KiT: A Foundation Model for Financial Time-Series Forecasting using DiffusionTransformers
Paper • 2609.34507 • Published
datetime timestamp[ns] | open float64 | high float64 | low float64 | close float64 | volume float64 |
|---|---|---|---|---|---|
2016-08-01T09:45:00 | 219.393004 | 219.393004 | 211.951605 | 213.619494 | 361,400 |
2016-08-01T10:00:00 | 213.619494 | 213.619494 | 210.796903 | 212.978004 | 325,080 |
2016-08-01T10:15:00 | 212.978004 | 213.619494 | 212.079908 | 212.593095 | 170,500 |
2016-08-01T10:30:00 | 212.978004 | 214.004403 | 212.464792 | 213.362888 | 259,300 |
2016-08-01T10:45:00 | 213.106307 | 214.004403 | 212.593095 | 213.8761 | 148,100 |
2016-08-01T11:00:00 | 213.8761 | 214.902499 | 213.234609 | 213.747797 | 42,257 |
2016-08-01T11:15:00 | 213.747797 | 215.159105 | 213.747797 | 215.159105 | 67,416 |
2016-08-01T11:30:00 | 214.902499 | 215.030802 | 213.8761 | 213.8761 | 69,304 |
2016-08-01T13:15:00 | 214.645893 | 214.902499 | 214.004403 | 214.902499 | 46,000 |
2016-08-01T13:30:00 | 214.261009 | 214.902499 | 214.261009 | 214.902499 | 132,200 |
2016-08-01T13:45:00 | 214.902499 | 215.159105 | 214.51759 | 214.902499 | 22,192 |
2016-08-01T14:00:00 | 214.902499 | 215.672292 | 214.51759 | 214.902499 | 83,533 |
2016-08-01T14:15:00 | 215.543989 | 220.419403 | 215.543989 | 219.264701 | 139,000 |
2016-08-01T14:30:00 | 219.264701 | 219.393004 | 218.494908 | 219.264701 | 73,467 |
2016-08-01T14:45:00 | 219.264701 | 219.264701 | 218.494908 | 218.494908 | 75,833 |
2016-08-01T15:00:00 | 218.62321 | 219.136398 | 218.494908 | 218.62321 | 164,000 |
2016-08-02T09:45:00 | 218.62321 | 219.264701 | 217.468508 | 219.264701 | 67,900 |
2016-08-02T10:00:00 | 219.264701 | 219.264701 | 218.366605 | 218.751489 | 43,600 |
2016-08-02T10:15:00 | 218.751489 | 218.879792 | 218.494908 | 218.62321 | 48,500 |
2016-08-02T10:30:00 | 218.62321 | 218.879792 | 218.238302 | 218.238302 | 27,300 |
2016-08-02T10:45:00 | 218.751489 | 219.906191 | 218.366605 | 219.393004 | 172,000 |
2016-08-02T11:00:00 | 219.649609 | 220.419403 | 219.649609 | 220.2911 | 46,357 |
2016-08-02T11:15:00 | 220.2911 | 220.676008 | 220.2911 | 220.419403 | 64,600 |
2016-08-02T11:30:00 | 220.547706 | 220.547706 | 219.393004 | 219.521307 | 56,300 |
2016-08-02T13:15:00 | 219.777888 | 220.162797 | 219.777888 | 219.777888 | 17,300 |
2016-08-02T13:30:00 | 219.777888 | 220.034494 | 219.777888 | 220.034494 | 7,100 |
2016-08-02T13:45:00 | 220.034494 | 220.034494 | 219.777888 | 219.777888 | 10,070 |
2016-08-02T14:00:00 | 219.777888 | 219.777888 | 219.393004 | 219.649609 | 29,530 |
2016-08-02T14:15:00 | 219.521307 | 219.777888 | 219.393004 | 219.777888 | 80,678 |
2016-08-02T14:30:00 | 219.777888 | 219.777888 | 219.393004 | 219.649609 | 44,000 |
2016-08-02T14:45:00 | 219.649609 | 219.649609 | 219.393004 | 219.649609 | 29,100 |
2016-08-02T15:00:00 | 219.649609 | 219.777888 | 219.393004 | 219.777888 | 67,400 |
2016-08-03T09:45:00 | 219.777888 | 224.268393 | 218.109999 | 221.958989 | 284,570 |
2016-08-03T10:00:00 | 221.958989 | 223.883508 | 221.958989 | 223.755206 | 283,749 |
2016-08-03T10:15:00 | 223.883508 | 225.808004 | 223.883508 | 225.03821 | 363,000 |
2016-08-03T10:30:00 | 224.653302 | 224.909907 | 223.883508 | 224.524999 | 81,200 |
2016-08-03T10:45:00 | 224.653302 | 224.653302 | 223.626903 | 224.396696 | 84,700 |
2016-08-03T11:00:00 | 224.524999 | 224.909907 | 223.883508 | 224.909907 | 57,600 |
2016-08-03T11:15:00 | 224.781605 | 225.294792 | 224.653302 | 225.03821 | 132,625 |
2016-08-03T11:30:00 | 224.781605 | 225.03821 | 224.268393 | 224.524999 | 32,700 |
2016-08-03T13:15:00 | 224.653302 | 224.653302 | 224.268393 | 224.524999 | 75,600 |
2016-08-03T13:30:00 | 224.653302 | 225.294792 | 224.396696 | 224.653302 | 80,856 |
2016-08-03T13:45:00 | 224.653302 | 224.781605 | 224.268393 | 224.396696 | 37,600 |
2016-08-03T14:00:00 | 224.524999 | 224.524999 | 224.011787 | 224.396696 | 40,660 |
2016-08-03T14:15:00 | 224.396696 | 224.653302 | 224.14009 | 224.653302 | 143,712 |
2016-08-03T14:30:00 | 224.653302 | 225.808004 | 224.268393 | 225.808004 | 319,300 |
2016-08-03T14:45:00 | 225.808004 | 228.373989 | 225.808004 | 227.989105 | 970,252 |
2016-08-03T15:00:00 | 228.117407 | 230.298508 | 227.732499 | 227.732499 | 1,155,600 |
2016-08-04T09:45:00 | 226.064609 | 227.091008 | 224.524999 | 224.781605 | 313,400 |
2016-08-04T10:00:00 | 225.166489 | 225.166489 | 224.396696 | 224.396696 | 243,200 |
2016-08-04T10:15:00 | 224.396696 | 224.653302 | 222.472201 | 223.883508 | 303,050 |
2016-08-04T10:30:00 | 223.626903 | 223.626903 | 222.857109 | 223.113691 | 103,100 |
2016-08-04T10:45:00 | 223.113691 | 223.241994 | 222.600504 | 222.728807 | 116,400 |
2016-08-04T11:00:00 | 222.985388 | 224.268393 | 222.600504 | 223.883508 | 82,700 |
2016-08-04T11:15:00 | 223.883508 | 224.14009 | 223.370297 | 223.883508 | 17,500 |
2016-08-04T11:30:00 | 223.883508 | 224.011787 | 223.626903 | 223.883508 | 41,800 |
2016-08-04T13:15:00 | 223.883508 | 224.653302 | 223.755206 | 224.268393 | 35,000 |
2016-08-04T13:30:00 | 224.14009 | 224.14009 | 223.370297 | 223.626903 | 98,100 |
2016-08-04T13:45:00 | 223.626903 | 225.166489 | 223.626903 | 225.166489 | 98,300 |
2016-08-04T14:00:00 | 225.03821 | 225.551398 | 224.011787 | 224.524999 | 110,076 |
2016-08-04T14:15:00 | 224.524999 | 224.653302 | 223.370297 | 223.883508 | 74,700 |
2016-08-04T14:30:00 | 223.755206 | 224.268393 | 223.626903 | 224.011787 | 56,500 |
2016-08-04T14:45:00 | 224.011787 | 224.14009 | 223.4986 | 223.4986 | 85,624 |
2016-08-04T15:00:00 | 223.4986 | 224.524999 | 223.370297 | 223.755206 | 200,000 |
2016-08-05T09:45:00 | 223.755206 | 226.449494 | 223.626903 | 226.449494 | 120,100 |
2016-08-05T10:00:00 | 226.449494 | 228.887201 | 226.064609 | 227.860802 | 273,402 |
2016-08-05T10:15:00 | 228.117407 | 228.117407 | 225.808004 | 226.064609 | 121,400 |
2016-08-05T10:30:00 | 226.064609 | 226.321191 | 224.524999 | 224.524999 | 79,800 |
2016-08-05T10:45:00 | 224.524999 | 225.423095 | 224.268393 | 224.909907 | 57,000 |
2016-08-05T11:00:00 | 224.909907 | 226.064609 | 224.524999 | 225.551398 | 74,824 |
2016-08-05T11:15:00 | 225.551398 | 226.577797 | 224.396696 | 226.449494 | 51,400 |
2016-08-05T11:30:00 | 225.808004 | 226.449494 | 225.423095 | 225.808004 | 23,200 |
2016-08-05T13:15:00 | 225.808004 | 226.064609 | 225.294792 | 225.294792 | 44,200 |
2016-08-05T13:30:00 | 225.423095 | 226.449494 | 225.423095 | 226.449494 | 27,500 |
2016-08-05T13:45:00 | 226.577797 | 227.34759 | 226.321191 | 226.962706 | 96,250 |
2016-08-05T14:00:00 | 226.449494 | 234.147499 | 226.449494 | 233.377705 | 1,206,372 |
2016-08-05T14:15:00 | 232.992797 | 232.992797 | 229.785297 | 230.426787 | 549,333 |
2016-08-05T14:30:00 | 230.426787 | 230.683393 | 228.502292 | 229.9136 | 250,600 |
2016-08-05T14:45:00 | 229.528691 | 229.9136 | 227.860802 | 227.989105 | 238,600 |
2016-08-05T15:00:00 | 227.860802 | 228.24571 | 226.449494 | 227.091008 | 270,274 |
2016-08-08T09:45:00 | 226.577797 | 226.577797 | 224.653302 | 226.064609 | 194,400 |
2016-08-08T10:00:00 | 226.192888 | 230.298508 | 226.064609 | 229.656994 | 284,800 |
2016-08-08T10:15:00 | 229.656994 | 237.098393 | 229.400388 | 234.788989 | 1,033,643 |
2016-08-08T10:30:00 | 234.404104 | 235.687109 | 232.992797 | 234.404104 | 395,500 |
2016-08-08T10:45:00 | 234.788989 | 234.788989 | 231.709792 | 231.838095 | 227,300 |
2016-08-08T11:00:00 | 231.838095 | 231.838095 | 230.939999 | 231.709792 | 141,250 |
2016-08-08T11:15:00 | 231.709792 | 231.966398 | 231.324907 | 231.966398 | 111,600 |
2016-08-08T11:30:00 | 231.966398 | 232.864494 | 230.298508 | 231.709792 | 138,800 |
2016-08-08T13:15:00 | 231.709792 | 231.838095 | 230.170205 | 231.196604 | 58,544 |
2016-08-08T13:30:00 | 231.196604 | 231.196604 | 230.683393 | 230.939999 | 61,800 |
2016-08-08T13:45:00 | 231.068302 | 231.068302 | 230.55509 | 230.55509 | 52,700 |
2016-08-08T14:00:00 | 230.683393 | 231.068302 | 230.55509 | 231.068302 | 73,348 |
2016-08-08T14:15:00 | 230.939999 | 231.581489 | 230.939999 | 231.324907 | 87,800 |
2016-08-08T14:30:00 | 231.196604 | 231.196604 | 229.400388 | 230.170205 | 218,800 |
2016-08-08T14:45:00 | 229.656994 | 234.404104 | 229.656994 | 233.76259 | 314,792 |
2016-08-08T15:00:00 | 233.890893 | 234.019196 | 232.223004 | 234.019196 | 580,786 |
2016-08-09T09:45:00 | 234.788989 | 235.430503 | 232.223004 | 234.019196 | 248,900 |
2016-08-09T10:00:00 | 233.249403 | 234.788989 | 232.992797 | 233.76259 | 408,000 |
2016-08-09T10:15:00 | 233.76259 | 234.147499 | 233.76259 | 234.019196 | 108,500 |
2016-08-09T10:30:00 | 234.019196 | 234.019196 | 233.76259 | 233.76259 | 121,800 |
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
This is the demo dataset for KiT: A Foundation Model for Candlestick Time-Series Forecasting via Diffusion Transformers.
This dataset contains 100 Chinese A-share stocks with multi-timescale OHLCV (Open, High, Low, Close, Volume) candlestick data.
The dataset is organized as follows:
data/
instruments.json # market / sector / vocab_index of the 100 stocks
stats.json # per-bucket normalisation statistics from training
trade_dates.csv # A-share trading calendar
ashare/{1m,5m,15m,30m,1h,2h,1d}/<code>.parquet # OHLCV data by timescale
Each .parquet file contains OHLCV candlestick data for one stock at one timescale, with columns:
The data includes 7 different timescales:
The corresponding code is available at: https://github.com/Luciferbobo/KiT
@article{kit2026,
title={KiT: A Foundation Model for Candlestick Time-Series Forecasting via Diffusion Transformers},
author={Boyu Zhang, Haorui Li},
journal={arXiv preprint arXiv:2609.34507},
year={2026}
}
See the main repository for license information.