mirror of
https://github.com/wassname/DeepTime.git
synced 2026-06-30 17:04:05 +08:00
413 lines
135 KiB
Plaintext
413 lines
135 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "4e09086b",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T10:31:28.624566Z",
|
|
"start_time": "2022-11-20T10:31:27.336916Z"
|
|
},
|
|
"lines_to_next_cell": 0
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"import os\n",
|
|
"from os.path import join\n",
|
|
"import math\n",
|
|
"import logging\n",
|
|
"from typing import Callable, Optional, Union, Dict, Tuple\n",
|
|
"\n",
|
|
"from matplotlib import pyplot as plt\n",
|
|
"from pathlib import Path\n",
|
|
"import matplotlib.colors as mcolors\n",
|
|
"\n",
|
|
"import gin\n",
|
|
"from fire import Fire\n",
|
|
"import numpy as np\n",
|
|
"import torch\n",
|
|
"from torch.utils.data import DataLoader\n",
|
|
"from torch import optim\n",
|
|
"from torch import nn\n",
|
|
"\n",
|
|
"from experiments.base import Experiment\n",
|
|
"from data.datasets import ForecastDataset\n",
|
|
"from models import get_model\n",
|
|
"from utils.checkpoint import Checkpoint\n",
|
|
"from utils.ops import default_device, to_tensor\n",
|
|
"from utils.losses import get_loss_fn\n",
|
|
"from utils.metrics import calc_metrics\n",
|
|
"\n",
|
|
"from experiments.forecast import get_data\n",
|
|
"gin.enter_interactive_mode()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "66d7f095",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-19T23:55:34.939075Z",
|
|
"start_time": "2022-11-19T23:55:34.820277Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d4df5270",
|
|
"metadata": {},
|
|
"source": [
|
|
"# auto"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "04499bef",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T10:31:28.634463Z",
|
|
"start_time": "2022-11-20T10:31:28.626256Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"\n",
|
|
"def plot(model_name=\"deeptime\", save_path=Path(\"storage/experiments/Exchange/96M/repeat=0\"), i=200, title=None, plot=True):\n",
|
|
"\n",
|
|
" gin.clear_config()\n",
|
|
" gin.parse_config(open(save_path/\"config.gin\"))\n",
|
|
"\n",
|
|
" train_set, train_loader = get_data(flag='train', batch_size=2)\n",
|
|
"\n",
|
|
" model = get_model(model_name,\n",
|
|
" dim_size=train_set.data_x.shape[1],\n",
|
|
" datetime_feats=train_set.timestamps.shape[-1]).to(default_device())\n",
|
|
" model.load_state_dict(torch.load(save_path/'model.pth'))\n",
|
|
" model = model.eval()\n",
|
|
"\n",
|
|
"\n",
|
|
" b = train_set[i]\n",
|
|
" b = [bb[None, :] for bb in b]\n",
|
|
" x, y, x_time, y_time = map(to_tensor, b)\n",
|
|
" with torch.no_grad():\n",
|
|
" forecast = model(x, x_time, y_time)\n",
|
|
"\n",
|
|
" if title is None:\n",
|
|
" title = str(save_path).split('/')[-3:]\n",
|
|
" title = \"-\".join(title)\n",
|
|
" \n",
|
|
" colors = list(mcolors.BASE_COLORS.keys())\n",
|
|
" l = x.shape[1]\n",
|
|
" forecast2 = forecast[0].detach().cpu().numpy()\n",
|
|
" x2 = x[0].cpu()\n",
|
|
" y2 = y[0].cpu()\n",
|
|
" l2 = y.shape[1]\n",
|
|
" i_past = list(range(l))\n",
|
|
" i_future = list(range(l, l+l2))\n",
|
|
" \n",
|
|
" if plot:\n",
|
|
" plt.title(title)\n",
|
|
" for i in range(x.shape[-1]):\n",
|
|
" plt.plot(i_past, x2[:, i], c=colors[i])\n",
|
|
" for i in range(x.shape[-1]):\n",
|
|
" plt.plot(i_future, y2[:, i], c=colors[i])\n",
|
|
" for i in range(x.shape[-1]):\n",
|
|
" plt.plot(i_future, forecast2[:, i], c=colors[i], linestyle='--')\n",
|
|
" return x2, y2, forecast2, i_past, i_future\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "768530be",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T10:31:28.667218Z",
|
|
"start_time": "2022-11-20T10:31:28.635969Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"\n",
|
|
"def plot_multi(save_paths=[Path(\"storage/experiments/Exchange/96M/repeat=0\")], i=200, title=None, plot=True):\n",
|
|
" for j in range(len(save_paths)):\n",
|
|
" save_path = save_paths[j]\n",
|
|
"\n",
|
|
" gin.clear_config()\n",
|
|
" gin.parse_config(open(save_path/\"config.gin\"))\n",
|
|
" model_name = gin.query_parameter(\"instance.model_type\")\n",
|
|
"\n",
|
|
" train_set, train_loader = get_data(flag='train', batch_size=2)\n",
|
|
"\n",
|
|
" model = get_model(model_name,\n",
|
|
" dim_size=train_set.data_x.shape[1],\n",
|
|
" datetime_feats=train_set.timestamps.shape[-1]).to(default_device())\n",
|
|
" model.load_state_dict(torch.load(save_path/'model.pth'))\n",
|
|
" model = model.eval()\n",
|
|
"\n",
|
|
"\n",
|
|
" b = train_set[i]\n",
|
|
" b = [bb[None, :] for bb in b]\n",
|
|
" x, y, x_time, y_time = map(to_tensor, b)\n",
|
|
" with torch.no_grad():\n",
|
|
" forecast = model(x, x_time, y_time)\n",
|
|
" \n",
|
|
" colors = list(mcolors.BASE_COLORS.keys())\n",
|
|
" l = x.shape[1]\n",
|
|
" forecast2 = forecast[0].detach().cpu().numpy()\n",
|
|
" x2 = x[0].cpu()\n",
|
|
" y2 = y[0].cpu()\n",
|
|
" l2 = y.shape[1]\n",
|
|
" i_past = list(range(l))\n",
|
|
" i_future = list(range(l, l+l2))\n",
|
|
"\n",
|
|
" if plot:\n",
|
|
" plt.plot(i_past, x2[:, 0], c=colors[0], label=f\"past\")\n",
|
|
" plt.plot(i_future, y2[:, 0], c=colors[0], label=\"future true\", alpha=0.5)\n",
|
|
" \n",
|
|
" mtitle = str(save_path).split('/')[-2:-1]\n",
|
|
" mtitle = \"-\".join(mtitle)\n",
|
|
" plt.plot(i_future, forecast2[:, 0], c=colors[j], linestyle='--', label=f\"{mtitle}\")\n",
|
|
" plt.legend()\n",
|
|
" plt.title(title)\n",
|
|
" return x2, y2, forecast2, i_past, i_future\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "f6da82f9",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T06:50:03.264769Z",
|
|
"start_time": "2022-11-20T06:50:03.262375Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "b8843217",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T10:31:32.788856Z",
|
|
"start_time": "2022-11-20T10:31:28.668594Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"receptive field [552 234 114]=[138 18 2]*[[ 1 1 1]\n",
|
|
" [ 1 2 4]\n",
|
|
" [ 1 4 16]\n",
|
|
" [ 1 6 36]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_multi(\n",
|
|
" save_paths=[\n",
|
|
" Path(\"storage/experiments/Exchange/96S/repeat=0\"),\n",
|
|
" Path(\"storage/experiments/Exchange/96Splus/repeat=0\"),\n",
|
|
" ],\n",
|
|
" i=100\n",
|
|
" )\n",
|
|
"1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "d39ba7c5",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T10:31:33.408193Z",
|
|
"start_time": "2022-11-20T10:31:32.789874Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"receptive field [690 378 242]=[138 18 2]*[[ 1 1 1]\n",
|
|
" [ 1 2 4]\n",
|
|
" [ 1 4 16]\n",
|
|
" [ 1 6 36]\n",
|
|
" [ 1 8 64]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_multi(\n",
|
|
" save_paths=[\n",
|
|
" Path(\"storage/experiments/Exchange/96Sshort/repeat=0\"),\n",
|
|
" Path(\"storage/experiments/Exchange/96Splusshort/repeat=0\"),\n",
|
|
" ])\n",
|
|
"1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "9af56ddc",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T10:31:33.539388Z",
|
|
"start_time": "2022-11-20T10:31:33.409217Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot(\"deeptime\", Path(\"storage/experiments/Exchange/96S/repeat=0\"));"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b1e031e3",
|
|
"metadata": {},
|
|
"source": [
|
|
"- [x] try just one predictor\n",
|
|
" - [ ] multi input, single output\n",
|
|
"- [x] comparem ulti\n",
|
|
"\n",
|
|
"- try logp? nah\n",
|
|
"- mae?\n",
|
|
"- make my own csv with 5m data (maybe 10k rows)\n",
|
|
"- backtest?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "42214089",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T00:57:32.922740Z",
|
|
"start_time": "2022-11-20T00:57:32.919738Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "f59232cc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "b1d152b2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"jupytext": {
|
|
"cell_metadata_filter": "-all",
|
|
"main_language": "python",
|
|
"notebook_metadata_filter": "-all"
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "deeptime",
|
|
"language": "python",
|
|
"name": "deeptime"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.13"
|
|
},
|
|
"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": {},
|
|
"toc_section_display": true,
|
|
"toc_window_display": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|