{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from transformers import AutoModelForCausalLM" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# load model and dataset\n", "model = AutoModelForCausalLM.from_pretrained('thuml/timer-base-84m', trust_remote_code=True, token=True)\n", "df = pd.read_csv(\"https://raw.githubusercontent.com/WenWeiTHU/TimeSeriesDatasets/refs/heads/main/ETT-small/ETTh2.csv\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# perpare input\n", "lookback_length = 1440 # support the maximum context length up to 2880 \n", "seqs = torch.tensor(df[\"OT\"][:lookback_length]).unsqueeze(0).float()\n", "mean, std = seqs.mean(dim=-1, keepdim=True), seqs.std(dim=-1, keepdim=True) # normalize the input to mitigate the scale effect\n", "normed_seqs = (seqs - mean) / std" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# generate forecast \n", "prediction_length = 288 # forecast the next 288 timestamps, supporting maximum prediction length encompassed in the context length\n", "normed_output = model.generate(normed_seqs, max_new_tokens=prediction_length)\n", "output = std * normed_output + mean # rescale the output to the original scale" ] }, { "cell_type": "code", "execution_count": 250, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 288])\n" ] } ], "source": [ "print(output.shape)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the prediction\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.plot(df[\"OT\"][:lookback_length + prediction_length], color=\"limegreen\", label=\"Groundtruth\")\n", "plt.plot(range(lookback_length, lookback_length + prediction_length), output[0], color=\"tomato\", label=\"Prediction\")\n", "plt.plot(df[\"OT\"][:lookback_length], color=\"royalblue\", label=\"Lookback\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "ltm", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }