{ "cells": [ { "cell_type": "code", "execution_count": 7, "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)\n", "df = pd.read_csv(\"https://raw.githubusercontent.com/WenWeiTHU/TimeSeriesDatasets/refs/heads/main/ETT-small/ETTh2.csv\")" ] }, { "cell_type": "code", "execution_count": 9, "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()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# generate forecast \n", "prediction_length = 288 # forecast the next 288 timestamps, supporting maximum prediction length encompassed in the context length\n", "output = model.generate(seqs, max_new_tokens=prediction_length)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 288])\n" ] } ], "source": [ "print(output.shape)" ] }, { "cell_type": "code", "execution_count": 12, "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": "py310", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }