Files
attentive-neural-processes/smartmeters-ANP-RNN-mcdropout.ipynb
T
2020-03-01 11:48:14 +08:00

1306 lines
607 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# This notebook tests ANP-RNN + MC Dropout \n",
"\n",
"Ideally a NP should learn uncertainty, but it may also be overconfident. In neural network monte carlo dropout often provides a more robust uncertainty. Here I compare it and find that the uncertainty from MCLoss improved the validation loss when added to the models estimation of uncertainty."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:30.092975Z",
"start_time": "2020-02-16T09:00:27.666631Z"
}
},
"outputs": [],
"source": [
"import sys, re, os, itertools, functools, collections\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import collections\n",
"from pathlib import Path\n",
"from tqdm.auto import tqdm\n",
"\n",
"import optuna\n",
"import pytorch_lightning as pl\n",
"from optuna.integration import PyTorchLightningPruningCallback\n",
"\n",
"\n",
"import math\n",
"%matplotlib inline\n",
"%reload_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:30.146529Z",
"start_time": "2020-02-16T09:00:30.096030Z"
}
},
"outputs": [],
"source": [
"import logging\n",
"logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n",
"logger = logging.getLogger(\"RANP.ipynb\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:30.199286Z",
"start_time": "2020-02-16T09:00:30.150700Z"
}
},
"outputs": [],
"source": [
"import torch\n",
"from torch import nn\n",
"import torch.nn.functional as F"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:30.310063Z",
"start_time": "2020-02-16T09:00:30.202401Z"
}
},
"outputs": [],
"source": [
"from src.models.model import LatentModel\n",
"from src.data.smart_meter import collate_fns, SmartMeterDataSet, get_smartmeter_df\n",
"from src.plot import plot_from_loader\n",
"from src.models.lightning_anp import LatentModelPL\n",
"from src.dict_logger import DictLogger"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:30.360614Z",
"start_time": "2020-02-16T09:00:30.312650Z"
}
},
"outputs": [],
"source": [
"# Params\n",
"device='cuda'\n",
"use_logy=False"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load kaggle smart meter data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:39.230592Z",
"start_time": "2020-02-16T09:00:30.363005Z"
}
},
"outputs": [],
"source": [
"df_train, df_test = get_smartmeter_df()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:39.842350Z",
"start_time": "2020-02-16T09:00:39.232526Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f54f3a23a90>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Show split\n",
"df_train['energy(kWh/hh)'].plot(label='train')\n",
"df_test['energy(kWh/hh)'].plot(label='test')\n",
"plt.title('energy(kWh/hh)')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Train helpers"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-27T23:41:43.464247Z",
"start_time": "2020-01-27T23:41:43.410516Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:39.896626Z",
"start_time": "2020-02-16T09:00:39.845286Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"now run `tensorboard --logdir /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn-mcdropout\n"
]
}
],
"source": [
"PERCENT_TEST_EXAMPLES = 0.5\n",
"# EPOCHS = 5\n",
"DIR = Path(os.getcwd())\n",
"MODEL_DIR = DIR/ 'optuna_result'/ 'anp-rnn-mcdropout'\n",
"name = 'anp-rnn-mcdropout' # study name\n",
"MODEL_DIR.mkdir(parents=True, exist_ok=True)\n",
"print(f\"now run `tensorboard --logdir {MODEL_DIR}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:00:40.074950Z",
"start_time": "2020-02-16T09:00:39.899504Z"
}
},
"outputs": [],
"source": [
"def main(trial, train=True): \n",
" checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
"\n",
" # The default logger in PyTorch Lightning writes to event files to be consumed by\n",
" # TensorBoard. We create a simple logger instead that holds the log in memory so that the\n",
" # final accuracy can be obtained after optimization. When using the default logger, the\n",
" # final accuracy could be stored in an attribute of the `Trainer` instead.\n",
" logger = DictLogger(MODEL_DIR, name=\"anp-rnn\", version=trial.number)\n",
"\n",
" trainer = pl.Trainer(\n",
" logger=logger,\n",
" val_percent_check=PERCENT_TEST_EXAMPLES,\n",
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
" checkpoint_callback=checkpoint_callback,\n",
" max_epochs=trial.params['max_nb_epochs'],\n",
" gpus=-1 if torch.cuda.is_available() else None,\n",
" early_stop_callback=PyTorchLightningPruningCallback(trial, monitor='val_loss')\n",
" )\n",
" model = LatentModelPL(trial.params)\n",
" if train:\n",
" trainer.fit(model)\n",
" \n",
" return model, trainer\n",
"\n",
"\n",
"def add_sugg(trial):\n",
" \n",
" trial.suggest_loguniform(\"learning_rate\", 1e-5, 1e-2)\n",
"\n",
" trial.suggest_categorical(\"hidden_dim\", [8*2**i for i in range(6)])\n",
" trial.suggest_categorical(\"latent_dim\", [8*2**i for i in range(6)])\n",
" \n",
" trial.suggest_int(\"attention_layers\", 1, 4)\n",
" trial.suggest_categorical(\"n_latent_encoder_layers\", [1, 2, 4, 8])\n",
" trial.suggest_categorical(\"n_det_encoder_layers\", [1, 2, 4, 8])\n",
" trial.suggest_categorical(\"n_decoder_layers\", [1, 2, 4, 8])\n",
"\n",
" trial.suggest_categorical(\"dropout\", [0, 0.2, 0.5])\n",
" trial.suggest_categorical(\"attention_dropout\", [0, 0.2, 0.5])\n",
"\n",
" trial.suggest_categorical(\n",
" \"latent_enc_self_attn_type\", ['uniform', 'multihead', 'ptmultihead']\n",
" )\n",
" trial.suggest_categorical(\"det_enc_self_attn_type\", ['uniform', 'multihead', 'ptmultihead'])\n",
" trial.suggest_categorical(\"det_enc_cross_attn_type\", ['uniform', 'multihead', 'ptmultihead'])\n",
"\n",
" trial.suggest_categorical(\"batchnorm\", [False, True])\n",
" trial.suggest_categorical(\"use_self_attn\", [False, True])\n",
" trial.suggest_categorical(\"use_lvar\", [False, True])\n",
" trial.suggest_categorical(\"use_deterministic_path\", [False, True])\n",
" trial.suggest_categorical(\"use_rnn\", [True, False])\n",
"\n",
" # training specific (for this model)\n",
" trial.suggest_uniform(\"min_std\", 0.005, 0.005)\n",
" trial.suggest_int(\"grad_clip\", 40, 40)\n",
" trial.suggest_int(\"num_context\", 24 * 4, 24 * 4)\n",
" trial.suggest_int(\"num_extra_target\", 24*4, 24*4)\n",
" trial.suggest_int(\"max_nb_epochs\", 10, 10)\n",
" trial.suggest_int(\"num_workers\", 3, 3)\n",
" trial.suggest_int(\"batch_size\", 16, 16)\n",
" trial.suggest_int(\"num_heads\", 8, 8)\n",
"\n",
" trial.suggest_int(\"x_dim\", 17, 17)\n",
" trial.suggest_int(\"y_dim\", 1, 1)\n",
" trial.suggest_int(\"vis_i\", 670, 670)\n",
" \n",
" trial.suggest_categorical(\"context_in_target\", [True, True])\n",
" \n",
" return trial\n",
"\n",
"def objective(trial):\n",
" # see https://github.com/optuna/optuna/blob/cf6f02d/examples/pytorch_lightning_simple.py\n",
" \n",
" trial = add_sugg(trial)\n",
" \n",
" print('trial', trial.number, 'params', trial.params)\n",
" \n",
" \n",
" # PyTorch Lightning will try to restore model parameters from previous trials if checkpoint\n",
" # filenames match. Therefore, the filenames for each trial must be made unique.\n",
" model, trainer = main(trial)\n",
" \n",
" # also report to tensorboard & print\n",
" print('logger.metrics', model.logger.metrics[-1:])\n",
" model.logger.experiment.add_hparams(trial.params, model.logger.metrics[-1])\n",
" \n",
" return model.logger.metrics[-1]['val_loss']\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Default params"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T09:01:17.405062Z",
"start_time": "2020-02-16T09:01:17.348144Z"
}
},
"outputs": [],
"source": [
"default_params = {\n",
" 'attention_dropout': 0,\n",
" 'attention_layers': 2,\n",
" 'batch_size': 16,\n",
" 'batchnorm': False,\n",
" 'det_enc_cross_attn_type': 'multihead',\n",
" 'det_enc_self_attn_type': 'uniform',\n",
" 'dropout': 0,\n",
" 'grad_clip': 40,\n",
" 'hidden_dim': 128,\n",
" 'latent_dim': 128,\n",
" 'latent_enc_self_attn_type': 'uniform',\n",
" 'learning_rate': 0.002,\n",
" 'max_nb_epochs': 10,\n",
" 'min_std': 0.005,\n",
" 'n_decoder_layers': 4,\n",
" 'n_det_encoder_layers': 4,\n",
" 'n_latent_encoder_layers': 2,\n",
" 'num_context': 24*4,\n",
" 'num_extra_target': 24*4,\n",
" 'num_heads': 8,\n",
" 'num_workers': 3,\n",
" 'use_deterministic_path': True,\n",
" 'use_lvar': True,\n",
" 'use_self_attn': True,\n",
" 'vis_i': '670',\n",
" 'x_dim': 17,\n",
" 'y_dim': 1,\n",
" 'use_rnn': False,\n",
" 'context_in_target': True\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T07:16:14.744691Z",
"start_time": "2020-02-16T07:16:14.694113Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-15T07:05:44.545917Z",
"start_time": "2020-02-15T07:05:44.487280Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Train ANP-RNN"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-15T07:40:36.819548Z",
"start_time": "2020-02-15T07:40:07.785566Z"
}
},
"source": [
"# ANP-RNN 2"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:25.833579Z",
"start_time": "2020-02-16T10:55:26.906110Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:root:gpu available: True, used: True\n",
"INFO:root:VISIBLE GPUS: 0\n",
"INFO:root:\n",
" Name Type Params\n",
"0 model LatentModel 3 M\n",
"1 model._lstm LSTM 807 K\n",
"2 model._latent_encoder LatentEncoder 394 K\n",
"3 model._latent_encoder._input_layer Linear 66 K\n",
"4 model._latent_encoder._encoder ModuleList 131 K\n",
".. ... ... ...\n",
"70 model._decoder._decoder.3.linear Linear 262 K\n",
"71 model._decoder._decoder.3.act ReLU 0 \n",
"72 model._decoder._decoder.3.dropout Dropout2d 0 \n",
"73 model._decoder._mean Linear 513 \n",
"74 model._decoder._std Linear 513 \n",
"\n",
"[75 rows x 3 columns]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 0, {'val_loss': '1.547433614730835', 'val/kl': '0.5002708435058594', 'val/mse': '0.258502334356308', 'val/std': '0.9986149072647095'}\n",
"\r"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "62d9177407374e1d9157858532ab1736",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 2194, {'val_loss': '-0.7450954914093018', 'val/kl': '0.003384896321222186', 'val/mse': '0.013488266617059708', 'val/std': '0.12421879172325134'}\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 4389, {'val_loss': '-1.314606785774231', 'val/kl': '0.0010940443025901914', 'val/mse': '0.006733658257871866', 'val/std': '0.06799031049013138'}\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 6584, {'val_loss': '-1.2472330331802368', 'val/kl': '0.00047912346781231463', 'val/mse': '0.007364457473158836', 'val/std': '0.06327439844608307'}\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 8779, {'val_loss': '-0.7295200228691101', 'val/kl': '0.00029361346969380975', 'val/mse': '0.013804015703499317', 'val/std': '0.06340480595827103'}\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 10974, {'val_loss': '-0.6619825959205627', 'val/kl': '0.00017249824304599315', 'val/mse': '0.012649530544877052', 'val/std': '0.05861051008105278'}\n",
"Epoch 4: reducing learning rate of group 0 to 2.0000e-04.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:root:Epoch 00005: early stopping\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:root:\n",
" Name Type Params\n",
"0 model LatentModel 3 M\n",
"1 model._lstm LSTM 807 K\n",
"2 model._latent_encoder LatentEncoder 394 K\n",
"3 model._latent_encoder._input_layer Linear 66 K\n",
"4 model._latent_encoder._encoder ModuleList 131 K\n",
".. ... ... ...\n",
"70 model._decoder._decoder.3.linear Linear 262 K\n",
"71 model._decoder._decoder.3.act ReLU 0 \n",
"72 model._decoder._decoder.3.dropout Dropout2d 0 \n",
"73 model._decoder._mean Linear 513 \n",
"74 model._decoder._std Linear 513 \n",
"\n",
"[75 rows x 3 columns]\n",
"INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn-mcdropout/anp-rnn-mcdropout/version_31/chk/_ckpt_epoch_1.ckpt\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "519efcd9fa694a2eaa2f3485c60686fc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"step 4389, {'val_loss': '-1.314606785774231', 'val/kl': '0.0010940443025901914', 'val/mse': '0.006733658257871866', 'val/std': '0.06799031049013138'}\n",
"\n",
"None\n"
]
}
],
"source": [
"name = 'anp-rnn-mcdropout'\n",
"\n",
"params =default_params.copy()\n",
"params.update({\n",
" 'det_enc_cross_attn_type': 'ptmultihead',\n",
" 'det_enc_self_attn_type': 'uniform',\n",
" 'latent_enc_self_attn_type': 'uniform',\n",
" 'dropout': 0.2,\n",
" 'hidden_dim': 128*2,\n",
" 'latent_dim': 128*2, \n",
" 'use_deterministic_path': False,\n",
" 'use_rnn': True,\n",
"})\n",
"trial = optuna.trial.FixedTrial(params)\n",
"trial = add_sugg(trial)\n",
"trial.number = 31\n",
"\n",
"checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
"\n",
"logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n",
"\n",
"trainer = pl.Trainer(\n",
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
" checkpoint_callback=checkpoint_callback,\n",
" max_epochs=trial.params['max_nb_epochs'],\n",
" gpus=-1 if torch.cuda.is_available() else None,\n",
" early_stop_callback=True\n",
")\n",
"model = LatentModelPL(trial.params)\n",
"\n",
"trainer.fit(model)\n",
"\n",
"# plot, main metric\n",
"loader = model.val_dataloader()[0]\n",
"vis_i=670\n",
"plot_from_loader(loader, model, i=vis_i)\n",
"\n",
"print(trainer.test(model))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-15T07:01:21.281138Z",
"start_time": "2020-02-15T07:01:20.834255Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:25.889159Z",
"start_time": "2020-02-16T11:15:25.836460Z"
},
"scrolled": true
},
"outputs": [],
"source": [
"# # plot lots of metrics\n",
"# loader = model.val_dataloader()[0]\n",
"# for i in range(0, len(loader), 10):\n",
"# plot_from_loader(loader, model, i=i)\n",
"# plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-15T07:00:04.268233Z",
"start_time": "2020-02-15T06:57:58.700Z"
},
"scrolled": true
},
"source": [
"# MCDropout test\n",
"\n",
"https://towardsdatascience.com/bayesian-deep-learning-with-fastai-how-not-to-be-uncertain-about-your-uncertainty-6a99d1aa686e\n",
"\n",
"We will apply mcdropout by:\n",
"- replacing dropout with a class that will still be on during test\n",
"- doing multiple inference"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:25.941789Z",
"start_time": "2020-02-16T11:15:25.891856Z"
}
},
"outputs": [],
"source": [
"from typing import Callable\n",
"\n",
"def convert_layers(model:nn.Module, original:nn.Module, value: bool):\n",
" \"\"\"\n",
" Turn dropout on\n",
" \"\"\"\n",
" for child_name, child in model.named_children():\n",
" if isinstance(child, original):\n",
"# print(child, 'from', child.training, 'to', value)\n",
" child.train(value)\n",
" \n",
" else:\n",
" convert_layers(child, original, value)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T08:09:11.284347Z",
"start_time": "2020-02-16T08:09:11.231084Z"
},
"scrolled": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:26.016952Z",
"start_time": "2020-02-16T11:15:25.944670Z"
}
},
"outputs": [],
"source": [
"from src.plot import plot_rows\n",
"loader = model.val_dataloader()[0]\n",
"device = next(model.parameters()).device\n",
"\n",
"# Get data\n",
"i = 670\n",
"data = loader.collate_fn([loader.dataset[i]], sample=False)\n",
"data = [d.to(device) for d in data]\n",
"context_x, context_y, target_x_extra, target_y_extra = data\n",
"target_x = target_x_extra\n",
"target_y = target_y_extra\n",
"\n",
"# for plotting\n",
"x_rows, y_rows = loader.dataset.get_rows(i)\n",
"max_num_context = context_x.shape[1]\n",
"y_context_rows = y_rows[:max_num_context]\n",
"y_target_extra_rows = y_rows[max_num_context:]\n",
"dt = y_target_extra_rows.index[0]\n",
"y_target_rows = y_rows"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:26.343443Z",
"start_time": "2020-02-16T11:15:26.019286Z"
}
},
"outputs": [],
"source": [
"# do MCDropout estimation\n",
"model.eval()\n",
"convert_layers(model, torch.nn.modules.dropout.Dropout2d, True)\n",
"model.model._lstm.train()\n",
"\n",
"y_preds = []\n",
"y_stds = []\n",
"with torch.no_grad():\n",
" for i in range(10):\n",
" y_pred, kl, loss_test, loss_mse, y_std = model(context_x, context_y, target_x, target_y)\n",
" y_preds.append(y_pred.cpu().numpy())\n",
" y_stds.append(y_std.cpu().numpy())\n",
"\n",
"y_stds = np.stack(y_stds)\n",
"y_preds = np.stack(y_preds)\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:26.396973Z",
"start_time": "2020-02-16T11:15:26.345706Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"predicted std 0.09 \n",
"std of std 0.02 \n",
"mcdropout of mean 0.03\n"
]
}
],
"source": [
"# Lets add variation to std, since it it's unsure.. std should be higher. Although this is small\n",
"# When it's unsure of the mean, we will also add that, this is large\n",
"# This is just a quick and dirty uncalibrated one sure, we could use\n",
"y_std = y_stds.mean(0) + y_stds.std(0) + y_preds.std(0)\n",
"y_std = y_preds.std(0)\n",
"print(f'predicted std {y_stds.mean():2.2f} \\nstd of std {y_stds.std(0).mean():2.2f} \\nmcdropout of mean {y_preds.std(0).mean():2.2f}')\n",
"y_pred = y_preds.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:26.745949Z",
"start_time": "2020-02-16T11:15:26.399277Z"
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# with 3 sources of uncertainrty: model output and std of mean\n",
"y_std = y_stds.mean(0) + y_preds.std(0)\n",
"plot_rows(\n",
" y_target_rows,\n",
" y_context_rows,\n",
" y_pred,\n",
" y_std,\n",
" legend=False\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:27.190055Z",
"start_time": "2020-02-16T11:15:26.749414Z"
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Try without MCDropout\n",
"model.eval()\n",
"with torch.no_grad():\n",
" y_pred, kl, loss_test, loss_mse, y_std = model(context_x, context_y, target_x, target_y)\n",
"\n",
"plot_rows(\n",
" y_target_rows,\n",
" y_context_rows,\n",
" y_pred.detach().cpu().numpy(),\n",
" y_std.detach().cpu().numpy(),\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T08:13:21.017398Z",
"start_time": "2020-02-16T08:13:20.967852Z"
}
},
"source": [
"## Full test"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:27.240181Z",
"start_time": "2020-02-16T11:15:27.192477Z"
}
},
"outputs": [],
"source": [
"from src.plot import plot_rows"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:27.302421Z",
"start_time": "2020-02-16T11:15:27.242730Z"
}
},
"outputs": [],
"source": [
"\n",
"\n",
"def eval_mc(model, loader, i):\n",
" loader = model.val_dataloader()[0]\n",
" device = next(model.parameters()).device\n",
"\n",
" data = loader.collate_fn([loader.dataset[i]], sample=False)\n",
" data = [d.to(device) for d in data]\n",
" context_x, context_y, target_x_extra, target_y_extra = data\n",
" target_x = target_x_extra\n",
" target_y = target_y_extra\n",
"\n",
" # do MCDropout estimation\n",
" model.eval()\n",
" convert_layers(model, torch.nn.modules.dropout.Dropout2d, True)\n",
" model.model._lstm.train()\n",
"\n",
" y_preds = []\n",
" y_stds = []\n",
" with torch.no_grad():\n",
" for i in range(n_mcdropout):\n",
" y_pred, kl, loss_test, loss_mse, y_std = model(context_x, context_y, target_x, target_y)\n",
" y_preds.append(y_pred)\n",
" y_stds.append(y_std)\n",
" y_stds = torch.stack(y_stds)\n",
" y_preds = torch.stack(y_preds)\n",
"\n",
"\n",
" mean = y_preds.mean(0)\n",
" sigma = y_stds.mean(0)\n",
"\n",
" dist = torch.distributions.Normal(mean, sigma)\n",
" log_p = dist.log_prob(target_y).mean(-1)\n",
" loss_mc = - log_p\n",
"\n",
"\n",
" # Try without MCDropout\n",
" model.eval()\n",
" with torch.no_grad():\n",
" y_pred, kl, loss_test, loss_mse, y_std = model(context_x, context_y, target_x, target_y)\n",
"\n",
" dist = torch.distributions.Normal(y_pred, y_std)\n",
" log_p = dist.log_prob(target_y).mean(-1)\n",
" loss = - log_p \n",
"\n",
" return loss_mc.cpu(), loss.cpu()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:15:27.352098Z",
"start_time": "2020-02-16T11:15:27.304762Z"
}
},
"outputs": [],
"source": [
"n_mcdropout=10\n",
"n_steps=300"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:17:04.923091Z",
"start_time": "2020-02-16T11:15:27.354467Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9134c8055b234ae6a9a6351ebf1b605b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# Get data\n",
"inds = np.random.randint(0, len(loader.dataset), n_steps)\n",
"\n",
"losses_mc = []\n",
"losses = []\n",
"for i in tqdm(inds):\n",
" loss_mc, loss = eval_mc(model, loader, i)\n",
" losses_mc.append(loss_mc)\n",
" losses.append(loss)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T11:17:04.986099Z",
"start_time": "2020-02-16T11:17:04.925659Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lower is better, validation loss\n",
"MCDropout: -1.48\n",
"Inference: -1.31\n"
]
}
],
"source": [
"loss_mc = torch.stack(losses_mc).mean()\n",
"loss = torch.stack(losses).mean()\n",
"print(f\"Lower is better, validation loss\")\n",
"print(f\"MCDropout: {loss_mc:2.2f}\")\n",
"print(f\"Inference: {loss:2.2f}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that we get a better (lower) loss when we not only use the models estimate of the loss, but we take a step back and add an estimate of how unsure the model behaves. \n",
"\n",
"There are remaining sources of uncertainty that are not reflected in how the model behaviour varies with dropout.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-16T13:45:00.767510Z",
"start_time": "2020-02-16T13:45:00.758163Z"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'loss' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-1-de191f53719d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'loss' is not defined"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"file_extension": ".py",
"kernelspec": {
"display_name": "jup3.7.3",
"language": "python",
"name": "jup3.7.3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
},
"mimetype": "text/x-python",
"name": "python",
"npconvert_exporter": "python",
"pygments_lexer": "ipython3",
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {
"height": "calc(100% - 180px)",
"left": "10px",
"top": "150px",
"width": "384px"
},
"toc_section_display": true,
"toc_window_display": true
},
"version": 3
},
"nbformat": 4,
"nbformat_minor": 2
}