L2 regularization.\"\"\"\n", + " batch_size = x_btu.shape[0]\n", + " key_b = jax.random.split(key, batch_size)\n", + " state = batch_run(key_b, hps, params, x_btu, f_bto, m_bto, tf_value)\n", + " out_bto = state['out']\n", + "\n", + " l2_loss = hps['l2reg'] * optimizers.l2_norm(params)**2\n", + " lms_loss = jnp.mean(m_bto*(out_bto - f_bto)**2)\n", + " total_loss = lms_loss + l2_loss\n", + " return {'total' : total_loss, 'lms' : lms_loss, 'l2' : l2_loss}\n", + "\n", + "\n", + "def seq2seq_loss_inf(key, hps, params, x_btu, f_bto, m_bto):\n", + " \"\"\"Compute the least squares loss of the output, plus L2 regularization.\"\"\"\n", + " batch_size = x_btu.shape[0]\n", + " key_b = jax.random.split(key, batch_size)\n", + " state = batch_run_inf(key_b, hps, params, x_btu)\n", + " out_bto = state['out']\n", + "\n", + " l2_loss = hps['l2reg'] * optimizers.l2_norm(params)**2\n", + " lms_loss = jnp.mean(m_bto*(out_bto - f_bto)**2)\n", + " total_loss = lms_loss + l2_loss\n", + " return {'total' : total_loss, 'lms' : lms_loss, 'l2' : l2_loss}\n", + "\n", + "\n", + "loss = seq2seq_loss\n", + "loss_jit = jax.jit(loss, static_argnums=(1,))\n", + "loss_inf = seq2seq_loss_inf\n", + "\n", + "\n", + "def update_w_gc(key, hps, i, opt_state, opt_update, get_params, x_btu, f_bto, m_bto,\n", + " max_grad_norm, tf_value):\n", + " \"\"\"Update the parameters w/ gradient clipped, gradient descent updates.\"\"\"\n", + " params = get_params(opt_state)\n", + "\n", + " def training_loss(params, key, x_btu, f_bto, hps):\n", + " return loss(key, hps, params, x_btu, f_bto, m_bto, tf_value)['total']\n", + " \n", + " key, subkey = jax.random.split(key)\n", + " grads = jax.grad(training_loss)(params, subkey, x_btu, f_bto, hps)\n", + " clipped_grads = optimizers.clip_grads(grads, max_grad_norm)\n", + " return opt_update(i, clipped_grads, opt_state)\n", + "\n", + "\n", + "update_w_gc_jit = jax.jit(update_w_gc, static_argnums=(1, 4, 5))" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eB8p-lD8VsSQ" + }, + "source": [ + "### Inference and plotting" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vrmWh4UZSqYq" + }, + "source": [ + "def run_trials(key, batch_run_fun, inputs_targets_h0s_fun):\n", + " \"\"\"Run a bunch of trials and save everything in a dictionary.\"\"\"\n", + " inputs = []\n", + " hiddens = []\n", + " outputs = []\n", + " targets = []\n", + " h0s = []\n", + "\n", + " skey1, skey2 = jax.random.split(key, 2)\n", + " input_b, target_b, masks_b, h0s_b = inputs_targets_h0s_fun(skey1)\n", + " run_key_b = jax.random.split(skey2, input_b.shape[0])\n", + " if h0s_b is None:\n", + " states = batch_run_fun(run_key_b, input_b)\n", + " else:\n", + " states = batch_run_fun(run_key_b, input_b, h0s_b) \n", + " h0s.append(h0s_b)\n", + " \n", + " trials = {'inputs': input_b, 'targets': target_b, 'masks': masks_b, 'h0s': h0s_b}\n", + " return trials, states\n", + "\n", + "\n", + "def plot_examples_seq2seq(ntime, trials, states, nexamples=1, start_idx=0):\n", + " \"\"\"Plot some input/hidden/output triplets.\"\"\"\n", + " plt.figure(figsize=(nexamples*4, 15))\n", + "\n", + " stop_idx = start_idx + nexamples\n", + " #for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " # plt.subplot(4, nexamples, pidx+1)\n", + " # plt.plot(trials['inputs'][bidx,:], 'k')\n", + " # plt.xlim([0, ntime])\n", + " # plt.title('Example %d' % (bidx))\n", + " # if bidx == 0:\n", + " # plt.ylabel('Input')\n", + " \n", + " nplots = 6\n", + " ntoplot = 10\n", + " closeness = 0.25\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 0*nexamples+pidx+1)\n", + " enc_out_dim = states['enc'].shape[2]\n", + " enc_n_toplot = ntoplot if enc_out_dim > ntoplot else enc_out_dim\n", + " plt.plot(states['enc'][bidx, :, 0:ntoplot] +\n", + " closeness * np.arange(ntoplot), 'b')\n", + " plt.xlim([0, ntime])\n", + " plt.title('Example %d' % (bidx))\n", + " if bidx == 0:\n", + " plt.ylabel('Encoder Hidden Units')\n", + "\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 1*nexamples+pidx+1)\n", + " plt.plot(states['dec'][bidx, :, 0:ntoplot] +\n", + " closeness * np.arange(ntoplot), 'b')\n", + " plt.xlim([0, ntime])\n", + " if bidx == 0:\n", + " plt.ylabel('Decoder Hidden Units')\n", + "\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 2*nexamples+pidx+1) \n", + " plt.plot(trials['inputs'][bidx,:], 'k', alpha=0.25)\n", + " plt.plot(states['out'][bidx,:,:], 'r')\n", + " plt.plot(trials['targets'][bidx,:,:] * trials['masks'][bidx,:,:], 'og') \n", + " #plt.plot(trials['masks'][bidx,:,:], 'om') \n", + "\n", + " plt.xlim([0, ntime])\n", + " plt.xlabel('Timesteps')\n", + " if bidx == 0:\n", + " plt.ylabel('Output')\n", + "\n", + "\n", + "def plot_examples_seq2seq_w_attn(input_ntime, output_ntime, trials, states, nexamples=1, start_idx=0):\n", + " \"\"\"Plot some input/hidden/output triplets.\"\"\"\n", + " plt.figure(figsize=(nexamples*4, 30))\n", + "\n", + " input_dim = trials['inputs'].shape[2]\n", + " output_dim = states['out'].shape[2]\n", + " stop_idx = start_idx + nexamples \n", + " nplots = 6\n", + " ntoplot = 10\n", + " closeness = 0.25\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, nexamples+pidx+1)\n", + " enc_out_dim = states['enc'].shape[2]\n", + " enc_ntoplot = ntoplot if enc_out_dim > ntoplot else enc_out_dim\n", + " plt.plot(states['enc'][bidx, :, 0:enc_ntoplot] +\n", + " closeness * np.arange(enc_ntoplot), 'b')\n", + " plt.xlim([0, input_ntime])\n", + " plt.title('Example %d' % (bidx))\n", + " if pidx == 0:\n", + " plt.ylabel('Encoder Hidden Units')\n", + "\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 2*nexamples+pidx+1)\n", + " dec_input_dim = states['dec_input'].shape[2]\n", + " dec_input_ntoplot = ntoplot if dec_input_dim > ntoplot else dec_input_dim\n", + " plt.plot(states['dec_input'][bidx, :, 0:dec_input_ntoplot] +\n", + " closeness * np.arange(dec_input_ntoplot), 'b')\n", + " plt.xlim([0, output_ntime])\n", + " if pidx == 0:\n", + " plt.ylabel('Decoder input')\n", + "\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 3*nexamples+pidx+1)\n", + " plt.plot(states['dec'][bidx, :, 0:ntoplot] +\n", + " closeness * np.arange(ntoplot), 'b')\n", + " plt.xlim([0, output_ntime])\n", + " if pidx == 0:\n", + " plt.ylabel('Decoder Hidden Units')\n", + "\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 4*nexamples+pidx+1)\n", + " plt.imshow((states['alpha'][bidx]).T)\n", + " if pidx == 0:\n", + " plt.ylabel('Attention (=1 along 0)')\n", + "\n", + " for pidx, bidx in enumerate(range(start_idx, stop_idx)):\n", + " plt.subplot(nplots, nexamples, 5*nexamples+pidx+1) \n", + " plt.plot(trials['inputs'][bidx,:] + np.arange(input_dim), 'k', alpha=0.25)\n", + " plt.plot(states['out'][bidx,:,:] + np.arange(output_dim), 'r')\n", + " plt.plot(trials['targets'][bidx, :, :] * trials['masks'][bidx, :, :] + np.arange(output_dim), 'og') \n", + " plt.xlim([0, output_ntime])\n", + " #plt.ylim([0, 1.0])\n", + " plt.xlabel('Timesteps')\n", + " if pidx == 0:\n", + " plt.ylabel('Output')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uvY7tktJf58j" + }, + "source": [ + "## Fixed point finding code" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "LD-Bf2Pyf9_5" + }, + "source": [ + "\"\"\"Find the fixed points of a nonlinear system via numerical optimization.\"\"\"\n", + "\n", + "\n", + "def find_fixed_points(rnn_fun, candidates, hps, do_print=True):\n", + " \"\"\"Top-level routine to find fixed points, keeping only valid fixed points.\n", + " This function will:\n", + " Add noise to the fixed point candidates ('noise_var')\n", + " Optimize to find the closest fixed points / slow points (many hps, \n", + " see optimize_fps)\n", + " Exclude any fixed points whose fixed point loss is above threshold ('fp_tol')\n", + " Exclude any non-unique fixed points according to a tolerance ('unique_tol')\n", + " Exclude any far-away \"outlier\" fixed points ('outlier_tol')\n", + " \n", + " This top level function runs at the CPU level, while the actual JAX optimization \n", + " for finding fixed points is dispatched to device.\n", + " Arguments: \n", + " rnn_fun: one-step update function as a function of hidden state\n", + " candidates: ndarray with shape npoints x ndims\n", + " hps: dict of hyper parameters for fp optimization, including\n", + " tolerances related to keeping fixed points\n", + " \n", + " Returns: \n", + " 4-tuple of (kept fixed points sorted with slowest points first, \n", + " fixed point losses, indicies of kept fixed points, details of \n", + " optimization)\"\"\"\n", + "\n", + " npoints, dim = candidates.shape\n", + " \n", + " noise_var = hps['noise_var']\n", + " if do_print and noise_var > 0.0:\n", + " print(\"Adding noise to fixed point candidates.\")\n", + " candidates += np.random.randn(npoints, dim) * np.sqrt(noise_var)\n", + " \n", + " if do_print:\n", + " print(\"Optimizing to find fixed points.\")\n", + " fps, opt_details = optimize_fps(rnn_fun, candidates, hps, do_print)\n", + "\n", + " if do_print and hps['fp_tol'] < np.inf: \n", + " print(\"Excluding fixed points with squared speed above tolerance {:0.5f}.\".format(hps['fp_tol']))\n", + " fps, fp_kidxs = fixed_points_with_tolerance(rnn_fun, fps, hps['fp_tol'],\n", + " do_print)\n", + " if len(fp_kidxs) == 0:\n", + " return np.zeros([0, dim]), np.zeros([0]), [], opt_details\n", + " \n", + " if do_print and hps['unique_tol'] > 0.0: \n", + " print(\"Excluding non-unique fixed points.\")\n", + " fps, unique_kidxs = keep_unique_fixed_points(fps, hps['unique_tol'],\n", + " do_print)\n", + " if len(unique_kidxs) == 0:\n", + " return np.zeros([0, dim]), np.zeros([0]), [], opt_details\n", + " \n", + " if do_print and hps['outlier_tol'] < np.inf: \n", + " print(\"Excluding outliers.\")\n", + " fps, outlier_kidxs = exclude_outliers(fps, hps['outlier_tol'],\n", + " 'euclidean', do_print) # TODO(sussillo) Make hp?\n", + " if len(outlier_kidxs) == 0:\n", + " return np.zeros([0, dim]), np.zeros([0]), [], opt_details\n", + "\n", + " if do_print:\n", + " print('Sorting fixed points slowest first.') \n", + " losses = np.array(get_fp_loss_fun(rnn_fun)(fps))# came back as jax.interpreters.xla.DeviceArray\n", + " sort_idxs = np.argsort(losses) \n", + " fps = fps[sort_idxs]\n", + " losses = losses[sort_idxs]\n", + " try:\n", + " keep_idxs = fp_kidxs[unique_kidxs[outlier_kidxs[sort_idxs]]]\n", + " except:\n", + " import pdb; pdb.set_trace()\n", + " return fps, losses, keep_idxs, opt_details\n", + "\n", + "\n", + "def get_fp_loss_fun(rnn_fun):\n", + " \"\"\"Return the per-example mean-squared-error fixed point loss.\n", + " Arguments:\n", + " rnn_fun : RNN one step update function for a single hidden state vector\n", + " h_t -> h_t+1\n", + " Returns: function that computes the loss for each example\n", + " \"\"\"\n", + " batch_rnn_fun = jax.vmap(rnn_fun, in_axes=(0,))\n", + " fp_fun = lambda h : jnp.mean((h - batch_rnn_fun(h))**2, axis=1)\n", + " return jax.jit(fp_fun)\n", + "\n", + "\n", + "def get_total_fp_loss_fun(rnn_fun):\n", + " \"\"\"Return the MSE fixed point loss averaged across examples.\n", + " Arguments:\n", + " rnn_fun : RNN one step update function for a single hidden state vector\n", + " h_t -> h_t+1\n", + " Returns: function that computes the average loss over all examples.\n", + " \"\"\"\n", + " fp_loss_fun = get_fp_loss_fun(rnn_fun)\n", + " return jax.jit(lambda h : jnp.mean(fp_loss_fun(h)))\n", + "\n", + "\n", + "def optimize_fp_core(batch_idx_start, num_batches, update_fun, opt_state):\n", + " \"\"\"Gradient updates to fixed points candidates in order to find fixed points.\n", + " Uses lax.fori_loop instead of a Python loop to reduce JAX overhead. This \n", + " loop will be jit'd and run on device.\n", + " Arguments:\n", + " batch_idx_start: Where are we in the total number of batches\n", + " num_batches: how many batches to run\n", + " update_fun: the function that changes params based on grad of loss\n", + " opt_state: the jax optimizer state, containing params and opt state\n", + " Returns:\n", + " opt_state: the jax optimizer state, containing params and optimizer state\"\"\"\n", + "\n", + " def run_update(batch_idx, opt_state):\n", + " opt_state = update_fun(batch_idx, opt_state)\n", + " return opt_state\n", + "\n", + " lower = batch_idx_start\n", + " upper = batch_idx_start + num_batches\n", + " return jax.lax.fori_loop(lower, upper, run_update, opt_state)\n", + "\n", + "\n", + "#optimize_fp_core_jit = jax.jit(optimize_fp_core, static_argnums=(1, 2, 3))\n", + "optimize_fp_core_jit = optimize_fp_core\n", + "\n", + "def optimize_fps(rnn_fun, fp_candidates, hps, do_print=True):\n", + " \"\"\"Find fixed points of the rnn via optimization.\n", + " This loop is at the cpu non-JAX level.\n", + " Arguments:\n", + " rnn_fun : RNN one step update function for a single hidden state vector\n", + " h_t -> h_t+1, for which the fixed point candidates are trained to be \n", + " fixed points\n", + " fp_candidates: np array with shape (batch size, state dim) of hidden states \n", + " of RNN to start training for fixed points\n", + " hps: fixed point hyperparameters\n", + " do_print: Print useful information? \n", + " Returns:\n", + " np array of numerically optimized fixed points\"\"\"\n", + "\n", + " total_fp_loss_fun = get_total_fp_loss_fun(rnn_fun)\n", + "\n", + " def get_update_fun(opt_update, get_params):\n", + " \"\"\"Update the parameters using gradient descent.\n", + " Arguments:\n", + " opt_update: a function to update the optimizer state (from jax.optimizers)\n", + " get_params: a function that extract parametrs from the optimizer state\n", + " Returns:\n", + " a 2-tuple (function which updates the parameters according to the \n", + " optimizer, a dictionary of details of the optimization)\n", + " \"\"\"\n", + " def update(i, opt_state):\n", + " params = get_params(opt_state)\n", + " grads = jax.grad(total_fp_loss_fun)(params) \n", + " return opt_update(i, grads, opt_state)\n", + "\n", + " return update\n", + "\n", + " # Build some functions used in optimization.\n", + " decay_fun = optimizers.exponential_decay(hps['step_size'],\n", + " hps['decay_steps'],\n", + " hps['decay_factor'])\n", + " opt_init, opt_update, get_params = optimizers.adam(step_size=decay_fun,\n", + " b1=hps['adam_b1'],\n", + " b2=hps['adam_b2'],\n", + " eps=hps['adam_eps'])\n", + " opt_state = opt_init(fp_candidates)\n", + " update_fun = get_update_fun(opt_update, get_params)\n", + "\n", + " # Run the optimization, pausing every so often to collect data and\n", + " # print status.\n", + " batch_size = fp_candidates.shape[0]\n", + " num_batches = hps['num_batches']\n", + " print_every = hps['opt_print_every']\n", + " num_opt_loops = int(num_batches / print_every)\n", + " fps = get_params(opt_state)\n", + " fp_losses = []\n", + " do_stop = False\n", + " for oidx in range(num_opt_loops):\n", + " if do_stop:\n", + " break\n", + " batch_idx_start = oidx * print_every\n", + " start_time = time.time()\n", + " opt_state = optimize_fp_core_jit(batch_idx_start, print_every, update_fun,\n", + " opt_state)\n", + " batch_time = time.time() - start_time\n", + "\n", + " # Training loss\n", + " fps = get_params(opt_state)\n", + " batch_pidx = batch_idx_start + print_every\n", + " total_fp_loss = total_fp_loss_fun(fps)\n", + " fp_losses.append(total_fp_loss)\n", + " \n", + " # Saving, printing.\n", + " if do_print:\n", + " s = \" Batches {}-{} in {:0.2f} sec, Step size: {:0.5f}, Training loss {:0.5f}\"\n", + " print(s.format(batch_idx_start+1, batch_pidx, batch_time,\n", + " decay_fun(batch_pidx), total_fp_loss))\n", + "\n", + " if total_fp_loss < hps['fp_opt_stop_tol']:\n", + " do_stop = True\n", + " if do_print:\n", + " print('Stopping as mean training loss {:0.5f} is below tolerance {:0.5f}.'.format(total_fp_loss, hps['fp_opt_stop_tol']))\n", + " optimizer_details = {'fp_losses' : fp_losses} \n", + " return fps, optimizer_details\n", + "\n", + "\n", + "def fixed_points_with_tolerance(rnn_fun, fps, tol=np.inf, do_print=True):\n", + " \"\"\"Return fixed points with a fixed point loss under a given tolerance.\n", + " \n", + " Arguments: \n", + " rnn_fun: one-step update function as a function of hidden state\n", + " fps: ndarray with shape npoints x ndims\n", + " tols: loss tolerance over which fixed points are excluded\n", + " do_print: Print useful information? \n", + " Returns: \n", + " 2-tuple of kept fixed points, along with indicies of kept fixed points\n", + " \"\"\"\n", + " fp_loss_fun = get_fp_loss_fun(rnn_fun)\n", + " losses = fp_loss_fun(fps)\n", + " lidxs = losses < tol\n", + " keep_idxs = np.where(lidxs)[0]\n", + " fps_w_tol = fps[lidxs]\n", + " \n", + " if do_print:\n", + " print(\" Kept %d/%d fixed points with tolerance under %f.\" %\n", + " (fps_w_tol.shape[0], fps.shape[0], tol))\n", + " \n", + " return fps_w_tol, keep_idxs\n", + " \n", + "\n", + "def keep_unique_fixed_points(fps, identical_tol=0.0, do_print=True):\n", + " \"\"\"Get unique fixed points by choosing a representative within tolerance.\n", + " Args:\n", + " fps: numpy array, FxN tensor of F fixed points of N dimension\n", + " identical_tol: float, tolerance for determination of identical fixed points\n", + " do_print: Print useful information? \n", + " Returns:\n", + " 2-tuple of UxN numpy array of U unique fixed points and the kept indices\n", + " \"\"\"\n", + " keep_idxs = np.arange(fps.shape[0])\n", + " if identical_tol <= 0.0:\n", + " return fps, keep_idxs\n", + " if fps.shape[0] <= 1:\n", + " return fps, keep_idxs\n", + " \n", + " nfps = fps.shape[0]\n", + " example_idxs = np.arange(nfps)\n", + " all_drop_idxs = []\n", + "\n", + " # If point a and point b are within identical_tol of each other, and the\n", + " # a is first in the list, we keep a.\n", + " distances = squareform(pdist(fps, metric=\"euclidean\"))\n", + " for fidx in range(nfps-1):\n", + " distances_f = distances[fidx, fidx+1:]\n", + " drop_idxs = example_idxs[fidx+1:][distances_f <= identical_tol]\n", + " all_drop_idxs += list(drop_idxs)\n", + " \n", + " unique_dropidxs = np.unique(all_drop_idxs)\n", + " keep_idxs = np.setdiff1d(example_idxs, unique_dropidxs)\n", + " if keep_idxs.shape[0] > 0:\n", + " unique_fps = fps[keep_idxs, :]\n", + " else:\n", + " unique_fps = np.array([], dtype=np.int64)\n", + "\n", + " if do_print:\n", + " print(\" Kept %d/%d unique fixed points with uniqueness tolerance %f.\" %\n", + " (unique_fps.shape[0], nfps, identical_tol))\n", + " \n", + " return unique_fps, keep_idxs\n", + "\n", + "\n", + "def exclude_outliers(data, outlier_dist=np.inf, metric='euclidean', do_print=True):\n", + " \"\"\"Exclude points whose closest neighbor is further than threshold.\n", + " Args:\n", + " data: ndarray, matrix holding datapoints (num_points x num_features).\n", + " outlier_dist: float, distance to determine outliers.\n", + " metric: str or function, distance metric passed to scipy.spatial.pdist.\n", + " Defaults to \"euclidean\"\n", + " do_print: Print useful information? \n", + " Returns:\n", + " 2-tuple of (filtered_data: ndarray, matrix holding subset of datapoints,\n", + " keep_idx: ndarray, vector of bools holding indices of kept datapoints).\n", + " \"\"\"\n", + " if np.isinf(outlier_dist):\n", + " return data, np.arange(len(data))\n", + " if data.shape[0] <= 1:\n", + " return data, np.arange(len(data))\n", + "\n", + " # Compute pairwise distances between all fixed points.\n", + " distances = squareform(pdist(data, metric=metric))\n", + "\n", + " # Find second smallest element in each column of the pairwise distance matrix.\n", + " # This corresponds to the closest neighbor for each fixed point.\n", + " closest_neighbor = np.partition(distances, 1, axis=0)[1]\n", + "\n", + " # Return data with outliers removed and indices of kept datapoints.\n", + " keep_idx = np.where(closest_neighbor < outlier_dist)[0]\n", + " data_to_keep = data[keep_idx]\n", + "\n", + " if do_print:\n", + " print(\" Kept %d/%d fixed points with within outlier tolerance %f.\" %\n", + " (data_to_keep.shape[0], data.shape[0], outlier_dist))\n", + " \n", + " return data_to_keep, keep_idx \n", + "\n", + "\n", + "def compute_jacobians(rnn_fun, points):\n", + " \"\"\"Compute the jacobians of the rnn_fun at the points.\n", + " This function uses JAX for the jacobian, and is computed on-device.\n", + " Arguments:\n", + " rnn_fun: RNN one step update function for a single hidden state vector\n", + " h_t -> h_t+1\n", + " points: np array npoints x dim, eval jacobian at this point.\n", + " Returns: \n", + " npoints number of jacobians, np array with shape npoints x dim x dim\n", + " \"\"\"\n", + " dFdh = jax.jacrev(rnn_fun)\n", + " batch_dFdh = jax.jit(jax.vmap(dFdh, in_axes=(0,)))\n", + " return batch_dFdh(points)\n", + "\n", + "\n", + "def compute_eigenvalue_decomposition(Ms, sort_by='magnitude',\n", + " do_compute_lefts=True):\n", + " \"\"\"Compute the eigenvalues of the matrix M. No assumptions are made on M.\n", + " Arguments: \n", + " M: 3D np.array nmatrices x dim x dim matrix\n", + " do_compute_lefts: Compute the left eigenvectors? Requires a pseudo-inverse \n", + " call.\n", + " Returns: \n", + " list of dictionaries with eigenvalues components: sorted \n", + " eigenvalues, sorted right eigenvectors, and sorted left eigenvectors \n", + " (as column vectors).\n", + " \"\"\"\n", + " if sort_by == 'magnitude':\n", + " sort_fun = np.abs\n", + " elif sort_by == 'real':\n", + " sort_fun = np.real\n", + " else:\n", + " assert False, \"Not implemented yet.\" \n", + " \n", + " decomps = []\n", + " L = None \n", + " for M in Ms:\n", + " evals, R = np.linalg.eig(M) \n", + " indices = np.flipud(np.argsort(sort_fun(evals)))\n", + " if do_compute_lefts:\n", + " L = np.linalg.pinv(R).T # as columns \n", + " L = L[:, indices]\n", + " decomps.append({'evals' : evals[indices], 'R' : R[:, indices], 'L' : L})\n", + " \n", + " return decomps" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gwpI3IuvEfNP" + }, + "source": [ + "# Training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WnPOOdhSEiEc" + }, + "source": [ + "### Hyperparameters" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lae-L4QuHKHu" + }, + "source": [ + "do_simple_seq2seq = False\n", + "\n", + "if do_simple_seq2seq:\n", + " params_fun = seq2seq_params\n", + " batch_run = batch_seq2seq\n", + " plot_examples = plot_examples_seq2seq\n", + "else:\n", + " params_fun = seq2seq_w_attn_params\n", + " batch_run = batch_seq2seq_w_attn\n", + " plot_examples = plot_examples_seq2seq_w_attn" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "KBKc3_kOIRup" + }, + "source": [ + "if do_simple_seq2seq:\n", + " u = 1\n", + " o = 1\n", + " enc_n = 64\n", + " enc_hfactor = 2.0\n", + " enc_noise_std = 0.001\n", + "\n", + " dec_n = 128\n", + " dec_hfactor = 2.0\n", + " dec_noise_std = 0.001\n", + " dec_ifactor = 1.0\n", + "\n", + " fwd_rnn_hps = {'rnn_fun': gru, 'params_fun': gru_params, \n", + " 'input_dim': u, 'ntime': ntime_enc, 'hidden_dim': enc_n, \n", + " 'hfactor': enc_hfactor, 'noise_std': enc_noise_std}\n", + " bwd_rnn_hps = {'rnn_fun': gru, 'params_fun': gru_params,\n", + " 'input_dim': u, 'ntime': ntime_enc, 'hidden_dim': enc_n, \n", + " 'hfactor': enc_hfactor, 'noise_std': enc_noise_std}\n", + " enc_rnn_hps = {'fwd_rnn': fwd_rnn_hps, 'bwd_rnn': bwd_rnn_hps}\n", + "\n", + "\n", + " dec_rnn_hps = {'rnn': {'rnn_fun': gru_w_fb_tf, 'params_fun': gru_w_fb_params,\n", + " 'input_dim': 0, 'ntime': ntime_dec, 'hidden_dim': dec_n, \n", + " 'output_dim': o, 'hfactor': dec_hfactor, 'noise_std': dec_noise_std,\n", + " 'ifactor': dec_ifactor}, \n", + " 'affine': {'input_dim': dec_n, 'output_dim': o}}\n", + "\n", + " seq2seq_hps = {'enc_rnn': enc_rnn_hps, 'dec_rnn': dec_rnn_hps}\n", + "\n", + "\n", + " hps = seq2seq_hps\n", + "\n", + " # Optimization hyperparameters\n", + " num_batches = 15000 # Total number of batches to train on.\n", + "\n", + " batch_size = 128 # How many examples in each batch\n", + " step_size = 0.025 # initial learning rate\n", + " decay_factor = 0.9999 # decay the learning rate this much\n", + " #step_size = 0.01 # initial learning rate\n", + " #decay_factor = 0.9998 # decay the learning rate this much\n", + "\n", + "\n", + " # Gradient clipping is HUGELY important for training RNNs\n", + " max_grad_norm = 10.0 # max gradient norm before clipping, clip to this value.\n", + " l2reg = 2e-7 # amount of L2 regularization on the weights\n", + " adam_b1 = 0.9 # Adam parameters\n", + " adam_b2 = 0.999\n", + " adam_eps = 1e-1\n", + " print_every = 200 # Print training information every so often\n", + "\n", + "\n", + " hps['l2reg'] = l2reg\n", + "\n", + " ohps = {'num_batches': num_batches, 'batch_size': batch_size, \n", + " 'step_size': step_size, 'decay_factor': decay_factor, \n", + " 'max_grad_norm': max_grad_norm, 'l2reg': l2reg, \n", + " 'adam_b1': adam_b1, 'adam_b2': adam_b2, 'adam_eps': adam_eps, \n", + " 'print_every': print_every}\n", + "\n", + "else:\n", + " #u = 1 # Number of inputs to the RNN\n", + " #n = 256 # Number of units in the RNN\n", + " #ic_dim = n\n", + " #o = 1 # Number of outputs in the RNN\n", + "\n", + " # hfactor = 2.0\n", + " # noise_std = 0.001\n", + "\n", + " #enc_rnn_hps = {'input_dim': u, 'ntime': seq_length, 'hidden_dim': n, \n", + " # 'hfactor': hfactor, 'noise_std': noise_std}\n", + " #dec_rnn_hps = {'rnn': {'input_dim': 0, 'ntime': seq_length, 'hidden_dim': n, \n", + " # 'output_dim': o, 'hfactor': hfactor, 'noise_std': noise_std}, \n", + " # 'affine': {'input_dim': n, 'output_dim': o}}\n", + " #seq2seq_hps = {'enc_rnn': enc_rnn_hps, 'dec_rnn': dec_rnn_hps}\n", + "\n", + "\n", + "\n", + " #enc_rnn_hps = {'input_dim': u, 'ntime': seq_length, 'hidden_dim': n, \n", + " # 'hfactor': hfactor, 'noise_std': noise_std}\n", + " u = 9 # 1\n", + " o = 8 # 1\n", + " enc_n = 128\n", + " enc_output_dim = 128 # 4, We need 4 pieces of info (2 locations and 2 heights, no width changes)\n", + " enc_hfactor = 2.0\n", + " enc_noise_std = 0.001\n", + "\n", + " dec_n = 128\n", + " dec_hfactor = 2.0\n", + " dec_noise_std = 0.001\n", + " dec_ifactor = 1.0\n", + "\n", + " input_seq_length = 21 # seq_length\n", + " output_seq_length = 20 # seq_length\n", + "\n", + " enc_affine_hps = {'input_dim': 2 * enc_n, 'output_dim': enc_output_dim}\n", + " fwd_rnn_hps = {'rnn_fun': gru, 'params_fun': gru_params, \n", + " 'input_dim': u, 'ntime': input_seq_length, 'hidden_dim': enc_n, \n", + " 'hfactor': enc_hfactor, 'noise_std': enc_noise_std}\n", + " bwd_rnn_hps = {'rnn_fun': gru, 'params_fun': gru_params,\n", + " 'input_dim': u, 'ntime': input_seq_length, 'hidden_dim': enc_n, \n", + " 'hfactor': enc_hfactor, 'noise_std': enc_noise_std}\n", + " enc_rnn_h0_hps = {'fwd_rnn': fwd_rnn_hps, 'bwd_rnn': bwd_rnn_hps, \n", + " 'affine': enc_affine_hps}\n", + " enc_rnn_attn_hps = {'fwd_rnn': fwd_rnn_hps, 'bwd_rnn': bwd_rnn_hps, \n", + " 'affine': enc_affine_hps}\n", + "\n", + " dec_rnn_hps = {'h0_affine': {'input_dim': enc_output_dim, 'output_dim': dec_n},\n", + " 'rnn': {'rnn_fun': gru_w_attn_tf, 'params_fun': gru_w_attn_params,\n", + " 'input_dim': enc_output_dim, 'ntime': output_seq_length, 'hidden_dim': dec_n, \n", + " 'output_dim': o, 'hfactor': dec_hfactor, 'noise_std': dec_noise_std,\n", + " 'ifactor': dec_ifactor}, \n", + " 'affine': {'input_dim': dec_n, 'output_dim': o},\n", + " 'attention': {'enc_dim': enc_output_dim, 'dec_dim': dec_n}\n", + " }\n", + "\n", + " seq2seq_w_attn_hps = {'enc_rnn_h0': enc_rnn_h0_hps, \n", + " 'enc_rnn_attn': enc_rnn_attn_hps, \n", + " 'dec_rnn': dec_rnn_hps}\n", + "\n", + "\n", + " # hps = seq2seq_hps\n", + " hps = seq2seq_w_attn_hps\n", + "\n", + "\n", + " # Optimization hyperparameters\n", + " num_batches = 15000 # Total number of batches to train on.\n", + "\n", + " batch_size = 128 # How many examples in each batch\n", + " step_size = 0.015 # initial learning rate\n", + " decay_factor = 0.9999 # decay the learning rate this much\n", + " #step_size = 0.01 # initial learning rate\n", + " #decay_factor = 0.9998 # decay the learning rate this much\n", + "\n", + "\n", + " # Gradient clipping is HUGELY important for training RNNs\n", + " max_grad_norm = 10.0 # max gradient norm before clipping, clip to this value.\n", + " l2reg = 2e-7 # amount of L2 regularization on the weights\n", + " adam_b1 = 0.9 # Adam parameters\n", + " adam_b2 = 0.999\n", + " adam_eps = 1e-1\n", + " print_every = 200 # Print training information every so often\n", + "\n", + "\n", + " hps['l2reg'] = l2reg\n", + "\n", + " ohps = {'num_batches': num_batches, 'batch_size': batch_size, \n", + " 'step_size': step_size, 'decay_factor': decay_factor, \n", + " 'max_grad_norm': max_grad_norm, 'l2reg': l2reg, \n", + " 'adam_b1': adam_b1, 'adam_b2': adam_b2, 'adam_eps': adam_eps, \n", + " 'print_every': print_every}" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "66Uvd0WhLoeE", + "executionInfo": { + "status": "ok", + "timestamp": 1597174841040, + "user_tz": 420, + "elapsed": 487, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "75e6327a-5d93-4557-cd5b-779d817175ab", + "colab": { + "height": 739 + } + }, + "source": [ + "hps" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'enc_rnn_h0': {'fwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.001},\n", + " 'bwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.001},\n", + " 'affine': {'input_dim': 256, 'output_dim': 128}},\n", + " 'enc_rnn_attn': {'fwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.001},\n", + " 'bwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.001},\n", + " 'affine': {'input_dim': 256, 'output_dim': 128}},\n", + " 'dec_rnn': {'h0_affine': {'input_dim': 128, 'output_dim': 128},\n", + " 'rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 128,\n", + " 'ntime': 20,\n", + " 'hidden_dim': 128,\n", + " 'output_dim': 8,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.001,\n", + " 'ifactor': 1.0},\n", + " 'affine': {'input_dim': 128, 'output_dim': 8},\n", + " 'attention': {'enc_dim': 128, 'dec_dim': 128}},\n", + " 'l2reg': 2e-07}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 501 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "d8TVeq13Cqzb" + }, + "source": [ + "def build_inputs_and_targets_jit(input_params, key):\n", + " nb, noise_level = input_params\n", + " inputs_bt, targets_bt, bx = generate_sequences_boxes(nb_tried, noise_level, key, nb) \n", + " inputs_bt = inputs_bt / seq_height_max # There are hard coded numbers in that awful code.\n", + " targets_bt = targets_bt / seq_height_max \n", + "\n", + " soft_targets_bt, masks_bt = soft_targets(targets_bt)\n", + " inputs_btu = jnp.expand_dims(inputs_bt, axis=2)\n", + " targets_btm = jnp.expand_dims(soft_targets_bt, axis=2)\n", + " masks_btm = jnp.expand_dims(masks_bt, axis=2)\n", + " return inputs_btu, targets_btm, masks_btm" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "k7PkrJ51RTl3" + }, + "source": [ + "One can optionally use the jit'd de-novo input/target maker, or try to generate a full training set first." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "T5h6ppLyRRhD" + }, + "source": [ + "if False:\n", + " # This is to generate the full training set first, use \n", + " # build_inputs_and_targets_subselect(batch_size)\n", + " noise_level = 0.3\n", + " input_params = (nb_tried, nb, noise_level)\n", + " TrainingSetSize = 128000\n", + " Input_Btu, Target_Bto, Mask_Bto = \\\n", + " build_inputs_and_targets_batch(input_params, TrainingSetSize, seed)\n", + "\n", + " Input_Btu = jax.device_put(Input_Btu, jax.devices()[0])\n", + " Target_Bto = jax.device_put(Target_Bto, jax.devices()[0])\n", + " Mask_Bto = jax.device_put(Mask_Bto, jax.devices()[0])\n", + "\n", + " def build_inputs_and_targets_subselect(batch_size):\n", + " ridxs = np.random.randint(0, TrainingSetSize, batch_size)\n", + " input_btu = Input_Btu[ridxs,:,:]\n", + " target_bto = Target_Bto[ridxs,:,:]\n", + " mask_bto = Mask_Bto[ridxs,:,:]\n", + " return input_btu, target_bto, mask_bto\n", + "\n", + " batch_size = 128\n", + " input_btu, target_bto, mask_bto = build_inputs_and_targets_subselect(batch_size)\n", + "\n", + " plt.figure()\n", + " plt.subplot(131)\n", + " plt.imshow(input_btu[:,:,0])\n", + " plt.subplot(132)\n", + " plt.imshow(target_bto[:,:,0])\n", + " plt.subplot(133)\n", + " plt.imshow(mask_bto[:,:,0]);" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "leUCAnNqtYwH" + }, + "source": [ + "build_inputs_and_targets_subselect = build_inputs_and_targets_subselect_copy" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "olwV3FygEp8A", + "executionInfo": { + "status": "error", + "timestamp": 1597174845025, + "user_tz": 420, + "elapsed": 677, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "a1722b08-eb8e-4033-cc20-5d4530659392", + "colab": { + "height": 549 + } + }, + "source": [ + "seed = np.random.randint(0, 1000000) # get randomness from CPU level numpy\n", + "print(\"Seed: %d\" % seed)\n", + "key = jax.random.PRNGKey(seed) # create a random key for jax for use on device.\n", + "\n", + "# Plot a few input/target examples to make sure things look sane.\n", + "ntoplot = 10 # how many examples to plot\n", + "\n", + "noise_level = 0.0\n", + "input_params = (batch_size, noise_level)\n", + "\n", + "# The number of examples to plot is given by the number of \n", + "# random keys in this function.\n", + "key, skey = jax.random.split(key, 2)\n", + "skeys = jax.random.split(skey, ntoplot) # get ntoplot random keys\n", + "\n", + "inputs, targets, masks = build_inputs_and_targets_jit(input_params, skey)\n", + "\n", + "# Plot the input to the RNN and the target for the RNN.\n", + "plot_batch(seq_length, inputs[0:3], targets[0:3])" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Seed: 430013\n" + ], + "name": "stdout" + }, + { + "output_type": "error", + "ename": "TypeError", + "evalue": "ignored", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;31m# Plot the input to the RNN and the target for the RNN.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 19\u001b[1;33m \u001b[0mplot_batch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseq_length\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtargets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36mplot_batch\u001b[1;34m(ntime, input_btu, target_bto, output_bto, mask_bto, error_bto)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtarget_bto\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mbidx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m...\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m133\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmask_bto\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mbidx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m...\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m: 'NoneType' object is not subscriptable" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "M1hySGLPPyLJ", + "executionInfo": { + "status": "ok", + "timestamp": 1597174747290, + "user_tz": 420, + "elapsed": 536, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "d84078a9-b42d-48a1-fc8e-ede1aa32577d", + "colab": { + "height": 269 + } + }, + "source": [ + "if True:\n", + " inputs, targets, masks = build_inputs_and_targets_subselect(batch_size)\n", + " plot_batch(41, inputs[0:3], targets[0:3], None, masks[0:3], None)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xnQrIzdxEwOR", + "executionInfo": { + "status": "ok", + "timestamp": 1597174748159, + "user_tz": 420, + "elapsed": 388, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "1054e4a6-0bdb-4cd7-f79a-559356623890", + "colab": { + "height": 54 + } + }, + "source": [ + "# Init some parameters for training.\n", + "params_seed = np.random.randint(100000)\n", + "params_key = jax.random.PRNGKey(params_seed)\n", + "key, subkey = jax.random.split(params_key, 2)\n", + "\n", + "init_params = params_fun(subkey, hps)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "{'h0_affine': {'input_dim': 128, 'output_dim': 128}, 'rnn': {'rnn_fun': , 'params_fun': , 'input_dim': 128, 'ntime': 20, 'hidden_dim': 128, 'output_dim': 8, 'hfactor': 2.0, 'noise_std': 0.001, 'ifactor': 1.0}, 'affine': {'input_dim': 128, 'output_dim': 8}, 'attention': {'enc_dim': 128, 'dec_dim': 128}}\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TMfLYOUL-klt", + "executionInfo": { + "status": "ok", + "timestamp": 1597174847584, + "user_tz": 420, + "elapsed": 842, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "95ff496e-25c4-4f2d-d560-6d2e3869c8b4", + "colab": { + "height": 269 + } + }, + "source": [ + "x_zero = jnp.zeros((hps['dec_rnn']['rnn']['input_dim'] + hps['dec_rnn']['rnn']['output_dim'],))\n", + "noise_zero = jnp.zeros((hps['dec_rnn']['rnn']['hidden_dim'],))\n", + "rnn_fun = lambda h: gru_w_fb(init_params['dec_rnn'], h, (x_zero, noise_zero))[0]\n", + "dFdh = jax.jacobian(rnn_fun)\n", + "\n", + "J = dFdh(jnp.zeros((dec_n,)))\n", + "evals, _ = np.linalg.eig(J)\n", + "plt.plot(np.real(evals), np.imag(evals), 'o');" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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60N/fj/fffx/79u1Dc3PzpG2am5vx+OOPw/M8vPzyy/jYxz6GiooK0V1PY+MbrrapmuFm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\nfOELX8DKlSvx+OO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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SMxu5R-JWTDt", + "executionInfo": { + "status": "ok", + "timestamp": 1597174849941, + "user_tz": 420, + "elapsed": 1594, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "12d1fce9-a97c-46cd-e6c9-c81c7d091014", + "colab": { + "height": 34 + } + }, + "source": [ + "# Visualize how good this trained integrator is\n", + "def inputs_targets_no_h0s(keys):\n", + " inputs_b, targets_b, masks_b = \\\n", + " build_inputs_and_targets_subselect(batch_size)\n", + " #build_inputs_and_targets_jit(input_params, keys)\n", + " \n", + " h0s_b = None # Use trained h0\n", + " return inputs_b, targets_b, masks_b, h0s_b\n", + "\n", + "zeros_bto = jnp.zeros((batch_size, output_seq_length, o))\n", + "masks_bto = np.ones((batch_size, output_seq_length, o))\n", + "rnn_run = lambda keys, inputs: batch_run(keys, hps, init_params, inputs, zeros_bto, masks_bto, 0.0)\n", + "\n", + "inf_key, skey = jax.random.split(key, 2)\n", + "init_trials, init_states = run_trials(skey, rnn_run, inputs_targets_no_h0s)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Warning, ntime needs changed.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hw5lYuUFWg3L", + "executionInfo": { + "status": "ok", + "timestamp": 1597174854287, + "user_tz": 420, + "elapsed": 2424, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "ceeb23a2-0227-45fe-f4a8-ac0573192935", + "colab": { + "height": 1000 + } + }, + "source": [ + "# Visualize the hidden state, as an example.\n", + "start_idx = 0\n", + "plot_examples(input_seq_length, output_seq_length, init_trials, init_states, nexamples=4, start_idx=start_idx)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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Fs0duz9S0aVF5+eVLeOjsZd063BtKpmfYgyjk6nz++AP3Y9Om6sqRKhWegceP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ZcH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ydax476Mjy88sgSTeNNLCNDt4sXrSMXjGbcl51NcauEbkUtYbp04Y3rhhvorW6om3Z2NgXw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\nhjL261f9Nka9e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g8ACtbbb2fE4MiRFKVqnGocs9qOX5OTGab866/AiRNMU9y/37q4FECP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\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zb++Cn09MJBo4kGj/fvz+0ktEK1ZgrlgCvr5En39ONGEC0dy5uPb69USjRhF9/DGRn59l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DK664As8++2wi60ZEREREREQ0ZuJvfDdv3ox33nln4Fvec+fO4brrrsPf//3fJ6xyRERERERE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\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TCdscPAh8/LG1Armcds2zs5EwaBBSFQo0FBTQTlVqKn3uB4gLfbVaLUlQQSSrWq3W4bWR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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "OgLOO51GhvDG", + "executionInfo": { + "status": "ok", + "timestamp": 1597174855761, + "user_tz": 420, + "elapsed": 557, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "cf9ba128-e48b-48ab-adf4-a68779881d5d", + "colab": { + "height": 286 + } + }, + "source": [ + "tf_fun = optimizers.exponential_decay(1.0, decay_steps=1, \n", + " decay_rate=0.997)\n", + "\n", + "plt.semilogy(np.array([tf_fun(x) for x in np.arange(0, num_batches)]))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 509 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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XX9WqjMeOHRP69u0r3LlzR6ipqRFmzpwprFu3Tisy/u/n35rMFBYW\nVueG6NSpUxudLzY2VrCzsxOKi4vr7CdWvodl/LM/30MQM6OmtPpCEARB2Ldvn9C7d29BLpcLK1eu\nbLbjHj58WAAgODo6Cs7OzoKzs7Owb98+4dq1a8LIkSMFhUIhjBw5UigtLa19zcqVKwW5XC7Y2NjU\necLkxIkTgr29vSCXy4XAwECN33j6cyFoW760tDRhwIABgqOjozBp0iTh+vXrWpfxrbfeEmxtbQV7\ne3vhxRdfFO7fvy96Rl9fX6Fr166CVCoVunXrJnz22WcazXTv3j3B29tb6NWrl+Di4iJcvHix0fl6\n9eolyGSy2n8vf5wsxcj3qIx/9udCECujJvEnlYmICIAO3EMgIqL6YSEQEREAFgIRET3AQiAiIgAs\nBCIieoCFQEREAFgIRET0AAuBiIgAAP8HsonDKSEKyVIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "-d9LYoVxEzOx", + "executionInfo": { + "status": "ok", + "timestamp": 1597174856862, + "user_tz": 420, + "elapsed": 563, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "40e98521-dca0-4210-cc37-522001c218eb", + "colab": { + "height": 283 + } + }, + "source": [ + "# Create a decay function for the learning rate\n", + "decay_fun = optimizers.exponential_decay(ohps['step_size'], decay_steps=1, \n", + " decay_rate=ohps['decay_factor'])\n", + "\n", + "batch_idxs = np.linspace(1, ohps['num_batches'])\n", + "plt.semilogy(batch_idxs, [decay_fun(b) for b in batch_idxs])\n", + "plt.axis('tight')\n", + "plt.xlabel('Batch number')\n", + "plt.ylabel('Learning rate');" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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EDiqt5lg+RKT25HIZRrm0xlE/d3QxNcC3B65h2I8R+JuDSqstlg8RVRvN9XTx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\n7lSd8cGDBwgMDERiYiLS0tL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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hDdSaM5uE4mX" + }, + "source": [ + "### Train the RNN" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WhBu6Nomzwam" + }, + "source": [ + "from jax.config import config\n", + "config.update(\"jax_debug_nans\", True)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "QX4os2ZME6RK", + "executionInfo": { + "status": "ok", + "timestamp": 1597175163053, + "user_tz": 420, + "elapsed": 303658, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "a479320e-c67b-4407-e689-894abdf5c263", + "colab": { + "height": 1000 + } + }, + "source": [ + "# Initialize the optimizer. Please see jax/experimental/optimizers.py\n", + "opt_init, opt_update, get_params = \\\n", + " optimizers.adam(decay_fun, ohps['adam_b1'], ohps['adam_b2'], ohps['adam_eps'])\n", + "opt_state = opt_init(init_params)\n", + "\n", + "# Run the optimization loop, first jit'd call will take a minute.\n", + "start_time = time.time()\n", + "all_train_losses = []\n", + "opt_seed = np.random.randint(1000000)\n", + "opt_key = jax.random.PRNGKey(opt_seed)\n", + "for batch in range(ohps['num_batches']):\n", + " opt_key, skey1, skey2, skey3 = jax.random.split(opt_key, 4)\n", + " inputs, targets, masks = build_inputs_and_targets_subselect(batch_size) #build_inputs_and_targets_jit(input_params, skey1) #\n", + " tf_value = tf_fun(batch)\n", + " hps['dec_rnn']['rnn']['tf_value'] = tf_value\n", + " opt_state = update_w_gc_jit(skey2, hps, batch, opt_state, opt_update, \n", + " get_params, inputs, targets, masks, max_grad_norm, tf_value)\n", + " if batch % print_every == 0:\n", + " params = get_params(opt_state)\n", + " all_train_losses.append(loss_jit(skey3, hps, params, inputs, targets, masks, tf_value))\n", + " train_loss = all_train_losses[-1]['total']\n", + " batch_time = time.time() - start_time\n", + " step_size = decay_fun(batch)\n", + " s = \"Batch {} in {:0.2f} sec, step size: {:0.5f}, training loss {:0.4f}\"\n", + " print(s.format(batch, batch_time, step_size, train_loss))\n", + " start_time = time.time()\n", + " \n", + "# List of dicts to dict of lists\n", + "all_train_losses = {k: [dic[k] for dic in all_train_losses] for k in all_train_losses[0]}" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Warning, ntime needs changed.\n", + "Warning, ntime needs changed.\n", + "Batch 0 in 7.46 sec, step size: 0.01500, training loss 0.2177\n", + "Batch 200 in 3.95 sec, step size: 0.01470, training loss 0.1228\n", + "Batch 400 in 4.19 sec, step size: 0.01441, training loss 0.1095\n", + "Batch 600 in 3.75 sec, step size: 0.01413, training loss 0.1079\n", + "Batch 800 in 4.00 sec, step size: 0.01385, training loss 0.0951\n", + "Batch 1000 in 4.09 sec, step size: 0.01357, training loss 0.0934\n", + "Batch 1200 in 3.89 sec, step size: 0.01330, training loss 0.0980\n", + "Batch 1400 in 3.74 sec, step size: 0.01304, training loss 0.0860\n", + "Batch 1600 in 3.89 sec, step size: 0.01278, training loss 0.0819\n", + "Batch 1800 in 3.98 sec, step size: 0.01253, training loss 0.0758\n", + "Batch 2000 in 3.99 sec, step size: 0.01228, training loss 0.0723\n", + "Batch 2200 in 3.94 sec, step size: 0.01204, training loss 0.0647\n", + "Batch 2400 in 3.95 sec, step size: 0.01180, training loss 0.0458\n", + "Batch 2600 in 3.76 sec, step size: 0.01157, training loss 0.0477\n", + "Batch 2800 in 3.89 sec, step size: 0.01134, training loss 0.0414\n", + "Batch 3000 in 4.15 sec, step size: 0.01111, training loss 0.0365\n", + "Batch 3200 in 4.07 sec, step size: 0.01089, training loss 0.0395\n", + "Batch 3400 in 3.93 sec, step size: 0.01068, training loss 0.0230\n", + "Batch 3600 in 4.32 sec, step size: 0.01046, training loss 0.0240\n", + "Batch 3800 in 4.01 sec, step size: 0.01026, training loss 0.0229\n", + "Batch 4000 in 3.93 sec, step size: 0.01005, training loss 0.0186\n", + "Batch 4200 in 3.88 sec, step size: 0.00986, training loss 0.0173\n", + "Batch 4400 in 3.95 sec, step size: 0.00966, training loss 0.0161\n", + "Batch 4600 in 3.62 sec, step size: 0.00947, training loss 0.0159\n", + "Batch 4800 in 3.56 sec, step size: 0.00928, training loss 0.0120\n", + "Batch 5000 in 4.10 sec, step size: 0.00910, training loss 0.0113\n", + "Batch 5200 in 4.08 sec, step size: 0.00892, training loss 0.0109\n", + "Batch 5400 in 3.98 sec, step size: 0.00874, training loss 0.0104\n", + "Batch 5600 in 3.99 sec, step size: 0.00857, training loss 0.0133\n", + "Batch 5800 in 3.97 sec, step size: 0.00840, training loss 0.0087\n", + "Batch 6000 in 3.68 sec, step size: 0.00823, training loss 0.0111\n", + "Batch 6200 in 3.88 sec, step size: 0.00807, training loss 0.0123\n", + "Batch 6400 in 4.30 sec, step size: 0.00791, training loss 0.0085\n", + "Batch 6600 in 4.51 sec, step size: 0.00775, training loss 0.0091\n", + "Batch 6800 in 4.44 sec, step size: 0.00760, training loss 0.0094\n", + "Batch 7000 in 4.36 sec, step size: 0.00745, training loss 0.0087\n", + "Batch 7200 in 3.68 sec, step size: 0.00730, training loss 0.0083\n", + "Batch 7400 in 3.60 sec, step size: 0.00716, training loss 0.0089\n", + "Batch 7600 in 3.68 sec, step size: 0.00701, training loss 0.0080\n", + "Batch 7800 in 3.70 sec, step size: 0.00688, training loss 0.0076\n", + "Batch 8000 in 3.73 sec, step size: 0.00674, training loss 0.0073\n", + "Batch 8200 in 3.69 sec, step size: 0.00661, training loss 0.0079\n", + "Batch 8400 in 3.74 sec, step size: 0.00648, training loss 0.0077\n", + "Batch 8600 in 3.75 sec, step size: 0.00635, training loss 0.0077\n", + "Batch 8800 in 3.74 sec, step size: 0.00622, training loss 0.0077\n", + "Batch 9000 in 3.90 sec, step size: 0.00610, training loss 0.0076\n", + "Batch 9200 in 3.92 sec, step size: 0.00598, training loss 0.0081\n", + "Batch 9400 in 3.93 sec, step size: 0.00586, training loss 0.0065\n", + "Batch 9600 in 4.08 sec, step size: 0.00574, training loss 0.0063\n", + "Batch 9800 in 3.88 sec, step size: 0.00563, training loss 0.0079\n", + "Batch 10000 in 3.75 sec, step size: 0.00552, training loss 0.0066\n", + "Batch 10200 in 4.00 sec, step size: 0.00541, training loss 0.0072\n", + "Batch 10400 in 4.01 sec, step size: 0.00530, training loss 0.0069\n", + "Batch 10600 in 3.79 sec, step size: 0.00520, training loss 0.0068\n", + "Batch 10800 in 3.73 sec, step size: 0.00509, training loss 0.0072\n", + "Batch 11000 in 4.01 sec, step size: 0.00499, training loss 0.0061\n", + "Batch 11200 in 4.09 sec, step size: 0.00489, training loss 0.0066\n", + "Batch 11400 in 4.09 sec, step size: 0.00480, training loss 0.0058\n", + "Batch 11600 in 3.92 sec, step size: 0.00470, training loss 0.0061\n", + "Batch 11800 in 4.01 sec, step size: 0.00461, training loss 0.0064\n", + "Batch 12000 in 4.00 sec, step size: 0.00452, training loss 0.0065\n", + "Batch 12200 in 3.82 sec, step size: 0.00443, training loss 0.0062\n", + "Batch 12400 in 3.81 sec, step size: 0.00434, training loss 0.0060\n", + "Batch 12600 in 4.17 sec, step size: 0.00425, training loss 0.0065\n", + "Batch 12800 in 4.07 sec, step size: 0.00417, training loss 0.0059\n", + "Batch 13000 in 4.07 sec, step size: 0.00409, training loss 0.0059\n", + "Batch 13200 in 4.08 sec, step size: 0.00401, training loss 0.0065\n", + "Batch 13400 in 4.21 sec, step size: 0.00393, training loss 0.0061\n", + "Batch 13600 in 4.49 sec, step size: 0.00385, training loss 0.0059\n", + "Batch 13800 in 3.91 sec, step size: 0.00377, training loss 0.0058\n", + "Batch 14000 in 3.83 sec, step size: 0.00370, training loss 0.0057\n", + "Batch 14200 in 3.87 sec, step size: 0.00363, training loss 0.0061\n", + "Batch 14400 in 3.89 sec, step size: 0.00355, training loss 0.0060\n", + "Batch 14600 in 3.87 sec, step size: 0.00348, training loss 0.0059\n", + "Batch 14800 in 3.76 sec, step size: 0.00341, training loss 0.0060\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cr2v_iTxHsKz" + }, + "source": [ + "### Show the loss through training.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "BoLjo4oV1Zxg" + }, + "source": [ + "def find_nan(params, nesting=0, key_name=\"\"):\n", + " if isinstance(params, dict):\n", + " for key in params:\n", + " if isinstance(params[key], dict):\n", + " print('\\t'*nesting, key)\n", + " find_nan(params[key], nesting+1, key)\n", + " else:\n", + " print('\\t'*nesting, key_name, np.isnan(params).any())\n", + "\n", + "#find_nan(params)\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "zFUm6odYHYTB", + "executionInfo": { + "status": "ok", + "timestamp": 1597175442976, + "user_tz": 420, + "elapsed": 779, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "5ab463f1-ae53-456b-aa03-ab66021f80e2", + "colab": { + "height": 281 + } + }, + "source": [ + "xlims = [1, num_batches // print_every]\n", + "plt.figure(figsize=(16,4))\n", + "plt.subplot(141)\n", + "plt.plot(all_train_losses['total'][xlims[0]:xlims[1]], 'k')\n", + "plt.title('Total')\n", + "\n", + "plt.subplot(142)\n", + "plt.plot(all_train_losses['lms'][xlims[0]:xlims[1]], 'r')\n", + "plt.title('Least mean square')\n", + "\n", + "plt.subplot(143)\n", + "plt.plot(all_train_losses['l2'][xlims[0]:xlims[1]], 'g');\n", + "plt.title('L2')\n", + "\n", + "plt.subplot(144)\n", + "plt.plot(all_train_losses['total'][xlims[0]:xlims[1]], 'k')\n", + "plt.plot(all_train_losses['lms'][xlims[0]:xlims[1]], 'r')\n", + "plt.plot(all_train_losses['l2'][xlims[0]:xlims[1]], 'g')\n", + "plt.title('All losses');" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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Nq8zYIiIiIiJXVOUK1k2bNvHss8+Snp5udBQRu5CTk8OoUaNYtmwZCQkJLFiwgISEhALb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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oB9skDTijaAr" + }, + "source": [ + "### Save the network" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zuhSh_BtBUSR", + "executionInfo": { + "status": "ok", + "timestamp": 1596987897256, + "user_tz": 420, + "elapsed": 461, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "ba35965a-5049-44ec-c0db-0279ce06de96", + "colab": { + "height": 34 + } + }, + "source": [ + "import datetime\n", + "\n", + "save_dir = '/tmp/seq2seq/' \n", + "rnn_type = 'seq2seq_w_gen_attn'\n", + "task_type = 'square_w_allowances'\n", + "\n", + "# Make directories\n", + "data_dir = os.path.join(save_dir, 'data/')\n", + "output_dir = os.path.join(save_dir, 'output/')\n", + "figure_dir = os.path.join(save_dir, os.path.join(output_dir, 'figures/'))\n", + "if not os.path.exists(output_dir):\n", + " os.makedirs(output_dir)\n", + "if not os.path.exists(figure_dir):\n", + " os.makedirs(figure_dir)\n", + "\n", + "# Load synthetic data\n", + "fname_uniquifier = datetime.datetime.now().strftime(\"%Y-%m-%d_%H:%M:%S\")\n", + "network_fname = ('trained_params_' + rnn_type + '_' + task_type + '_' + \\\n", + " fname_uniquifier + '.npz')\n", + "network_path = os.path.join(output_dir, network_fname)\n", + "\n", + "# Note we are just using numpy save instead of h5 because the LFADS parameter \n", + "# is nested dictionaries, something I couldn't get h5 to save down easily.\n", + "print(\"Saving parameters: \", network_path)\n", + "np.savez(network_path, params, hps, ohps)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Saving parameters: /tmp/seq2seq/output/trained_params_seq2seq_w_gen_attn_square_w_allowances_2020-08-09_08:44:56.npz\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xvo2xnYgBi8L", + "executionInfo": { + "status": "ok", + "timestamp": 1596987908743, + "user_tz": 420, + "elapsed": 570, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "6ac2b21e-9cf3-4d1d-a96b-e950574a74fe", + "colab": { + "height": 34 + } + }, + "source": [ + "%download_file /tmp/seq2seq/output/trained_params_seq2seq_w_gen_attn_square_w_allowances_2020-08-09_08:44:56.npz" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "Download trained_params_seq2seq_w_gen_attn_square_w_allowances_2020-08-09_08:44:56.npz" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " (function() {\n", + " window[\"id_32678180\"] 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+ " const arr = new Uint8Array(chunk.length);\n", + " for(let i=0; i" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " (function() {\n", + " const blob = new Blob(window[\"id_32678180\"], {type: \"\"});\n", + " window[\"id_32678180\"] = URL.createObjectURL(blob);\n", + " return true;\n", + " })();\n", + " \n", + "//# sourceURL=js_21f5f7d539" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "window[\"4d546a08-da57-11ea-a606-056760fc4f15\"] = document.getElementById(\"id_32678179\");\n", + "//# sourceURL=js_8ef8cc32de" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "window[\"4d547e1c-da57-11ea-a606-056760fc4f15\"] = window[\"4d546a08-da57-11ea-a606-056760fc4f15\"].setAttribute(\"href\", id_32678180);\n", + "//# sourceURL=js_a9f8ad97da" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3-0lVg54Bn9l" + }, + "source": [ + "# After training, you can load these up, after locating the save file.\n", + "if False:\n", + " network_path = '/tmp/seq2seq/output/trained_params_seq2seq_w_gen_attn_square_w_allowances_2020-08-08_15:05:57.npz'\n", + " loaded_params = np.load(network_path, allow_pickle=True)\n", + " loaded_trained_params = loaded_params['arr_0'].item()\n", + " loaded_hps = loaded_params['arr_1'].item()\n", + " loaded_opt_hps = loaded_params['arr_2'].item()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "SGUQWPI8BgzC" + }, + "source": [ + "if False:\n", + " hps = loaded_hps\n", + " opt_hps = loaded_opt_hps\n", + " params = loaded_trained_params" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kB0sY3EbYYtK", + "executionInfo": { + "status": "ok", + "timestamp": 1597175449497, + "user_tz": 420, + "elapsed": 498, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "0e49ff70-a9fe-476f-eb04-abee9d7ad261", + "colab": { + "height": 756 + } + }, + "source": [ + "inf_hps = copy.deepcopy(hps)\n", + "\n", + "do_no_noise_eval = True\n", + "if do_no_noise_eval:\n", + " inf_hps['enc_rnn_h0']['fwd_rnn']['noise_std'] = 0.0\n", + " inf_hps['enc_rnn_h0']['bwd_rnn']['noise_std'] = 0.0\n", + " inf_hps['enc_rnn_attn']['fwd_rnn']['noise_std'] = 0.0\n", + " inf_hps['enc_rnn_attn']['bwd_rnn']['noise_std'] = 0.0\n", + " inf_hps['dec_rnn']['rnn']['noise_std'] = 0.0\n", + "\n", + "inf_hps" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'enc_rnn_h0': {'fwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.0},\n", + " 'bwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.0},\n", + " 'affine': {'input_dim': 256, 'output_dim': 128}},\n", + " 'enc_rnn_attn': {'fwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.0},\n", + " 'bwd_rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 9,\n", + " 'ntime': 21,\n", + " 'hidden_dim': 128,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.0},\n", + " 'affine': {'input_dim': 256, 'output_dim': 128}},\n", + " 'dec_rnn': {'h0_affine': {'input_dim': 128, 'output_dim': 128},\n", + " 'rnn': {'rnn_fun': ,\n", + " 'params_fun': ,\n", + " 'input_dim': 128,\n", + " 'ntime': 20,\n", + " 'hidden_dim': 128,\n", + " 'output_dim': 8,\n", + " 'hfactor': 2.0,\n", + " 'noise_std': 0.0,\n", + " 'ifactor': 1.0,\n", + " 'tf_value': 2.6833635522857447e-20},\n", + " 'affine': {'input_dim': 128, 'output_dim': 8},\n", + " 'attention': {'enc_dim': 128, 'dec_dim': 128}},\n", + " 'l2reg': 2e-07}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 517 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "7mrpvCpsHy_8", + "executionInfo": { + "status": "ok", + "timestamp": 1597175453821, + "user_tz": 420, + "elapsed": 2336, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "1e6cadbe-d80a-4fb5-f7dc-ca9afde29838", + "colab": { + "height": 319 + } + }, + "source": [ + "# Take a batch for an evalulation loss, notice the L2 penalty is 0\n", + "# for the evaluation.\n", + "params = get_params(opt_state)\n", + "\n", + "inf_seed = np.random.randint(100000)\n", + "inf_key = jax.random.PRNGKey(inf_seed)\n", + "inf_key, skey1, skey2 = jax.random.split(inf_key, 3)\n", + "inputs, targets, masks = build_inputs_and_targets_subselect(batch_size) #build_inputs_and_targets_jit(input_params, skey1)\n", + "\n", + "train_loss = loss(skey2, inf_hps, params, inputs, targets, masks, tf_value=1.0)['total']\n", + "train_loss_str = \"{:.7f}\".format(train_loss)\n", + "\n", + "eval_loss = loss(skey2, inf_hps, params, inputs, targets, masks, tf_value=0.0)['total']\n", + "eval_loss_str = \"{:.7f}\".format(eval_loss)\n", + "print(\"Loss on a new large batch: train: %s, eval: %s\" % (train_loss_str, eval_loss_str))\n", + "\n", + "\n", + "plot_batch(input_seq_length, inputs[0:1], targets[0:1], mask_bto=masks[0:1])" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Warning, ntime needs changed.\n", + "Warning, ntime needs changed.\n", + "Loss on a new large batch: train: 0.0063751, eval: 0.0059392\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "geLiv15rIBfO" + }, + "source": [ + "## Basic Visualizations" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "B-ODSgDRH3vd", + "executionInfo": { + "status": "ok", + "timestamp": 1597175476963, + "user_tz": 420, + "elapsed": 1671, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "6beb7e04-1699-410e-bf82-32c5151dbcb3", + "colab": { + "height": 34 + } + }, + "source": [ + "# Visualize how good this trained integrator is\n", + "def inputs_targets_no_h0s(keys):\n", + " inputs_b, targets_b, masks_b = \\\n", + " build_inputs_and_targets_subselect(batch_size)\n", + " #build_inputs_and_targets_jit(input_params, keys)\n", + " \n", + " h0s_b = None # Use trained h0\n", + " return inputs_b, targets_b, masks_b, h0s_b\n", + "\n", + "zeros_bto = jnp.zeros((batch_size, output_seq_length, o))\n", + "masks_bto = jnp.zeros((batch_size, output_seq_length, o))\n", + "rnn_run = lambda keys, inputs: batch_run(keys, inf_hps, params, inputs, \n", + " zeros_bto, masks_bto, 0.0)\n", + "\n", + "inf_key, skey = jax.random.split(inf_key, 2)\n", + "trials, states = run_trials(skey, rnn_run, inputs_targets_no_h0s)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Warning, ntime needs changed.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "jXj1mtvDIT9H", + "executionInfo": { + "status": "ok", + "timestamp": 1597175480257, + "user_tz": 420, + "elapsed": 2399, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "3e11aa58-522f-4585-d3c5-01e3c118dee6", + "colab": { + "height": 1000 + } + }, + "source": [ + "# Visualize the hidden state, as an example.\n", + "start_idx = 0\n", + "plot_examples_seq2seq_w_attn(input_seq_length, output_seq_length, trials, states, nexamples=4, start_idx=start_idx)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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EdeuKVjhaoVgxbIy+/RZF9CIi3C2RQGAfycmIJomKQo6/NdFXAoEnsWULUumyp9P16oX7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QtImTJwBFhtVkSE+HZMtkRkJKWlStmvL5qjINfNWqlU0saNUdPC6Eti0K0b5puuyqQggLnRqJHh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f/9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\nnCMHrumvv2Z+/bPPmHP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RA83WVQurK5UKly3DMWy19EpIgGU3Vy5sjAXBFkYdo96Sa+pU\njKkdO7xyOpskJjJ/9x3Wd7Xvd//+qIpq9DVO8AzeHJ/u7pVti9RURFjUres9L6/ZjGirUqWY/78Y\n9X8sXKjfoP3PP1AC27WzPC5jYpiLF2d+9FG8p0oV2+NXlUv1xqr89pvWgSE1FZ5pIuYFC2zL9+AB\nzh8env7aTp+OPcn16/a/o4qaf6w6aNJy5Yrta3b0KF7/8kv95/NHsrzCGxJicri59vbtuDl++cX6\ne6KioCy98YZr8vkzKSloKdG/v9Y+pmJFWOzOnvW1dJlRFIR9lC+vKbWPPgrDRWJiYCf0G30zff8+\n+kBWqpS5P54lEhLw2+XMicncEg8fMvfpg/uyRw8tXDImBkqoK6HrTZuiqIy9zW9kpFZsy4hjQjAO\nRh+jniYuDhvSSpV8FzV18SK8QkWLYt6oVAnek9u3fSOPYByMOj6ZXZft6681A/Inn9gv6uQq6vks\ntdNR+9oHBdmOtktJYW7SBA4XW/KqBu5s2eynKn7xBd779deZXxs3DjLt2oX9Y7dueO+SJdaP9/zz\neM+hQ+mfv3ABx3rtNdvyqCQmQglv1876ex57DF5oS3sS1YkX6PNYlld4S5Vy/ALExcGi+/zz1t/z\nww+B3c/KUWJiMEk89ZRWia5RI1jAvF2t9uFDy4N+507I9ckn2nPvv4/n1IkuUHtCGnWxVuUaMAAL\nki2PaUZu3kRF09KlM1duPncOuUnBwehdnfF+GDIEBg5n8llOnsS98uGH+t5/7JhWXbV9e+ZNm4zX\nyF7wPUYfo95g926Mk0mTvHZKZkbu39NPYxMaHMzctSv62Mo4FVSMOj6ZXZctJQUG57x5Mf7693eT\nYBaIjYVnt3Fj6+Pr4UOs34ULI7/XEm++CVm//972+cxmOGKI4Km1RnQ0DF3Nm1vePz58iErpFSti\nv5uUxNyxI+YMSwryP/8gPHvYMMvne/ppeH/1OOTUsGhb8i9ejPdYiiarVw+90gOdLK/w1qvn3ETw\n2GMYkNYYMwaTQyCGv7rKjRtQBho2xAAcNMh7YWB//IHcymHDMp+zbVtMMGo5d2YoRkT4rQsU0Df5\n+CNGXaxNJhOvXInfQEdKfiaOH8fv3bix9rv+8gvy7QoVsr5AqMaPVascP+eUKVjI7tzR/5nISHy/\nkiVx3sqVMUb0tj9jhud782a0IejbF97rPn2Ye/dm7tULj5498ejRA49x42B02rwZVmVftp8QbGPk\nMepNJkzAJrJXL9y3nrxnzWYUY8yZE/P/zJnM16557nyC/2LU8cnsumxXr8JwTAQvYUiIY+G2jvDa\na/qcRf/+C6N0o0aZnSZHj0LGvn31nbNNm/RtDi0xaRLmHVvpR/v24T2jRuHv+Hi0HgsOzpwD3bEj\n5LfWLmjzZsj07be2ZVcU5jp1YACwtY+OisI1mT49/fOXLuE8NmqeBQxZXuF1diJ49VV4nKyFV1ap\ngsR6wTazZmGwLV3q+XP9/TeUHNVKmVaBOnwYz733XubP1aqFicJe7qg/Y9TFuk4dE+fLhyqnKSnO\nHWPdOixCTz+NQnJE6F956ZL1z5jNsGi3aePYuRITYXXu1cs5WZOTUZCrRQvImSsXFs+//sr83jt3\nUBRu6lRmk0mLnAgJ0QpvVauGR/XqyFGuUQOh1jVr4v/58qUvNpc9O17r2hWhm198gY2HGO58j1HH\nqLfliotDrpxaCblMGWxUz59373kuX8ZmlQiVlz21wRcCA6OOT2bXZPvzTxhi8+VDXZZ69bDWvPyy\nGwX8fy5fRlXmfv30vV/tyqAqmMxQfmvWhJdYT5/p5GQYwCtW1CpCZ+Svv7Df11M0Tw1TVqMBHz6E\nVzg0VJtDfvkF75k3z/pxzGas482b2z6f2lNYT/7tM8/AcKF6zhUFcydR+grWgYoovHYugKJYDqvY\nts16iOvly3ht/nw3CRnApKbCsxoW5tnCPdevI7y1WDFsjAYPxm+kFizr1g0WfEsGjP790783EDHq\nYp0nDxTeixddO86MGZpSN2hQei++NWbOhKJ85Yr+86xejXNs2eK0qP9x7BgqLubIgWM+/rhWGb1W\nrfRtT1q1Qh7Otm2O5TcqCtqI7d3L/PnnMAh07YoNQ/bs6duP9ekDj7cjLSEE92HUMeoruRITkTrU\noYNm7GnVCuGDrrTWUBQYevLmRarBsmVSiEqwj1HHJ7Pzsv36K8ZAmTJQ+tRKxlWrYk1wdy59376I\npnBkzX3pJci0fDn+njbNsTVYVRg//xzn7t07/euKgrW3UCF4Se2RkID1uWRJTeH+91/Ni5qYCEW2\nWjX7EYMffojPHTtm/T0dOiAyUU83lO++w/F27sT3Npnwt6OGfX8lyyu8RYqYuF8/5k6dsFg2aoQb\nsXRpWLSCg7UN5axZuFESErCghoZig5gRNd/z5Emvfx2/5PZtXO/Kle1XvnaG6GiEfOTJoxUwSkrC\nbxoaiomSyHqBgC5drJe1DxSMulgTIaTZVXr21ApT6Fm0mKFkE6H6oV7atoVhxZ1hlnfvIpe8QgXI\nkzcvcn3feQchVJ5q+5WaijDnn35ifvZZLKrqNXziCRj03O1VE6xj1DFaoIBJlwHJk1y7hnFaqRLu\n0Xz5mEePRgGZjFVebRERgVBDVXm2FQUiCGkx6vhkdk62JUsw19evrxV9SkxEpJRqCC1aFJFAhw65\nbhTat8/xHrbMiPxq3Rr79I8+crx92YQJWv9ZNeJw927tdbUt0+LF+o+phlSnzXVu0gTXUm0RtHmz\n/ePcuwfZnn3W8uunTzvWgvHhQ1ynUqXwufLlURgsq6QyZXmFNyTExJUr40Zs0QLWkl69UI138mS4\n+ydPRr5pUBBukrAwtCMoWxahghkX+/79sTkUq7B+9u3D5Nqtm3uvW0ICfqvQUFi00nLvHn6/7Nkx\nCVjKuUxOhmUvd25shAIVoy7WVau6LteGDRi3vXpplly9tGplv1WByqVLmCNmzXJaVJukpsJS7Gxo\nt6uYzcwHD8JbXru2tumpWRNWdndsegTrGHWMEpl4+3ZfSwHMZii5gwdrnQGCghDe36cPCtT99lvm\nuV5R4P0oWFDbOEtBKsERjDo+mR2TzWxGuLJaRFHtXpCWyEgYdnPnxr5NTS2YOBHjz1EFymyGs6l0\naee8xrduaTnGVaroP0bG/rNxcfi7fn18h9hYHLdhQ8e/0+zZkOeHH/D3ggVamlKnTvqP8+yzmMss\nRVaNHGl975qRv/9m7t5dmxPnzfOcsdyoZHmF15ELEB2NPq3PPYfBqSrA2bNDWf7lFwyg4sU9W8Uu\nUNi/H6EfaqjwBx84Vt3WHqmpKMxDhM2MJdSqn/nyYdLMiNpfrXNn/M56WuL4I0ZdrENDTXzihPOf\nj4nBQly7Nrz6Vao4Fr6jVj/cu9f+e19/3fEQaH/m4kUs4k8+CWs2ETYKS5f6rm1MIGPUMUpkslns\nxVc8eABj1+zZCNMvXz59vnqZMth4Tp+ONmJqcUJpDyY4g1HHJ7N+2RITtR6yo0bZNq6qxSRXr0Ya\nQZcuWvpN0aJQ1Hbu1Gc4UtdZV9LGNm3C3nvTJv2fsdR/VvXoLlumKf7OdFtJTkbIcOHCKEx18yb2\nB9myoRiqXo4dgwwffJD++Vu34HwbPdr2569eRWpUcDCiHAcOxPHWrXP8O/k7ovC6MEmpCfM9eyLc\nsHhx5KGqbWwE62zcCKtVSAgG4rffwljQrRuec7Wdk6KgAq29XOqxYzEBhYWh+XdGb/3IkZgk1Jxt\neyXu/RWjLtahoSauUMGxisdpUSsrqu2MXn0V95u1yogZiY2FFXvECNvvS03FBtpWH7xAJjoaIV91\n62oGpEmTYFUW3INRx2ju3CZu1szXUujj7l3M5XPnwiiteoXSPsqWhRFn7FisHZs2YYPqq8gKwT8w\n6vhk1idbVBSi4YiY58yxH62TlIQ81aee0p6LjYVHs18/rdVeuXJQHE+ftnyc2FgcJzzc+aiK69eR\nikiE9DU9xaqYLfefVRQ4sAoXhpNj8GDnZGLGdw4Lg8Pkjz+0lCRHv2fz5kj5S/s5Nfza2hobGwvn\nXFgYvsfUqfieycnMRYpkzlXOCojC68Ik9fAhlLOXXmJevx4337PP4t+s4uVxhuXLoWSaTAgDffxx\n/P3DD9g4V6oE5cFZJYcZ+VxEtnsl37iByWDkSOYff4Ri1KOHNqmkpGBi6NsXCk2xYgiLC0SMulhX\nr27isDCEFjtaKfjQIfym48drz506hfti4UL9xxk6FIuULa+l2kJADV/KqigK0hP699eKXrVuzbx2\nrVR6dhWjjtESJUwcEuJYrqyviYrCvE6EqrOrV+Px5psoahcejiKGaRXhkBCsAY88gny8du2wHowe\njT3Au+/C6PPdd/Asb9uGTe7x40hFiIjA+paUJKH/gYhRxydzZtnu3YP39cMPcb/Xro09WPbs9tvg\npOXttzE2Tp3K/FpcHI7VoYMW9tywIYxIaQ3OapXgAwec+26XL2PPmCcPal1kz45IDUuh2BmpWxct\nRjNy9Cj2DnnzInzbFebNw/crUgQpExlzhPWgFptSi+QmJMCLbq0TzMWLUPyDgrB/yVh5evx4eOP1\nXKNAQhReFyepRx9FOFRyMjy8xYsjbFLIjKJgU0CE4j7qYIuNhQUrJARhFn/+CUX0qaecS6b//HOc\nY+BA25a06dNh3VPDS9SQarVP2fbt+PvHH/G36u3N2PMtEDDqYm0ymfjrr/E7pFVc7ZGcjMWsdOnM\nYei1a9sv9Z8WNezdVrhVjx5Y0AK1T7Mz3LoFT4EaSlqqFCpfS3sX5zDqGK1a1aS7CIsR+OknKK4h\nIQh3tmaIURQYXffvh5F2xgzmMWOg5LZrB6X4kUdwrNDQzJ5iW49s2aBQV6iANIBWrRB2PXQoPDGz\nZyNdYMUKpFPo9VgJvsOo45OZuUoVE7/xBiLo1OKH6qNkSdQnmTFDK+qpl6goKE7Wiiqp3LwJRbdh\nQ+3+79ABBqKwMOYBA5z7XufOwYNcoADqSzDD+ZQtGxwptorpqUUprbUGWrbMchcWR0lNhVKt1g/J\nnRt7SUdISoJuodaRUfe4O3Zkfu/OnfBOFyjAvHWr5ePt34/Pr1jhmBz+jii8Lk5SL7/M/1m31XLo\ngdyv1VnMZizkRAh3yagYPHiADURoKELIlizBe9P2ytXDhg1QYtu1s+1RunsXE0/afm9pw6A/+wyb\nm1y5tBYXv/6K1375xTGZ/AGjLtaqXM89h2uvt1+zalj5+efMr6lWab1RGGYzLMitW1t+/dYtzAHT\npuk7XlYjNRUpDB06aDlM3bvDAyaeLv0YdYxWrQoPr61oGiMQFaW1mKtfH55Xd6EoWCciIpjPnGE+\ncoR5zx60RvnpJ+Q7Ll2KYlhvvw3lYtIkhEt26oQNcZ06CKdWQ0EzPooXh2I8bhzak+3YAUVCxpAx\nMOr4ZEaevdpOqHdvGCI3b9af2mOLUaOgtKYNC7bF6dOIiChbFvd1zpzIM3WUv/+GEbVw4cyK+rff\nYq3p2NG6Efqjj3B+R/JpnSUyEsqlosARkz+/444TtUbIuXMoFFm/fuax/+mn2ItUr267r66iwPCR\n1VKwsrzC27Cha5PU1q0YNFu3akn8rsT8ByJJSdpGY9Ik617X6GhYAMPCcD0HDsQAz1hd2Rrbt2Py\nbNTIfnidmv+QsSBSSgrK7gcHI5ylVy/ttcRE5Cbay+f0R4y6WKtypaZicg4NtV9A6vx5WJ27dbP+\nOhHy+PSiVly01JReDVmylqMkaJw/D8WocGFcs0ceQVid9Pa1j1HHKBF6ZT/yiHeUL0XBvB0drf8z\n69ZBYQwJwdxv9PD6lBQo6P/8AwPwvHnoHNG0KdagtIpwoULIvZwzB8q2KMC+wajjk5m5WjWTx8JX\nHW2No2I2wxup1tdwhL/+QmRFsWLW238uXap1Z7CUf//EEyia6m22bEkfOaiX69dhLO7UCZ9ftUp7\nLTkZDhoiKPl62nvOmOFYPZNAIMsrvGXLujZJxcbiJnz5ZeY33sANV6NGYC46auuGKVOY16zRl2Mb\nG4vQZL2FEKKiEIqaIwcW+po1katgLQzSbIb3qFUrrSS9pWrLaYmJQS6FtdLwsbHMDRpoFQjT0q8f\nQlcdDbX+8kvnc1S8gVEX67Ry3bsHC3XRota9s4qCKsz58tkOnW3cGMYVvVy6hPvhjTcyn696daQ2\nCPpJSEBlz0cf1az8w4YxHz7sa8mMi1HHaNmyJs6bF79jeDgq23ty/VP7phMh8qJnT6wtW7dmXpPu\n3kW4pCe8ur5CUTC3/fYbwp5Hj9ZCRVUv3vTpMAxmlf6aRsCo45PZ87K1a8dcooR3UnqOHoWRp1Qp\n+0UR1TS1oUPTO1ru3sW+fcYMz8pqiZQUGN+6d3f8sz17QkmtWVMb27dvI3ybCD2R9Y55tZ7Jxx87\nLoe/kuUV3mzZTBwV5doxmjZlbtZM681LxPy//zl/vN9/R0EnS94kX3HokLY5VVuQqAU/pk6F0pkx\nV/L2bSgWwcGOVa2+fRsDOlcubIpz58Zm5Z13EKqyfz88RZ99BmVDbTExd64+y5bqkbOlgEZGIuck\n4wS+Zg0+u2uX/u+zbp1Wnc9ScQcj4K3F+urVq9yqVSuuXr0616xZkz/66COH5Pr7byizDRpooeZp\nUfN9P/3UthzqQvjPP/plb90aG+y0m3k1F0aqsjvPsWMIi8udG9eyUSNcT0u/b1bGqBtqk8n0X6ST\n6rl/9FF4Mtyt+N69C4NjkyZYD3r2xJhM6/EsVw5ejmeewcY4JAS544GeX3/tGvMnn8DArOYUFy0K\nz/D69TKePI1Rxyez52VTvZZff+3R0/CBAwgHLlcOe0A9zJypRReq85G6T/CVgXXKFBTXcjSy6cUX\n09czOXECock5ciDC1FHq1oX+klXI8govkYnHjXPtGC+9hEU1NJR58mTcfGPHOneshARtAe/c2TW5\n3MG1a6jiRwQL3pdfIrT3wAHkIj35pNZ7LVs2WPhffhm5k488gtfWr3f8vJGRKDOfJw82NsWLW85r\nCgtDEaLhw1GZ+aOPEFrz4ouYFAYPhiWtbVtswurUgTfJWj6mPWJjcc7Jk/W9/9YtbDpq18Z3qFjR\nterTzDCmjByJkO/evVHspGNHeDZbtsQE1rAhvuuYMfqO6a3F+saNG3z0/xNuYmJiuGrVqnzaRiyw\nJbk2bUKoe58+6TfUd+5gw92smf2y/9ev4xgZPba2UBfJtBUWhw3DPepPFWqNyv37qJ5dsyauc8GC\nyN3Wu7ExMmYz5rRDh2A0mzuXeeJEzPEZ+ytaw6gbapPJxImJmOvHj4exSTX8hoej9oG7FN8xY2BA\nzeipvXcPOYmDB8P4mXaNeOIJRGhkJe7fRwu9fv2gIKhRFD16oM6FtFhyP0Ydn8yel01RENnYoIHn\nojt278ZaW7myY11QFEWrH/Pqq3iuRw94iJ1tg+Qq//ufYzVJmLHvLlsW47hBA4RE586N7+Gs4v7e\ne5AjENZYPWR5hbdoURMHByMnwFnUliRqLu+AAaiQ5kw1X7WdTrdu+NcZZdEdxMUhbzFXLih4M2ZY\nL2GekIBcjNde06otE+Ea7NvnvAwREQhRzpcPbU2GDYMsRFAg+/ZFfkZ4eGaFOHt2WPfLl0eeRtOm\nUAi7dsVxbCX026NTJ1gY7U3sioINbfbsyDM5eBDyt2zpvLdh3z5M+nnzwjBSvTqsdI0aQdF7/HEo\n908/jXvo7bf1HddXi3Xnzp35t99+s/q6NbnUolTvvKM9N3gwjE56vegtW2ZOP4iPR47f2rWZPSIP\nH+LaDxuGvx88wPiwV6FScAxFQQRFr16YS4KCUPDql198t0HRg9mMyp8bNiDEdtgwGASrVNHmrbSP\nvHkxjxl9jNpDlevJJzEXMWNztngx5kkieGQdiYqxxP/+h3th0iTtObUN1ujRWsuPEiVQQG7vXswP\nuXJBGZ89OzAr7NsjKQlRY+PHI+dRLYA1fbrUHXAnRh2fzMz165s4OhqGoagoGIdv3UL+ZmQk9lrX\nr7sWAq8WGtXbciclBfvKRo3ggOjWDXPmlCnwys6fDwfLjz8ijSFnTux3IiIcl01RtJahb7wBRVGv\nM8ATKAocOi1b6v/MwoWap1pdQ8LD0V7TWa5ccS7/2l/J8gpvvXomLlQIVmBnLVMxMVoPs7g4VB8l\nQr6rI1y5ollhk5Ph6Shf3ruhSIqCZHjVSt67t+PW8ZgY5Bc5U3kvI1evwiuqenNHjbKetxEXh8nc\n06FrX34JeeyV8P/ii8xl71etwnPDhzt+v+3dC4WralX3t3bxxWJ96dIlLlu2LD/IEAu/ZMkSNplM\nbDKZuFy5chY/qygohBYUBAXj99/TW3D18Omn6QuXqRUU1cUkVy4oXatXax7c4cOxWMbGakUx1HYI\nzpKUBMNImzao8D5jBkIT161DtdfISGMrep4kIgKbn5Iltczy49YAACAASURBVJzNuXN926ZFUTAv\nbd4MWYYOReqGGpKtPkqUgKGtd28U6lq4EPfq8eMouOTo+DfqhlqVS61+nrZaa1ISxkn58pi/nU31\nSU3FNS5RAt7Lc+dQtVSNhsqVC4bmLVsyey+vXsU4Vu+fjRudkyEQSE6GEb1rV80w3aQJ0oMcKQIm\nZMao45NZq9Js7/HoozBWOUN8PCKsuna1/97bt6HkEqFCefPmMP6VKcP/1QPI+KhTx359FlukpiIq\nTD3eli3OH8sdvPkm5NDjrX74UKvSHhMDI+qwYe4x4LVsieNlhaiPLK/wmkwm/uQT56qmpaVVK3gh\nmLE5LV8enjZH6NULCq+au6v2//RWYv3Bg9igESEkds8e75zXHlevIrHelcnOndy5g7A6W8rVxYtQ\nTh9/PLOy8uqruMZ6QxmZ8Vvkzo0wcWcsnPbw9mIdGxvLDRs25B/tDDpbcsXHI9c9b16Mt6pVHVsA\nbt/WCs4xowAMETbS27cjLUGNHMiZE6Hxr7+Ov1eswEaxVi3XQ7hWrNCK6pQtC5kyLvYhIXitbdus\nE36UluRkGB5atsT1yJEDC/6RI54/d3w8vJNvvYXiLGqIaFrFtk0bpDksXYqqo3pqCTiKUTfUqlwH\nDuB6/PBD5vfcuYMxWrasc/P44sU49sqVaPMTHAxjV5s2GD96KtD+/rtW8+GZZ7LmOErLrVuokF6n\njjam+vVDlJoUu3Ico45PZuYyZUz84YdI+VqwAPupRYtgWP30U4wvNdd14kTnzzNjBsblhQvW33P0\nKCI/wsKYv/rK8ntSU+GNvngRNR727IHSZ4sHD5BeaMtwk5zM3KULc+nSziv27uLCBVzvOXPsv1eN\naNu/H3+7M2x87Voc+/PP3XdMoyIKr8nEKSmwLlWoYLtRtS0ePEi/6M6ciYGvN9dg+3bcdBn7zg4Z\ngjBNe9XoXGXZMm3ztnx51vUo6aVVK3jgLaE2Gs+b13LhMbMZXvygIH09fXfvhrJbrZpr4Su28OZi\nnZyczE899RR/oEPjtyfXtWuaUrpzp+OytGuHCIKdO6Fodu6c/t5PTcX1nzBB8zKq+aVECLtyBUVB\nGGhaxTk1Fb/z//4HL++iRVDKBw9GmH7JksYtfuYN/voLIay5cmlhXV9/7b5w1bt34QV84QV4PNQC\nQGoqxejR2CTu2eNdT7NRN9SqXMnJMPJZq19x9CiUqlatHPMm3L6N8daqFTbABQrA2+tMlEtSErzy\nefJgw/3aa1LMSVFgOBo/XpvXypdH6Ke7I4kCGaOOT2b9sk2e7JrzJyJCq2VjiW++wRxQtqxrhV0t\noSqFb71l+32K4vw+3900a4Z9pC0FNjoa4/Lppz0jg6LA0VWqlG2jQmqqcbzASUkwWG7bBt3llVf0\nRdqJwvv/F0BVOO0NFr1cvKg/Nj45GRteSwr3rVtY4Fu39lwxgO++g/LVvr0+S7mgeQMtVfl9/328\nZs16yYyJpUEDKMXW+sgxw7OUKxc8E5GRrsttDW8t1oqi8KBBg3iyzqpfeuQ6fdqyV0kPaouTggVh\nULDlmTObkS+oVivPm9f1AmRq+oPeKs8nT0LhLVRIWvjcv49xWK0armHhwlBSL1507Djx8TA8jR8P\nhVZVbkNDsSF58UUowL7uFWzUDXVauTp2xFxlDbXw29Sp+o8/fDgiHI4f1/rQ2vIg6eH6dXgzVeVu\n7drAbCXoKAkJiKRo0wbXJjgYRsCNG8Xraw+jjk9m/bIlJcGYlD+/82Ns4EAYlNKupcnJyM0lQtSb\nu6P1UlK0egFlyxpHMbOHmlZ17Jj197z2mv33uMrevbb1n61b4RUnwr1RqRJyr9u1wzw6YQKcfAsW\noJPK+fOuz6fJySjy+OWXiKwbNAiOpLJlMS+ljbLKls1+Zw5mUXjTXYDu3aFcXLvmnmOrbUzseUs/\n+gg/2s8/W379s8/wetpG0+5iwwZsJlq2FEu3I1y9it/k3XfTP3/iBHK5u3WzP+CvXYNHvUKF9Hlv\nKjt34n6sUcOzyi6z9xbrvXv3MhFxnTp1uF69elyvXj3etGmTz+SKjISxJ3t2/VEUV67gM6+84vr5\nO3ZEIRlHvJPnz+OeyZtXf4GQQEZRYDjo3h0LX1AQrOGbNlmfe69cwQL59NMIV1fzQNu1w6K/e7dx\nvAAqRt1Qp5Vr7lxcy4xpF3v2IKSYWSu6omc9U9t+Pf88whWJMvdGd4VduzQjR/PmrufjBxLnzyOy\nRI2gKVMGm1pHKuRmJYw6Ppkdk+3iRSg1jRs7Vw/lyBHcLx9+iL9v30Z0BhE8v8nJjh/THj/9hOMP\nHox/161z/zk8QVQU9t/Tp1t+/fZtGA969/a8LF27Yk+R1hiRkKAZKmrUwPifNAn1Etq3R1pX5cpa\nZEjaR9myUFK//FKfETopCfP9O+9gHU5bEyM4GAaNli3xG8+cCWfFzp2IotRr4BCFN80FuHgRYU4D\nBrjn2N98gx/LVnXKW7cwubRrZ11BUgt2FC/u3tywbdvwfRs3ztxDV7BPo0YIp1RJTER4avHilhVY\nSxw6hBCfFi3S55Rs346NeM2aqKToaYy6WHtSLkVBHqjq4XXEg/Hkk1A6XfF6nDnD/1WNdJTr17EA\n5cgBxU4A167BIq5u0itWRMTFzZvwzr/0kpazqBYxmjgRFmxf53TZwx96ZR89quXaMiNssW1bPBcU\nhEiG5GRsXHLmtO21SElBn/cyZbRe5qNGueMbZj7PkiXaPdOnj+NRAoFMcjIUivbt8RsGBcFQt26d\n/3jSvIFR11Bmx2X78UdNQXWGxx7D+njwIBSfHDk826P3iSegECUmYr546inPncvddO6McGJLe4lp\n06DseTqlkRnnyJYN3lpmRJOpa+WECfYNwKmpUOBPnIAxuVcvtORU19ry5ZGi+dVXUFITE+FZfvNN\nRJSoKUpEiHgdNw4t/M6fd18hWlF4M1yAV15JnxzuCnFxCL8aMsT6e4YPR+jc2bO2j3XkCBYaVwoK\npGX/ftxgtWv7tuKpP6NWJVXznNSm4I5WAf3uO3xu2DDNW5UzJwa9twp1GXWx9qRcajhR9+72DVMZ\nUTcES5Y4f/6RI7ER0Gscycjt2yguFxLiXq9XIJCUhA1WrVqZQ58eewyeyL//9q8wVn/olZ2aihSc\nHj3wUEPN582DUVcdMzdvIkSuYkVskiyhpo0sW4YoiNq1Pet1j4mBsSRnTkR8TJ/u+zB2o3HpEq5R\nqVL4bcqVQ5STtd8wK2HUNZTZOdkmTrQdeWiLjRs1z1zZsvY7WrjCyZPpo+3U6seutJ70JqtXQ95t\n29I/f+0aHFJqG0RvMGYM1shXX8W5ixVzzaCuKKg3snAh1oPChdMX4kxbgXviRKSWOLsf0oMovBku\nQGwsJvNGjdxTuGnUKCiWlnJjDx3SwrX0MH48JhBXJ48//4RXuWpVz4fKBjKqh27RIliqgoKc78mq\nVv8dOhRKUO3anh34GTHqYu0pufbuxYTbsSPGZq5cKEakF0WBl6pwYec2xbdva222XOH+fUQHBAfr\nzwMOZOLiYIzo1w+hYGquda1a2mKbKxd6eG/Y4PkWZu7EH3plX7mi5dLlyYPQMzV6KCEBIeREqA57\n6BAUy6eeyuzduHEDxuK2bZEalDOn93rGXr+OTWZQEHLlP/rIv+4Tb5CSAkVIbS2TIweM957MM/Q0\nqalIVdq9G5W/Z8/GetyqFaqv28Ooayizc7IlJqILQoECjremVFMbXPES62X0aNx/qtElMhJr+7Rp\nnj2vu4iPxxo1dGj650ePhjPM0WvvCidOaF0inn7a/Q4XsxlFJz/+GHrPTz9511gmCq+FC6CGIn/5\npevHV1s1ZCz5bTYjlLhkyczKcEQE8nYz5tRGRyPsqkkT55XxM2eYixTBpkRycVynenX8HhUr4uFs\n0S+zWesVWaeOd5VdZuMu1p6Q6/p1jKMqVbQWBn37QiFyJL/o+HEoms5EXcyejd/aHaFKcXGa98zV\nqtH+SGwsrOS9emlhUYULw/i0ZYumrJjNyCUdM0ZTfgsWhKd9507jF+Uxcq/sW7ewsc2eXbPcW2oZ\nlZiIED4ieHA//xz/f+ml9O8bMADHmjrVdy0zjh1D6gIR5ooff/SviABvcfJk+qrpjz2GUERP5Gq6\niqLAc/brr8zvvcc8YgR+48qV01djVx+lSiG3W89e0Jvj05W0A0e4cAGGpyZN9Bt91EKQvXphDlbH\nuie4dw/33fDh6Z/v0weKur/UpRk2DEqvGsFy/jzmUTW82Bts2ADdQJ2///jDe+f2FqLwWrgAioJK\nrMWLu57bqihQipo3T//8F1/gpvrmm/TPb9uGMAIifC6jN3flSudDKS9eRBhZ8eL+E+5hdNQezs6E\nMmckLg6hH65W/nWGrKLwJiai0mvu3OmrY6s5gps3O3a8sWNhEf3rL/2fSUjAGHdnm4HERC2EdNas\nwN+Y37yJjVW3brDuE+GajhmDOdRebmFyMkK1BgzQimOUKoWN+08/eaaPrqsYtVd2yZImzpMHxp8R\nI1CcypbBOCkJvxsRQp3HjMH/1UrrO3fi7yFDMLb69fPd/awoUI5q1oRMjz5qnP70RuPePfSWr1gR\n16p0aRSA87bxVuXBA6RuLV6MfMDHHstcXKdYMdTh6NsXRpfFi5HP/88/jrc58+b4dCXtwFHUPq16\nPKYbNmDMtm2LcZ6aimJIQUFI3XI38+ZZrmC8ezc71P3A16hdYtTUpIEDEdXijQjMuDhtDq5XD3UX\nihdH5Fig7SMCSuF11OrFbP0CHD7sWLixLdQ2NWqebnQ0krmbN9duKLMZuQfBwShGs3w5FoyQEDSm\nVr0PioIQm4IFHQs3uH4dC1GhQo5tzgXbqLkqISGe6S3nLbKKwjt6dPrNtUpiIsL8beXbWyIqCmPx\niSf0Lw6qV2v7dsfOZY+UFIRFEUERj4117/F9idmMOXnWLETGpPXATJiA/GtnPbRxcczff4+NmRoG\nnS0bWhLNmoUoHSMU5zFqr2wiE/fqpa1vioL1bdAgW8fXIlreeguKZO7c2LjWrIm5tHRpeN6MUFAx\nJQVhrWru6tNPyzpqjdRUKD5qsbLs2eFx27bNPWli1s557BgMxn36oEBOWsU2b16M59GjkYK0e7f7\na5f4cg11JO3AGSZMwHVcv976e/buhfGxceP0kW7x8TA2hIZqldrdQWoq9rQtWmR+TVGQxtKwoX8o\nbampmFs6dYIhPigINWG8wZAh+G2nT9cKNy5e7F/VrvUSUAqvo1YvZtsXYNgwDFJXvaGRkdhAqWFb\nkydDsVWtUnfuoAIiEXP//tpG9e5dbVPw+ONaCPKZM1CwMsb8W+P2bSjRefJI7053kpiICbd2beSj\nlS+PvMwVK3wtmeNkBYVXbe+VMXxSZdgwhG85atlXvfxr19p/r6JgQ1+vnmcWYrOZ+bnnNA/Lt9/6\nx4Jvifv3YZgYOlSroBsUBA/9m2+iFoG7v1tyMjx4r7yCjVtQEM6rFmJasgSRMr64pkbtlV2jRma5\nevfG/WfrOqWkwLOmGpZLlNBaRDVpgrXXUli0L4mLQ3Gc/PlxbwwZgoqjgmXOnMF+R/WsVq4MA76r\nnqv4eBi53noLe6d8+TTltkwZKL3vvAOD9OXL3hmvvlpDraUdpMVV2RIToTwWLGj5fv/rL8yRjzxi\n2aMfHY19Up487itgtWEDfu81ayy/rq7Lhw6553yeZvp07Otbt8b97I1ispcvQzeZMiX98ykp6G9f\nrZoxjL3uIqAU3ozYs3ox274AkZEYoB07uj5hPvMMLDjHjuEGGzsWzx84AGt29uzYkGc8j6KgjHee\nPFhkv/0Wz6s9CTdvhmV9zx5suD/9FF6J8eOhLD/+ODYSOXI4VoVWsI8aTqPeYnfuaEU8Jk40Zg6T\nNQJZ4X3wAKGWRMh1teYJ3LoV7/npJ8eOn5KCdlTlytnPGdqyBefwtFHkjz9QcIQIxbWOH/fs+dxB\nYiI8L2+8gSgWNZeoQAEoRl9/7f3wyKgohJmNGIGNtLqpLlIExZZeeklrneDpTbU/9cpWPQT2jMUp\nKQjfU6vUh4RolbWNnI9+9y6U9LAwrN3TpkmlYlskJCAd6/HHtYiobt0QLq4nMiMhAd7BF16AwStt\nvm3t2gjJXLnSt3VJfLGG2ko7yJhn7yrnz0MRa9o0/d7m0iXUoilVyrbx5/p1rJHFiuFYrtK2LYxq\n1vZZDx5g3+xo1JavOH5cu6edaVXoDJMnYyxevZr5NTXNa/Fi78jiDQJW4dVj9WK2fQHi4rSiGT17\nosBMVJT+sJzkZBRIOHwYDdyJUBm5UCEoRx99hJutYkX7luzz5xH2RYS8s4gIrRqmpUehQrDOPPYY\nPBM7d+qTWdBHVBQ24u3bp38+JQWbH1XR8FZbIVcJVIV35070AwwOhnJiq9dqSgoUGWeavO/apeXP\n2qJtW2wOvFH1NTUVYZhFiuD7jx9vrBZkqoI7ezZCwtVc3KAg5vr1EdK1Z49xLMyKAo/VJ59AAW7Q\nIP3GO39+KOrTpqE2w4kTzA8fuu/8/jRG//lH/2YpNVULxe/eHde0Uyf/iEy4ehWKenAwlIG33nLv\nbx6InD0Lb5bao7NcOcybaZUlRUFV7vnzscaqnv/QUKSCvfgi8y+/GGs+8/b4dCTtwF2yrVmT3hh1\n6xb2tAULov2MPf7+G3vTSpVQh8FZ/v5bS4ewxdixMEo5aowym3GPebNYnqLAeFOkiPPFTx0hKgoF\nvwYPti5PixaIrgqU9KiAVHjtFdvIaPl6+BC5l199BQvi009DCVXD2TI+goJQ5fORR5AX0qkTFr1B\ng7ChVW9aa59dulQrMNO5s/62JikpWBiyZUP47PLlUJpXrYL188QJtHPwJ8+ivzJlCjY5aQsfpWXV\nKizSZcr4R16vP22m9RAfj99IrbCqt6/22LH43ZyZ4Pv0gdJmzcr911+Q5513HD+2K9y7hxys4GDM\nW0uW+KYi8b17yOOzpOA2aADj4vr1/tX7NDERIXrLluHeCQ/Xvpf6KFECm/QhQ2C5X7WK+eBBbDgc\nUer8aYwqCrwvffroO4bZrFV0LVPG/7ylp04xd+mi/d4ffCCKrz2SkqBAqbm+RNhTPfoo7h31uWrV\nmCdNQpE5I19Tb45PR9MO3ClbeDg6STx4gCiinDn1r6/MiGrMmRMh0s4qduPHI7LCnkNB7dE7d65j\nx1fbRIaFoVK1tzhzxnutvdR+xbZqEahdZuwZ8v2FgFN4HbF6MTNnz25KtznJnh2DuU8fbMzWrkV4\noKqgtmiBpsxjx8IT1Lo18vFKl4alMjwcC9+YMbhJlizBJu7wYXgFQkOxAc+WDcWsnLFiHzgAC1lw\nMPPbbzv+ecE1zp3D7zhypO33/fmnltf71VdeEc1p/GkzbY/Dh1HhnAgLoyObpD178Lllyxw+LV+9\nioW8Vy/Lrw8bBouqr7wSJ04g6oAImw1Pth24eRPhim+9Ba+dWrnV3xVcPaSkYKP1/feYn4cNw3VP\nu4lP6xXWWxjR38bowIEIX9S7xpnN8J77czGoffu0tJYiRZCv6g1vjT+iFqKbPRvzQUYHQ40aaB2k\nto4zOt4cn+5IO3CWTz/V8uyzZYOn3VE2bcJnn3zSdtSVJdRQZWueyYy0bIn9st7IzG+/xffr0QOF\n9Lp2dUw+fyA+HhEWHTvaf2/PnrgO3qgY7WkCSuF11OrFzFywoInffBM99s6etR4+pyjYmBChxL0z\niqrq4SlZ0vXWBjExWsGPjBVnBc+iTgA3bth/b9q83q5dmXfsMGaonr9tpi2RnMz82mtYSMuUca4i\npKLAal2xonOREm+8gd96x470z0dGwpg2bpzjx3QVsxlK5YULWnpFoULapmXhQoR+HzsG7/T9+9Y3\nB2YzNqAXL8KzuW0bjILLluHaq7UK0m5cq1SBcfDdd5HvHmgKriPExyNUc8MG5g8/hEFGb793fxuj\nX36J319PqGOgsX+/VoiyYEEodf6iuHmSqCgoFIMGaSHNQUGYh2bOhBHu+HE4FSpX1pwQnTujrY14\neJ3DnbLdvg1ni6u1KL76SktjUPvP6mHBAnxOb+Tc999r9W7sceAAHBSPPYYIhDlz8NmtW/XL5w+o\nBTx377b/3n//RerlmDGel8vTBJTC66jVi9mxC6AoCHkmgofXmRL7O3a4L68zKQkLRb587ikCINhn\n/378/rNn6/9MSgreX7gwPluzJqykRsqLMOpiXb26iU+dgiIWFQVrsCWDwalT8FoSwfLryubyl1+c\n9/LGxyNnuHbt9MazV1/Fxs6T/a9TU9HqaORITWkvUMB6aoatR3AwNuoVK6IgV6VK+Fvd6Fj7TK1a\n2MzOn4/F1Ij9bP0Vo45Ra3Jdvoz74uOPvSyQgTh8GMoaEdbpV17xv3BtVzCboZi88QaKHanzR5Ei\nqEWycqX1QnSKgs9Om6ZFR+TKBaPawoWYS41kPDbq+GR2r2zjx+O3yJ3b9fS5+fNxLJMJ9W7sYTYj\nZ7hpU/3nSEpCHmqnTrbfd+UK3lepEhwVzNhvVK6MiDFL3/XGDRguXclH9japqfhO4eH6x8+ECXAk\nbN+O4mMPHxpr7OnFmXEQxMxMAUKjRo3oyJEjut/PTPTyy0TvvUc0ZgzRJ58QBQd7UEA7XLlCVL8+\nUaVKRPv3E+XI4TtZAh1mombNcM3PnSPKnduxzyckEK1eTbRwIdGffxLly0c0dCjRuHFE1ap5RGTd\nODoOvEVQUCMiSi9XSAhRnjzpHydP4nouXUrUtatr52QmatqU6OZN/M7Zszv2+Z9/JureHb/zhAlE\n8fFE5coRtWhBtG6da7JZkvXgQaLvvydaswYy585N1Lw5UZEiRIUKERUsiEfa/6uPyEiiBQtwXzJD\nxpYtiRSF6P59ouhoothYorx58f4CBdJ/Pu3fRYsS5czp3u8naBh1jNqSq1Ilonr1MCayMsePE739\nNtHatRif48YRPfccUfHivpbMvTBjzty+nWjHDqKdO4nu3iUKCiJq3JioQwc8GjUiypZN/3EVhWjf\nPsxxW7YQXbiA5ytWJHrqKaJ27YhatybKn98z30sPRh2fRO6TbcMGoi5dsMauW4e/O3Vy/ZgDBmBc\n/PQT9ljW2LIF98+qVUT9++s/x2uvYfxdvEhUoULm1x8+xNp36RLRgQNENWtqr/3yC77jhx8STZ2K\n565dI3r/faJly4iSkoiaNCHavds/9t8//EDUuzfRjz9in6KH27eJqlYlionRngsN1db/tP8WKULU\nqhVR+/bYmxkJp8aB29VuH+KMxq8oWlugUaM810xdL+vXa/mKgudYvRrX+YsvXDuOoiB0ZuBArcpr\n27b4HX1RTIjZuNbpKlVMvGYNwiM//hgFn2bMQBGT4cMRKtuxIwreuLMi9ubN+qvMZkRRmNu0gXf1\nzh2tRYue8CG9x//zT0SblC+vFdfo3h1FYOy1RrLE9euIWgkNxbGmTvWfCuNZBaOOUVtyjRiByABf\nzWtG49Qp5v794ekMC2MePdqzUR/eICICLcOGDEGLRTXio2xZVN+25cV1lvPnke/dpQvyOYnggWre\nHN7kAwcczw11FaOOT2b3yBYXh/WmZk38v2hR5Lm6g1On4HUMDbVdGbljRxSFc7TLwdWrWqeGjKSm\nIgojONhy2LOiMHfogAiNQ4cQQRUaijDf4cO1fr+DBhnf66mmbFWt6vicfPEi9sCLFyM96aWXMH/1\n6YMWfU2a4Lh582p7kqefRqScUTzgARXS7AzOTgSKgo03EQaAr5Xe556DLKtX+1aOQCUxEeGddeq4\nd/N28yYK+6ghWxUr+ibnzaiLta/kUhSETZUt69zG6fRpbMBGjULlUZPJ9cUwIgJ5btWq4V4JCcFC\n/PXXKOThDi5e1Nqs5M6NfN+snHNrJPxxjK5ciXv16FEvCuQH/Psv5oawMKQcdO+Oyt1Gx2xGS5iv\nv4aBXS0OSISUnZ49kR/ozXDj5GQYE2fM0HqPqy2MGjTA/mzJEtyDnmwHZ9Txyewe2dT9rmq4nTIF\n+dWuFGFcsgTpPsw4jlqxe8KEzCHE585hrMyc6dy5unZFKH3G9VytzWMr9eLXX7EmBgXhO48dm74b\nw+zZOIbOWrk+Y8cOyLlkiefOkZKCNo1TpiC9S83Tb9YMhXp9aeAThdeFiUBRkJNDBA+TL5Xe5GRs\n0PPmxcQguJcPPvBs8YKUFBT/KVYMOZNinQa+lGvrVvzmn37q3OcnT9Y2X6tWOS/H1avYXKqb4yee\nwIKl5hl5grNntaJ4+fJhs2MUK21WxR/HaEQE7qF58/Qd6+JF5oQENwnmB9y8iT1EgQK4Ti1bMm/c\n6HsDOjP2N6pXZ/p09JhWvTdqDmf79mj58uefxpCZGd7ktWvhgWrbFhEGabtwNGqEAjyff44ca3cV\nEzPq+GR2Xba//4YBIW1l5D//dG19VKshE2kdA1JSkLNNhHUu7Ro3ZQqMvHqKhVrit99w3JUrtefU\nwnpjx1o20Jw8iXUwOBjnJrJcldpshrc7OJh5yxbn5PMG7dsjT9lbc6yioDuEWok9bauxXr0Qsfft\ntyia+fffqPnhSUOZKLwuTgSKAguVWm1OT+K9p7hyBdVX69f33A29bh0WP3fdlHv2GL965d272JC0\nb+/5c23YgHvJUuiNJzHqYu1LuRQFIXKlSzs3nqKjYVEuU8a54h6XLiFkSA2fevZZ7xenO3ECC3lQ\nEPrLjhuHTbDgffx1jFarZrv9haJgw9Ohg6b0ZSWllxldF+bPR2tDtbDh8uWe9UimJTYWBaK+/hpR\nHe3aaUUWVUWxSRMY3pYvRxSSv4SpKwoq1K9ejTSQ1q3RDixtwb2iReGBGjIEEVerV0Ohc6SllFHH\nJ7Prjp3WrbEHSmv0VBREvIWHO37MvXtxT7VogWvfpk3611esgIG3QgWsQbGxMLz26+f01/iv4FWz\nZvh7926srW3aWF6fJ07UDDsvvABHUvHicCxZMu7EUvC2GwAAIABJREFUxsJZUaCAMdMUTpzA93nn\nHd/JcPky9IeMverTPnLmROGwZs2w9xg3Dl79hQtRcXv7dnS8uXHD8X2VKLxumKQUBf3iwsLwY82a\n5VwenTvYuBE3jSdKiP/+u5Zz6g5P5++/41j58yPvxl1hme5m6lRY7k6e9M75RozA+fbt8875mI27\nWPtarm3bcI8uXOjc548dQ5sNRzh3DrlBISGWw6d8wdmzULhDQxGq3b8/FlDBe/h6LFjDnlxjxyLP\nMuPmJDUVnrjGjTHGihXD3EcE679RPIbWePgQXonff4en6I03ED7brRuM3z17Ir+tXz9UJB40CDmt\nw4djLE2dCu/ot99i833uHDwcK1di40yEFl/z5zvWtsUaioK8/F27EHY8eTJy79Lm3aqpEvXqQcbF\niz0fCuwLzGYoJT//jDDLkSPhwbbUK7tECX2hqkYdn8zM+fKZnG7p9N13uA6ffJL5tXnz8NrZs//H\n3nWHR1G93bvpJIFAgNBbQpGSQFg60n/03qSKFEEQKdJBpIigKCAgKiIqVekWpIlCqIr0JjUhdEgI\nkJCe3bnfH+e73t3NlpnZ2d3ZsOd55oHszty5O3PLW88rvr0bN2BMqVwZzgTWRkyM8XknTqCEZ2Ag\njzayt3b8kiVoZ/t23gdzKTu7d/PITUNWdVZKyVI5prg4tPvKK+qTZwcOxDrsqhQlQaB01SroSaVL\n4xmOHw+jCWNv9/VFnnjNmkhPqFKFl1C0dBQsCEOGoefeEjwszQoy68XHEzJ1KpgES5cGk3O/fmAo\ndCamTCHk008J+fFHQvr2VabNc+fA3lq+PJhbIyIIiYmxr80WLQi5do2Q+vXB+FeoECGTJhEyZgxY\nYdWA2FhCqlYl5I03wMjnDKSkgNnUy4uQ8+edw3SnVoZJMf1au5aQnTvBPqj0XKOUkGbNMA5u3nQs\nC/G1a2CS3LgRzNAjRmAulyrluHtKxf37hCxdSsjKlWC27NCBkGnTwHDp7HXuZYO7ztFt2wjp3Rvs\npw0aEJKZSci6dYQsWgRG34gIQiZPJmTQIMyvxYuxD4wdi7HmynGVk0PI5cuEnDoFZv34eELu3QNL\n6/Pnuc8PCwNbuUZDiF4PdmF2GP6t1xOSnAwGd1MULEhIyZJgfH3wgDOvN2mCtahAAUICA/mRLx8Y\nU5OSCElMJOTJE/xr7sjK4vcJCiLklVewvxkeERFo72VFWhrW+xs3CLl+Hf926EBIr17Wr1Pr/CQE\n1Q7+979TZOdOaUzCyckYI6VKEXLiRG5m7UeP8N3UqYQsWGC7vaQkQho2JOTpU1QXqFgRcyAiAizA\nhw4Zz/cHD8AkfOIEIVotISdP2rcePHuG/mZkQN48cQL3NURmJiE1aqAaxIULxlUaBIFX6rh2DXPR\nFDExhLRuDZbin3+WxkbuKNy+jWc8bhzWV2cjPR3M9GvX4tls3Ih1kiE5Ge/+wAEcFy/i85AQyMIl\nS+J95c+P9c7HB7JZdjbW4cREQoYMAVu7NXhYmh1glTt8mNcEbdDA+WQU2dkIBwgOpvTaNfvbi4+H\nlbNMGbC5Ll2K33bsmPw2WT3bevXQx1OnUF+PkV8sXKiOIvO9e8PCKDdvRC4OHUIY6VtvOed+arVO\ni+kX84ZIsTJLwcGDaH/pUuXbTkkBs3KvXnjfgYEgoHv4UPl7KYmnTymdPx/haIRQ2rAhpVu3qmPO\nqg1ZWcgrvHkTYZIxMUhd2LAB+W/794trx13naGIixsiUKRgzxYrh7zp1MGZMQ2MFAZZ/QuB9cxZ0\nOpDNrV0L0pwGDYxD70JCkIfWpQvC7D76CO8wJgYhs1LDsAUBHt3LlzEG1qxBuOHo0fAS16sHT0hQ\nkPRa2sHBIECsWxfh5G+8gVDCJUvARHv7tvo96O4Gtc5PSiktX15LCcHYlRIGOm4cxt4//1g+p317\njFNb4ykzk9ImTRC1ZBq99vnnGLe//577uowMRE8oJUePGIEohgMHzH8/b57lvlCKZ0EIyK4sgTE3\nT59uf3+VwLhx+M137jj/3tevQ0bTaCidNUtcKsSjRwhfHjECYyY8HJ5hc2tdWBjW5S1bbLfrCWl2\n0CKl1yPXpXhxvJSBA52b33vnDhTHmjXtC4dKSkJ4RsGCnD04NRVtd+okv92OHRH+TQjCVRhOnECu\nLMurWbTIdeHhx4+jH3PmuOb+kybh/rt3O/5eat2sbfXr2jW+8DmSIbF5c8zl9HSEOE2ahJCbYcNA\nfnL5sngB8u5dKDpt22LzJwRhO1OnKl++w9FIT8fmztgYAwIgYH/1lWv5DByF1FRs4MePQ2n97jso\nZVOmIFS1a1fkfVepgvXL0iZteAweLO7e7jpHKeVGKUIw7g8csM4Dodej5JgpyYzSuHEDQljTpry8\nDcvba9oUBDo//ojzXF1y5M8/0Se2N06dCuN6TAwU5tOnse8rEf7sgXSodX5Sir6tWIGx06+fOKXj\n7FmEmo4aZf28TZvQ7h9/WD5HEBDWTwjmkykyM+FQqV9f/jx7/Bj78v371s/LzISByhxu3cIe1ru3\n9TaGDkX4rSUjuyAgTN7S73UmnjyBId2QcMxZ2LEDudehoeZLPkmBIOC3nD8PmXj1apBhjRgBfcIc\nmZgpPAqvgxeplBQwnPr7Y9DNnes8Bl6WhzBihLzr09MhvPn55a4hyqxgcvL4zp7l8fpBQcgJvH3b\n+JzjxzlFfbFilK5YoZzAkZkJRT4pCROIHYmJ/EhIgNeqRAnXea0yMiitUQOKlmEeiSOg1s3aVr8W\nLMAYKVUKrI6OwqFDuA+rx8do9g3zSxix2dy5EEBZDo8gII/3gw+My2ZUrAhv7qFDYKd0Z+TkQOAZ\nPx71FNlvrFWL0vffh1VczR6lnBwoC3/9hfyu5ctBHPf665S2akVp1ap475aUVl9f5FtGRWEc9u6N\n6IwpU0CCs3w5PHg7dkBxOXkSxpqHD8UrKO46RymF0DdsGNZ+scjMhKHJ11e8F1wMUlJQS71JE7w7\nLy8I2u+8g3d0+bK6CZliYjDGCMH+tGyZR8lVA9Q6Pynlffv4Y56basvg1KABDCu2cj7T0xH98Prr\nls+ZPRv3nT/f8jlff41zxCguptDpsE6zqEG5pHddu0ImtWWsffQI+0G7dpafY1YWSLny5bNclk0Q\noDSvWgWDQJky8JYPG4boFyUIXZms7iwOGkoRRcAcNnXrup6DhMElCu+UKVNEfeYMOGuRiouDEEQI\nrMbOwrRpuOf774NFTix0OoRVaTTmQwWePoVFXA5r3muvcUKew4fxf0vP5PBhCD2EQGGwF2fPgjlX\nbGiYtSLozsDZsxD4evdWH127M2CrX1othNWpUzGOnj9Xvg+ZmVBYGGFbp05882Ab1nffwaJbowYP\nP9RoQMhQrhz/u2FDhEL++6/rPUaOgiDg9y1cCKWCEVIUL8494vv24Rwpa5JcZGXBoHbsGNhXFy2C\nYt6rF8ZOqVK8j4aHjw9Ycxs0AFvkmDF4d2vXwpj4zz9Y11NSnPMu3XWO2oNnzzCH8ueXpiybQq9H\nasKgQTA8EwIv/EcfIU3HHWGq+M6f79hSZR5Yh1rnJ6XGfWOlNMePt7xuffONdXImUwwfjnlljtV6\n7Vq0NWSI9XUyOxth+LVrS19P58zBPQYN4lEzUtv47Tdcu3ChuPMZAdbOnZbPefAAhtCwMBCkpaeD\nYXjFCsh0LL2DOXZeew17DWMR9/aG0vzhh1CapRqN09NhtOjYUdp19uDBA25MfPtt55fYtAaXkFbV\nrl2bnDlzxuizqKgocuHCBXualQVnEw0MHYqE7WvXQADlaOh0hAwYACKtIkVADjJ6NAgrLIFSEEd9\n8QVIQ8aNM3/e1KkgHrl2DeQDYnDtGkgQCEFfPvmEkIEDCfn1VxCBhISY78/gwSA6+fZbPEM5uHkT\n5Dq+viBFYeQHpv+y/xcrBsIELy9591MKH31EyIwZGDf9+zvmHmol3LDWr1u3CAkPB0Fb/fogVdu6\n1Ta5iFjo9YT88AMhs2aBrKZWLZC3ffopxo8lJCeDDOOvv3D4+xPSpQshnTphTL1sSEoiZM8eEIvt\n3QtSNkMULEhImTLGR+nSIFfx9sb8s/SvXs9JehISODmP4f/NkQsFBfH7lC6N/5cqhf+XLIn/Fyni\n+rlvCHeco0rg/n0Q3eTkYD5J2Tfj40GUsnYt1osCBUDkOHgwCLTyAtFaTAz2iN9/x5wZNIiQ8eNB\nQOWB86DW+UmIcd8oxfhYvpyQ998n5IMPjM998oSQKlUIqV49N4mUJRw7BtlqzRoQfDIcOgSSoiZN\nsAcYEkCZw5o1IB/asYOQ7t3F/bY//iCkTRtCXn8d18+Zg9+0bBmI78QgMxO/188PRKG2+kkI1qOa\nNUGctHgx5FfD4949rF05OeavL1mSkJYtIbc0awbyLPasdTqQeu3di+fG1KWwMBAztWtHSFQUIWXL\nmifOYli5kpBRo/AemjYV9yyk4tEjQs6ehWx09ixIpzIyQPLqKHlVLpxKWvXll1/SGjVq0MDAQBoZ\nGfnfUb58eTpgwAC5zdoFHx8tbdUKHsY1a2BFdqRF4u5d5AgMHOi4e5jD338b58Z++qnl3FgW9jJp\nkvU2Hz5EqLaUkOk33oA3JTSUh2uwAuaffmr5uuxs5H55e1O6a5f4+zHcv488w8KFUUrCnZCTA89g\nwYKOy4tUq3XaWr8+/RTjZt485NQUKiQ+H9IaBAH1pqtXR/vR0SgmLwgIsy9a1EPOJBc5OciTOnyY\n0o0bsdaMHg0ylehoadEXpoe3N7zIkZGoG9mnD7yyH3yAkLE9e+CZf/bMPb3r7jhHlcKlS1j/qlQR\nl95x5w7PAdZoUGtz40bX8UE4A5cuwdPGiLbatuXrlgeOh1rnJ6W5+6bX8xJgph7NN9/EWmouBDY+\nHt7C7duNPxcEpOgYphVdvYo9uWpV8aG5OTkoFVSjBtI+Pv0UaUSFCqHUpqmH8/597MfVqvE9Wa9H\naLK3N9JHxGDuXNt5yOawb1/u1JYKFZBrP2AAIixXrEAEWtmy+G0FC/L9qlkzcI/cvGn9Po8eoUZ2\nv37G9bEJQWh19eqQ70eMgDy0Zg14EiIi7MuLNoRejzSczZvxu9q1M/ZQEwJyqd69Od+P2uDUkObn\nz5/TW7du0b59+9L4+Pj/jqSkJLlN2o0iRbS0Th1jNkYfH0y4/v2xGFiKv5eLqVOxCdsToiUXx4+j\n9h5jN1u82FgIWLeOExuICZ8YNQqhybaIAijFYslCB5cvN/6uRQvkLlhjEExJQbhLYKB11kBTJCXh\nfQYHYxF1R9y4gd/durVjciHVullb61f9+pwlmIUEhYXZ93xevODhOJUqYXE3bI8RmYkNe/JAOtLS\nMN4vX4bQde4cjGInT4LU7vhxsHweOkTpkSMQrJKS1J0jrATccY4qicOHYWBt2NCy4pqZiTDlwEDs\n6TNm5OaHyOtISEAIZIkSWKuqVkU93bys7DsK6ekI0RQjoqp1flJqvm86Ha9vy2rssv3NnLPj3Dk+\npnx9c5MQffABvouPx/MKD8f+HBdnu38sDWbFCl6Xmx1Vq0LJJgTyJlPecnKgWAYGYq8wRHIyritc\n2Pb9Y2OxVvTpY7uf5vD339ibHj0Stwfp9ZBfZ86EcZb9zmrVoEjaUn51OlQ1+fFHECaOGUNpt26Q\njQ3lIXaYGifkQBA4YR7TkWrWhANr6VLsxY5IJ1MaLsnhvX37ttnDFWAPQKeD52/zZuQ4dOoEiwyz\nxNy4odw9nz2Dh7NNG+XatIaMjNykOEePwurNcus++wysoz4+UD7Fernj4vB8Jk60fe6oUbhfhQq5\nC9nv2oXvbDFyPnyI64sWFfdOUlMhIPn5ibf2qRVffYVntGKF8m2rdbO21K+LF/niO3kycmjZ34cP\ny7/f6tVo47PPLBtf2rXDRmouX8kDDxwFd5ujjsC2bTAWd+oEQdPQc7R3LzwohEAAFCNo52VkZVG6\nfj0vkRgairzNPXtevgiVnBzIDufOodzM+vUw9k+fDrmkXz+s6w0aoCpFsWLGDOvvv2/7Hmqdn5Ra\n7lt2NqWdO+M3fvstlJhSpXJzKxw4AE9iqVKQHWvVAhmTYXmhW7d4xBXLb7VVuvLAAXhCmSJNCOTu\nggXxGSujIwggAGTKuCDg3RGCd2kO16+jnago6+O9c2cQVbkqlz8uDsRzLVtCli5d2r4o04wMyMZ/\n/om8ZCW8u4xoduxYOADVlJcrBS5ReGvUqEEjIyNpjRo1aMWKFam3tzetVq2avc3Kgq0HcOsWlKXR\no5W97+LFGEBKsk+aIjYW/c6XDxa56tVB1DJrFqxD58/j/oz4ghBYnKRaagYOxIJhLdTs4UMo04Qg\ned8Uej0scrVq2Z6g164h9DE8HFY1S8jKwibm5aWMlcvVEAT8nnz5lKmvbAi1btbm+nXzJjy5pqyP\ny5fzsBq5rKWvvgqBx9oYPHEC91mwQN49PPBADtxpjjoSrGYnOwoX5mF+RYpgf7tyJbdR9WWFIMAI\n2L07L4Pm64twynnz4NVzV5Z4QYAMcPIkGNCXLYNC1K8fFIjq1TEmLNUx9vbG9xUrwrPYujVCMkeM\ngIL10UcwNJ86Zbsvap2flFrvW0YGZzgmBEYlQ2zahHFTvTpXQB8/hnEpJARGBIZmzRAZ1bEjvreE\n1FTIpizFrl8/EGWxckFbt+YmzRIEMKkTguhLQhDCbw179kD+s0T6+euvttPpnIn9+x3n1LAH772H\nueLupHiqKEt0+vRpOkJu7Rw7IeYBDB6MsAklI68zMmDJql1b+VC8f/7BBPfywsY2eDBCJbp0wcJu\nyEjq5YXPGjWitE4dy3XFrOHSJbRlrV7tuHE4p04dy8oE866J8cT+/TcUvzp1zDO9GobruJppWUnc\nvw9LfbVqEPyUYvtV62Zt2q/DhyHc+vhAsTVFxYp4523aSFd6b9zAtR9/bPvcjh3xHuSWP/DAA6lQ\n6xytWNH5/YqNRfWANm0giHl5wehqqsxERyOc92XzaFpCWhryDidPxrNhimCBApAPli2TVlPc0Xj+\nHKy2u3bhPc6YgfI3zZsjP5Ep8IaHvz++a9QISv7IkTCCfPEFFKnDh2EwVjqXX63zk1LbfUtNRc53\nnz7Gz+Szz/BMmzTJXZ4oPh7eyGLFeLQdi7QKDLRcv/foUbwfjYbSd981v0/r9XB+hIcbR1rp9bza\nSYkS4vb4hQvNG6jT0xEtWK2a9VQ6Z0IQ8KxLllSPbCEIMF60auXqntgPVSi8lFIaHR3tiGZtQswD\nuHAhtzdJCbB82R9+sL8tvR7hC82aoc2QEOQKm8utzciAd3fTJmwEvXvDeuflBauonHCFrl1BLGAu\nzDMpiZd0sZZDm5EBz12HDuLuuXMn+ty+vfGCJQigQ8+ruZa7d4OAi23wJUogLOi77+Tnq6l1szbs\n15o1GEfh4dgs587Nff78+fy5tG0rbdOYORPjSUxoE6txLYdAzQMP5ECtc5QQLZ0yxbm1a3/7jdd7\n7tWLr3tPnyICY906eCWio/l++O67yqYm5QUkJsJwMGKEcf3sgABEurRvj7100SJESZ05Y39tUL0e\n7+n6dXiXf/kF4bTz5sFj164d5JH8+c17ZMuWpbRxYxi0p0yB4ffnnxFqmZDgOpIutc5PSqX3Ta9H\nmhohKJNjaR+9cgUe8vLlsW+mpHAjhKmnOCMD70ujwfkxMdb7wLyv33zD32l2NsLOWbTg55/b/i2C\nAA+yRmNc45fVBj5wwHYbzsSBA+jXsmWu7gnA9J+vvnJ1T+yHSxTexYsX/3d8+umntF+/frSNsxJa\nTSD2AbRpg1xXe2PXDa/X65EzUaGC/HYzM6HoVKuGQVm6NMKlk5Olt7V+PRcgzAkvGRnIzZg6Nfem\n8vffuHbRotzXvfsuvhNTC4wVyTYlIbCEVatwvmHdtVmzeG5nXkZsLDaDvn15iC8hEFxGjEA+ekKC\nuLbUullrtVqq1/N8nZYtOTuzuTFy7hwfD1KUXr0eRd/btRPXr4wMeJQsWbE98EBpqHWOFi2qpYTA\nQ+jovHZBwP5DCBQyWylBgoA8wn79uJDcvj0MVmrxYqoJcXGIiJo4kdIePeBlYzVBDY9ChfBdw4bw\nSDVvDk6Qdu2wz3ftCkWpTx/826wZlNhixaC0mgsvJgT7mFYLz+zYsZAnNm+GYnzvnnONKlKh1vlJ\nqbS+ZWXxkOHRo20/81OnYJyoVg1pbVFRuNbQ2XL6NK96MGKEuHVCECitVw/ezooVoSwzJXzjRowx\nlntsC2lpMH4VKIAoxps3EQnQr5/ta12BZs2gb8hNzVISs2bBEWAtfdBd4BKFd86cOf8dH374Id2w\nYQPNcJH/XuwDYPTj338v/16PHmGjePttrpzt3Yt2ly6V3t7atTzZPyoKCqu9oRkst9iQDU+ng1Jd\npgzfmA4ezH1ty5boj6Hyzix+Xl4IgbGFJ08QqjxsmPg+M0vdzJmwihGCMjVqKceQkYHFedIkx+VK\nCQKInJYuheBZoACeQ/Pm4q531mY9ZMgQWrRoUVq9enVR50dHa2mPHnyjzM5GznnVqubPFwQYfXr0\n4CHy7drhHSQlWQ5t/OMPnLtpk/jf0q0b5oRaxpkHeRtqFai1Wi39/HOs8ZGR4tZ5OcjOpnTQIMzT\nt96SnqP74AHSbooX54bBJUvs91i+DHj6FErLtm0wOI4aBeKw1q2xHjdpAuW3bl2kaUVFQQGqXBlr\ndZMmUGKHD0dY8pIlkFf27EHUV3y8ekI45UKt85NSSgsX1trcp1JSwLXCyEwXLBC/tx08CAWyXj2u\n2G7Zgjk7dy6MTSVKwNAkBSxE2jAHm/HpZGbCoK3RiIuSjI+HN7pKFYzb4GBx1UVcgZgY/NbPPnN1\nTzCPxcqRaodLQ5qTk5NpioupTsU+AEHAZh4ZKV/AZfVtCYGVmrXbqhXyEsWSRen13MrdqBGUcSWF\nbsaGN3s2QoWY97huXSxYYWGwkpuCJdx//TX/jOXuDhok/v5vvw0l+eFDcecLAmrHsWfbrZu6SDhY\neDUh2EycUYUrJwde9yNHxJ3vrM360KFD9PTp06IV3nz54D1asgTvOSEBgvXMmZavGTECm1lWFjzg\nTOktXx7CrjkCs4ED4cmQInR9+y3adkV5MQ9ePqhVoGb92rcPcygszDY7q1S8eAHhlhBEAYnZ754/\nByPv/v3ghYiJQf5mTAxKqNSsycN3R4/2sK57YB/UOj8pRdqBNVkgOxuKoJ8fPPBr1ki/xy+/YG/W\naBD91LAhOFYIQcqVVLnn+nV4d318IB97e+Mw5JlJS0O5HG9v82SopoiJ4ZEeixdL64+z0aIFIiJc\nWU7s8mV1kmjJhUsU3pMnT9IaNWrQcuXK0XLlytGoqCh6SgwNngMg5QGsWYOXv2+f9Pvo9QjLaNKE\nl+f56CN8d+oU/n7vPdvtpKUhRIh5YR2h2AkCFFqmpFWuDLIHJmSwPMnz53NfV7cuLOc5OQjH8PXF\nIYX5+cYNLJrWlBpT5OQgDKdrV3VZin/8Ec9q0iREB/j54fmIDdl2Fpy5Wd+6dUu0wkuI1mhjYiHs\nhsyQpvjlF5zDwh3ZNYTwQundu3PrbnIyogpGjpT2Ox49wjj94ANp13nggRyoVaA27NeVK9jn/PyM\nGVbtwePHEJy9vGDAEoMdO7gnV+zh7Y1Qwq++wt6m5vBZD9QHtc5PSin18tLSQYNgODpzBpFMH3wA\nQ2+9etj/2DyoW1d+uP+kSWijZEn8W7gwZEepuHYNbRQtyg3L+fPDkN2ggXEkY0oKpfXrY83Zu9d2\n2+vWIZRZLURVlnD4sOsV8w8+gIyjVk+4VLhE4Y2MjKSHDYplHjlyhEZGRtrbrCxUriwtt6FECXn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nxao/CLyZOh0IgR6K5exWTPl4/SN97gk79TJ2X7qNPBwyJGEXc1BAHWwuBgKLph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\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7zg8//MDatGnDVCqV1eTimJenTxlr0QJjoGFDxmJjpZZI5OJFxgYNYixfPshXvjxjc+Yw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\nMqxm3z7gySfpVeSM8mQ5RXQ0PVFOnAA2bMh47n7sGD+7fp3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Gr7zCiXCePFwsiYqyJOTT\nEsQkJ3MB5emn+TohIbWbszujKfP2JMM5fZruzVr5scBAeqRoOSZykps3uXA8Z45SPXtaYvy0rUYN\nLsqvWMG27IkLWq4cQ+2d6zpDths3qAh/8QUXJa1x6BAVJIAhMK+/TkPGjBkcyz74gHOmJUvYTwQE\nsH8H2I61RS8tznfqVC7kO4vwcNvCBdets9y7tox5ZjOT6QEMR3LUUp2c7PqEXr/8wkVnbdHB15fb\n8uX04rKFuDjOqfr2zVFRs41HKbyO4MgPcPJk5pa0atXsH/DT8tdfqVev09KzJ5Vus5nb0KE55/Kb\nkoUL6XaW3cnnnTu0gD78cPrB7+hR/oZanODatZbPevfmRCgyMnvn17h8mR2sHU4BSim6b2nKSUZ8\n9RX3GTTINQN8796We8JejKrwensHq8BA5yo72v+yd69939Pi9gGuQCtlSaKT9v7p25f3r7ZfViQn\nM0auYUPL/xcYSBf/nGLSJF7L1q2Z73frFhV8zfLWuzcn187m8mUOvvPm0eLboIEl+7VmDX7kESpA\ny5YxMZe7u6/ag7Pa6JkzZ3JM4TWbaRWxJ3Hf/v3sgzt2TN13RUbS7d7bm4uHjz/O+yDlvffKK/xc\nS66iuTm7e5Ils5kxgZUr2z95TkykG3KHDpZM7q1b06Lmysl0TAzb8/TptDoXLWppy8WLU75ZsziG\n3rnjOrlyCqOOoUq5VrZ79zi2FCxoWyWBwEC2cy8vKswxMUxI2bKlRQlr1Ig5U2bO5KLJli2MHY2K\nsq99rFzJ4/37b+b7vfGGRT5bPf8uX6bSB1DBt5cLF9KHSLmCDh3YHqdOVer337kI0bOn/ccZMoR9\n7/XrzpfRWYjC68AP8Nlnma/8dOpEt8nskJREq6O1ON7kZFpAevVK/V7PnpRr8eLsnTszmjblOf78\nM/vH0oqeW5M3NpYu4wAnucHBHBRPn+bkaNCg7J9fKUuSMXszis6axe9l1bhfe437LVrkuIy2YDbT\n7UizhivF1UxbV/eNOlibTMFqzBjnHvPSJf4n775r3/c0r4SiRVMr4E88wdXqlFy/TktL7dq2KWUb\nNqRf3Gnd2v64cnuIj+fCUoUKtikIaS1vI0ZkvNLvLO7d4yRoxQpOeJo2tUwqtNXoJk0YP/ztt7av\nSLsjrlJ4ixUrpurWrauefPJJFR4ebnW/jBLiXLliXyzb9euW0lsZZfk8fpxeOJrL7nvvWRSkQ4dS\n96+aZXT1atvOb2S++SZ9n2AvkZGMmdeS/Pn7K9WsGT0n1q1zbXtJTuY4u2wZEx5pOUgAesU98git\ngbt25XwJwpzAqGOoUvrKlpzMMTAujsrs5ctUjnx8eG8CXBgpWZL3QMqxNSJCqdmzGeZWuLB1hdnL\ni0pz/fpcNMvME0xLNJqVkvzkkxy7CxakR5itaEkxvb1Z8cFWzp+3eEV4e1vyEriCMmUsnl5hYbZZ\nwK1x4EDmXo9GQBReB36AwYPZ+DKyOk2cyAlhdmsCduzIRpAWLSvaypWp309I4EqqycTVXGdz65Yl\nGc20adk/XkKCpbZgWqVXq72qZfMDaNk5fpzJDry97S+9k5bkZE62WrSw/7s9e3KSlhVJSXTV8fHJ\nOitgdjh1KrUL3P79jHt95BHbLL5GHayBYPXrr84/bo0adEGyh65ded+ldZnUwg/SliXQvAAefZTZ\ns/v1Y98xcqRSL7/MxRDN3SsoiPd6yj5jxAgOuDnpHaApCPYsKqS0vOXPz9Xw7GSlt5fkZPYDX33F\niXvTphZXc4C/Y8+eTKQVFuaek2druELhvXHjhor7/+rH5s2bVRVrA1AmcmklxL77Lms5zGa2KR8f\nWhYyIy6O+2mLoGXKMF7MbObicrNm3C85mTGkdhqpDUlSEvuFUqXSlwexl+RkxtOOGcMFopSeE+XK\nMfHlnDn8TV1pBY6OpjX6lVe4uKdZBAsWpOXpww/p8eUOLtBGHUOVMpZs8fG0KHbvzgRJXl5M0KZZ\nX5cvz/i7t2/T6LFnDxdsFiygNXnAALb5cuV4jPr12QelvW9sTVhVsiTH65Yt6WlhD507U4bq1W0b\ne06f5oJUoUKWZJWhofad01G0xf+5c/laW4BwNPlccDAzOBu1veqi8O7evVs9/vjjqmrVqurBBx9U\nFStWVA9aywDlAhz5AWrVyjzpjRZfe/x4NgRTvAmB9JkXZ8/m+9bcem/f5uDv48MJtzPR4hXz5bMt\ne50txMdbMjSnTGuuJe0pWpRxWSlX9KpU4YJC8+bZm8xqSU4cWUGvVYty20JsLJVjRxRrW1m+3OKq\n89tvtII9+KD7W3i9vIIzzNiq8fPPXKEcMoQK0LRptDCtWEEryY8/MvYoPJwZFRMSmAytQAHbF6XM\nZg7S1gbkI0cy9lSYOpUT8ipVeA8EBvKezp/fEqukbWlDJBYutN7+nc3QoVwks9fF+/hxKv8AF1fe\neUc/d6Z79yj/Bx9w8l6mjOV39fdn6Yh336VF0KiDcVa4QuFNS4UKFVR0dHSm+6SUS6uHa0uW8o8+\n4r6zZ2e978aNFkvQjh1sT/7+fF+bJJ47x30nTOD4Z0u2WKNz+DCV086dnXvf3r3L9jJvHq3nmgUY\nYL9UrRpdKwcN4iT488/5u589m/2F/MyIieE9NGRI6ozQZcvSKvzll8Z1mTTqGKqUsWTTYnZ/+omv\nH32U4StmM5XR4sUdb7sJCVScNWtpUBDvp+Rk2xNWRUbyux99xIVpPz/75plXr1qs0ZMmZb7v8eNU\n0osW5WLh7dtsfxMm2H6+7KDNgX/7ja8feYTWdEdZvJjHGzEi+wapnEAXhbdatWoqNDRUXb58WV29\nevX+pgf2/gBaMpm33854n99/5z7ZzbCqxfGmdc9q2zZzl+nYWK5w+fs716qoWa4nTOCqnLMKTd+7\nx5V+wJKkZ9QoTsLz5uUktXp1unh++CGvX4vvLVCAk+5Vq+zvJDt14kqevdl0797l+e1JTDZzJuV1\nZgKGlLzwAq9l40Z20DVr2hfnbKQBMSVAcKad//btvN5ixWgJ8ffPOmZIW7QBuBrZsSNXiF95Ran3\n32dSjrR1LTULOpA+kZzZTGVWqy1tD2Yz7z9rCdN++43n+/FH+49rDzduUEGsU8f+tqAU+6knn1T3\n42yHDzdGpsrz57mYNXIk3dO0/69UKdZ+XL3avcqouELhjYqKUub/a1b79u1T5cqVu//aFrk0t/+s\nxoYDB6jItWtnW3y+tkClhQdcvsx4d29vS3iJFqKgjZtLlmR9XHfg/feztnw5g6gohla89hqtbw0b\nMp4vbd/p7c3+rmlTKuIvvkjFYPp0upavXcs+688/ueB6/brjyvqpU5xEd+tmiQHOk4eLzZ9/7lrP\nkqww6hiqlLFka9GCixlau9fa74ULXOD5H3tXGR7F1YXPRgkJAYKG4O4ENkhx9yCB4pCgpbgU2lKg\npS2F4lKkwYoWp1DcrVAgpGgp7g6BkAQiu3O/H29v7+zu7O6sJNmv5X2eeXZ3dnbm7syVI+85x91d\nufqFLUhJQf/glQbKlRNzkzW67tatOO6330Qm6T/+sO36PERJozGfx+PPP8FizJ7d8Pw1axrWwE1N\ncLn01SvM2W5utifblCMhAWsrN+bXqwcmlpMK8TiMdFF4q6RmYJqNsPUGcJqicXZhOV6+VG+5tgSd\nDpaiPn3EvnfvoAQOGWL5t0+fYrBnzmz7YDWHkBB4VU+exP9zJm06OVnEaX39tYjT49fo1QtKDV84\nHzwA7SkwEAIsj+UIDVXn1bx/H8d/9pntbeVxY7Z4hh8+xPU+/9z261kDV7iqVIFnIyQEVDFb4EoL\nohyZM2tZrlzKFtboaNCASpUyNHYkJ2MM3r6NzN7Hj4Mi9PPP8JpOmID+xNkC5cujH8k9rgULCgs0\nY1gkibBQK6FfP/RHZ9JnOd0oLWr78UXekiHPGqKjkayL0yWbN4fg6yoe1YcPGVu2DHRnOWukYkUY\nOw4edG36szPGaKdOnVju3LmZh4cHCwoKYosXL2YLFixgC/6mF8ydO5eVLl2alS9fnlWtWpX9pqLO\nhLxdQ4Zg7rb0zGNjkYwpb151Rko+v7VpY7g/Lk6ExOTNi3HMjy9RQpQO+3+HXg/B0c8vdepyW8Pb\nt/DW7N2LzOpjx0KorVsXikTevMKAaG7z9kaoQdWqMDR/9BHCORYsAPX05El46C15j3U6HDdypKCu\nennBYLlqFfpVesJV11DGXKdtvMa0PLnqxYvYt2gRPo8YYR/jSAk6HQzYJUuKvjh1quUY3i+/hKwW\nHy9KPfK22YIOHYTMYBwmcPEijEm5coF5Jse4cbi+pf585YptVUXMoX17Uf507Vq011p4iRo8fYpn\nzJkjOXNC9k2NZJe2IF0U3k8//ZR98skn7MSJE+zs2bP/bOkBW2/AmDGwQBl7gIyRI4dywilboNfD\nAl6kCDr3mzdCMF21ChbZhw+h/N2/D4/GnTsQ9G/dgnc3MBCK4v79UAQtbdevg2Jx9SompitXYIW6\nfBnWLjc30B/PnUNCrbAwUERfvoTwkZzsmHCr08FTyScmOW188WLsk9MkeCmL3bsRszpmDISCDBkg\nuFtKFjR+PCZVewYgV35sTXTVsiWeh7MpYbduCWtinTr2LfyusiAao0gRlCXats1w//XrmETz57ef\n8luihChpwhj67uvXoEhzy3B4OPp37974PHiw8rl4GQNLWbtthSRh7Dpq7VaLDh0gQNpT1kqOJ09g\nVOCGqFKl4KVxxgLtLOj18EBNnAgjHs9NkC0bhPHDh12vDJKrjlF5u1q3RriHMXjSGklCP3N3V1/b\nmZcSiYw0/S45GcoXXzN4IsmvvsJ86Kxs/umNu3dh3KtRw/6SJ6mNxETIJJcv49lu2wZ66bRpYIV1\n7456weXKQT6S1+7lm5sb2CbVqqGfjByJdX7TJqzxjx9jXOr1UH6HDxc1Yr29YRRZsyZtk/5wuOr4\nZMw0k/q7d1BKrl8H2+LQIciWu3dDrrEm39qLESMw18qTHXKDVuvW+PzmDRI+VqzovL6u08E4xvsc\nj1ufNAn/WR4jHxoqGJSSBKdR//62XzMmBus3Ef43R3Q01pk8eZRpvwcO4Dfbtyuf98YNkfDLURQu\njPvAGGSdgADnzi96PWjTrVtjbGs0yJ2ydWvqhkaYgz1jVMMYY+QA6tWrZ7JPo9HQwYMHHTmtXShU\nKIQmTIj6Z8olMpyCiYh0OqKEBKL4eKLFi4kSE4maNcPn+HjxXUqKOO+dO3gtXFjs02jE+XQ6HJ+S\nIt4b7/t/hEZD5OWFLSCAKCgIW9684j3/nCcPkbe34e9PnCCqUQPvBw0imjMH57xyhah0aaKlS4l6\n9sT3SUlEJUoQZc9OdPo0kZsb0cOHRMOHE23YgO/mzyeqX9/wGikpRAUKEAUHE+3caft/HDWKaO5c\nPHMPD/W/++UXorZtibZtIwoNtf265vDhh0QbNxLVrk20ezeRj4/t5wgJCaGoqCjnNcpJ0GpD6MGD\nKKpenWjLFux7/Bh9JC6O6PhxPGd70L8/0c8/E718afocExOJvvmG6PvvibJlw75nz4i2bydq0cL0\nXLGxOO7TT4kmTrSvPUqoVQuvx44575zm8PQpUalSRGXKEB05gvHkCJKSiNavJ5o1iyg6mihrVqK+\nfbEVLeqcNjsLcXFEBw6gvVu3Er19i3mqY0eiTp2IQkLE/J1ecNUxKm9XxYqY13fsMDwmIoLo99+J\nBg/GvD55MsaKGkybhjn3/n2sG8aQJJx3/nz03+hoonv3MC/MmIH14N+AVauIuncn+u47OwjYfAAA\nIABJREFUos8/T+/WOI6UFKLnz4mePMGc/ugRnvG9e3jlW2Ki4e/c3Yly5UI/Cwwkyp2bSK+HzHXu\nHFFMDOSKDz9EX6taNW3+j6uOTyKijBlDKHfuKHrzhujNG0NZ1RwCAojy5zfd8uaFfPrqFdHr12Iz\n/vzmjZB19Xpc8949PJssWbBPr8f4TUggSk4mypgRcjeXgfmcyxjee3gQeXriVWlzdxfH81e+PXqE\nV39/zO/JyYZytocHrh8fj9eiRdHWK1fQzjJlTM9tfA1jPSI2lujuXXwuWpQoZ06iqCjIaGPGYF3J\nmxdbxow47t073J8hQ4imTjV9Ln37Qg9p1Qprlb149QrPeNIkotGjMZ7q1YNMlBq4f59oyRKiRYvw\nLCpUwL2wRYZ2FPaMUYcVXleCRhNCRLbdgAwZMMn6+hL5+WHz9YWSR4SOfvYsHmrLlmIff5UPWvmr\n8T53dwihCxZA6NJqiWbPxnVGjIBA6uaGiUCjMXwv3xYvRnt++MF651L6vUZDtHw5BMKffsI5Dh4k\nWrgQC2+uXJg8kpLEa1ISFImHD4kePMDr27em18ueHYpC1qwY8CdOYIHLlAlCaKNGRAMHQvhs0oQo\nLAwDhmPFCqLwcKJ164g6dBD7d+/G727dIuralWj6dLSTCIpTWBgmi1atbHr0RIR2vHiBe2oLUlKI\n8uUjqlYNyq+jYAyT5uTJ6BNv3pgaENTCVRfrkJAQqlcvimbNQh/y8oJif/s20aFDWDDsxdq1RJ07\nE505Y/48585BWD9/Hp+vXiUqXlz52Fq1sFg58zb260e0aRP6W1ooXD/9BIPS/PlEH3/snHMyRvTb\nb5i7Nm+GgFO6NMZe69ZEVao4rlw7EwkJRL/+ioV/1y6M26JFMQd37oy2pwdceYzydgUE4D7Nny++\n1+uJcuSAgOXhgTl9+3b1z7x+ffT/CxcsH1e8ONH160R16mBub9AAY+bMGTv/mIuBMdzbzZth4K1Y\nMb1blPpgDHKEXBF+/Nhwe/QIirM5uLlBgciVC3KGvz9R5szYMmbEmuLpafm1fHkI6JbgquOTiChL\nlhAKDY0if38y2TJnxmumTJC97t1T3l6/tnyNzJlxf7NkwebvL+RYd3ec48QJyE/58on9bm54rlu3\nErVrByeRRgPj4+PHRAMGoG1yRVhpe/uW6M8/Yejy8hLrpUaD365bhzmicmXslySs1y9fwkjy6hVe\nExLEf/L0RBsTE6HwZskCWZ8r1vJrKG1EkBPv38e5uBIvSab3L1s2KL4FCuA3bm5EP/6I+1GwIGS7\ne/ewFul0MD5wx5o9OHQIc+uePZDDtVrI+T162H9ONdDpiGbOhJJ95AjkubSCXWPUUbfykydPWK9e\nvVjTvzmrly9fZosXL3b0tHahbFktu3EDsTG3boEOfPs2qMF374Im/PAhaKI8c/D69dbPywPkbY2l\nNAaP4+3bF/FOGg3ograAB9Dv329/O8qWNSyIzeMLv/1W3e8lCYHxly4hrm/pUlAy+vcHdal+fSS8\nsRQHlCEDKBenTgnqtE6HthUtahp/9/Yt4iE8PXEP58/H8Y0bgwZlL6Uid26krLcHo0eDzvf4sX2/\n59DrQS8nAo3bnoRJcrgqHUur1bLLl0XcT82aoN3u2+f4uR89Uhdrv327oIz7+yMZjhLdlWeLdWYi\nJF7yKK2SK0kSMhpnypQ62aHv3QNFsX59kXguVy7kKdi2TdRXdRXExCBZUMOGomRKhQooh5HWMYOu\nPEYZAxWRCNm65eClijQaPHNbaMaxsaDvffqp9WN5dQQPD8Tzjh2Lz+kR95paePkSVMhSpVxvrKQn\nkpMxX50+DbpkZCTki6ZNBa3UwwPrfpkyCFnJlQtrp7e3Mr1avlnLtsuY645PxpzTtthYyG+7dyPf\nQXQ0ZOZXr9TRYOXJqlJSQD2vUAGlbGJikHBy0CBx/NWrWOt5jVhrCA/Hs1q2zPQ7HhZhLWHVzp04\nbt48zPF9+iCkUN4XvLyQVbpnT1QWOXrUsiz5+rVI/ubtjba8fQs6+cGDaNPEiZDnWraEPMtDbPim\n0YCGnScP1qGqVbF/wwY8h4cPbc8/wZPhPXsmZBc51Tw1ERsLuXz06LS5Hke6xPA2bdqUrVu3jpX/\nO8tESkoKK1u2rKOntQu23ABeJkhNsXYuJKuNU7KEli0ZK1ZMFLW2Nag8IcF0MrEFXLk1FmS0WsQU\nOQP9+uEaYWEY0I8fY3Hv3x/7a9UyLFRfsCAGS1SUiGtWKgvDGOIk6tfHMcHBeB0/3r52Pn2K3/O6\nZbaCJ23gGUXtQXIyY1274jz8/syZY//5GHPdxZq3q3JlCCcaDSZ5Z6F4ces1O4cNwz0eNAjJY4iw\neBuXHeOCvXFWdUewZw/Oefiw885pDTduYL4IDU3dhFMxMUgo0qEDFGwiXLd1a8Tsnz/vWkL948cY\nZ1qtMDQNGGCadCS14OpjlCefMU5mOHGiENoszdNK4LHxR45YP/b1axHH6ecnSlMZr1v/79i7F//L\nWnmV9wAkCflMunYVCfVq14bCJc/zodMhtjU2Fs6Fx4/h9LhxQ53jwlXHJ2Pp37YrV4SD5McfhRLJ\nX4cNw3pTsKDhmsONVtbWP162jEhZQeY1fi9ftnwervjJjZm8QsOXX2K9GjUKseg5cohrFi6Mec1c\nDevjx2Gs9/RE6Z+/S52bxcGDQk5csQI5Cdq1wxxqqRJFtmyIP65XD9VLhg6FrLppE2Tl58/F/e3a\nFQYgxkRpqLREgwaWq82kBtJF4Q35u9BTcHDwP/sqVKjg6Gntgi03oF07DEg1uHEDHdAZjmtuiena\nFR4mezyTbdqgc9sjwPLsbadPG+4fOxbKaUyM7eeUg9fu+uwzKLX164vvJAnKKRG8qkRIVNGsmbCC\nFS6M/5Yjh/lkC5KEycrfH7/55BP72rp/v+Pe8po1oWjZq0zw+zFpEmPLl+M9T9ZiL9J7QTQHrVbL\n9HokMeF9xJno1w99wpKFulQpXPvMGTyzRYvAGPDxwULCodcj+69ai7Qa3LuHa8+f77xzqgGv9b1u\nXdpcLzERyv2AASIJDVeSChZEwpGhQ3EfDh6E0TE9sz+fOgWPgre3MICsW5e6WZ5deYwyJoy8xgZZ\nXk918mTUb8+b13JCQTn69MH4VHtfw8LguTt1Cl4Vd3esKf82DB6Me+oMpst/Cc+eQYngfTJ3bpRC\ndEaSK1cdn4ylf9sGDYKsmDs37ntICGObN2PN5H156FBTpTQhAfN/6dLm54CXL3He8uXBdMuTx3Rt\nGDwYDEJrnuiwMDiX5JAklMTq29d0/6NHkI8rV0bbAwOxdprrTxs34j7Uq2fZmPvuHdYWebKr4cMx\nn928KfSLESNwHxcsgFL88cf4DzVqgPWoxJr09cX99PXFvR0/Hm2ypcymM8AdiLdvp90100XhrVOn\nDnvx4gWrWLEiY4yxkydPstq1azt6Wrug9gZIEgZV167qzqvTwZpor2IlR1QUOkaOHCKTna3gFi5z\nNcEsoV8/CPgpKbB48uxxtlC8zeH4cVi9mjWDR0dJuJckoey6uTH2xRfY/+IFDAqNGwu6YUAALHHm\nLGhhYUJItadOIx+k8qx+tmLZMpzDnoy+795BqWrVCp979sR/djSjbHoviOag1WrZiBGCkmZPtkRL\nWLPG8rhIScEikyGD4WL58KGgFU2eLBbYLl0wTp2V4VeS4K2yl51hL1JS4MnMmdN59bbVQpLgLVy7\nFot4587I2Glc+iRTJuxv1AglzQYOxOI9eza87Lt2wUh38yb+Q2rUAnz+HAI0L78QGIg2pEZ2YFce\no4yBBmjMgOLhNCVK4Lnu24fPP/xg/bySBOG1fXv1bdmwQSiCN26I8lPz5tn4p1wcCQkotRIUlPbj\n898Anj22QQP0jyxZYMB3ZF131fHJWPq17cULyGuc3VG/PsamXCF9+xZGZZ7V35j99uuv2D9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EFdu0IA8PQUXHz5lj07aL2dO+P4JUvA6797Vwje8fH4/ahRyBBHBMF52DBYuXr1giKqNk6YCwIt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\nuu/48eOaNWuWRo0apVm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b3F9RUdHtjyRyu92SpNjYWC1YsECFha2vTJyYmKiDBw82fX/o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U2aFHDfQsaMwabTYZk1K+C6G4Ly8nLC3nsPdWkppKcjTZ1KyL592Jcvx2ZrmCjI5qIiYl95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rJwd+/JHMjh2tDp4dilaL9MIL1PnrL85v335dcXnxYoqCgvDr16/yaYaFwZAhBG7ZQvqJ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3X27MvsnefI+uor9Bs2YJs4Ua6Jdyl33IE0dCgxq1eT9fvv2O12p7osc+eiMJuxjh+PQlG9n5Cy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\nvEIIIYQQQgghWqT/B/TnR9LIagwSAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "mBJ1-57oGZCO" + }, + "source": [ + "ntime = hps['dec_rnn']['rnn']['ntime']" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "gUQNElUVHkpt", + "executionInfo": { + "status": "ok", + "timestamp": 1597175977151, + "user_tz": 420, + "elapsed": 743, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "74ac82b4-b620-4a33-a681-e1ddbe4d8805", + "colab": { + "height": 612 + } + }, + "source": [ + "bidx = start_idx + 2\n", + "\n", + "ntime = hps['dec_rnn']['rnn']['ntime']\n", + "lift = 0.009\n", + "\n", + "plt_idxs = np.arange(0, ntime)\n", + "eplt_idxs = np.arange(plt_idxs.shape[0])\n", + "plt.figure(figsize=(10,10))\n", + "colors = np.array([1 - np.arange(ntime)/ntime, np.zeros((ntime,)), np.arange(ntime)/ntime]).T\n", + "for pidx in plt_idxs:\n", + " plt.plot(states['alpha'][bidx, pidx, :] + lift * pidx, lw=0.5, color=colors[pidx]);\n", + " plt.scatter(pidx, 0*states['alpha'][bidx, pidx, pidx] + lift * pidx, c=colors[pidx]);\n", + "\n", + "plt.xlim([0, ntime-1])\n", + "\n", + "plt.plot(trials['inputs'][bidx], 'k', alpha=0.25)\n", + "plt.plot(trials['targets'][bidx], 'g')\n", + "for oidx in range(o):\n", + " plt.scatter(np.arange(ntime), states['out'][bidx,:,o], c=colors);\n", + "plt.xlim([0, ntime-1])\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(0, 19)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 534 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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ai4AFqGY0LQaHlJCCwYUrrJw4G4fIKlb1NsRSPtQ1iHgRUxL04eI66jsVq0w5g0GNKqAE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GN1R4+f2iULmxRJGr7Hwd9RV0TckJJAQS1mwtlfudGC0akixqjGZ1tynnr5E4nBbEyuZrBwF5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\nd9V7ad++fezo0aOsf//+Dcfmzp3LFi9ezBhjbPHixez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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wLVKaLz2fPeD" + }, + "source": [ + "#### Here are a few different ways of checking out the jacobian.\n", + "\n", + "This peels back the layers of the onion, so to speak. \n", + "1. Just the GRU with the FB\n", + "2. Then GRU with FB, and using the teacher forcing layer (should be the same as 1.)\n", + "3. Then the attention, so now linearizing around an entire input sequence." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "2XFvjpmQfiP7", + "executionInfo": { + "status": "ok", + "timestamp": 1597175591027, + "user_tz": 420, + "elapsed": 492, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "98fbfbb8-579d-43c3-90cf-bb2712fdf624", + "colab": { + "height": 269 + } + }, + "source": [ + "# Build the function using the feedback loop function.\n", + "def rnn_fun_fb(h): \n", + " xzero = jnp.zeros((hps['dec_rnn']['rnn']['input_dim'],))\n", + " noise_zero = jnp.zeros((hps['dec_rnn']['rnn']['hidden_dim'],))\n", + " z = affine(params['dec_rnn']['affine'], h)\n", + " xzero_z = jnp.concatenate((xzero, z), axis=0)\n", + " return gru_w_fb(params['dec_rnn'], h, (xzero_z, noise_zero))[0]\n", + "\n", + "dFdh = jax.jacobian(rnn_fun_fb)\n", + "\n", + "J = dFdh(jnp.zeros((dec_n,)))\n", + "evals, _ = np.linalg.eig(J)\n", + "plt.plot(np.real(evals), np.imag(evals), 'o');\n", + "x = np.linspace(-1, 1, 500)\n", + "plt.plot(x, np.sqrt(1-x**2), 'k')\n", + "plt.plot(x, -np.sqrt(1-x**2), 'k')\n", + "plt.axis('square');" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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yoo2CMEwf6aZT8zlGQ3x8PMLCwhAWFoa8PP0JJXXq1AEA1KpVi69cisRwzX4I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\nX/JrUF5FSFdC6sQvqY2HdT9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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "q-LPWYUrGnM4", + "executionInfo": { + "status": "ok", + "timestamp": 1597175598948, + "user_tz": 420, + "elapsed": 517, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "18054d08-9193-4113-dea8-f874fee1bb06", + "colab": { + "height": 269 + } + }, + "source": [ + "# Build the function using the feedback loop with teacher forcing function.\n", + "def rnn_fun_tf(h):\n", + " z = affine(params['dec_rnn']['affine'], h)\n", + " xzero = jnp.zeros((hps['dec_rnn']['rnn']['input_dim'],))\n", + " noise_zero = jnp.zeros((hps['dec_rnn']['rnn']['hidden_dim'],))\n", + " x_f_m_noise_tf = (xzero, 0.0, 0.0, noise_zero, 0.0)\n", + " return gru_w_fb_tf(params['dec_rnn'], (h, z), x_f_m_noise_tf)[0]\n", + "\n", + "\n", + "dFdh = jax.jacobian(rnn_fun_tf)\n", + "J = dFdh(jnp.zeros((dec_n,)))\n", + "#J = dFdh(np.random.randn(dec_n))\n", + "evals, _ = np.linalg.eig(J)\n", + "\n", + "plt.plot(np.real(evals), np.imag(evals), 'o');\n", + "x = np.linspace(-1, 1, 500)\n", + "plt.plot(x, np.sqrt(1-x**2), 'k')\n", + "plt.plot(x, -np.sqrt(1-x**2), 'k')\n", + "plt.axis('square');" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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fMXv2bPj7M/+PpUjHwBBvzI9pCW83BygAeLs5YH5MS9YZAqkbttCIhouFe65Dqar69neq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\nX/JrUF5FSFdC6sQvqY2HdT9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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "PISmwP_rtR-h" + }, + "source": [ + "# Build the function using the feedback loop with teacher forcing function.\n", + "def get_rnn_fun_attn(example_idx):\n", + " def rnn_fun_attn(h):\n", + " z = affine(params['dec_rnn']['affine'], h)\n", + " x_enc = states['enc'][example_idx,:,:]\n", + " noise_zero = jnp.zeros((hps['dec_rnn']['rnn']['hidden_dim'],))\n", + " x_f_m_noise_tf = (x_enc, 0.0, 0.0, noise_zero, 0.0)\n", + " return gru_w_attn_tf(params['dec_rnn'], (h, z, (), ()), x_f_m_noise_tf)[0]\n", + "\n", + " return rnn_fun_attn\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "QSivGzx67eSs", + "executionInfo": { + "status": "ok", + "timestamp": 1597175603365, + "user_tz": 420, + "elapsed": 997, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "2520042b-a4ed-4fc8-a291-72a4ea08b88f", + "colab": { + "height": 195 + } + }, + "source": [ + "rnn_funs = [get_rnn_fun_attn(eidx) for eidx in np.arange(3)]\n", + "batch_rnn_funs = [jax.vmap(rnn_fun) for rnn_fun in rnn_funs]\n", + "\n", + "x = np.linspace(-1, 1, 500)\n", + "plt.figure(figsize=(9, 9))\n", + "for eidx, rnn_fun_attn in enumerate(rnn_funs):\n", + " plt.subplot(3, 3, eidx+1)\n", + " dFdh = jax.jacobian(rnn_fun_attn)\n", + " J = dFdh(jnp.zeros((dec_n,)))\n", + " evals, _ = np.linalg.eig(J)\n", + "\n", + " plt.plot(np.real(evals), np.imag(evals), 'o', ms=2);\n", + " plt.plot(x, np.sqrt(1-x**2), 'k', lw=0.5)\n", + " plt.plot(x, -np.sqrt(1-x**2), 'k', lw=0.5)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wVegYbN2fRi4" + }, + "source": [ + "# Fixed point finding optimization" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "W3Ih5nFKfHHK" + }, + "source": [ + "# Fixed point optimization hyperparameters\n", + "fp_num_batches = 10000 # Total number of batches to train on.\n", + "fp_batch_size = 128 # How many examples in each batch\n", + "fp_step_size = 0.01 # initial learning rate\n", + "fp_decay_factor = 0.9999 # decay the learning rate this much\n", + "fp_decay_steps = 1 #\n", + "fp_adam_b1 = 0.9 # Adam parameters\n", + "fp_adam_b2 = 0.999\n", + "fp_adam_eps = 1e-5\n", + "fp_opt_print_every = 200 # Print training information during optimziation every so often\n", + "\n", + "# Fixed point finding thresholds and other HPs\n", + "fp_noise_var = 0.2 # Gaussian noise added to fixed point candidates before optimization.\n", + "fp_opt_stop_tol = 0.00001 # Stop optimizing when the average value of the batch is below this value.\n", + "fp_tol = 0.00001 # Discard fps with squared speed larger than this value.\n", + "fp_unique_tol = 0.025 # tolerance for determination of identical fixed points\n", + "fp_outlier_tol = np.inf # Any point whos closest fixed point is greater than tol is an outlier." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9Z-2jSPXLNqD" + }, + "source": [ + "from jax.config import config\n", + "config.update(\"jax_debug_nans\", False)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "sjo_ql20fDwe", + "executionInfo": { + "status": "ok", + "timestamp": 1596989925397, + "user_tz": 420, + "elapsed": 79935, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "bc396bc2-3321-4c40-b6db-fa983685653a", + "colab": { + "height": 1000 + } + }, + "source": [ + "# These numbers are the most important for fixed point finding and are \n", + "# tuned to this problem in particular! \n", + "\n", + "fps_by_example = {}\n", + "\n", + "for eidx, rnn_fun in enumerate(rnn_funs):\n", + " fp_tols = [0.0001, 0.00001] # Used for both fp_tol and opt_stop_tol\n", + "\n", + " fp_candidates = jax.device_get(states['dec'][eidx]) # was batch x time x dim\n", + " fp_candidates = np.array(np.repeat(fp_candidates, 4, axis=0)) # requires fp_noise_var > 0.0\n", + "\n", + " all_fps = {}\n", + " for tol in fp_tols:\n", + " fp_hps = {'num_batches' : fp_num_batches, \n", + " 'step_size' : fp_step_size, \n", + " 'decay_factor' : fp_decay_factor, \n", + " 'decay_steps' : fp_decay_steps, \n", + " 'adam_b1' : fp_adam_b1, 'adam_b2' : fp_adam_b2, 'adam_eps' : fp_adam_eps,\n", + " 'noise_var' : fp_noise_var, \n", + " 'fp_opt_stop_tol' : tol, \n", + " 'fp_tol' : tol, \n", + " 'unique_tol' : fp_unique_tol, \n", + " 'outlier_tol' : fp_outlier_tol, \n", + " 'opt_print_every' : fp_opt_print_every}\n", + " \n", + " fps, fp_losses, fp_idxs, fp_opt_details = \\\n", + " find_fixed_points(rnn_fun, fp_candidates, fp_hps, do_print=True)\n", + " if len(fp_idxs) > 0:\n", + " F_of_fps = batch_rnn_funs[eidx](fps)\n", + " else:\n", + " F_of_fps = np.zeros([0, 256])\n", + " \n", + " all_fps[tol] = {'fps' : fps, 'candidates' : fp_candidates[fp_idxs],\n", + " 'losses' : fp_losses, 'F_of_fps' : F_of_fps, \n", + " 'opt_details' : fp_opt_details, 'hps' : fp_hps}\n", + "\n", + " all_fps[tol]\n", + "\n", + " fps_by_example[eidx] = all_fps" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Adding noise to fixed point candidates.\n", + "Optimizing to find fixed points.\n", + " Batches 1-200 in 0.33 sec, Step size: 0.00980, Training loss 0.00539\n", + " Batches 201-400 in 0.27 sec, Step size: 0.00961, Training loss 0.00219\n", + " Batches 401-600 in 0.27 sec, Step size: 0.00942, Training loss 0.00128\n", + " Batches 601-800 in 0.28 sec, Step size: 0.00923, Training loss 0.00088\n", + " Batches 801-1000 in 0.28 sec, Step size: 0.00905, Training loss 0.00067\n", + " Batches 1001-1200 in 0.28 sec, Step size: 0.00887, Training loss 0.00053\n", + " Batches 1201-1400 in 0.29 sec, Step size: 0.00869, Training loss 0.00044\n", + " Batches 1401-1600 in 0.27 sec, Step size: 0.00852, Training loss 0.00038\n", + " Batches 1601-1800 in 0.29 sec, Step size: 0.00835, Training loss 0.00033\n", + " Batches 1801-2000 in 0.27 sec, Step size: 0.00819, Training loss 0.00029\n", + " Batches 2001-2200 in 0.27 sec, Step size: 0.00803, Training loss 0.00026\n", + " Batches 2201-2400 in 0.26 sec, Step size: 0.00787, Training loss 0.00024\n", + " Batches 2401-2600 in 0.29 sec, Step size: 0.00771, Training loss 0.00022\n", + " Batches 2601-2800 in 0.27 sec, Step size: 0.00756, Training loss 0.00021\n", + " Batches 2801-3000 in 0.27 sec, Step size: 0.00741, Training loss 0.00019\n", + " Batches 3001-3200 in 0.27 sec, Step size: 0.00726, Training loss 0.00018\n", + " Batches 3201-3400 in 0.28 sec, Step size: 0.00712, Training loss 0.00017\n", + " Batches 3401-3600 in 0.28 sec, Step size: 0.00698, Training loss 0.00016\n", + " Batches 3601-3800 in 0.29 sec, Step size: 0.00684, Training loss 0.00016\n", + " Batches 3801-4000 in 0.27 sec, Step size: 0.00670, Training loss 0.00015\n", + " Batches 4001-4200 in 0.27 sec, Step size: 0.00657, Training loss 0.00014\n", + " Batches 4201-4400 in 0.27 sec, Step size: 0.00644, Training loss 0.00014\n", + " Batches 4401-4600 in 0.27 sec, Step size: 0.00631, Training loss 0.00013\n", + " Batches 4601-4800 in 0.26 sec, Step size: 0.00619, Training loss 0.00013\n", + " Batches 4801-5000 in 0.26 sec, Step size: 0.00607, Training loss 0.00012\n", + " Batches 5001-5200 in 0.27 sec, Step size: 0.00595, Training loss 0.00012\n", + " Batches 5201-5400 in 0.27 sec, Step size: 0.00583, Training loss 0.00012\n", + " Batches 5401-5600 in 0.26 sec, Step size: 0.00571, Training loss 0.00011\n", + " Batches 5601-5800 in 0.27 sec, Step size: 0.00560, Training loss 0.00011\n", + " Batches 5801-6000 in 0.27 sec, Step size: 0.00549, Training loss 0.00011\n", + " Batches 6001-6200 in 0.26 sec, Step size: 0.00538, Training loss 0.00011\n", + " Batches 6201-6400 in 0.28 sec, Step size: 0.00527, Training loss 0.00010\n", + " Batches 6401-6600 in 0.27 sec, Step size: 0.00517, Training loss 0.00010\n", + " Batches 6601-6800 in 0.28 sec, Step size: 0.00507, Training loss 0.00010\n", + "Stopping as mean training loss 0.00010 is below tolerance 0.00010.\n", + "Excluding fixed points with squared speed above tolerance 0.00010.\n", + " Kept 247/400 fixed points with tolerance under 0.000100.\n", + "Excluding non-unique fixed points.\n", + " Kept 247/247 unique fixed points with uniqueness tolerance 0.025000.\n", + "Sorting fixed points slowest first.\n", + "Adding noise to fixed point candidates.\n", + "Optimizing to find fixed points.\n", + " Batches 1-200 in 0.32 sec, Step size: 0.00980, Training loss 0.01319\n", + " Batches 201-400 in 0.27 sec, Step size: 0.00961, Training loss 0.00582\n", + " Batches 401-600 in 0.27 sec, Step size: 0.00942, Training loss 0.00370\n", + " Batches 601-800 in 0.27 sec, Step size: 0.00923, Training loss 0.00269\n", + " Batches 801-1000 in 0.27 sec, Step size: 0.00905, Training loss 0.00211\n", + " Batches 1001-1200 in 0.26 sec, Step size: 0.00887, Training loss 0.00174\n", + " Batches 1201-1400 in 0.27 sec, Step size: 0.00869, Training loss 0.00148\n", + " Batches 1401-1600 in 0.27 sec, Step size: 0.00852, Training loss 0.00129\n", + " Batches 1601-1800 in 0.28 sec, Step size: 0.00835, Training loss 0.00114\n", + " Batches 1801-2000 in 0.26 sec, Step size: 0.00819, Training loss 0.00103\n", + " Batches 2001-2200 in 0.60 sec, Step size: 0.00803, Training loss 0.00093\n", + " Batches 2201-2400 in 0.27 sec, Step size: 0.00787, Training loss 0.00086\n", + " Batches 2401-2600 in 0.26 sec, Step size: 0.00771, Training loss 0.00079\n", + " Batches 2601-2800 in 0.27 sec, Step size: 0.00756, Training loss 0.00074\n", + " Batches 2801-3000 in 0.27 sec, Step size: 0.00741, Training loss 0.00070\n", + " Batches 3001-3200 in 0.27 sec, Step size: 0.00726, Training loss 0.00066\n", + " Batches 3201-3400 in 0.27 sec, Step size: 0.00712, Training loss 0.00062\n", + " Batches 3401-3600 in 0.27 sec, Step size: 0.00698, Training loss 0.00059\n", + " Batches 3601-3800 in 0.27 sec, Step size: 0.00684, Training loss 0.00056\n", + " Batches 3801-4000 in 0.27 sec, Step size: 0.00670, Training loss 0.00054\n", + " Batches 4001-4200 in 0.27 sec, Step size: 0.00657, Training loss 0.00052\n", + " Batches 4201-4400 in 0.27 sec, Step size: 0.00644, Training loss 0.00050\n", + " Batches 4401-4600 in 0.27 sec, Step size: 0.00631, Training loss 0.00048\n", + " Batches 4601-4800 in 0.27 sec, Step size: 0.00619, Training loss 0.00046\n", + " Batches 4801-5000 in 0.27 sec, Step size: 0.00607, Training loss 0.00045\n", + " Batches 5001-5200 in 0.26 sec, Step size: 0.00595, Training loss 0.00044\n", + " Batches 5201-5400 in 0.26 sec, Step size: 0.00583, Training loss 0.00042\n", + " Batches 5401-5600 in 0.28 sec, Step size: 0.00571, Training loss 0.00041\n", + " Batches 5601-5800 in 0.28 sec, Step size: 0.00560, Training loss 0.00040\n", + " Batches 5801-6000 in 0.28 sec, Step size: 0.00549, Training loss 0.00039\n", + " Batches 6001-6200 in 0.28 sec, Step size: 0.00538, Training loss 0.00038\n", + " Batches 6201-6400 in 0.27 sec, Step size: 0.00527, Training loss 0.00037\n", + " Batches 6401-6600 in 0.28 sec, Step size: 0.00517, Training loss 0.00037\n", + " Batches 6601-6800 in 0.27 sec, Step size: 0.00507, Training loss 0.00036\n", + " Batches 6801-7000 in 0.29 sec, Step size: 0.00497, Training loss 0.00035\n", + " Batches 7001-7200 in 0.27 sec, Step size: 0.00487, Training loss 0.00035\n", + " Batches 7201-7400 in 0.27 sec, Step size: 0.00477, Training loss 0.00034\n", + " Batches 7401-7600 in 0.28 sec, Step size: 0.00468, Training loss 0.00033\n", + " Batches 7601-7800 in 0.28 sec, Step size: 0.00458, Training loss 0.00033\n", + " Batches 7801-8000 in 0.28 sec, Step size: 0.00449, Training loss 0.00032\n", + " Batches 8001-8200 in 0.29 sec, Step size: 0.00440, Training loss 0.00032\n", + " Batches 8201-8400 in 0.28 sec, Step size: 0.00432, Training loss 0.00031\n", + " Batches 8401-8600 in 0.27 sec, Step size: 0.00423, Training loss 0.00031\n", + " Batches 8601-8800 in 0.27 sec, Step size: 0.00415, Training loss 0.00030\n", + " Batches 8801-9000 in 0.28 sec, Step size: 0.00407, Training loss 0.00030\n", + " Batches 9001-9200 in 0.28 sec, Step size: 0.00399, Training loss 0.00030\n", + " Batches 9201-9400 in 0.28 sec, Step size: 0.00391, Training loss 0.00029\n", + " Batches 9401-9600 in 0.28 sec, Step size: 0.00383, Training loss 0.00029\n", + " Batches 9601-9800 in 0.28 sec, Step size: 0.00375, Training loss 0.00029\n", + " Batches 9801-10000 in 0.27 sec, Step size: 0.00368, Training loss 0.00028\n", + "Excluding fixed points with squared speed above tolerance 0.00001.\n", + " Kept 0/400 fixed points with tolerance under 0.000010.\n", + "Adding noise to fixed point candidates.\n", + "Optimizing to find fixed points.\n", + " Batches 1-200 in 0.32 sec, Step size: 0.00980, Training loss 0.00532\n", + " Batches 201-400 in 0.27 sec, Step size: 0.00961, Training loss 0.00210\n", + " Batches 401-600 in 0.27 sec, Step size: 0.00942, Training loss 0.00121\n", + " Batches 601-800 in 0.27 sec, Step size: 0.00923, Training loss 0.00081\n", + " Batches 801-1000 in 0.28 sec, Step size: 0.00905, Training loss 0.00060\n", + " Batches 1001-1200 in 0.27 sec, Step size: 0.00887, Training loss 0.00047\n", + " Batches 1201-1400 in 0.27 sec, Step size: 0.00869, Training loss 0.00038\n", + " Batches 1401-1600 in 0.27 sec, Step size: 0.00852, Training loss 0.00032\n", + " Batches 1601-1800 in 0.27 sec, Step size: 0.00835, Training loss 0.00028\n", + " Batches 1801-2000 in 0.26 sec, Step size: 0.00819, Training loss 0.00024\n", + " Batches 2001-2200 in 0.26 sec, Step size: 0.00803, Training loss 0.00022\n", + " Batches 2201-2400 in 0.27 sec, Step size: 0.00787, Training loss 0.00020\n", + " Batches 2401-2600 in 0.28 sec, Step size: 0.00771, Training loss 0.00018\n", + " Batches 2601-2800 in 0.27 sec, Step size: 0.00756, Training loss 0.00017\n", + " Batches 2801-3000 in 0.28 sec, Step size: 0.00741, Training loss 0.00015\n", + " Batches 3001-3200 in 0.32 sec, Step size: 0.00726, Training loss 0.00014\n", + " Batches 3201-3400 in 0.31 sec, Step size: 0.00712, Training loss 0.00014\n", + " Batches 3401-3600 in 0.30 sec, Step size: 0.00698, Training loss 0.00013\n", + " Batches 3601-3800 in 0.30 sec, Step size: 0.00684, Training loss 0.00012\n", + " Batches 3801-4000 in 0.31 sec, Step size: 0.00670, Training loss 0.00012\n", + " Batches 4001-4200 in 0.31 sec, Step size: 0.00657, Training loss 0.00011\n", + " Batches 4201-4400 in 0.31 sec, Step size: 0.00644, Training loss 0.00011\n", + " Batches 4401-4600 in 0.31 sec, Step size: 0.00631, Training loss 0.00010\n", + " Batches 4601-4800 in 0.32 sec, Step size: 0.00619, Training loss 0.00010\n", + "Stopping as mean training loss 0.00010 is below tolerance 0.00010.\n", + "Excluding fixed points with squared speed above tolerance 0.00010.\n", + " Kept 254/400 fixed points with tolerance under 0.000100.\n", + "Excluding non-unique fixed points.\n", + " Kept 254/254 unique fixed points with uniqueness tolerance 0.025000.\n", + "Sorting fixed points slowest first.\n", + "Adding noise to fixed point candidates.\n", + "Optimizing to find fixed points.\n", + " Batches 1-200 in 0.37 sec, Step size: 0.00980, Training loss 0.01323\n", + " Batches 201-400 in 0.31 sec, Step size: 0.00961, Training loss 0.00570\n", + " Batches 401-600 in 0.31 sec, Step size: 0.00942, Training loss 0.00356\n", + " Batches 601-800 in 0.31 sec, Step size: 0.00923, Training loss 0.00258\n", + " Batches 801-1000 in 0.31 sec, Step size: 0.00905, Training loss 0.00202\n", + " Batches 1001-1200 in 0.31 sec, Step size: 0.00887, Training loss 0.00166\n", + " Batches 1201-1400 in 0.31 sec, Step size: 0.00869, Training loss 0.00141\n", + " Batches 1401-1600 in 0.31 sec, Step size: 0.00852, Training loss 0.00123\n", + " Batches 1601-1800 in 0.30 sec, Step size: 0.00835, Training loss 0.00109\n", + " Batches 1801-2000 in 0.31 sec, Step size: 0.00819, Training loss 0.00097\n", + " Batches 2001-2200 in 0.31 sec, Step size: 0.00803, Training loss 0.00088\n", + " Batches 2201-2400 in 0.31 sec, Step size: 0.00787, Training loss 0.00081\n", + " Batches 2401-2600 in 0.30 sec, Step size: 0.00771, Training loss 0.00075\n", + " Batches 2601-2800 in 0.30 sec, Step size: 0.00756, Training loss 0.00070\n", + " Batches 2801-3000 in 0.31 sec, Step size: 0.00741, Training loss 0.00065\n", + " Batches 3001-3200 in 0.29 sec, Step size: 0.00726, Training loss 0.00062\n", + " Batches 3201-3400 in 0.27 sec, Step size: 0.00712, Training loss 0.00058\n", + " Batches 3401-3600 in 0.27 sec, Step size: 0.00698, Training loss 0.00055\n", + " Batches 3601-3800 in 0.27 sec, Step size: 0.00684, Training loss 0.00053\n", + " Batches 3801-4000 in 0.27 sec, Step size: 0.00670, Training loss 0.00050\n", + " Batches 4001-4200 in 0.27 sec, Step size: 0.00657, Training loss 0.00048\n", + " Batches 4201-4400 in 0.27 sec, Step size: 0.00644, Training loss 0.00046\n", + " Batches 4401-4600 in 0.27 sec, Step size: 0.00631, Training loss 0.00044\n", + " Batches 4601-4800 in 0.27 sec, Step size: 0.00619, Training loss 0.00043\n", + " Batches 4801-5000 in 0.27 sec, Step size: 0.00607, Training loss 0.00041\n", + " Batches 5001-5200 in 0.27 sec, Step size: 0.00595, Training loss 0.00040\n", + " Batches 5201-5400 in 0.28 sec, Step size: 0.00583, Training loss 0.00039\n", + " Batches 5401-5600 in 0.28 sec, Step size: 0.00571, Training loss 0.00037\n", + " Batches 5601-5800 in 0.28 sec, Step size: 0.00560, Training loss 0.00036\n", + " Batches 5801-6000 in 0.27 sec, Step size: 0.00549, Training loss 0.00035\n", + " Batches 6001-6200 in 0.27 sec, Step size: 0.00538, Training loss 0.00035\n", + " Batches 6201-6400 in 0.27 sec, Step size: 0.00527, Training loss 0.00034\n", + " Batches 6401-6600 in 0.27 sec, Step size: 0.00517, Training loss 0.00033\n", + " Batches 6601-6800 in 0.27 sec, Step size: 0.00507, Training loss 0.00032\n", + " Batches 6801-7000 in 0.28 sec, Step size: 0.00497, Training loss 0.00032\n", + " Batches 7001-7200 in 0.27 sec, Step size: 0.00487, Training loss 0.00031\n", + " Batches 7201-7400 in 0.28 sec, Step size: 0.00477, Training loss 0.00030\n", + " Batches 7401-7600 in 0.27 sec, Step size: 0.00468, Training loss 0.00030\n", + " Batches 7601-7800 in 0.28 sec, Step size: 0.00458, Training loss 0.00029\n", + " Batches 7801-8000 in 0.27 sec, Step size: 0.00449, Training loss 0.00029\n", + " Batches 8001-8200 in 0.28 sec, Step size: 0.00440, Training loss 0.00028\n", + " Batches 8201-8400 in 0.28 sec, Step size: 0.00432, Training loss 0.00028\n", + " Batches 8401-8600 in 0.28 sec, Step size: 0.00423, Training loss 0.00027\n", + " Batches 8601-8800 in 0.28 sec, Step size: 0.00415, Training loss 0.00027\n", + " Batches 8801-9000 in 0.27 sec, Step size: 0.00407, Training loss 0.00027\n", + " Batches 9001-9200 in 0.29 sec, Step size: 0.00399, Training loss 0.00026\n", + " Batches 9201-9400 in 0.28 sec, Step size: 0.00391, Training loss 0.00026\n", + " Batches 9401-9600 in 0.28 sec, Step size: 0.00383, Training loss 0.00026\n", + " Batches 9601-9800 in 0.28 sec, Step size: 0.00375, Training loss 0.00025\n", + " Batches 9801-10000 in 0.27 sec, Step size: 0.00368, Training loss 0.00025\n", + "Excluding fixed points with squared speed above tolerance 0.00001.\n", + " Kept 0/400 fixed points with tolerance under 0.000010.\n", + "Adding noise to fixed point candidates.\n", + "Optimizing to find fixed points.\n", + " Batches 1-200 in 0.33 sec, Step size: 0.00980, Training loss 0.00543\n", + " Batches 201-400 in 0.27 sec, Step size: 0.00961, Training loss 0.00210\n", + " Batches 401-600 in 0.27 sec, Step size: 0.00942, Training loss 0.00118\n", + " Batches 601-800 in 0.27 sec, Step size: 0.00923, Training loss 0.00077\n", + " Batches 801-1000 in 0.27 sec, Step size: 0.00905, Training loss 0.00055\n", + " Batches 1001-1200 in 0.27 sec, Step size: 0.00887, Training loss 0.00042\n", + " Batches 1201-1400 in 0.27 sec, Step size: 0.00869, Training loss 0.00034\n", + " Batches 1401-1600 in 0.27 sec, Step size: 0.00852, Training loss 0.00028\n", + " Batches 1601-1800 in 0.27 sec, Step size: 0.00835, Training loss 0.00024\n", + " Batches 1801-2000 in 0.27 sec, Step size: 0.00819, Training loss 0.00020\n", + " Batches 2001-2200 in 0.27 sec, Step size: 0.00803, Training loss 0.00018\n", + " Batches 2201-2400 in 0.27 sec, Step size: 0.00787, Training loss 0.00016\n", + " Batches 2401-2600 in 0.27 sec, Step size: 0.00771, Training loss 0.00014\n", + " Batches 2601-2800 in 0.27 sec, Step size: 0.00756, Training loss 0.00013\n", + " Batches 2801-3000 in 0.27 sec, Step size: 0.00741, Training loss 0.00012\n", + " Batches 3001-3200 in 0.27 sec, Step size: 0.00726, Training loss 0.00011\n", + " Batches 3201-3400 in 0.27 sec, Step size: 0.00712, Training loss 0.00010\n", + " Batches 3401-3600 in 0.27 sec, Step size: 0.00698, Training loss 0.00010\n", + "Stopping as mean training loss 0.00010 is below tolerance 0.00010.\n", + "Excluding fixed points with squared speed above tolerance 0.00010.\n", + " Kept 261/400 fixed points with tolerance under 0.000100.\n", + "Excluding non-unique fixed points.\n", + " Kept 261/261 unique fixed points with uniqueness tolerance 0.025000.\n", + "Sorting fixed points slowest first.\n", + "Adding noise to fixed point candidates.\n", + "Optimizing to find fixed points.\n", + " Batches 1-200 in 0.35 sec, Step size: 0.00980, Training loss 0.01332\n", + " Batches 201-400 in 0.29 sec, Step size: 0.00961, Training loss 0.00586\n", + " Batches 401-600 in 0.27 sec, Step size: 0.00942, Training loss 0.00369\n", + " Batches 601-800 in 0.28 sec, Step size: 0.00923, Training loss 0.00268\n", + " Batches 801-1000 in 0.27 sec, Step size: 0.00905, Training loss 0.00209\n", + " Batches 1001-1200 in 0.28 sec, Step size: 0.00887, Training loss 0.00171\n", + " Batches 1201-1400 in 0.28 sec, Step size: 0.00869, Training loss 0.00144\n", + " Batches 1401-1600 in 0.27 sec, Step size: 0.00852, Training loss 0.00125\n", + " Batches 1601-1800 in 0.28 sec, Step size: 0.00835, Training loss 0.00110\n", + " Batches 1801-2000 in 0.27 sec, Step size: 0.00819, Training loss 0.00098\n", + " Batches 2001-2200 in 0.28 sec, Step size: 0.00803, Training loss 0.00088\n", + " Batches 2201-2400 in 0.28 sec, Step size: 0.00787, Training loss 0.00081\n", + " Batches 2401-2600 in 0.28 sec, Step size: 0.00771, Training loss 0.00074\n", + " Batches 2601-2800 in 0.27 sec, Step size: 0.00756, Training loss 0.00069\n", + " Batches 2801-3000 in 0.27 sec, Step size: 0.00741, Training loss 0.00064\n", + " Batches 3001-3200 in 0.27 sec, Step size: 0.00726, Training loss 0.00060\n", + " Batches 3201-3400 in 0.27 sec, Step size: 0.00712, Training loss 0.00057\n", + " Batches 3401-3600 in 0.29 sec, Step size: 0.00698, Training loss 0.00054\n", + " Batches 3601-3800 in 0.28 sec, Step size: 0.00684, Training loss 0.00051\n", + " Batches 3801-4000 in 0.28 sec, Step size: 0.00670, Training loss 0.00049\n", + " Batches 4001-4200 in 0.28 sec, Step size: 0.00657, Training loss 0.00047\n", + " Batches 4201-4400 in 0.28 sec, Step size: 0.00644, Training loss 0.00045\n", + " Batches 4401-4600 in 0.28 sec, Step size: 0.00631, Training loss 0.00043\n", + " Batches 4601-4800 in 0.28 sec, Step size: 0.00619, Training loss 0.00042\n", + " Batches 4801-5000 in 0.28 sec, Step size: 0.00607, Training loss 0.00040\n", + " Batches 5001-5200 in 0.28 sec, Step size: 0.00595, Training loss 0.00039\n", + " Batches 5201-5400 in 0.28 sec, Step size: 0.00583, Training loss 0.00038\n", + " Batches 5401-5600 in 0.27 sec, Step size: 0.00571, Training loss 0.00037\n", + " Batches 5601-5800 in 0.27 sec, Step size: 0.00560, Training loss 0.00036\n", + " Batches 5801-6000 in 0.28 sec, Step size: 0.00549, Training loss 0.00035\n", + " Batches 6001-6200 in 0.28 sec, Step size: 0.00538, Training loss 0.00034\n", + " Batches 6201-6400 in 0.29 sec, Step size: 0.00527, Training loss 0.00033\n", + " Batches 6401-6600 in 0.27 sec, Step size: 0.00517, Training loss 0.00032\n", + " Batches 6601-6800 in 0.27 sec, Step size: 0.00507, Training loss 0.00032\n", + " Batches 6801-7000 in 0.28 sec, Step size: 0.00497, Training loss 0.00031\n", + " Batches 7001-7200 in 0.29 sec, Step size: 0.00487, Training loss 0.00030\n", + " Batches 7201-7400 in 0.27 sec, Step size: 0.00477, Training loss 0.00030\n", + " Batches 7401-7600 in 0.27 sec, Step size: 0.00468, Training loss 0.00029\n", + " Batches 7601-7800 in 0.27 sec, Step size: 0.00458, Training loss 0.00029\n", + " Batches 7801-8000 in 0.27 sec, Step size: 0.00449, Training loss 0.00028\n", + " Batches 8001-8200 in 0.27 sec, Step size: 0.00440, Training loss 0.00028\n", + " Batches 8201-8400 in 0.27 sec, Step size: 0.00432, Training loss 0.00027\n", + " Batches 8401-8600 in 0.27 sec, Step size: 0.00423, Training loss 0.00027\n", + " Batches 8601-8800 in 0.27 sec, Step size: 0.00415, Training loss 0.00027\n", + " Batches 8801-9000 in 0.27 sec, Step size: 0.00407, Training loss 0.00026\n", + " Batches 9001-9200 in 0.27 sec, Step size: 0.00399, Training loss 0.00026\n", + " Batches 9201-9400 in 0.27 sec, Step size: 0.00391, Training loss 0.00025\n", + " Batches 9401-9600 in 0.27 sec, Step size: 0.00383, Training loss 0.00025\n", + " Batches 9601-9800 in 0.27 sec, Step size: 0.00375, Training loss 0.00025\n", + " Batches 9801-10000 in 0.27 sec, Step size: 0.00368, Training loss 0.00025\n", + "Excluding fixed points with squared speed above tolerance 0.00001.\n", + " Kept 1/400 fixed points with tolerance under 0.000010.\n", + "Excluding non-unique fixed points.\n", + "Sorting fixed points slowest first.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XnCkDj_p_aTm", + "executionInfo": { + "status": "ok", + "timestamp": 1596989930350, + "user_tz": 420, + "elapsed": 1523, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "42da0838-ed55-4f68-ab99-465b2923b3eb", + "colab": { + "height": 492 + } + }, + "source": [ + "f1 = plt.figure(figsize=(7,3.5))\n", + "\n", + "for eidx, rnn_fun in enumerate(rnn_funs):\n", + " for tol in fp_tols: \n", + " plt.semilogy(fps_by_example[eidx][tol]['losses']); \n", + " plt.xlabel('Fixed point #')\n", + " plt.ylabel('Fixed point loss');\n", + " plt.legend(fp_tols)\n", + "plt.title('Fixed point loss by fixed point (sorted) and stop tolerance')\n", + "\n", + "f2 = plt.figure(figsize=(7,3))\n", + "pidx = 1\n", + "nfp_tols = len(fp_tols)\n", + "for eidx, rnn_fun in enumerate(rnn_funs):\n", + " fp_loss_fun = get_fp_loss_fun(rnn_fun)\n", + " for tol_idx, tol in enumerate(fp_tols):\n", + " plt.hist(np.log10(fp_loss_fun(fps_by_example[eidx][tol]['fps'])), 50);\n", + " plt.xlabel('log10(FP loss)')\n", + " plt.title('Tolerance: ' + str(tol));\n", + "plt.ylabel('Counts');" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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g5syZfPDBB6HEKEnSmWu0uNi/qZz9X5WHkqAqXEl0UiTmXjGk9Y5BFSWoU1VR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\niyEIAh4+fKhcM5SoI+GIkUjHEhISMH78eADA3LlzlaEUFxe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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "H-DF3SoVoy0T", + "executionInfo": { + "status": "ok", + "timestamp": 1596989955640, + "user_tz": 420, + "elapsed": 21026, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "e67371fd-68d4-43e4-8f59-89d5f751310d", + "colab": { + "height": 34 + } + }, + "source": [ + "# Sort the best fixed points by projection onto the readoud.\n", + "out_W = params['dec_rnn']['affine']['w']\n", + "out_b = params['dec_rnn']['affine']['b']\n", + "\n", + "eig_decomps_by_example = {}\n", + "\n", + "for eidx, rnn_fun in enumerate(tqdm(rnn_funs)):\n", + " best_tol = fp_tols[0]\n", + " fps = fps_by_example[eidx][best_tol]['fps']\n", + " if fps.shape[0] > 0:\n", + " fp_readouts = np.squeeze(np.dot(out_W, fps.T) + np.expand_dims(out_b, axis=1))\n", + " fp_ro_sidxs = np.argsort(fp_readouts)\n", + " sorted_fp_readouts = fp_readouts[fp_ro_sidxs]\n", + " sorted_fps = fps[fp_ro_sidxs]\n", + " jacs = compute_jacobians(rnn_fun, sorted_fps)\n", + " eig_decomps = compute_eigenvalue_decomposition(jacs, sort_by='real', do_compute_lefts=True)\n", + " eig_decomps_by_example[eidx] = eig_decomps" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "100%|██████████| 3/3 [00:20<00:00, 6.86s/it]\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nwpEfahQpTHZ", + "executionInfo": { + "status": "ok", + "timestamp": 1596989958201, + "user_tz": 420, + "elapsed": 1872, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "aef79e99-2331-462e-c059-3866f54428b0", + "colab": { + "height": 304 + } + }, + "source": [ + "x = np.linspace(-1, 1, 1000)\n", + "plt.figure(figsize=(15, 15))\n", + "for eidx, rnn_fun in enumerate(rnn_funs):\n", + " eig_decomps = eig_decomps_by_example[eidx]\n", + " plt.subplot(3, 3, eidx+1)\n", + "\n", + " plt.plot(x, np.sqrt(1-x**2), 'k', alpha=0.25)\n", + " plt.plot(x, -np.sqrt(1-x**2), 'k', alpha=0.25)\n", + " for fpidx, eig_decomp in enumerate(eig_decomps):\n", + " evals = eig_decomp['evals']\n", + " plt.plot(np.real(evals), np.imag(evals), 'bo', ms=2, alpha=0.25)\n", + "\n", + " plt.axis('square');\n", + " plt.title(f'Example {eidx}')\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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MDQ3BaDTCYrGguLg4K+9PutkUjZi921ubRCKBubk5+P3+pGc7GAwuMrjy8vKg1WpRWFiY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ZlMpsns/oyADZyNG2EgyzIuzmXLMjNvnZ3w6Dnz9tGPIvMmSZmZN1Yo4ls2fnIJkIz33MaNII3p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\nVIzV1vKze/pp/v2zn+VzzpwB3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dRTp5Q0rfzTaoeBh8Pc4OGwctycTpY7ZWSQcJaWSF4H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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6-uIY_96mjj7" + }, + "source": [ + "# Analysis" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4v9aP6V3ir1w", + "executionInfo": { + "status": "ok", + "timestamp": 1596989965462, + "user_tz": 420, + "elapsed": 465, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "23717780-9522-49cf-df05-4739afa79715", + "colab": { + "height": 67 + } + }, + "source": [ + "dec_hidden_dim = hps['dec_rnn']['rnn']['hidden_dim']\n", + "pca_data = np.reshape(states['dec'], (-1, dec_hidden_dim))\n", + "pca = PCA(n_components=3).fit(pca_data)\n", + "\n", + "Q, R = np.linalg.qr(np.concatenate((out_W, pca.components_), axis=0).T)\n", + "P = Q[:,:3] # Not sure how to treat pca mean and output biases here.\n", + "P = P[:, [1,2, 0]]\n", + "P[:, 1] = -P[:, 1]\n", + "transform = lambda x_nb: np.dot(x_nb, P)\n", + "\n", + "normed_readout = out_W / np.linalg.norm(out_W)\n", + "np.dot(pca.components_, normed_readout.T)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[0.05074516],\n", + " [0.01568363],\n", + " [0.0916041 ]], dtype=float32)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 113 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vyTvRoBcmvLd", + "executionInfo": { + "status": "ok", + "timestamp": 1596989966809, + "user_tz": 420, + "elapsed": 830, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "4ed7424d-bb8e-41c1-d234-8b170a801d06", + "colab": { + "height": 271 + } + }, + "source": [ + "fig = plt.figure(figsize=(15, 15));\n", + "for eidx, _ in enumerate(rnn_funs):\n", + " all_fps = fps_by_example[eidx]\n", + " ax = fig.add_subplot(3,3, eidx+1, projection='3d');\n", + "\n", + " max_fps_to_plot = 2000\n", + " sizes = [50, 500]\n", + " alpha = 0.5\n", + " if True:\n", + " for tol, size in zip(fp_tols[0:], sizes[0:]):\n", + "\n", + " hstars = np.reshape(all_fps[tol]['fps'], (-1, dec_hidden_dim))\n", + " hstar_pca = transform(hstars)\n", + " \n", + " marker_style = dict(marker='.', s=size, edgecolor='none', alpha=1.0)\n", + " #color = np.abs(eig_decomps_by_example[eidx]['evals'][0]) > 1.0\n", + " emax = hstar_pca.shape[0]\n", + " ax.scatter(hstar_pca[0:emax,0], hstar_pca[0:emax,1], hstar_pca[0:emax,2], \n", + " cmap='RdYlGn', **marker_style);\n", + "\n", + " alpha = 0.5\n", + " tidx1 = 0\n", + " tidx2 = hps['dec_rnn']['rnn']['ntime']\n", + "\n", + " if True:\n", + " h_pca = transform(states['dec'][eidx,:,:])\n", + " ax.plot3D(h_pca[tidx1:tidx2,0], \n", + " h_pca[tidx1:tidx2,1],\n", + " h_pca[tidx1:tidx2,2], '--o', c=[1.0, 0.0, 0.0, alpha]) \n", + " \n", + " if True:\n", + " ax.set_xlabel('PC1')\n", + " ax.set_ylabel('PC2')\n", + " ax.set_zlabel('wO')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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nJxUz9Jkg0dci7RNutxstLS1xey4Te9fTCeTnMzuUzvHpiil5ZioVZrMZ73zn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1m9ejVXXnmlx59DTSgUCiS71c3NqLBByCPzcRgLyJn3GCBRlbaHy7RapIAAFNu3Izt3Dtsrr9QP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\nvlUVTRQp0+vxuP3EXHY4S7R3A3G//ILBb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jQZ45HcQzHn/gbrP+/gqccfBYLxvaKiAlEU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\nYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lxP-yaR74aTj", + "executionInfo": { + "status": "ok", + "timestamp": 1596989971678, + "user_tz": 420, + "elapsed": 655, + "user": { + "displayName": "David Sussillo", + "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gi3xPf9e04h4b9Eqb-9DXMfOER7KahB3vjczJCCoA=s64", + "userId": "06017873545326089175" + } + }, + "outputId": "c824021d-d4d4-400b-b808-3609cc84e6bf", + "colab": { + "height": 846 + } + }, + "source": [ + "fig = plt.figure(figsize=(15, 15));\n", + "ax = fig.add_subplot(1, 1, 1, projection='3d');\n", + "\n", + "for eidx, _ in enumerate(rnn_funs):\n", + " all_fps = fps_by_example[eidx]\n", + "\n", + " max_fps_to_plot = 2000\n", + " sizes = [1, 200]\n", + " alpha = 0.5\n", + " if True:\n", + " for tol, size in zip(fp_tols[0:], sizes[0:]):\n", + "\n", + " hstars = np.reshape(all_fps[tol]['fps'], (-1, dec_hidden_dim))\n", + " hstar_pca = transform(hstars)\n", + " \n", + " marker_style = dict(marker='.', s=size, edgecolor='none', alpha=1.0)\n", + " \n", + " emax = hstar_pca.shape[0]\n", + " ax.scatter(hstar_pca[0:emax,0], hstar_pca[0:emax,1], hstar_pca[0:emax,2], \n", + " cmap='RdYlGn', **marker_style);\n", + "\n", + " alpha = 0.25\n", + " tidx1 = 0\n", + " tidx2 = hps['dec_rnn']['rnn']['ntime']\n", + "\n", + " if True:\n", + " h_pca = transform(states['dec'][eidx,:,:])\n", + " ax.plot3D(h_pca[tidx1:tidx2,0], \n", + " h_pca[tidx1:tidx2,1],\n", + " h_pca[tidx1:tidx2,2], '--o', c=[1.0, 0.0, 0.0, alpha]) \n", + " \n", + " if True:\n", + " ax.set_xlabel('PC1')\n", + " ax.set_ylabel('PC2')\n", + " ax.set_zlabel('wO')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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Kgu3tbaysrOD27du4cOGCb+OQ6bo4jeFKTgxT1SkXrnK5HHRdx97eHhRFwYULF4oOEuZ1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FYgEgHb2wvw4t/vB3p7QfiqamUlty5CQPt8XNBwTc0t0XOSCCQE1NISEAxyc1inbDpTXAd5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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "VgTmYZc-ks-t" + }, + "source": [ + " if False:\n", + " hstar_pca = pca.transform(sorted_fps)\n", + " \n", + " marker_style = dict(marker='.', s=size, edgecolor='none', alpha=1.0)\n", + " \n", + " emax = hstar_pca.shape[0]\n", + " ax.scatter(hstar_pca[0:emax,0], hstar_pca[0:emax,1], hstar_pca[0:emax,2], \n", + " c=sorted_fps_stability[0:emax], **marker_style);" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file