mirror of
https://github.com/wassname/pytorch-transformer-ts.git
synced 2026-06-27 16:46:28 +08:00
1316 lines
790 KiB
Plaintext
1316 lines
790 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "d4aa17d8",
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"from matplotlib import pyplot as plt\n",
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"import matplotlib.dates as mdates\n",
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"\n",
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"from itertools import islice\n",
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"import pickle\n",
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"from dataclasses import dataclass\n",
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"from functools import lru_cache, partial"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "a45a0a88",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"from pandas.tseries.frequencies import to_offset\n",
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"\n",
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"from pytorch_lightning.utilities.model_summary import summarize\n",
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"from datasets import load_dataset\n",
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"from datasets.iterable_dataset import RandomlyCyclingMultiSourcesExamplesIterable\n",
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"\n",
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"\n",
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"from gluonts.evaluation import make_evaluation_predictions, Evaluator\n",
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"from gluonts.dataset.common import ListDataset\n",
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"from gluonts.dataset.repository.datasets import get_dataset\n",
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"from gluonts.dataset.common import ListDataset, Dataset, DatasetCollection, Cached\n",
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"from gluonts.time_feature import (\n",
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" time_features_from_frequency_str,\n",
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" TimeFeature,\n",
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" SecondOfMinute,\n",
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" MinuteOfHour,\n",
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" HourOfDay,\n",
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" DayOfWeek,\n",
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" DayOfMonth,\n",
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" WeekOfYear,\n",
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" MonthOfYear,\n",
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" DayOfYear,\n",
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")\n",
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"from gluonts.dataset.field_names import FieldName\n",
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"from gluonts.transform import (\n",
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" AddAgeFeature,\n",
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" AddTimeFeatures,\n",
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" Chain,\n",
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")\n",
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"\n",
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"from estimator import TransformerEstimator"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "505f21df",
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"metadata": {},
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"outputs": [],
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"source": [
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"time_features = [\n",
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" MinuteOfHour(),\n",
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" HourOfDay(),\n",
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" DayOfWeek(),\n",
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" DayOfMonth(),\n",
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" WeekOfYear(),\n",
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" MonthOfYear(),\n",
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" DayOfYear(),\n",
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"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "3d58768c",
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"metadata": {},
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"outputs": [],
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"source": [
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"@lru_cache\n",
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"def as_period(val, freq):\n",
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" return pd.Period(val, freq)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "b139cbdf",
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"metadata": {},
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"outputs": [],
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"source": [
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"@dataclass\n",
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"class GluontsDataset(Dataset):\n",
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" def __init__(self, dataset, freq, prediction_length=24) -> None:\n",
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" super().__init__()\n",
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" transform = Chain([\n",
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" AddTimeFeatures(\n",
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" start_field=FieldName.START,\n",
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" target_field=FieldName.TARGET,\n",
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" output_field=FieldName.FEAT_TIME,\n",
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" time_features=time_features,\n",
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" pred_length=prediction_length,\n",
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" ),\n",
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" AddAgeFeature(\n",
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" target_field=FieldName.TARGET,\n",
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" output_field=FieldName.FEAT_AGE,\n",
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" pred_length=prediction_length,\n",
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" log_scale=True,\n",
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" ),\n",
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" ])\n",
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"\n",
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" self.dataset = Cached(transform.apply(dataset))\n",
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" self.freq = to_offset(freq)\n",
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" self.prediction_length = prediction_length\n",
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"\n",
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" def __iter__(self):\n",
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" for data in self.dataset:\n",
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" if len(data[FieldName.TARGET]) > self.prediction_length:\n",
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" yield {\n",
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" FieldName.START: as_period(data[FieldName.START], self.freq),\n",
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" FieldName.TARGET: data[FieldName.TARGET],\n",
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" FieldName.FEAT_TIME: np.stack(data[FieldName.FEAT_TIME], 0),\n",
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" FieldName.FEAT_AGE: np.stack(data[FieldName.FEAT_AGE], 0),\n",
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" FieldName.ITEM_ID: data[FieldName.ITEM_ID],\n",
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" }\n",
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"\n",
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" def __len__(self):\n",
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" return len(self.dataset)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "bc84b117",
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"metadata": {},
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"outputs": [],
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"source": [
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"prediction_length = 24"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "6d78a5c6",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_1 = get_dataset(\"electricity\")\n",
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"train_ds_1 = GluontsDataset(dataset_1.train, dataset_1.metadata.freq, prediction_length)\n",
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"test_ds_1 = GluontsDataset(dataset_1.test, dataset_1.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "4e7a8119",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_2 = get_dataset(\"traffic\")\n",
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"train_ds_2 = GluontsDataset(dataset_2.train, dataset_2.metadata.freq, prediction_length)\n",
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"test_ds_2 = GluontsDataset(dataset_2.test, dataset_2.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "4a3efb88",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_3 = get_dataset(\"m4_hourly\")\n",
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"train_ds_3 = GluontsDataset(dataset_3.train, dataset_3.metadata.freq, prediction_length)\n",
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"test_ds_3 = GluontsDataset(dataset_3.test, dataset_3.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "d29cf22d",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_4 = get_dataset(\"m4_daily\")\n",
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"train_ds_4 = GluontsDataset(dataset_4.train, dataset_4.metadata.freq, prediction_length)\n",
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"test_ds_4 = GluontsDataset(dataset_4.test, dataset_4.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "dde1b70c",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_5 = get_dataset(\"m4_weekly\")\n",
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"train_ds_5 = GluontsDataset(dataset_5.train, dataset_5.metadata.freq, prediction_length)\n",
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"test_ds_5 = GluontsDataset(dataset_5.test, dataset_5.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "1eb1cbc9",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_6 = get_dataset(\"m4_monthly\")\n",
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"train_ds_6 = GluontsDataset(dataset_6.train, dataset_6.metadata.freq, prediction_length)\n",
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"test_ds_6 = GluontsDataset(dataset_6.test, dataset_6.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "9429b206",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_7 = get_dataset(\"m4_quarterly\")\n",
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"train_ds_7 = GluontsDataset(dataset_7.train, dataset_7.metadata.freq, prediction_length)\n",
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"test_ds_7 = GluontsDataset(dataset_7.test, dataset_7.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "a6d9d647",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_8 = get_dataset(\"solar-energy\")\n",
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"train_ds_8 = GluontsDataset(dataset_8.train, dataset_8.metadata.freq, prediction_length)\n",
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"test_ds_8 = GluontsDataset(dataset_8.test, dataset_8.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "d0f663f7",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_9 = get_dataset(\"nn5_daily_with_missing\")\n",
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"train_ds_9 = GluontsDataset(dataset_9.train, dataset_9.metadata.freq, prediction_length)\n",
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"test_ds_9 = GluontsDataset(dataset_9.test, dataset_9.metadata.freq, prediction_length)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 44,
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"id": "8c853817",
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"metadata": {},
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"outputs": [],
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"source": [
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"#train_ds_list = [train_ds_1, train_ds_2, train_ds_3, train_ds_4, train_ds_5, train_ds_6, train_ds_7, train_ds_8, train_ds_9]\n",
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"\n",
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"train_ds_list = [ train_ds_7, train_ds_9]\n",
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"\n",
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"train_ds_size = np.array([len(ds) for ds in train_ds_list])\n",
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"raw_weights = 1/train_ds_size\n",
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"normalization_factor = 1/sum(raw_weights)\n",
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"probabilities = raw_weights * normalization_factor"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 48,
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"id": "545883a9",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"array([0.00460371, 0.99539629])"
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]
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},
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"execution_count": 48,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"probabilities"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 81,
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"id": "7a98a862",
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"metadata": {},
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"outputs": [],
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"source": [
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"train_ds = RandomlyCyclingMultiSourcesExamplesIterable(train_ds_list,\n",
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" generator=np.random.default_rng(),\n",
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" probabilities=[7/8, 1/8],\n",
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"\n",
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" )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"id": "06bfb217",
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"metadata": {},
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"outputs": [],
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"source": [
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"#val_ds = ListDataset(dataset[\"validation\"], freq=freq)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "1fa6850b",
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"metadata": {},
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"outputs": [],
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"source": [
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"test_ds = DatasetCollection([test_ds_1, test_ds_2, test_ds_3, test_ds_4, test_ds_5, test_ds_6, test_ds_7, test_ds_8, test_ds_9], interleave=False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 82,
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"id": "af7a6f6f",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/utilities/parsing.py:261: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n",
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" rank_zero_warn(\n",
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"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/accelerator_connector.py:445: LightningDeprecationWarning: Setting `Trainer(gpus=1)` is deprecated in v1.7 and will be removed in v2.0. Please use `Trainer(accelerator='gpu', devices=1)` instead.\n",
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" rank_zero_deprecation(\n",
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"Using bfloat16 Automatic Mixed Precision (AMP)\n",
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"GPU available: True (cuda), used: True\n",
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"TPU available: False, using: 0 TPU cores\n",
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"IPU available: False, using: 0 IPUs\n",
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"HPU available: False, using: 0 HPUs\n",
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"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/configuration_validator.py:117: PossibleUserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n",
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" rank_zero_warn(\n",
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"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
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"\n",
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" | Name | Type | Params\n",
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"-------------------------------------------\n",
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"0 | model | TransformerModel | 36.2 K\n",
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"-------------------------------------------\n",
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"36.2 K Trainable params\n",
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"0 Non-trainable params\n",
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"36.2 K Total params\n",
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"0.145 Total estimated model params size (MB)\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "8ab6b22b4477465bb1bd951d47743ca8",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"Training: 0it [00:00, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Epoch 0, global step 200: 'train_loss' reached 4.98559 (best 4.98559), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=0-step=200.ckpt' as top 1\n",
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"Epoch 1, global step 400: 'train_loss' reached 4.47942 (best 4.47942), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=1-step=400.ckpt' as top 1\n",
|
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"Epoch 2, global step 600: 'train_loss' reached 4.36116 (best 4.36116), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=2-step=600.ckpt' as top 1\n",
|
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"Epoch 3, global step 800: 'train_loss' reached 4.28687 (best 4.28687), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=3-step=800.ckpt' as top 1\n",
|
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"Epoch 4, global step 1000: 'train_loss' reached 4.22772 (best 4.22772), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=4-step=1000.ckpt' as top 1\n",
|
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"Epoch 5, global step 1200: 'train_loss' reached 4.16680 (best 4.16680), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=5-step=1200.ckpt' as top 1\n",
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"Epoch 6, global step 1400: 'train_loss' reached 4.14488 (best 4.14488), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=6-step=1400.ckpt' as top 1\n",
|
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"Epoch 7, global step 1600: 'train_loss' reached 4.10531 (best 4.10531), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=7-step=1600.ckpt' as top 1\n",
|
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"Epoch 8, global step 1800: 'train_loss' reached 4.08252 (best 4.08252), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=8-step=1800.ckpt' as top 1\n",
|
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"Epoch 9, global step 2000: 'train_loss' was not in top 1\n",
|
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"Epoch 10, global step 2200: 'train_loss' reached 4.05890 (best 4.05890), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=10-step=2200.ckpt' as top 1\n",
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"Epoch 11, global step 2400: 'train_loss' reached 4.03204 (best 4.03204), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=11-step=2400.ckpt' as top 1\n",
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"Epoch 12, global step 2600: 'train_loss' reached 4.02067 (best 4.02067), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=12-step=2600.ckpt' as top 1\n",
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"Epoch 13, global step 2800: 'train_loss' reached 4.00615 (best 4.00615), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=13-step=2800.ckpt' as top 1\n",
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"Epoch 14, global step 3000: 'train_loss' reached 4.00166 (best 4.00166), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=14-step=3000.ckpt' as top 1\n",
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"Epoch 15, global step 3200: 'train_loss' reached 3.98328 (best 3.98328), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=15-step=3200.ckpt' as top 1\n",
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"Epoch 16, global step 3400: 'train_loss' was not in top 1\n",
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"Epoch 17, global step 3600: 'train_loss' reached 3.96038 (best 3.96038), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=17-step=3600.ckpt' as top 1\n",
|
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"Epoch 18, global step 3800: 'train_loss' was not in top 1\n",
|
|
"Epoch 19, global step 4000: 'train_loss' was not in top 1\n",
|
|
"Epoch 20, global step 4200: 'train_loss' was not in top 1\n",
|
|
"Epoch 21, global step 4400: 'train_loss' reached 3.95034 (best 3.95034), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=21-step=4400.ckpt' as top 1\n",
|
|
"Epoch 22, global step 4600: 'train_loss' reached 3.94359 (best 3.94359), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=22-step=4600.ckpt' as top 1\n",
|
|
"Epoch 23, global step 4800: 'train_loss' reached 3.94168 (best 3.94168), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=23-step=4800.ckpt' as top 1\n",
|
|
"Epoch 24, global step 5000: 'train_loss' reached 3.91740 (best 3.91740), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=24-step=5000.ckpt' as top 1\n",
|
|
"Epoch 25, global step 5200: 'train_loss' reached 3.90801 (best 3.90801), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=25-step=5200.ckpt' as top 1\n",
|
|
"Epoch 26, global step 5400: 'train_loss' was not in top 1\n",
|
|
"Epoch 27, global step 5600: 'train_loss' reached 3.89735 (best 3.89735), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/transformer/lightning_logs/version_231/checkpoints/epoch=27-step=5600.ckpt' as top 1\n",
|
|
"Epoch 28, global step 5800: 'train_loss' was not in top 1\n",
|
|
"Epoch 29, global step 6000: 'train_loss' was not in top 1\n",
|
|
"Epoch 30, global step 6200: 'train_loss' was not in top 1\n",
|
|
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/trainer.py:653: UserWarning: Detected KeyboardInterrupt, attempting graceful shutdown...\n",
|
|
" rank_zero_warn(\"Detected KeyboardInterrupt, attempting graceful shutdown...\")\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"estimator = TransformerEstimator(\n",
|
|
" prediction_length=prediction_length,\n",
|
|
" context_length=prediction_length*10,\n",
|
|
" time_features=time_features,\n",
|
|
" lags_seq=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 24, 30, 31, 60,],\n",
|
|
"\n",
|
|
" nhead=2,\n",
|
|
" num_encoder_layers=6,\n",
|
|
" num_decoder_layers=2,\n",
|
|
" dim_feedforward=16,\n",
|
|
" activation=\"gelu\",\n",
|
|
"\n",
|
|
" scaling=True,\n",
|
|
"\n",
|
|
" batch_size=256,\n",
|
|
" num_batches_per_epoch=200,\n",
|
|
" trainer_kwargs=dict(max_epochs=100, accelerator='auto', gpus=1, precision=\"bf16\"),\n",
|
|
" )\n",
|
|
" \n",
|
|
"predictor = estimator.train(\n",
|
|
" training_data=train_ds,\n",
|
|
" num_workers=8,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 88,
|
|
"id": "610179ad",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"forecast_it, ts_it = make_evaluation_predictions(\n",
|
|
" dataset=test_ds_7, \n",
|
|
" predictor=predictor\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 89,
|
|
"id": "ca85b39b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"tss = list(ts_it)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"id": "4335cfe4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Running evaluation: 23999it [00:00, 25530.68it/s]\n",
|
|
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pandas/core/dtypes/cast.py:1181: UserWarning: Warning: converting a masked element to nan.\n",
|
|
" return arr.astype(dtype, copy=True)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"forecasts = list(forecast_it)\n",
|
|
"evaluator = Evaluator()\n",
|
|
"agg_metrics, ts_metrics = evaluator(iter(tss), iter(forecasts))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 91,
|
|
"id": "addfc7ad",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'MSE': 6089164.112834062,\n",
|
|
" 'abs_error': 862829152.6037445,\n",
|
|
" 'abs_target_sum': 3281838171.394043,\n",
|
|
" 'abs_target_mean': 5697.873125606003,\n",
|
|
" 'seasonal_error': 449.9906981187095,\n",
|
|
" 'MASE': inf,\n",
|
|
" 'MAPE': 0.3499003577156683,\n",
|
|
" 'sMAPE': 0.24937755122297217,\n",
|
|
" 'MSIS': inf,\n",
|
|
" 'QuantileLoss[0.1]': 714553109.3695533,\n",
|
|
" 'Coverage[0.1]': 0.5964380460296957,\n",
|
|
" 'QuantileLoss[0.2]': 844497634.3922973,\n",
|
|
" 'Coverage[0.2]': 0.6849903468200064,\n",
|
|
" 'QuantileLoss[0.3]': 894367273.6482055,\n",
|
|
" 'Coverage[0.3]': 0.737357112101893,\n",
|
|
" 'QuantileLoss[0.4]': 896646554.0141907,\n",
|
|
" 'Coverage[0.4]': 0.7752875119796658,\n",
|
|
" 'QuantileLoss[0.5]': 862829152.3864899,\n",
|
|
" 'Coverage[0.5]': 0.806266233315277,\n",
|
|
" 'QuantileLoss[0.6]': 792564839.6213562,\n",
|
|
" 'Coverage[0.6]': 0.8307099601372281,\n",
|
|
" 'QuantileLoss[0.7]': 696374384.7592316,\n",
|
|
" 'Coverage[0.7]': 0.8563308193396947,\n",
|
|
" 'QuantileLoss[0.8]': 564508307.537567,\n",
|
|
" 'Coverage[0.8]': 0.8822277317110436,\n",
|
|
" 'QuantileLoss[0.9]': 383830228.334552,\n",
|
|
" 'Coverage[0.9]': 0.911419920274456,\n",
|
|
" 'RMSE': 2467.6231707523866,\n",
|
|
" 'NRMSE': 0.4330779426560047,\n",
|
|
" 'ND': 0.2629103287677455,\n",
|
|
" 'wQuantileLoss[0.1]': 0.21772953815880233,\n",
|
|
" 'wQuantileLoss[0.2]': 0.2573245816181045,\n",
|
|
" 'wQuantileLoss[0.3]': 0.2725202240146718,\n",
|
|
" 'wQuantileLoss[0.4]': 0.2732147373474292,\n",
|
|
" 'wQuantileLoss[0.5]': 0.2629103287015464,\n",
|
|
" 'wQuantileLoss[0.6]': 0.24150028070539947,\n",
|
|
" 'wQuantileLoss[0.7]': 0.21219034833257153,\n",
|
|
" 'wQuantileLoss[0.8]': 0.17200979391917365,\n",
|
|
" 'wQuantileLoss[0.9]': 0.11695586689197124,\n",
|
|
" 'mean_absolute_QuantileLoss': 738907942.673716,\n",
|
|
" 'mean_wQuantileLoss': 0.2251506332988522,\n",
|
|
" 'MAE_Coverage': 0.2867808535232178,\n",
|
|
" 'OWA': nan}"
|
|
]
|
|
},
|
|
"execution_count": 91,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"agg_metrics"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 92,
|
|
"id": "ce167bca",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 1440x1080 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(20, 15))\n",
|
|
"date_formater = mdates.DateFormatter('%b, %d')\n",
|
|
"plt.rcParams.update({'font.size': 15})\n",
|
|
"\n",
|
|
"for idx, (forecast, ts) in islice(enumerate(zip(forecasts, tss)),9):\n",
|
|
" ax = plt.subplot(3, 3, idx+1)\n",
|
|
"\n",
|
|
" plt.plot(ts[-4 * prediction_length:].to_timestamp(), label=\"target\", )\n",
|
|
" forecast.plot( color='g')\n",
|
|
" plt.xticks(rotation=60)\n",
|
|
"\n",
|
|
"plt.gcf().tight_layout()\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"id": "74c4f161",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'MSE': 6377855.327358201,\n",
|
|
" 'abs_error': 805831889.9328613,\n",
|
|
" 'abs_target_sum': 3281838171.394043,\n",
|
|
" 'abs_target_mean': 5697.873125606003,\n",
|
|
" 'seasonal_error': 449.9906981187095,\n",
|
|
" 'MASE': inf,\n",
|
|
" 'MAPE': 0.32008362023628983,\n",
|
|
" 'sMAPE': 0.2694727060621601,\n",
|
|
" 'MSIS': inf,\n",
|
|
" 'QuantileLoss[0.1]': 459036993.23896635,\n",
|
|
" 'Coverage[0.1]': 0.3643953914746448,\n",
|
|
" 'QuantileLoss[0.2]': 601372778.1569703,\n",
|
|
" 'Coverage[0.2]': 0.4192188563412364,\n",
|
|
" 'QuantileLoss[0.3]': 697959345.8917251,\n",
|
|
" 'Coverage[0.3]': 0.45909030931844386,\n",
|
|
" 'QuantileLoss[0.4]': 764659020.0878601,\n",
|
|
" 'Coverage[0.4]': 0.4944910899065239,\n",
|
|
" 'QuantileLoss[0.5]': 805831889.460434,\n",
|
|
" 'Coverage[0.5]': 0.528377918524383,\n",
|
|
" 'QuantileLoss[0.6]': 823117551.84935,\n",
|
|
" 'Coverage[0.6]': 0.5607230162367877,\n",
|
|
" 'QuantileLoss[0.7]': 811753930.8299179,\n",
|
|
" 'Coverage[0.7]': 0.5997020709196217,\n",
|
|
" 'QuantileLoss[0.8]': 763773000.9127625,\n",
|
|
" 'Coverage[0.8]': 0.6463272775254525,\n",
|
|
" 'QuantileLoss[0.9]': 655477418.9614197,\n",
|
|
" 'Coverage[0.9]': 0.711137269608456,\n",
|
|
" 'RMSE': 2525.441610364057,\n",
|
|
" 'NRMSE': 0.44322531490124417,\n",
|
|
" 'ND': 0.24554284758975914,\n",
|
|
" 'wQuantileLoss[0.1]': 0.13987191606220453,\n",
|
|
" 'wQuantileLoss[0.2]': 0.1832426666856404,\n",
|
|
" 'wQuantileLoss[0.3]': 0.21267329753655992,\n",
|
|
" 'wQuantileLoss[0.4]': 0.232997174191271,\n",
|
|
" 'wQuantileLoss[0.5]': 0.24554284744580707,\n",
|
|
" 'wQuantileLoss[0.6]': 0.2508099147069492,\n",
|
|
" 'wQuantileLoss[0.7]': 0.2473473365949379,\n",
|
|
" 'wQuantileLoss[0.8]': 0.2327271976937031,\n",
|
|
" 'wQuantileLoss[0.9]': 0.1997287449073058,\n",
|
|
" 'mean_absolute_QuantileLoss': 709220214.3766007,\n",
|
|
" 'mean_wQuantileLoss': 0.21610456620270876,\n",
|
|
" 'MAE_Coverage': 0.13863154791943488,\n",
|
|
" 'OWA': nan}"
|
|
]
|
|
},
|
|
"execution_count": 129,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"agg_metrics"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 130,
|
|
"id": "3d4d4b14",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1440x1080 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(20, 15))\n",
|
|
"date_formater = mdates.DateFormatter('%b, %d')\n",
|
|
"plt.rcParams.update({'font.size': 15})\n",
|
|
"\n",
|
|
"for idx, (forecast, ts) in islice(enumerate(zip(forecasts, tss)),9):\n",
|
|
" ax = plt.subplot(3, 3, idx+1)\n",
|
|
"\n",
|
|
" plt.plot(ts[-4 * prediction_length:].to_timestamp(), label=\"target\", )\n",
|
|
" forecast.plot( color='g')\n",
|
|
" plt.xticks(rotation=60)\n",
|
|
"\n",
|
|
"plt.gcf().tight_layout()\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f3e9c192",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Scaling Experiments\n",
|
|
"\n",
|
|
"We keep the individual layers of the Transformer unchanged: i.e. \n",
|
|
"* the model dimension: context window (effecting lag features);\n",
|
|
"* the width of the feed-forward layer `dim_feedforward=16`; \n",
|
|
"* the number of attention heads `nhead=2`;\n",
|
|
"* the categorical feature embedding dimension;\n",
|
|
"* and distribution head.\n",
|
|
"\n",
|
|
"We examine the change in the test-set metrics as the number of parameters increases with the following three depth scaling approaches:\n",
|
|
"1. Encoder Scaling: vary the `num_encoder_layers` while `num_decoder_layers` is kept fixed;\n",
|
|
"1. Decoder Scaling: vary the `num_decoder_layers` while the `num_encoder_layers` is kept fixed;\n",
|
|
"1. Symmetric Scaling: vary both the `num_encoder_layers` and `num_decoder_layers` but kept equal."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"id": "5411bad5",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"layers = [2, 4, 8, 12, 16, 20, 24, 28, 32, 36, 40, 48, 56, 64]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9c54e512",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Encoder Scaling"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "9b68016d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"enc_metrics = []\n",
|
|
"for layer in layers:\n",
|
|
" estimator = TransformerEstimator(\n",
|
|
" prediction_length=prediction_length,\n",
|
|
" context_length=prediction_length*10,\n",
|
|
" time_features=time_features,\n",
|
|
"\n",
|
|
" nhead=2,\n",
|
|
" num_encoder_layers=layer,\n",
|
|
" num_decoder_layers=4,\n",
|
|
" dim_feedforward=16,\n",
|
|
" activation=\"gelu\",\n",
|
|
"\n",
|
|
"\n",
|
|
" batch_size=256,\n",
|
|
" num_batches_per_epoch=100,\n",
|
|
" trainer_kwargs=dict(max_epochs=10, accelerator='auto', gpus=1, precision=\"bf16\"),\n",
|
|
" )\n",
|
|
" \n",
|
|
" predictor = estimator.train(\n",
|
|
" training_data=train_ds,\n",
|
|
" num_workers=8,\n",
|
|
" shuffle_buffer_length=1024\n",
|
|
" )\n",
|
|
" \n",
|
|
" forecast_it, ts_it = make_evaluation_predictions(\n",
|
|
" dataset=test_ds, \n",
|
|
" predictor=predictor\n",
|
|
" )\n",
|
|
" forecasts = list(forecast_it)\n",
|
|
" \n",
|
|
" if layer == layers[0]:\n",
|
|
" tss = list(ts_it)\n",
|
|
" \n",
|
|
" evaluator = Evaluator()\n",
|
|
" agg_metrics, _ = evaluator(iter(tss), iter(forecasts))\n",
|
|
" agg_metrics[\"trainable_parameters\"] = summarize(estimator.create_lightning_module()).trainable_parameters\n",
|
|
" enc_metrics.append(agg_metrics.copy())\n",
|
|
" \n",
|
|
"with open(\"elec_enc_metrics.pkl\", \"wb\") as fp:\n",
|
|
" pickle.dump(enc_metrics, fp)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "2a0bc6a8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open(\"elec_enc_metrics.pkl\", \"rb\") as fp:\n",
|
|
" enc_metrics = pickle.load(fp)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "87875548",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Encoder Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in enc_metrics],\n",
|
|
" [metrics[\"mean_wQuantileLoss\"] for metrics in enc_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"CRPS\")\n",
|
|
"plt.title(\"Encoder Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "bc9a04af",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Encoder Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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p9A0YdhxvcjoUpdQ4aTIIAoE8rdTTsumTiYoQtpSdcjoUpdQ4aTIIAmX17URHClPTEpwOZVSTYqNYMjWVLaWaDJQKNpoMgkBpfTvT0ycRHRn4f13LC9PZU9VCW3ef06EopcYh8N9dlDWTKLC7iAYtL0xnwGV453ij06EopcZBk0GA6xtwceJUYE8r9XTOtMnEREXw9lHtKlIqmGgyCHAVjZ30DZigSQZx0ZGcMy1VB5GVCjKaDALc6ZlEAb7GwNNFhRnsP9lKc2ev06EopcZIk0GAK7XWGARKqcuxWF6YjjGwtUzHDZQKFpoMAlxpXTuZSbEkx0U7HcqYLc5PJT46kq3aVTQmHT39uo2HcpxtyUBEficidSKyd5RzVohIiYjsE5HX7YolmA1uUBdMYqIiWFYwWd/gxuiRLSf45EPbOFSjxYGUc+xsGTwMrBrpoIikAr8C1hljFgI32BhLUDLGBPwGdSNZXpjO4dp2Gtp7nA4l4L17wr19x1MlVQ5HosKZbcnAGLMZGK3T+JPAE8aYcuv8OrtiCVanOnpp6eoLymRwUWEGgHYVeWGMoaTCnQw27KrW4kDKMU6OGcwBJovIayLyroh8dqQTReQLIrJDRHbU19f7MURnBXJ1M2+K8pJJjI3ibd2aYlSVTV00tPeydFoqlU1dvFfe7HRIKkw5mQyigHOBtcDVwF0iMme4E40xDxpjlhljlmVmZvozRkcFywZ1w4mKjOCCGWls1WQwqpKKZgC+cfU8YqIieHpXtbMBqbDlZDKoBDYZYzqMMQ3AZmCxg/EEnNL6duKiI8hLiXc6lAlZXphOWUMHNS3dTocSsHaWNxNrDbhfMS+LZ3afpH/A5XRYKgw5mQyeAj4kIlEikgBcABxwMJ6AU1rfzsyMRCIiArPUpTcXzkwHYEuZzioaSUlFE4vyU4iOjGDd4jwa2nt09bZyhJ1TSx8DtgBzRaRSRG4WkVtF5FYAY8wB4HlgN7Ad+I0xZsRpqOGotL49KMcLBi3ITSYlPlq3tB5Bb7+LvdWtLJmaCsBl87JIio1iQ4l2FSn/i7LrwsaYG8dwzr3AvXbFEMy6+waobOrio+fkOx3KhEVECBfOTNNB5BEcONlKb7+LpdMmA+59na5amMPze2u4+7oi4qIjHY5QhRNdgRygjjV0YEzgl7r05qLCDCqbuqho7HQ6lIAzOHg82DIAWL8kj7aefl47FD6z5lRg0GQQoEqDpO6xN8sLrXEDbR2cYWd5E1lJseSmxJ3+2UWF6WQkxrBhly5AU/6lySBAldZ1IAIzMoJvWqmn2VmJZCTG6KDoMEoqmlk6LRWR9ycIREVGsLY4l5cP1Gm1OOVXmgwCVGl9O1NS44mPCe5+YxHhwpnpbCk9patrPTR29HL8VCdLpk4+49i6JXn09Lt4YV+tA5GpcKXJIECVNbQHfRfRoOWF6dS0dnOsocPpUALGLmu8YOm01DOOnTNtMvmT49mgC9CUH2kyCEAul6G0Ljg3qBvO8tPrDbSraNDOimYiBIqnpJxxTES4dnEebx5t4JRu9Kf8RJNBAKpp7aarb4DCrOAeLxg0I2MSOclxOsXUw87yJubmJDMpdvjZ3euX5DHgMjy756SfI1PhSpNBAAqVmUSDRITlhelsK9NxA3C3/HZVNH9gSulQ83KSmZOdyFO6AE35yajJQEQu93g8Y8ix6+0KKtwN7lYaTKUuvVlemE5Dey9HrN8tnJU1dNDa3c/SUZIBwPolU9hxoonKJl2joeznrWXwU4/Hfx1y7Ds+jkVZSus7SIqLIjMx1ulQfGZw3ODto7pPUckog8eerl2UB8DTu7SrSNnPWzKQER4P973yEXepy8QPzD8PdlPTEsifHK+DyLjHC5Jio7x2A05LT2DptFSdVaT8wlsyMCM8Hu575SODySDUXFSYztayRlyu8P6nU1LRzOKpqWPajXbd4jwOnGzlSK3WR1b28pYMZorIBhF52uPx4PczvDxXTUBbdx+1rT0hM5PI0/LCdFq6+th/stXpUBzT1TvAwZq2UQePPa1dlEuEoK0DZTtvu5au93j80yHHhn6vfKDsdHWz0GsZLJ/prou8pfQURcPMrw8He6paGHCZMSeDrKQ4LirM4KmSau64ck5IdR2qwDJqy8AY87rnF/A20AocsL5XPhZq00o95aTEMTNjUliPG5RUNAGwxMvgsad1S/Iob+xkV2WLTVEp5X1q6QMistB6nALsAh4BdoqI13oFavxK69uJihCmpyc4HYotLixMZ/uxxrAt7bizvJmpafFkjGOm2NULc4iJjOCpEt3JVNnH25jBh40x+6zHnwMOG2OKcRey/4atkYWp0roOpqUnEB0ZmusBLypMp72nnz1V4fkpt6SimaXDbE43mpT4aC6bl8kzu08yEOaD78o+3t5xej0eXwk8CWCMqbEroHAXqjOJBl0YxvsU1bR0c7Kle8zjBZ7WLZ5CfVsPW8PwdVP+4S0ZNIvINSKyFLgYd81iRCQKiLc7uHDTP+Di+KnQ2aBuOBmJsczNTgrLYjcTGS8YdMX8LCbFRGp9ZGUbb8ngi8A/Ar8HbvdoEVwBbLQzsHBU0dRF34ChMIS2oRjO8sJ0dhxvorc/vMYNdlY0ExMZwcK85HE/Ny46kqsX5vDs3pP09A/YEJ0Kd95mEx02xqwyxiwxxjzs8fNNwON2BxduBvckKswK3ZYBuLuKuvoG2FXZ7HQofrWzvJn5ecnERk2sYNG6JXm0dffzutZHVjYY1yiliCwQkbtF5Cjwa5tiClunp5VmhHoySEME3j4aPl1F/QMu9lS2eN2cbjQXz8ogbVIMT+kCNGUDr8lARApE5E4R2Q38AfgSsNIYs8z26MJMaX07GYmxpCREOx2KrVITYliQm8yWsvDZtO5wbTtdfQNeN6cbTfTp+si1tPf0+y44pfC+zmAL7rGBKOCjxphzgTZjzHE/xBZ2Sus7Qn68YNBFhem8d6KZ7r7w6P/eOTh4fBYtA3B3FXX3uXhxv07oU77lrWVQCyQB2UCm9TOd6GyTsvr2kB8vGLS8MJ3eARfvnWhyOhS/KClvJm1SDNPSzm4x4bnTJjMlNV5nFSmf8zaAfB1QDLwLfFdEjgGTReR8P8QWVho7emnq7AvpaaWezitIIzJCwma9wU6rstnZ7i0UESFcsziXN4400NjR6/0JSo2R1zEDY0yLMeb3xpirgAuBfwV+ISIVtkcXRt7fkyg8uomS4qIpnpISFnWRW7r6OFrXflaDx57WL55Cv9ZHVj42rtlExphaY8x/GmMuBj5kU0xh6fS00jBpGYC7q2hXRTMdIT4YutuaQjuRxWbDmZ+bxKysRO0qUj7lbQB5w0hfwH96ee7vRKRORPZ6Oe88EekXkb+bQPwho7S+ndioCKakhs/C7osK0+l3Gd453uh0KLYqKW8GYFF+qk+uJyKsW5zH9uONVDd3+eSaKjgYY9+QrbeWwXIgH3gDd/2Cnw35Gs3DwKrRThCRSODHwAtjiDWkldZ3MCNj0piqX4WKZdPTiI4M/XGDkopmZmUlkhLvuynD6xYP1kfW1kGoO3Gqgwc3l/LRX7/NI1tO2HYfb8VtcnBvUHcj8Enc00wf89jJdETGmM0iUuDltK8AfwXO8x5qaCutbw+7gi/xMZEsmZrK1hAeNzDGsLOimcvnZfn0ugUZk1icn8KGXdV88dJCn15bOcsYw8GaNjbtq+H5vTUcrHGXPF2Yl0xyvLe37Ikb9crGmAHcm9M9LyKxuJPCayLyPWPM/WdzYxGZAnwEuAwvyUBEvgB8AWDatGlnc9uA1N03QEVjJ+uXTHE6FL9bXpjB/a8cobW7j+S40FtsV9HYRWNH71ktNhvJuiVTuPuZ/Ryta2dWmExJDlUul/tDw6Z9NWzaV8OJU52IwLLpk/nO2vlcvTCHqWc5Ldkbr2nGSgJrcSeCAuA+4G8+uPd/AN80xri8TbczxjwIPAiwbNmykFvncOJUJy4TPjOJPC2fmc59Lx9he1kjKxdkOx2Oz/lqsdlwrlmUyz0b97Nhl7skpgoufQMutpadYtO+Gl7YV0tdWw/RkcJFhRl88ZJCrlyQTWbS2Isgna1Rk4GIPAIUAc8C3zPGjDoYPE7LgMetRJABrBGRfmPMkz68R1AI5VKX3iydlkpMVARvl54KzWRQ3kx8dCRzs5N8fu3s5DiWz0xnQ0kVX105W+sjB4Gu3gE2H6ln094aXj5YR0tXH/HRkayYm8mqohwum5flWAvZW8vg00AH8E/AbR7/2AQwxpjx78VrMcbMOH0xkYeBZwIhETR39nKsoYOl08ZXjepsDE4rnRmGLYO46EiWTZ8csoPIJRXNFOenEGVT5bp1i/P41hN72FPV4rPZSsq3Wrr6eOVgLZv21vLa4Tq6+1ykxEezcn42Vy/M5pI5mcRFT2wnW1/yNmYw4X/BIvIYsALIEJFK4N+AaOu6D0z0unZ76I0yHni9jG3/csW46tSejdL6dqakxpMQY9/gUCBbPjOdn714mKaOXiZPinE6HJ/p6R9gf3Urn7u4wLZ7rC7K5a6n9rKhpFqTQQCpa+vmxf21PL+3hi2lp+h3GbKTY7nh3KmsKsrh/BlpAVfa1rZ3H2PMjeM49ya74hivE6c6GXAZNu2r4VMXTPfLPUvrO8KyVTDoolnp/OxF2Fp2itXFuU6H4zP7q1vpHXDZMng8KCUhmkvnZPH07mruXDOfyDCamhxoyk91nh4Afre8CWOgID2Bmz88g6sX5rAkPzWgp46H50fRUVRZi3ie2+OfZGCMobS+nY8tm2r7vQLVovxUEmIi2RJiyWCntdhsyVR7uxzXL8njpQO1bD/WyPLCdFvvpd5njOFQbRub9tby/L4aDpxsBWBBbjK3XzGHVUU5zMlODJqxHE0GQ1Q3dyHiLtje2NFLms3dFjWt3XT2DoTNbqXDiY6MYFlBWsjtU1RS0UxOchw5KXG23mfl/GwSYiLZsKtKk4HNXC5DSWUzm/a6WwDHrSmg507z3xRQu2gy8NDb76KurYeV87N5cX8tm/bVcOP59q5rKK3rAMJzWqmniwrT+dFzB6lr6yYryd43T38pqWi2tYtoUHxMJFctyObZPTV8b10RMVGB1Rcd7PoGXGwra3RPAd1fQ21rD1ERwkWzMrjlkplcuSA7JP7NajLwUNPSjTFw5fxsDte28eyek/YnA2ta6awwnFbqaflM9yfarWWNp7daCGan2nsob+zkUxf4Z5HkuiV5PFlSzebD9SE5RdffuvsG2Hy4nuf31fDygfengF465/0poL7cXiQQaDLwMDheMGVyPGuKc3lwc5ntM1xK69tJio3y6+KSQLQwL5mkuCi2lDaERDIoqWgG8NsU5Q/PzmRyQjQbdlVrMpggYwwb95xk4+6TvHaonq6+AZLjoli5IJurF+ZwyexM4mOcnwJqF00GHk4ng9R41hTl8uvXSnlhfw0fP8++T3el9e3MzAqeQSa7REVGcMGMNLaEyLjBzvJmIiOEYj/tNxUdGcHq4lz+9l4Vnb39YTtN+Ww8/k4Fdz6xh6ykWD567hRWLczlgpmBNwXULuHxW47R4HbAOSlxFE1JZmpaPM/usbfWbGld+NQ99ubCmekcP9UZEtsyl1Q0My8nya+fJNcvzqOrb4AX99f67Z6hoq27j5+9cIhl0yez9c4ruOe6Yj40OyNsEgFoMviAqqYuMpNiiYuORERYU5TLW0cbaO60p7xge08/Na3dYbkNxXAuKswA8HnrYGvZKa7/1Vt8/n/esXU/+EEul2GXVebSn84rSCM3JU6L3kzAr14rpaG9l7uuWRDQawHspMnAQ3VLF3kexWXWFOfS7zK2fdI6Vj84k0iTAcC8nCQmJ0T7bGuKI7Vt3PzwO3ziwa0crm3npQN1vHqozifXHk1pfTttPf1+TwYREcK1i/N4/XA9TVofecwqGjv57ZvHuH7pFBb7+e8skGgy8FDV1EW+RzJYlJ/ClNR422rNnp5JlKXdROB+M7twZjpbSk+d1Sf4urZu7nxiD1f/x2a2H2vkm6vmseXOy5mensC9mw7jctnbOtjp58FjT+sW59HvMjy3197uzVDyo+cPEiHw9VVznQ7FUZoMLMYYqpq7yEt9f76wiLCmOIc3jzbQ0tXn83uW1rcTGSFMS9NkMGh5YTpVzV1UNI5/3KCjp59fvHiYFfe+xp93VPDZ5QW8/o3L+NKKQpLiornjyjkcONnKMzYXkt9Z3kxSXBQzM/z/97owL5nCzEk8suU4/QMuv98/2Lx7opGNu0/yhUsKyU0Jn5Kzw9FkYGns6KWn33VGDeI1xbn0DRhesqGrqLS+nWlpCbpIyMPgeoO3SxvG/Jz+ARePbitnxU9f45cvH2HF3ExeuuNSvrtu4QdWkF+7KI95OUn8/IVD9Nn4RllijRc40fcsInztqrkcrGmztURiKHC5DN9/5gDZybHceulMp8NxnL4LWQanleYNSQZLpqaSlxJnS1eRziQ606ysRDISY8c0bmCM4eUDtaz+5Rv8y9/2MD0tgSf+30X86lPnUjDMp/KICPcb5fFTnfx5R6Ud4dPR08+hmlaWOtj3vKoohxVzM/n5i4epbe12LI5At2FXNbsqmvn61fN0Ki6aDE6rHiEZiAiri3N540gDrd2+6yoacBmONXTo4PEQIsLywnTe9jJusLuymRsf2srN/7ODfpfhgU+fy59vXc45Xvrpr5ifxTnTUrnv5SN09w34Onz2VLXgMrDED9tQjERE+N66hfQOuLj7mf2OxRHIunoH+PHzBymaksz1S8Ov3OxwNBlYKpvcySB/8pn9hmuKc+kdcPHyAd91FVU2ddI74NJkMIyLCtOpb+uh1Jpt5amisZPbHtvJuvvf4khtO99fv5AXvnoJq4pyxrRwT0T4xqp51LR28wcbulEGVx7bvVOpN9PTJ/HlFbN4ZvdJ3jhS72gsgeihN8o42dLNXWvDdyrpUJoMLNXN3STERA6738jSqankpsSxcbfvZmicLnWpM4nOMDhu4NlV1NLZxw827ueKn73OC/tr+MfLZvHa11fw2eUF414YdOHMdD48O4NfvXaUNh+29gB2ljcxPT3B9t1ux+KLl86kID2Bf31qHz39vm8FBava1m5+/VopqxbmcMFM3eV1kCYDS1VzJ1NS44f9dBkRIawqymHzkXqfvXkM7lY6M0NbBkNNT08gNyWOLaUN9PQP8NDmMi6591V+8+Yx1i/J49WvreBrV88l6SxqxX7j6nk0dfbx0BvHfBa3MYad5c2Ojhd4iouO5PvrizjW0MF/v17mdDgB46ebDjHgMty5Zp7ToQQUTQaW6ubuM8YLPK0tzqW338UrB32zaKm0vp30STEhVebRVwbHDd440sAVP3udHzx7gMVTU3n2tg9z7w2LfTIFsDg/hTXFOfz2jTJOtff4IGo42dJNXVuP3xebjeaSOZmsXZTL/a8e5cSpM7vdws3eqhb+8l4lN11cwPR0bZV70mRgqW7uYsow4wWDzpk2mezkWDbu9s2sotL6dh0vGMUlszNp6+4nOS6aP9x8Po/8w/nMz0326T3uuHIuXX0D/Oq1Up9c7/R4gQOLzUZz19oFREcI392wzy/bcQQqYwx3P7OfyQkxfPmyWU6HE3A0GeCeWXCqo/eMNQaeIiKE1UW5vHa4nvae/rO+Z2l9h44XjGLd4jye+vLFPPOVD/Hh2Zm23GNWViIfPSefP2w94ZPN8UoqmomJimCBj5PW2cpJieOOq+by6qF6Nu0L35XJm/bVsu1YI19dOTvkahH4giYD3HsSAaMmA7BmFfmgq6ixo5fGjl5tGYwiIkJY7IeFW7dfOQcM/PKlI2d9rZ3lTSzMSw7IRYR/v3w683KS+N7T++nwwYeZYNPb7+KHzx1gdlai7QWrglXg/at1QFXT8GsMhjp3+mQyk2J57iwXoJUNziTSZOC4KanxfOrCafzlvcrTM7wmom/AxZ6qFpY6PKV0JFGREfzgI0WcbOnmvpfPPvEFm0e2HOfEqU6+vXY+UWG0LfV46KuC54Kz0euYRkYIq4tyePVQHZ29E/90VarJIKB8+bJZxEZF8PMXD0/4Godq2ujuczm62Mybc6en8fFlU/ntm8c4VNPmdDh+09jRyy9fPsKlczJZMTfL6XACliYD3FtRRAjkJHsvar2mOJfuvrPrKiqt7yAmKmLUAWvlPxmJsdz8oRls3H2SvVUtE7rG6Z1KA2gm0XC+tXoeSXFR3PXk3rAZTP6Plw7T2TvAd9bOdzqUgKbJAHcyyEmOG1Pz8byCNDISY3nuLCqglda1MzNjEpG68jFg3HLJTFITovnpC4cm9Pyd5U1kJMYMu4I9kEyeFMO3Vs9j+/FG/vpeldPh2O5IbRt/3FbOjedPZXZ2ktPhBDRNBrjHDMb6KT0yQlhVlM0rB+vo6p3Yqk6dVhp4kuOi+dKlhbx2qJ7txxrH/fzBnUqDoZb1DedO5Zxpqfzw2QO2VfELFP/+7AESYiL56so5TocS8DQZcGaFM2/WFOXS1TcwoapZPf0DlDd26m6lAeizywvISorlJ88fHFcXSktnH2X1HY4Us5mIiAjhBx8pprmrj3s3TawlFAw2H67n1UP1fOXyWaQnxjodTsAL+2Qw4DLUtHR7nVbq6fwZaaRPipnQttYnTnXiMlCYpS2DQBMfE8ltV8xmx4mmcSX6kspmgIBaeezN/NxkbrqogEe3l59eLBdK+gdc3LNxP9PTE/j7iwqcDico2JYMROR3IlInIntHOP4pEdktIntE5G0RWWxXLKOpb+uhb8CMq2UQFRnB1UU5vHKwbtzbIJfW6UyiQPbx86aOuzxmSXkzIu4yqcHk9pWzyUqK5dt/28OAzaVA/e3xdyo4XNvOnavnERsV6XQ4QcHOlsHDwKpRjh8DLjXGFAN3Aw/aGMuIBovajHdmz5qiXDp7B3jt0Pi2By5rcO8PM8OBkojKu+jIiHGXx9xZ0cTsrMSz2jjPCUlx0dx1zQL2Vbfyv1tDpypaa3cfv3jxMOfPSOPqhTlOhxM0bEsGxpjNwIgjccaYt40xTda3W4F8u2IZzelkMI6WAcCFM9NIm0BXUWldO3kpcUyK1cpKgWo85TGNMeyyBo+D0driXD48O4OfbjpEXYhURfuvV47S2NnLXWsXBMWAfqAIlDGDm4HnnLjxSBXOvImKjODqhdm8fKB2XF1FpfXtzNQuooA2nvKYJ0510tTZFzSDx0OJCN9fX0RPv4sfPHvA6XDOWvmpTn7/1nGuX5pPcZB12znN8WQgIpfhTgbfHOWcL4jIDhHZUV/v26pNVU1dpMRHkziBT+qri3Lp6B1g8+GxxWSMcW9QpzOJAt5Yy2PurHA3boO1ZQDuLstbVxTyVEk1bx9tcDqcs/Kj5w8QGSF8Y9Vcp0MJOo4mAxFZBPwGWG+MGbECujHmQWPMMmPMssxM3+5gWd08vmmlnpYXppOaED3mrqK6th7ae/p1JlEQEBG+frX38pgl5c0kxEQyJ8gXNP2/FYVMT0/gO0/tpbd/9K6xQLX9WCPP7qnh1ksLyR7DbgLqgxxLBiIyDXgC+IwxZuKbwpylquaucY8XDIqOjOCqBdm8dKBuTGUFdSZRcFle6L085s6KZhblpwT9avK46Ei+u24hZfUdPPRG8FVFc7nctQpykuO45ZIZTocTlOycWvoYsAWYKyKVInKziNwqIrdap/wrkA78SkRKRGSHXbGMxp0MJv4pYk1xLu09/bxx2HvzWjeoCz6jlcfs7hvgwMlWlgToTqXjddncLFYX5XDfy0eoaOx0Opxx+dvOKvZUtfCNVXNJiNHJGRNh52yiG40xucaYaGNMvjHmt8aYB4wxD1jHP2+MmWyMWWJ9LbMrlpG0dvfR1t1/VhvGXTwrg5T4sXUVldZ3MCkmkuxkXQ0ZLEYrj7mvupW+AcPSAN6pdLzuumYBkRHC957e53QoY9bZ28+9mw6xKD+F65ZMcTqcoOX4ALKTJjqTyFN0ZARXLsjmxQO1XruKSuvbKcxK1OluQeaOK+cMWx5zZ7l78DjQdyodj7zUeL66cg4vHajjhSCpivbg5jJqWru565oFthdDCmWaDBj/GoOh1hbn0tbdz1teZmKU1ukGdcFoVlbSsOUxSyqamZIaT1aIDVbedHEBc7PdVdHOpm6HP9S0dPPfr5extjiX8wrSnA4nqIV1MhiscHa2yeDiWRkkxUWxcffIn6Q6evqpbunWaaVBarjymDvLg3ex2WiiIyO45yNFVDV38Z+vHHU6nFH9ZNNBBlyGb66a53QoQS+8k0FzNzGREWSc5Y6GMVFWV9H+mhGn5R2ztqHQlkFwGloes66tm6rmrpBMBuCu23HDufk8tLmMI7WBWRVtd2UzT7xXxec+VMC09ASnwwl6YZ4MushNjfNJP+Pa4lxau/t5q3T4rqLTM4l0jUHQ8iyPWVLeDBBSg8dDfWv1PCbFRnHXU4FXFc0Ywz3PHCB9Ugz/eNksp8MJCWGdDKqbu8hL8U1lqg/NziApNornRphVVFrXToTAdP0EE7Q8y2M+ur2cqAihaErobnmQnhjLN1fNY2tZI0+WBFZVtOf31rD9eCN3XDUn6DYIDFRhnQzGU+HMm9ioSFYuyOaF/bXDbm5WWt/BtLQE3U43yN1yyUxS4qN57VA983OTiYsO7b/PT5w3lSVTU/nBxgO0dA2/8M7fevoH+OFzB5mbncTHl011OpyQEbbJoG/ARW1b91lNKx1qTXEuzZ19vF165s4aWuoyNCTHRfOlFYVAcO9HNFYREcI91xXR2NHLzyZYH9rXHn7rOOWNnXx77fwx1S1XYxO2r2RNSzfGQL4Pk8GHZ2eQOExX0YDLUNbQoeMFIeLvlxdw9cJsrlua53QoflE0JYXPLi/gD1tPsNuq6uaUhvYe7n/lKJfNzeSSOb7dpyzchW0yqPLBgrOh4qIjuWJ+Fpv21Xygq6iqqYvefpdOKw0R8TGR/PdnlnHu9PCZ137HVXPISIzlO0/udbQq2i9ePExn3wDfXjvfsRhCVdgmg+oJVjjzZk1xLk2dfWwte7+rSPckUsEu2aqKtruyhUe3lzsSw+HaNh7bXs6nL5jGrKzg3iU2EIVtMhhccJab4tvVo5fOyWRSTCTP7nl/AZomAxUKrl2Uy8Wz0vnJ8wepb+vx/gQfu2fjARJjo7h95Ry/3zschG0yqG7pIiMxxuezQeKiI7l8fjab9tXQb3UVldZ3kDYphsmTYnx6L6X8abAqWnffAD/0c1W0Vw/VsflwPbddMVv/H9kkbJNBZdPE6xh4s6Yoh8aOXrYfc5eAds8k0vECFfwKMxP54iWFPLGz6gNdoXbqG3Dxg40HKEhP4LPLC/xyz3AUtsngbCqcebNibhbx0ZFstGYVldW3MzNDu4hUaPjHy2cxNS2eu570T1W0x7aXc7SunTvXzCcmKmzfsmwXlq+sMeasKpx5Ex8TyeXWrKJT7T00tPdSmKUtAxUa4qIj+e61CzlS185v3zyz6I8vtXT18YsXD3PhzDSuWpBt673CXVgmg6bOPrr7XLa1DADWFOXS0N7L4+9UADp4rELLFfOzuWpBNve9fITKJvuqot3/yhGau/r4ztoFWgfEZmGZDOyaVurpsnmZxEVHnP7kpMlAhZp/W7cQgO8/vd+W6x9v6ODht4/zd+fkh/QeUIEiLJNBpY/qGIwmISaKy+dl0djRS0xkBPk2Jh6lnDAlNZ5/WjmbF/bX8vKBWp9f/4fPHSA6MoKvXz3X59dWZwrLZOCrCmferC7KBaAgI0H3UFEh6R8unsHsrET+bcM+unpHL/s6HltKT7FpXy1furQw5CrJBaqwfIeqau4iPjqS1AR7t769fF4WsVER2kWkQlZMVAR3X1dEZVMX//Wqb6qiuVyGezbuJy8ljlsumemTayrvwjIZuKeVxtk+IDUpNooHPnMuX71SV0yq0HXhzHSuP2cK/7259PRq+7Px1/cq2VfdyjdXzwv5LcIDSVgmg6rmLqZM9k+RmcvmZjEnW/dRUaHtztXziY+O5K4nz64qWkdPP/duOsTiqalcuyg8doUNFGGZDKqbu5iSqv2QSvlKZlIsX181j7dLT7FhV/WEr/Pfr5dS19bDv14z3yflaNXYhV0y6O4boKG91/bBY6XCzSfPn8ai/BTu2XiA1u7xV0Wrbu7iwTfKuGZRblhtDx4owi4ZVNtQx0ApBZERwg+uK6ahvYefv3B43M//yfMHcRn41up5NkSnvAnDZNAN2D+tVKlwVJyfwmcunM4jW46zt6plzM8rqWjmyZJqPv+hGeT7aTxPfVDYJYOqZvfSeW0ZKGWPf75qLmmTYvn2k3txjaEqmjGGe57ZT0ZizOn60sr/wjAZdBMhkOPjojZKKbeU+Gi+s3Y+uyqaT+/NNZqNe06y40QT/3zVXJLi7F37o0ZmWzIQkd+JSJ2I7B3huIjIfSJyVER2i8g5dsXiqaqpi+zkOKJ1RbBStlm/JI8LZ6bx4+cP0tA+clW07r4BfvTcQeblJPGxZVP9GKEays53xIeBVaMcXw3Mtr6+APzaxlhOs7OOgVLKTUS457oiOnr6+dFzB0c873dvHaOyqYu7rllApE4ldZRtycAYsxloHOWU9cAjxm0rkCoiuXbFM8jOOgZKqffNykrilktm8pd3K09X/fNU39bDr14tZeX8LC6eleFAhMqTk30lUwDPDsVK62dnEJEviMgOEdlRX18/4Ru6XIaTLdoyUMpfbrt8NlNS3VXR+gY+WBXt5y8eprtvgDvXzHcoOuUpKDrOjTEPGmOWGWOWZWZmTvg69e099A0YW+sYKKXeFx8TyXfXLeRQbRu/f+v9qmgHa1r50zvlfPrC6bqRY4BwMhlUAZ4jRvnWz+y74emtq3UmkVL+cuWCbFbOz+I/XjpCdXOXNZX0AElx0dy+crbT4SmLk8lgA/BZa1bRhUCLMeaknTd8v46BLmpRyp/+7dqFuIzh7mf288rBOt482sA/XTGb1IQYp0NTlii7LiwijwErgAwRqQT+DYgGMMY8ADwLrAGOAp3A5+yKZVBV0+BWFNoyUMqfpqYl8JXLZ3PvpkNsO9bIzIxJfGb5dKfDUh5sSwbGmBu9HDfAl+26/3Cqm7tIjovShS1KOeCWD8/kifcqKa3v4McfXaRrfQKMbckgEFXpGgOlHBMTFcGvP30uW0pPsXJ+ltPhqCHCLBl06xoDpRw0JztJiz0FqLBqp1U1deq0UqWUGkbYJIO27j5au/u1m0gppYYRNslA6xgopdTIwigZaIUzpZQaSdgkg6S4KK5emM20NF1wppRSQ4XNbKJlBWksK9Ai20opNZywaRkopZQamSYDpZRSmgyUUkppMlBKKYUmA6WUUmgyUEophSYDpZRSaDJQSikFiLvGTPAQkXrghB9ulQE0+OE+46VxjV0gxgQa13hpXOMzUlzTjTGZIz0p6JKBv4jIDmPMMqfjGErjGrtAjAk0rvHSuMZnonFpN5FSSilNBkoppTQZjOZBpwMYgcY1doEYE2hc46Vxjc+E4tIxA6WUUtoyUEoppclAKaUUmgwQkVUickhEjorIt4Y5foeI7BeR3SLysohMD4CYbhWRPSJSIiJvisgCu2MaS1we531URIyI+GXa3Rher5tEpN56vUpE5POBEJd1zsesf1/7ROTRQIhLRH7h8VodFpHmAIlrmoi8KiI7rf+PawIkrunWe8NuEXlNRPL9ENPvRKRORPaOcFxE5D4r5t0ico7XixpjwvYLiARKgZlADLALWDDknMuABOvxl4A/BUBMyR6P1wHPB8JrZZ2XBGwGtgLLAiEu4Cbg/gD8tzUb2AlMtr7PCoS4hpz/FeB3gRAX7oHRL1mPFwDHAySuPwN/bz2+HPiDH+K6BDgH2DvC8TXAc4AAFwLbvF0z3FsG5wNHjTFlxphe4HFgvecJxphXjTGd1rdbAbuz/lhiavX4dhLgj1kAXuOy3A38GOj2Q0zjicvfxhLXLcB/GWOaAIwxdQESl6cbgccCJC4DJFuPU4DqAIlrAfCK9fjVYY77nDFmM9A4yinrgUeM21YgVURyR7tmuCeDKUCFx/eV1s9GcjPubGunMcUkIl8WkVLgJ8BtNsc0prispuhUY8xGP8Qz5rgsH7Way38RkakBEtccYI6IvCUiW0VkVYDEBbi7P4AZvP9G53Rc3wU+LSKVwLO4Wy2BENcu4Hrr8UeAJBFJ90Nsoxnve1vYJ4MxE5FPA8uAe52OBcAY81/GmELgm8B3nI5HRCKAnwP/7HQsw3gaKDDGLAJeBP7H4XgGReHuKlqB+xP4QyKS6mRAQ3wC+IsxZsDpQCw3Ag8bY/Jxd4P8wfp357SvAZeKyE7gUqAKCJTXbMwC4YV0UhXg+Skx3/rZB4jISuDbwDpjTE8gxOThceA6OwOyeIsrCSgCXhOR47j7KTf4YRDZ6+tljDnl8ff2G+Bcm2MaU1y4P61tMMb0GWOOAYdxJwen4xr0CfzTRQRji+tm4P8AjDFbgDjcm7I5GpcxptoYc70xZinu9wmMMc02x+XNeN9Hwn4AOQoow90UHhwcWjjknKW4B5BmB1BMsz0eXwvsCIS4hpz/Gv4ZQB7L65Xr8fgjwNYAiWsV8D/W4wzczfp0p+OyzpsHHMdamBogr9dzwE3W4/m4xwxsjW+McWUAEdbjHwDf99NrVsDIA8hr+eAA8nav1/NH0IH8hbu5edh6w/+29bPv424FALwE1AIl1teGAIjpl8A+K55XR3tT9mdcQ871SzIY4+v1Q+v12mW9XvMCJC7B3bW2H9gDfCIQ4rK+/y7wI3/EM47XawHwlvX3WAJcFSBx/R1wxDrnN0CsH2J6DDgJ9OFuYd4M3Arc6vFv67+smPeM5f+ibkehlFIq7McMlFJKoclAKaUUmgyUUkqhyUAppRSaDJRSKqB525RumPMntPmhJgPlGBFJFZH/N8HnPjvR1boi8rCI/N0wP18hIs9M5JqBRkRuF5EEp+NQPvEw7jUpXonIbOBO4GJjzELg9rHeRJOBclIqMGwyEJGo0Z5ojFljnF/leVZEJNLGy98OjCsZ2ByPmiAzzKZ0IlIoIs+LyLsi8oaIzLMOTXjzQ00Gykk/AgqtffPvtT6ZvyEiG3AvxEJEnrT+we8TkS8MPlFEjotIhogUiMgBEXnIOucFEYm3zrlFRN4RkV0i8tchn5RXisgOa7/+a4YGJiKTrOb5dmv//DN2orTi3SwiG6397h8Y3CtHRH5tXX+fiHxvSNw/FpH3gBtGitFqvfza2sCuzLrX76zf9WGP610lIltE5D0R+bOIJIrIbUAe8KqIvDrSeSPEc5u8X7/j8Yn+xSrbPQh8xRhzLu69kX5l/Xzimx/6c4WhfumX5xdDltPj3rCtA5jh8bM06894YC/Wdg24t0rIsK7RDyyxfv5/wKetx+ke17nH+s8D7mb387g/DM3GvYIzzrr/M9Y5/+5xnVTcq0snDYl/Be6tumfi3vf+ReDvhsQdiXs19iKPuL/hcY3RYnwc90rS9UArUGzF/C6wxPr9Nw/GhXvTwn/1fH2sx97O84ynGmsFLZDq9L8R/Trz/wqQCHTx/q4IJcAB69gzwN+AaNxbaFSM9e9x1Ka4Ug7Ybtybtg26TUQ+Yj2eivvN+9SQ5xwzxpRYj9/F/R8HoEhE7sH9Zp4IbPJ4zv8ZY1zAEREpw70Xj6ergHUi8jXr+zhgGnBgmHjLAETkMeBDwF+Aj1ktmSggF/dWCrut5/zJ4/mjxfi0McaIyB6g1hizx7rPPut3zLeu+5aIgHvvnC2c6UIv53nGsxv4o4g8CTw5zLWU8yKAZmPMkmGOVeIuZNMHHBORwc0P3/F2UU0GKtB0DD4QkRXASmC5MaZTRF7D/aY8lOdOsgO4WxHg/nR9nTFml4jchPuT/KCh+7AM/V6AjxpjDnmJ94zriMgM3E3384wxTVa3jmfcHR6PR4tx8Pdy8cHf0YX7/+4A8KIx5kYvMYqX8zzjWYu7ita1wLdFpNgY0+/l+sqPjDGtInJMRG4wxvxZ3Bl+kTFmF+4EfiPwexHJwN1tVDaW6+qYgXJSG+6tr0eSAjRZiWAe7k+445EEnBSRaOBTQ47dICIRIlKIu5tn6Jv+JuAr1n80RGTpCPc4X0RmWGMFHwfexF2NqwNoEZFsYPUEY/RmK3CxiMyyYpwkInOsY56v7WjnnWb9DlONMa/i7kpKwd1aUQ6yWpxbgLkiUikiN+P+t3KziOzCvQnj4JjWJuCUiOzHvSnj140xQ1vSw9KWgXKMMeaUNdC1F/d2u0MrpD0P3CoiB3C/WW8d5y3uArYB9dafnomnHNiO+437VmNMt/W+P+hu4D+A3dab5DHgjIFm3M3v+4FZuP/z/c0Y4xJ3oZODuPts35pgjKMyxtRbrYnHRCTW+vF3cI9vPAg8LyLVxpjLRjnPUyTwvyKSgrs1cZ8J8hlboWCUFt0Zg8PGPXBwh/U1LrprqVITZHVjfc0YM1ySUCqoaDeRUkopbRkopZTSloFSSik0GSillEKTgVJKKTQZKKWUQpOBUkop4P8DZ7YDSgwQWIMAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in enc_metrics],\n",
|
|
" [metrics[\"MASE\"] for metrics in enc_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"MASE\")\n",
|
|
"plt.title(\"Encoder Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "0a6ab5ee",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Encoder Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in enc_metrics],\n",
|
|
" [metrics[\"NRMSE\"] for metrics in enc_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"NRMSE\")\n",
|
|
"plt.title(\"Encoder Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2308a10f",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Decoder Scaling"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "476beeac",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dec_metrics = []\n",
|
|
"for layer in layers:\n",
|
|
" estimator = TransformerEstimator(\n",
|
|
" freq=freq,\n",
|
|
" prediction_length=prediction_length,\n",
|
|
" context_length=prediction_length*7,\n",
|
|
"\n",
|
|
" nhead=2,\n",
|
|
" num_encoder_layers=6,\n",
|
|
" num_decoder_layers=layer,\n",
|
|
" dim_feedforward=16,\n",
|
|
" activation=\"gelu\",\n",
|
|
"\n",
|
|
" num_feat_static_cat=1,\n",
|
|
" cardinality=[320],\n",
|
|
" embedding_dimension=[5],\n",
|
|
"\n",
|
|
" batch_size=128,\n",
|
|
" num_batches_per_epoch=100,\n",
|
|
" trainer_kwargs=dict(max_epochs=50, accelerator='auto', gpus=1),\n",
|
|
" )\n",
|
|
" \n",
|
|
" predictor = estimator.train(\n",
|
|
" training_data=train_ds,\n",
|
|
" validation_data=val_ds,\n",
|
|
" num_workers=8,\n",
|
|
" shuffle_buffer_length=1024\n",
|
|
" )\n",
|
|
" \n",
|
|
" forecast_it, ts_it = make_evaluation_predictions(\n",
|
|
" dataset=test_ds, \n",
|
|
" predictor=predictor\n",
|
|
" )\n",
|
|
" forecasts = list(forecast_it)\n",
|
|
" if layer == layers[0]:\n",
|
|
" tss = list(ts_it)\n",
|
|
" \n",
|
|
" evaluator = Evaluator()\n",
|
|
" agg_metrics, _ = evaluator(iter(tss), iter(forecasts))\n",
|
|
" agg_metrics[\"trainable_parameters\"] = summarize(estimator.create_lightning_module()).trainable_parameters\n",
|
|
" dec_metrics.append(agg_metrics.copy())\n",
|
|
" \n",
|
|
"with open(\"elec_dec_metrics.pkl\", \"wb\") as fp:\n",
|
|
" pickle.dump(dec_metrics, fp)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "2f00decc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open(\"elec_dec_metrics.pkl\", \"rb\") as fp:\n",
|
|
" dec_metrics = pickle.load(fp)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "fc3311e9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Decoder Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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+IumYVL5E0gOS1qV1b8rtc6ukJ9JUs2slLSnlOVSbp/e009MbvqLKzEqmZIlDUi1wI3ABsBi4XNLifpv9FlgaEacBdwCfTuX7gbdHxCnAMuBzkhpz+30oIpakx9pSnUM1Ktz85xqHmZVKKWscZwIbImJjRHQCtwMX5TeIiJURsT89XQUsSOWPR8Qf0nIT8DQwq4SxjhrNrb6Hw8xKq5SJYz6wKfd8cyo7mKuAu/oXSjoTqAf+mCv+h9SEdYOkhoEOJulqSWskrdm+fXvx0VcpTxlrZqVWEZ3jkt4KLAU+0698LvAN4B0R0ZuKPwKcDJwBTAc+PNAxI+LmiFgaEUtnzRo7lZWm1jYm1ddyxPi6codiZqNUKRPHFuCo3PMFqewAks4FPgpcGBEdufIjgB8BH42IVYXyiGiOTAfwVbImMUsKEzj55j8zK5VSJo7VwCJJx0qqBy4Dluc3kHQ6cBNZ0ng6V14PfB/4ekTc0W+fuemngIuBR0p4DlWnubXN93CYWUmVrD0jIrolvRdYAdQCt0TEOknXA2siYjlZ09Rk4HvpG/JTEXEhcClwNjBD0pXpkFemK6i+KWkWIGAt8K5SnUM1ampt5wVzjyh3GGY2ipW0ITwi7gTu7Fd2bW753IPsdxtw20HWnTOcMY4mHd09bN/T4Y5xMyupiugct+GxrTXrIvKluGZWSk4co4gncDKzkeDEMYr45j8zGwlOHKOIhxsxs5HgxDGKNLe20ThxHBPqa8sdipmNYk4co0hzS7uvqDKzknPiGEWaWtuZ7/4NMysxJ45RpLm1zTUOMys5J45RYn9nNy37u3xFlZmVnBPHKOErqsxspDhxjBJ993BMdY3DzErLiWOUKEzg5JFxzazUnDhGiabWNiSYfYRrHGZWWk4co0RzSzszJzdQX+c/qZmVlj9lRokmT+BkZiPEiWOUaG5tZ547xs1sBJQ0cUhaJukxSRskXTPA+g9KWi/pIUk/kXRMbt0Vkv6QHlfkyl8i6eF0zM/Lk2sTETS1+OY/MxsZJUsckmqBG4ELgMXA5ZIW99vst8DSiDgNuAP4dNp3OvAx4CzgTOBjkqalfb4AvBNYlB7LSnUO1WJ3Wzf7O3uY55v/zGwElLLGcSawISI2RkQncDtwUX6DiFgZEfvT01XAgrR8PnBPROyMiF3APcAySXOBIyJiVUQE8HXg4hKeQ1Vo6ruHwzUOMyu9UiaO+cCm3PPNqexgrgLuGmTf+Wl50GNKulrSGklrtm/fXmTo1cUTOJnZSKqIznFJbwWWAp8ZrmNGxM0RsTQils6aNWu4DluRPNyImY2kUiaOLcBRuecLUtkBJJ0LfBS4MCI6Btl3C882Zx30mGNNc2sbdTVi1pSGcodiZmNAKRPHamCRpGMl1QOXAcvzG0g6HbiJLGk8nVu1AjhP0rTUKX4esCIimoHdkl6arqZ6O/DDEp5DVWhuaWf2EeOprRnzF5iZ2QioK9WBI6Jb0nvJkkAtcEtErJN0PbAmIpaTNU1NBr6Xrqp9KiIujIidkv6eLPkAXB8RO9Pye4BbgQlkfSJ3McZlN/+5f8PMRkbJEgdARNwJ3Nmv7Nrc8rmH2PcW4JYBytcALxzGMKteU0s7S45qLHcYZjZGVETnuB2+3t5ga2u7r6gysxHjxFHlduzrpLOn11dUmdmIceKocp7AycxGmhNHlWvyBE5mNsKcOKqcaxxmNtKcOKpcc2s7DXU1TJ9UX+5QzGyMcOKock0t2QROHl3ezEaKE0eVa25tdzOVmY0oJ44q5wmczGykOXFUse6eXrbtbvdwI2Y2opw4qtjTezroDU/gZGYjy4mjinkCJzMrByeOKuYJnMysHJw4qphrHGZWDk4cVayppZ0pDXUcMX5cuUMxszHEiaOKNbe2ubZhZiPOiaOKNbW0+4oqMxtxJU0ckpZJekzSBknXDLD+bEm/kdQt6ZJc+Wskrc092iVdnNbdKumJ3LolpTyHStbsKWPNrAxKNnWspFrgRuDPgc3AaknLI2J9brOngCuBv83vGxErgSXpONOBDcCPc5t8KCLuKFXs1aCju4dn9na6xmFmI66Uc46fCWyIiI0Akm4HLgL6EkdEPJnW9R7iOJcAd0XE/tKFWn22tmaX4nqcKjMbaYdsqpI0UdK43POTJP2NpP82hGPPBzblnm9OZcW6DPh2v7J/kPSQpBskNQy0k6SrJa2RtGb79u2H8bKVzRM4mVm5DNbHcTewEEDSCcADwHHA/5D0j6UNDSTNBU4FVuSKPwKcDJwBTAc+PNC+EXFzRCyNiKWzZs0qdagjzhM4mVm5DJY4pkXEH9LyFcC3I+J9wAXA6wfZdwtwVO75glRWjEuB70dEV6EgIpoj0wF8laxJbMxp7muqco3DzEbWYIkjcsvnAPcAREQncKh+CYDVwCJJx0qqJ2tyWl5kfJfTr5kq1UJQNnPRxcAjRR5zVGhqaWP6pHom1NeWOxQzG2MG6xx/SNJngSbgBNKVTZIaBztwRHRLei9ZM1MtcEtErJN0PbAmIpZLOgP4PjAN+EtJH4+IU9JrLCSrsfys36G/KWkWIGAt8K6hnOho4wmczKxcBksc7wT+H+Bo4LzclU2Lgc8OdvCIuBO4s1/Ztbnl1WRNWAPt+yQDdKZHxDmDve5Y0NTSxoJpE8sdhpmNQYdMHBHRJulustpGZ678l8AvSxybHUJTSxtnHju93GGY2Rg02OW41wLfAd4A/EjSO0ckKjukfR3d7G7vdse4mZXFYE1VbwJOj4j9kmaQXZ77pdKHZYdSuBTXw42YWTkMdlVVR6FfIyJ2DGF7GwGFm/9c4zCzchisxnGcpMIltAKOzz0nIi4sWWR2UL75z8zKabDEcVG/54NeSWWl19TSjgRznDjMrAwGu6qq/z0UfSS9fPjDsaFobm3jyCkNjKt1y6GZjbxDJo40NPqlZPdT3B0Rj0h6PfC/gAnA6aUP0frzBE5mVk6DNVV9hezu7QeBz0tqApYC10TED0ocmx1EU2sbJ8+ZUu4wzGyMGixxLAVOi4heSeOBrcDx6QorK4OIoLmlndecdGS5QzGzMWqwRvLOiOgFiIh2YKOTRnm1tnXR1tXjK6rMrGwGq3GcLOmhtFy4HLfwnIg4rWSR2YA8gZOZldtgieNFwGwOnMkPsn6PrSWJyA7J93CYWbkN1lR1A9AaEX/KP4DWtM5GWFOraxxmVl6DJY7ZEfFw/8JUtrAkEdkhNbe0Ma5WzJo84FTrZmYlN1jiaDzEOn/lLYOmljZmHzGemhqVOxQzG6MGSxxrBhpKXdJfA78uTUh2KE2t7czzzX9mVkaDJY4PAO+QdJ+kf0qPnwFXkc0MeEiSlkl6TNIGSdcMsP5sSb+R1C3pkn7reiStTY/lufJjJf0qHfM7aT7zMaO5tY25Hk7dzMrokIkjIrZFxJ8BHweeTI+PR8TLIuKQV1Wl4UpuBC4gm2r2ckmL+232FHAl8K0BDtEWEUvSIz8K76eAGyLiBGAXWRIbE3p7g62tHm7EzMprsMtxAYiIlcDKIo99JrAhIjYCSLqdbLTd9bnjPpnW9Q7lgJIEnAO8ORV9DbgO+EKRsVWlZ/Z10NUTnsDJzMqqlMOrzufA+z82p7KhGi9pjaRVki5OZTOAlojoHuyYkq5O+6/Zvn17kaFXpmZP4GRmFWBINY4yOSYitkg6DvippIfJ7h8Zkoi4GbgZYOnSpVGiGEeUb/4zs0pQyhrHFrI7zAsWpLIhiYgt6edG4D6yIdx3AI2SCgmvqGNWu8JwI/N985+ZlVEpE8dqYFG6CqoeuAxYPsg+AEiaJqkhLc8EXg6sj4gg62spXIF1BfDDYY+8QjW3tjF+XA2NE8eVOxQzG8NKljhSP8R7gRXAo8B3I2KdpOslXQgg6QxJm4E3AjdJWpd2fwHZPSS/I0sUn4yIQqf6h4EPStpA1ufxlVKdQ6Vpasnu4ciuETAzK4+S9nFExJ3Anf3Krs0tryZrbuq/3y+BUw9yzI1kV2yNOU2+h8PMKoAnra4izZ4y1swqgBNHleju6eXpPe3M8xVVZlZmThxVYtueDnoD5vqKKjMrMyeOKtHc4ns4zKwyOHFUCU/gZGaVwomjSrjGYWaVwomjSjS1tDFlfB1TxvvmPzMrLyeOKuEJnMysUjhxVAlP4GRmlcKJo0r45j8zqxROHFWgvauHHfs6ffOfmVUEJ44qsDVdiuub/8ysEjhxVIGmNIGTaxxmVgmcOKpAYcpY3/xnZpXAiaMKNKWb/+a4xmFmFcCJowo0tbYzY1I948fVljsUMzMnjmrgezjMrJKUNHFIWibpMUkbJF0zwPqzJf1GUrekS3LlSyQ9IGmdpIckvSm37lZJT0hamx5LSnkOlcD3cJhZJSlZ4pBUC9wIXAAsBi6XtLjfZk8BVwLf6le+H3h7RJwCLAM+J6kxt/5DEbEkPdaWIPyK0tTa5iuqzKxilHLO8TOBDWmOcCTdDlwErC9sEBFPpnW9+R0j4vHccpOkp4FZQEsJ461Iezu62dPe7Xs4zKxilLKpaj6wKfd8cyoriqQzgXrgj7nif0hNWDdIajjIfldLWiNpzfbt24t92Yrh4dTNrNJUdOe4pLnAN4B3REShVvIR4GTgDGA68OGB9o2ImyNiaUQsnTVr1ojEWwqFCZzmu8ZhZhWilIljC3BU7vmCVDYkko4AfgR8NCJWFcojojkyHcBXyZrERq2+GocTh5lViFImjtXAIknHSqoHLgOWD2XHtP33ga9HxB391s1NPwVcDDwynEFXmqaWNmoEs6cM2CJnZjbiSpY4IqIbeC+wAngU+G5ErJN0vaQLASSdIWkz8EbgJknr0u6XAmcDVw5w2e03JT0MPAzMBD5RqnOoBE2t7Rw5ZTx1tRXdqmhmY0gpr6oiIu4E7uxXdm1ueTVZE1b//W4DbjvIMc8Z5jArmm/+M7NK46+xFa65xVPGmlllceKoYBFBU2ubL8U1s4rixFHBWvZ30d7V6yuqzKyiOHFUME/gZGaVyImjgnkCJzOrRE4cFaxQ4/BVVWZWSZw4KlhTSzvjasXMSb75z8wqhxNHBWtubWPO1PHU1KjcoZiZ9XHiqGCewMnMKpETRwXzBE5mVomcOCpUb2+wbXe77+Ews4rjxFGhntnbQVdPuMZhZhXHiaNCFSZw8j0cZlZpnDgq1LNTxjpxmFllceKoUFtS4pjnm//MrMI4cVSo5tZ2JoyrZeqEceUOxczsACVNHJKWSXpM0gZJ1wyw/mxJv5HULemSfuuukPSH9LgiV/4SSQ+nY34+TSE76hQmcBqlp2dmVaxkiUNSLXAjcAGwGLhc0uJ+mz0FXAl8q9++04GPAWcBZwIfkzQtrf4C8E5gUXosK9EplFWTJ3AyswpVyhrHmcCGiNgYEZ3A7cBF+Q0i4smIeAjo7bfv+cA9EbEzInYB9wDLJM0FjoiIVRERwNeBi0t4DmXT7AmczKxClTJxzAc25Z5vTmXPZ9/5aXnQY0q6WtIaSWu2b98+5KAPxw33PM4/3/M4u9u7huV4XT29PL2nwzf/mVlFGrWd4xFxc0QsjYils2bNKtnrPL27nc//9A98/id/4FWfXsmXf76R9q6e53XMbbvbifAETmZWmUqZOLYAR+WeL0hlz2ffLWn5cI5ZEj9ev40I+OdLX8QL50/lEz96lNf+08/43ppN9PTGYR2z2Tf/mVkFK2XiWA0sknSspHrgMmD5EPddAZwnaVrqFD8PWBERzcBuSS9NV1O9HfhhKYIfqhXrtrJwxkT+6vT5fOOqs/jmX5/FjMn1fOiOh7jgX+7nnvXbyLpjhq7J93CYWQUrWeKIiG7gvWRJ4FHguxGxTtL1ki4EkHSGpM3AG4GbJK1L++4E/p4s+awGrk9lAO8BvgxsAP4I3FWqcxhMa1sXD/xxB+efMqfvstmXnzCTH/6Pl/Ovb3kx3T3BO7++hku++AAPPrFzkKM9qylNGeu7xs2sEtWV8uARcSdwZ7+ya3PLqzmw6Sm/3S3ALQOUrwFeOLyRHp6Vv3+a7t7g/BfOOaBcEq87dS5/vng231uzmc/d+ziX3vQA55x8JH+37CROnnPEIY/b3NrGEePrmNRQ0j+PmdlhGbWd4yPh7ke2cuSUBpYsaBxw/bjaGt581tH87EOv4e+WncTqJ3dywb/8nA9+Zy2bdu4/6HGbWtrdv2FmFcuJ4zC1d/Xws8e3c94pswed2nVCfS3vefUJ/PzvXsPVZx/Hjx5u5px/uo/rlq9jx96O52zvezjMrJI5cRym+x/fTltXD8tOmTvkfRon1vORC17AfR96NW948QK+/sCTnP3plXzu3sfZ29Hdt11zqydwMrPK5cRxmO5et5WpE8Zx1nHTi9537tQJfPINp/Hjv3kVr1w0i8/dm90DcusvnmB3exc793X6Hg4zq1jufT0MXT29/OTRp3ntyUcyrvbwc+8JR07mi297CWs3tfCpu37Pdf+xnv+78o+A7+Ews8rlGsdhePCJnbS2dT3naqrDteSoRr71zrP42n8/kyOnNABZUjEzq0SucRyGux/ZyvhxNZy9aPiGMpHEq06cxStPmMmmXfs5ZsakYTu2mdlwco2jSL29wY/Xb+VVJ85iQn3tsB+/pkZOGmZW0Zw4ivS7zS1s293B+acMTzOVmVm1ceIo0t3rtlJXI1578uxyh2JmVhZOHEWICH68bhsvO34GUyd6LnAzG5ucOIrwh6f38sQz+zjPzVRmNoY5cRRhxSNbkeD8xW6mMrOxy4mjCHev28rpRzVy5BG+q9vMxi4njiHatHM/65p2+2oqMxvznDiG6MfrtwE4cZjZmOfEMUQrHtnKyXOmsHCmb84zs7GtpIlD0jJJj0naIOmaAdY3SPpOWv8rSQtT+Vskrc09eiUtSevuS8csrDuylOcA8MzeDlb/aaevpjIzo4SJQ1ItcCNwAbAYuFzS4n6bXQXsiogTgBuATwFExDcjYklELAHeBjwREWtz+72lsD4ini7VORTcu34bEbDMicPMrKQ1jjOBDRGxMSI6gduBi/ptcxHwtbR8B/BaSf2n07s87Vs2d6/bylHTJ/CCuVPKGYaZWUUoZeKYD2zKPd+cygbcJiK6gVZgRr9t3gR8u1/ZV1Mz1f8eINEAIOlqSWskrdm+ffvhngN72rv45YYdnL94Dgd5KTOzMaWiO8clnQXsj4hHcsVviYhTgVemx9sG2jcibo6IpRGxdNaswx/+fOVj2+ns6R22uTfMzKpdKRPHFuCo3PMFqWzAbSTVAVOBHbn1l9GvthERW9LPPcC3yJrESmbFI1uZObmBFx89rZQvY2ZWNUqZOFYDiyQdK6meLAks77fNcuCKtHwJ8NOICABJNcCl5Po3JNVJmpmWxwGvBx6hRNq7erjvsaf588Wzqa1xM5WZGZRwBsCI6Jb0XmAFUAvcEhHrJF0PrImI5cBXgG9I2gDsJEsuBWcDmyJiY66sAViRkkYtcC/wpVKdwy82PMO+zh7OP8VjU5mZFZR06tiIuBO4s1/ZtbnlduCNB9n3PuCl/cr2AS8Z9kAPYsW6rUxpqOPPjp85Ui9pZlbxKrpzvNyOnTmZt77sGOrr/GsyMysoaY2j2r371ceXOwQzs4rjr9JmZlYUJw4zMyuKE4eZmRXFicPMzIrixGFmZkVx4jAzs6I4cZiZWVGcOMzMrChKYwqOapK2A38qw0vPBJ4pw+sOVaXHB45xuFR6jJUeH4zNGI+JiOfMSzEmEke5SFoTEUvLHcfBVHp84BiHS6XHWOnxgWPMc1OVmZkVxYnDzMyK4sRRWjeXO4BBVHp84BiHS6XHWOnxgWPs4z4OMzMrimscZmZWFCcOMzMrihPH8yRpmaTHJG2QdM0A6z8oab2khyT9RNIxlRZjbrs3SApJI37J4VBilHRp+l2uk/StSotR0tGSVkr6bfp7v26E47tF0tOSHjnIekn6fIr/IUkvHsn4hhjjW1JsD0v6paQXVVJ8ue3OkNQt6ZKRii332oPGKOnVktam98rPhj2IiPDjMB9ALfBH4DigHvgdsLjfNq8BJqbldwPfqbQY03ZTgPuBVcDSSosRWAT8FpiWnh9ZgTHeDLw7LS8GnhzhGM8GXgw8cpD1rwPuAgS8FPjVSMY3xBj/LPc3vmCkYxwsvtz/wk+BO4FLKvB32AisB45Oz4f9veIax/NzJrAhIjZGRCdwO3BRfoOIWBkR+9PTVcCCSosx+XvgU0D7SAaXDCXGdwI3RsQugIh4ugJjDOCItDwVaBrB+IiI+4Gdh9jkIuDrkVkFNEqaOzLRZQaLMSJ+WfgbU4b3yxB+hwDvA/4NGOn/QWBIMb4Z+PeIeCptP+xxOnE8P/OBTbnnm1PZwVxF9o1vJA0aY2qyOCoifjSSgeUM5fd4InCipF9IWiVp2YhFlxlKjNcBb5W0mezb6PtGJrQhK/b/tdzK8X45JEnzgb8CvlDuWA7hRGCapPsk/VrS24f7BeqG+4A2MElvBZYCryp3LHmSaoB/Bq4scyiDqSNrrno12bfQ+yWdGhEt5Qyqn8uBWyPinyS9DPiGpBdGRG+5A6s2kl5DljheUe5Y+vkc8OGI6JVU7lgOpg54CfBaYALwgKRVEfH4cL6AHb4twFG55wtS2QEknQt8FHhVRHSMUGwFg8U4BXghcF96I8wBlku6MCLWVEiMkH07/lVEdAFPSHqcLJGsHpkQhxTjVcAygIh4QNJ4skHnytKkMYAh/b+Wm6TTgC8DF0TEjnLH089S4Pb0XpkJvE5Sd0T8oKxRHWgzsCMi9gH7JN0PvAgYtsThpqrnZzWwSNKxkuqBy4Dl+Q0knQ7cBFxYhnb5QWOMiNaImBkRCyNiIVm78kgmjUFjTH5AVttA0kyy6vjGCovxKbJveUh6ATAe2D6CMQ5mOfD2dHXVS4HWiGgud1B5ko4G/h1423B+Qx4uEXFs7r1yB/CeCksaAD8EXiGpTtJE4Czg0eF8Adc4noeI6Jb0XmAF2ZUWt0TEOknXA2siYjnwGWAy8L30LeWpiLiwwmIsqyHGuAI4T9J6oAf40Eh+Gx1ijP8T+JKkvyHrKL8y0mUtI0HSt8mS68zUz/IxYFyK/4tk/S6vAzYA+4F3jFRsRcR4LTAD+Nf0fumOERyRdgjxld1gMUbEo5LuBh4CeoEvR8QhLy8uOoYR/L82M7NRwE1VZmZWFCcOMzMrihOHmZkVxYnDzMyK4sRhZjbKDHWwxtz2RQ0g6sRhVUNSo6T3HOa+d0pqPMx9bx1oFNQ0Aul/Hs4xK42kD6Rr/m10uJV0M+pgJC0CPgK8PCJOAT4w2D5OHFZNGoEBE4ekQ96TFBGvq7DhSYomqbaEh/8AUFTiKHE89jwMNBCipOMl3Z3Gr/q5pJPTqqIHEHXisGrySeD4NM/AZ9I3/p9LWk42jDSSfpDeGOskXV3YUdKTkmZKWijpUUlfStv8WNKEtM07Ja2W9DtJ/9bvG/i5ktZIelzS6/sHJmlSah54UNl8HM8ZgTjFe7+kHymb1+OLaawwJH0hHX+dpI/3i/tTkn4DvPFgMaZa0ReUDQC5Mb3WLelcb80d7zxJD0j6jaTvSZos6f3APGClpJUH2+4g8bxfz843c/vh/mFtRNwMvC8iXgL8LfCvqbz4AUSHe5x2P/wo1QNYSG4OArK7Z/cBx+bKpqefE4BHgBnp+ZNkYwstBLqBJan8u8Bb0/KM3HE+kd5kkFX77yb7orWIbCyg8en1/zNt839yx2kkGxdoUr/4X002bP1xZHef30OazyEXdy1wH3BaLu6/yx3jUDHeTjbXxkXAbuDUFPOvgSXp/O8vxAV8GLg2//tJy4Ntl4+nCWgonHe5/0f8GPj9QjZ6RRuwNvd4NK37T+D7ZHefH0s2gvIh/5YecsSq3YMR8UTu+fsl/VVaPorsg77/0CRPRMTatPxrsjcYwAslfYLsg38y2fAiBd+NbJTbP0jaCJzMgc4DLpT0t+n5eOBonjtG0IMRsRH6ho54BdmYR5emGlIdMJdsIqiH0j7fye1/qBj/IyJC0sPAtoh4OL3OunSOC9Jxf5GG86gHHuC5XjrIdvl4HgK+KekHZOOJWWWqAVoiYskA64oeQNSJw6rdvsKCpFcD5wIvi4j9ku4j+wDvLz9CcQ9Z7QSyb+0XR8TvJF1JGlQx6T82T//nAt4QEY8NEu9zjiPpWLKmgzMiYldqWsrHvS+3fKgYC+fVy4Hn2Ev2Xu8B7omIyweJUYNsl4/nL8hmpPtL4KPKhrrvHuT4NsIiYrekJyS9MSK+p+wbwWkR8TuyhH858FUNcQBR93FYNdlDNgz8wUwFdqWkcTLZN+diTAGaJY0D3tJv3Rsl1Ug6nqypqX+CWAG8L70hC6MiD+RMZSPs1gBvAv6LbNbAfUCrpNlkU6YeToyDWQW8XNIJKcZJkk5M6/K/20Nt1yedw1ERsZKsOWsqWS3IyizVZh8ATpK0WdJVZP8vV0n6HbCOZ2ewXAHsUDaA6EqGMICoaxxWNSJiR+rAe4RsZrj+MxbeDbxL0qNkH+yrinyJ/w38imwo9F9xYJJ6CniQ7EP+XRHRrgMn8vl7skl+HkofqE8Az+lEJ6v+/1/gBLI36fcjmxTot8DvydqXf3GYMR5SRGxPtZRvS2pIxf8vWX/MzcDdkpoi4jWH2C6vFrhN0lSyWsrno8qvXBstDlFbfE7Hd2QdHR9MjyHx6LhmIyQ1pf1tRAyUUMyqhpuqzMysKK5xmJlZUVzjMDOzojhxmJlZUZw4zMysKE4cZmZWFCcOMzMryv8P0Ned8XxKbi8AAAAASUVORK5CYII=",
|
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"text/plain": [
|
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"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
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"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in dec_metrics],\n",
|
|
" [metrics[\"mean_wQuantileLoss\"] for metrics in dec_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"CRPS\")\n",
|
|
"plt.title(\"Decoder Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "be4e5502",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Decoder Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in dec_metrics],\n",
|
|
" [metrics[\"MASE\"] for metrics in dec_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"MASE\")\n",
|
|
"plt.title(\"Decoder Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "5d6e2046",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Decoder Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in dec_metrics],\n",
|
|
" [metrics[\"NRMSE\"] for metrics in dec_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"NRMSE\")\n",
|
|
"plt.title(\"Decoder Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4338c927",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Symmetric Scaling"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "88b5c69d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"sym_metrics = []\n",
|
|
"for layer in layers:\n",
|
|
" estimator = TransformerEstimator(\n",
|
|
" freq=freq,\n",
|
|
" prediction_length=prediction_length,\n",
|
|
" context_length=prediction_length*7,\n",
|
|
"\n",
|
|
" nhead=2,\n",
|
|
" num_encoder_layers=layer,\n",
|
|
" num_decoder_layers=layer,\n",
|
|
" dim_feedforward=16,\n",
|
|
" activation=\"gelu\",\n",
|
|
"\n",
|
|
" num_feat_static_cat=1,\n",
|
|
" cardinality=[320],\n",
|
|
" embedding_dimension=[5],\n",
|
|
"\n",
|
|
" batch_size=128,\n",
|
|
" num_batches_per_epoch=100,\n",
|
|
" trainer_kwargs=dict(max_epochs=50, accelerator='auto', gpus=1),\n",
|
|
" )\n",
|
|
" \n",
|
|
" predictor = estimator.train(\n",
|
|
" training_data=train_ds,\n",
|
|
" validation_data=val_ds,\n",
|
|
" num_workers=8,\n",
|
|
" shuffle_buffer_length=1024\n",
|
|
" )\n",
|
|
" \n",
|
|
" forecast_it, ts_it = make_evaluation_predictions(\n",
|
|
" dataset=test_ds, \n",
|
|
" predictor=predictor\n",
|
|
" )\n",
|
|
" forecasts = list(forecast_it)\n",
|
|
" if layer == layers[0]:\n",
|
|
" tss = list(ts_it)\n",
|
|
" \n",
|
|
" evaluator = Evaluator()\n",
|
|
" agg_metrics, _ = evaluator(iter(tss), iter(forecasts))\n",
|
|
" agg_metrics[\"trainable_parameters\"] = summarize(estimator.create_lightning_module()).trainable_parameters\n",
|
|
" sym_metrics.append(agg_metrics.copy())\n",
|
|
"\n",
|
|
"with open(\"elec_sym_metrics.pkl\", \"wb\") as fp:\n",
|
|
" pickle.dump(sym_metrics, fp)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "fad41444",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open(\"elec_sym_metrics.pkl\", \"rb\") as fp:\n",
|
|
" sym_metrics = pickle.load(fp)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "5f53e2aa",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Symmetric Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in sym_metrics],\n",
|
|
" [metrics[\"mean_wQuantileLoss\"] for metrics in sym_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"CRPS\")\n",
|
|
"plt.title(\"Symmetric Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "4ab76a75",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Symmetric Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in sym_metrics],\n",
|
|
" [metrics[\"MASE\"] for metrics in sym_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"MASE\")\n",
|
|
"plt.title(\"Symmetric Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "faa34130",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Symmetric Scaling')"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.plot(\n",
|
|
" [metrics[\"trainable_parameters\"] for metrics in sym_metrics],\n",
|
|
" [metrics[\"NRMSE\"] for metrics in sym_metrics], \n",
|
|
")\n",
|
|
"plt.xlabel(\"trainable parameters\")\n",
|
|
"plt.ylabel(\"NRMSE\")\n",
|
|
"plt.title(\"Symmetric Scaling\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "318edfdf",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.10.4 ('pytorch')",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.4"
|
|
},
|
|
"vscode": {
|
|
"interpreter": {
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