mirror of
https://github.com/wassname/DeepTime.git
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870 lines
482 KiB
Plaintext
870 lines
482 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "4e09086b",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2022-11-20T04:40:00.581454Z",
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"start_time": "2022-11-20T04:39:59.525562Z"
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},
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"lines_to_next_cell": 0
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},
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"outputs": [],
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"source": [
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"\n",
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"import os\n",
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"from os.path import join\n",
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"import math\n",
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"import logging\n",
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"from typing import Callable, Optional, Union, Dict, Tuple\n",
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"\n",
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"from matplotlib import pyplot as plt\n",
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"from pathlib import Path\n",
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"import matplotlib.colors as mcolors\n",
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"\n",
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"import gin\n",
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"from fire import Fire\n",
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"import numpy as np\n",
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"import torch\n",
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"from torch.utils.data import DataLoader\n",
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"from torch import optim\n",
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"from torch import nn\n",
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"\n",
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"from experiments.base import Experiment\n",
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"from data.datasets import ForecastDataset\n",
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"from models import get_model\n",
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"from utils.checkpoint import Checkpoint\n",
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"from utils.ops import default_device, to_tensor\n",
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"from utils.losses import get_loss_fn\n",
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"from utils.metrics import calc_metrics\n",
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"\n",
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"from experiments.forecast import get_data\n",
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"gin.enter_interactive_mode()"
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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": null,
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"id": "66d7f095",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2022-11-19T23:55:34.939075Z",
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"start_time": "2022-11-19T23:55:34.820277Z"
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}
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},
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"outputs": [],
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"source": []
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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": "6ca906be",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2022-11-20T04:40:03.647641Z",
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"start_time": "2022-11-20T04:40:01.373201Z"
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}
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},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
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"\n",
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"\n",
|
|
"gin.clear_config()\n",
|
|
"gin.parse_config(open(\"storage/experiments/Exchange/96M2/repeat=0/config.gin\"))\n",
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|
"\n",
|
|
"train_set, train_loader = get_data(flag='train', batch_size=16)\n",
|
|
"\n",
|
|
"model = get_model(\"deeptime\",\n",
|
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" 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('storage/experiments/Exchange/96M2/repeat=0/model.pth'))\n",
|
|
"model = model.eval()\n",
|
|
"\n",
|
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"\n",
|
|
"b = train_set[1]\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",
|
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"\n",
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"\n",
|
|
"plt.title('mlp inr2')\n",
|
|
"import matplotlib.colors as mcolors\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",
|
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"y2 = y[0].cpu()\n",
|
|
"l2 = y.shape[1]\n",
|
|
"i_past = list(range(l))\n",
|
|
"i_future = list(range(l, l+l2))\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='--')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d4df5270",
|
|
"metadata": {},
|
|
"source": [
|
|
"# auto"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "04499bef",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T04:40:03.653663Z",
|
|
"start_time": "2022-11-20T04:40:03.648765Z"
|
|
}
|
|
},
|
|
"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": 54,
|
|
"id": "768530be",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T04:49:59.301321Z",
|
|
"start_time": "2022-11-20T04:49:59.294905Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"\n",
|
|
"def plot_multi(model_names=[\"deeptime\"], save_paths=[Path(\"storage/experiments/Exchange/96M/repeat=0\")], i=200, title=None, plot=True):\n",
|
|
" for j in range(len(model_names)):\n",
|
|
" model_name = model_names[j]\n",
|
|
" save_path = save_paths[j]\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",
|
|
"\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",
|
|
" linestyles = [ '--', '-.', '-', ':']\n",
|
|
" if plot:\n",
|
|
" ls = linestyles[j]\n",
|
|
" print(ls)\n",
|
|
" if j==0:\n",
|
|
" \n",
|
|
" \n",
|
|
" for k in range(x.shape[-1]):\n",
|
|
" plt.plot(i_past, x2[:, k], c=colors[k], label=f\"var {k}\")\n",
|
|
" for k in range(x.shape[-1]):\n",
|
|
" plt.plot(i_future, y2[:, k], c=colors[k])\n",
|
|
" \n",
|
|
" mtitle = str(save_path).split('/')[-2:-1]\n",
|
|
" mtitle = \"-\".join(mtitle)\n",
|
|
" for k in range(x.shape[-1]):\n",
|
|
" plt.plot(i_future, forecast2[:, k], c=colors[k], linestyle=ls, label=f\"{mtitle}\" if k==0 else None)\n",
|
|
" plt.legend()\n",
|
|
" plt.title(title)\n",
|
|
" return x2, y2, forecast2, i_past, i_future\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"id": "b8843217",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T04:51:00.720388Z",
|
|
"start_time": "2022-11-20T04:51:00.083720Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"--\n",
|
|
"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",
|
|
"-.\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1"
|
|
]
|
|
},
|
|
"execution_count": 62,
|
|
"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(model_names=[\"deeptime\", \"deeptime2\"],\n",
|
|
" save_paths=[\n",
|
|
" Path(\"storage/experiments/Exchange/96M/repeat=0\"),\n",
|
|
" Path(\"storage/experiments/Exchange/96Mplus/repeat=0\"),\n",
|
|
" ],\n",
|
|
" i=100\n",
|
|
" )\n",
|
|
"1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 64,
|
|
"id": "d39ba7c5",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T04:51:14.490633Z",
|
|
"start_time": "2022-11-20T04:51:14.197106Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"--\n",
|
|
"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",
|
|
"-.\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1"
|
|
]
|
|
},
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_multi(model_names=[\"deeptime\", \"deeptime2\"],\n",
|
|
" save_paths=[\n",
|
|
" Path(\"storage/experiments/Exchange/96M2/repeat=0\"),\n",
|
|
" Path(\"storage/experiments/Exchange/96Mplus2/repeat=0\"),\n",
|
|
" ])\n",
|
|
"1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"id": "9af56ddc",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T04:52:00.890235Z",
|
|
"start_time": "2022-11-20T04:52:00.783659Z"
|
|
}
|
|
},
|
|
"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": "code",
|
|
"execution_count": 57,
|
|
"id": "7e3685e7",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T04:50:23.052127Z",
|
|
"start_time": "2022-11-20T04:50:22.937090Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(tensor([[ 0.5292, 1.7510, 0.7053, ..., -0.8215, -0.8000, -0.0716],\n",
|
|
" [ 0.4468, 1.6824, 0.6341, ..., -0.8088, -0.7295, -0.0506],\n",
|
|
" [ 0.5728, 1.7182, 0.6890, ..., -0.8497, -0.7756, 0.0018],\n",
|
|
" ...,\n",
|
|
" [ 0.5457, 0.0489, 0.8019, ..., -1.4872, -0.9826, -0.3539],\n",
|
|
" [ 0.5340, 0.0770, 0.7975, ..., -1.4627, -0.9620, -0.3570],\n",
|
|
" [ 0.5195, 0.0113, 0.8092, ..., -1.4745, -0.9472, -0.3507]]),\n",
|
|
" tensor([[ 5.4374e-01, 1.3666e-01, 8.0406e-01, -8.8760e-01, 1.9074e+00,\n",
|
|
" -1.4300e+00, -9.5311e-01, -3.3919e-01],\n",
|
|
" [ 5.5538e-01, 2.2618e-01, 8.1282e-01, -8.4952e-01, 1.9074e+00,\n",
|
|
" -1.4273e+00, -8.8462e-01, -3.0561e-01],\n",
|
|
" [ 5.7478e-01, 2.4110e-01, 8.2086e-01, -8.3329e-01, 1.9123e+00,\n",
|
|
" -1.3801e+00, -8.4853e-01, -3.2345e-01],\n",
|
|
" [ 5.8739e-01, 2.4588e-01, 8.2966e-01, -8.3030e-01, 1.9123e+00,\n",
|
|
" -1.3864e+00, -8.5757e-01, -3.2240e-01],\n",
|
|
" [ 5.7769e-01, 1.6949e-01, 8.3553e-01, -8.8549e-01, 1.9123e+00,\n",
|
|
" -1.4164e+00, -8.3038e-01, -3.2870e-01],\n",
|
|
" [ 5.8739e-01, 1.3964e-01, 8.3480e-01, -9.1691e-01, 1.9057e+00,\n",
|
|
" -1.4373e+00, -8.2736e-01, -3.5388e-01],\n",
|
|
" [ 5.9127e-01, 1.5934e-01, 8.3406e-01, -8.9600e-01, 1.9057e+00,\n",
|
|
" -1.4200e+00, -8.3341e-01, -3.4759e-01],\n",
|
|
" [ 5.7769e-01, 1.3069e-01, 8.4067e-01, -9.1274e-01, 1.9057e+00,\n",
|
|
" -1.4191e+00, -8.2736e-01, -3.2555e-01],\n",
|
|
" [ 5.7381e-01, 9.4885e-02, 8.5245e-01, -9.3146e-01, 1.9057e+00,\n",
|
|
" -1.4236e+00, -8.2736e-01, -3.3395e-01],\n",
|
|
" [ 5.3889e-01, 9.7869e-02, 8.5984e-01, -9.5007e-01, 1.9057e+00,\n",
|
|
" -1.4164e+00, -8.2736e-01, -3.3290e-01],\n",
|
|
" [ 5.3017e-01, -5.7301e-02, 8.5320e-01, -1.0214e+00, 1.8953e+00,\n",
|
|
" -1.4545e+00, -8.5457e-01, -3.3185e-01],\n",
|
|
" [ 5.4374e-01, -2.4828e-01, 8.5320e-01, -1.0635e+00, 1.8835e+00,\n",
|
|
" -1.5045e+00, -9.4125e-01, -3.6018e-01],\n",
|
|
" [ 5.6799e-01, -2.0232e-01, 8.6945e-01, -1.0535e+00, 1.8636e+00,\n",
|
|
" -1.4645e+00, -9.3532e-01, -3.1296e-01],\n",
|
|
" [ 5.9224e-01, 2.9236e-02, 8.5689e-01, -9.5007e-01, 1.8699e+00,\n",
|
|
" -1.4327e+00, -8.4853e-01, -3.0981e-01],\n",
|
|
" [ 6.2230e-01, 1.5158e-01, 8.5910e-01, -8.7495e-01, 1.8734e+00,\n",
|
|
" -1.4146e+00, -8.3643e-01, -3.0771e-01],\n",
|
|
" [ 6.0678e-01, -6.0420e-04, 8.5541e-01, -9.8697e-01, 1.8734e+00,\n",
|
|
" -1.4473e+00, -8.3643e-01, -3.2135e-01],\n",
|
|
" [ 5.9709e-01, 4.7140e-02, 8.5172e-01, -9.6858e-01, 1.8734e+00,\n",
|
|
" -1.4427e+00, -8.3825e-01, -3.2870e-01],\n",
|
|
" [ 5.9321e-01, 5.0124e-02, 8.7242e-01, -9.4884e-01, 1.8734e+00,\n",
|
|
" -1.4427e+00, -8.3643e-01, -3.3395e-01],\n",
|
|
" [ 5.9709e-01, 1.0980e-01, 8.7909e-01, -9.2648e-01, 1.8734e+00,\n",
|
|
" -1.4227e+00, -8.3341e-01, -3.2240e-01],\n",
|
|
" [ 5.9418e-01, 5.3108e-02, 8.8058e-01, -9.6036e-01, 1.8734e+00,\n",
|
|
" -1.4427e+00, -8.1219e-01, -3.1296e-01],\n",
|
|
" [ 6.0388e-01, 5.0124e-02, 8.6871e-01, -9.7268e-01, 1.8734e+00,\n",
|
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" -1.4354e+00, -8.1219e-01, -3.1926e-01],\n",
|
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" [ 5.3501e-01, 1.1577e-01, 8.7984e-01, -9.6448e-01, 1.8734e+00,\n",
|
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" -1.3946e+00, -8.0609e-01, -3.4129e-01],\n",
|
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" [ 6.0000e-01, 1.3069e-01, 8.7242e-01, -9.5337e-01, 1.8734e+00,\n",
|
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" -1.3592e+00, -8.0609e-01, -3.1821e-01],\n",
|
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" [ 6.0775e-01, 1.2174e-01, 8.7761e-01, -9.6776e-01, 1.8734e+00,\n",
|
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" -1.3873e+00, -8.0913e-01, -2.6259e-01]]),\n",
|
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" array([[ 0.52890754, 0.04601173, 0.818106 , -0.9959081 , 1.9366491 ,\n",
|
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" -1.5069696 , -0.9808905 , -0.36548147],\n",
|
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" [ 0.528438 , 0.03981169, 0.8184106 , -0.9991272 , 1.937193 ,\n",
|
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" -1.5084361 , -0.9828327 , -0.36484447],\n",
|
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" [ 0.5307723 , 0.04257247, 0.8204612 , -1.0004759 , 1.9423875 ,\n",
|
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" -1.5103797 , -0.9852797 , -0.36599845],\n",
|
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" [ 0.5303809 , 0.04465088, 0.8191587 , -0.9979849 , 1.9372461 ,\n",
|
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" -1.505586 , -0.9807858 , -0.36503443],\n",
|
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" [ 0.5305283 , 0.04264332, 0.8198152 , -1.0008417 , 1.9394246 ,\n",
|
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" -1.5105733 , -0.9837851 , -0.3655746 ],\n",
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" [ 0.5307227 , 0.04202083, 0.8191189 , -0.99933463, 1.9369458 ,\n",
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" -1.506729 , -0.98293924, -0.36503708],\n",
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" [ 0.5283215 , 0.04141821, 0.81586105, -0.9971103 , 1.9277518 ,\n",
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" -1.4981959 , -0.9740302 , -0.36309323],\n",
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" [ 0.5275271 , 0.04352546, 0.814939 , -0.9949809 , 1.9263753 ,\n",
|
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" -1.5013223 , -0.9757192 , -0.3638668 ],\n",
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" [ 0.5276257 , 0.04390374, 0.8143943 , -0.9922678 , 1.9258269 ,\n",
|
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" -1.5007619 , -0.97613275, -0.36400792],\n",
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" [ 0.52339524, 0.04113823, 0.81086344, -0.9905842 , 1.9132272 ,\n",
|
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" -1.4942402 , -0.9708606 , -0.36080262],\n",
|
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" [ 0.5248644 , 0.042987 , 0.81305283, -0.9912248 , 1.9210671 ,\n",
|
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" -1.4969778 , -0.9736485 , -0.3629068 ],\n",
|
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" [ 0.52518415, 0.04741649, 0.81146616, -0.98756695, 1.9176267 ,\n",
|
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" -1.4939798 , -0.97169137, -0.36096278],\n",
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" [ 0.5220071 , 0.04414371, 0.81153566, -0.98984647, 1.9137857 ,\n",
|
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" -1.4954246 , -0.97107446, -0.36085606],\n",
|
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" [ 0.52268267, 0.0460408 , 0.8109568 , -0.9874458 , 1.9127601 ,\n",
|
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" -1.4930701 , -0.9692728 , -0.3606753 ],\n",
|
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" [ 0.5223365 , 0.04568218, 0.8103212 , -0.98693126, 1.9110385 ,\n",
|
|
" -1.4933776 , -0.96929896, -0.3607128 ],\n",
|
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" [ 0.52153313, 0.04434089, 0.8080093 , -0.9862203 , 1.9069732 ,\n",
|
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" -1.4901737 , -0.96673113, -0.3586038 ],\n",
|
|
" [ 0.5211224 , 0.04329763, 0.80827016, -0.9870948 , 1.9067513 ,\n",
|
|
" -1.4907483 , -0.96722066, -0.35898498],\n",
|
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" [ 0.51958317, 0.0411768 , 0.80564517, -0.9852966 , 1.90139 ,\n",
|
|
" -1.4851948 , -0.96316063, -0.35826832],\n",
|
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" [ 0.52038646, 0.04568981, 0.80709517, -0.9835636 , 1.9032961 ,\n",
|
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" -1.4881977 , -0.9650438 , -0.35861585],\n",
|
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" [ 0.5194442 , 0.04407027, 0.80520827, -0.98266006, 1.8993053 ,\n",
|
|
" -1.4852973 , -0.9634341 , -0.35824707],\n",
|
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" [ 0.51898205, 0.04415236, 0.8051576 , -0.9825941 , 1.897731 ,\n",
|
|
" -1.4861436 , -0.9634547 , -0.3574056 ],\n",
|
|
" [ 0.5183343 , 0.04260498, 0.80339235, -0.9823522 , 1.893536 ,\n",
|
|
" -1.4827589 , -0.9612396 , -0.3563275 ],\n",
|
|
" [ 0.5182621 , 0.03967791, 0.8052563 , -0.9854379 , 1.8969235 ,\n",
|
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" -1.4861064 , -0.9637438 , -0.3569042 ]], dtype=float32),\n",
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" [0,\n",
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" 1,\n",
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" 2,\n",
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" 3,\n",
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" 4,\n",
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" 5,\n",
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" 191],\n",
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" 214,\n",
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" 215])"
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]
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|
},
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|
"execution_count": 57,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
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{
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"data": {
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"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/96M2/repeat=0\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"id": "9c6bf6c3",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2022-11-20T00:01:09.186170Z",
|
|
"start_time": "2022-11-20T00:01:08.989739Z"
|
|
}
|
|
},
|
|
"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": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot(\"deeptime2\", Path(\"storage/experiments/Exchange/96Mplus2/repeat=0\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b1e031e3",
|
|
"metadata": {},
|
|
"source": [
|
|
"- try just one predictor\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
|
|
}
|