# shiyu-coder/Kronos > Kronos is an open-source foundation model for financial candlesticks (K-lines), trained on data from over 45 exchanges; it forecasts OHLCV series via tokenization and an autoregressive Transformer. - Magnitude: 5.4 out of 10 — Breakout - Stars: 45,925 total · +566 stars measured 2026-11-02, 00:07–19:54 UTC, ≈ 678 by evening - Star trust: star growth looks organic - Category: Finance & crypto · Language: Python · License: MIT · Created: 2025-07-01 · Last push: 2026-04-13 - GitHub: https://github.com/shiyu-coder/Kronos · Page: https://gitnova.dev/en/r/shiyu-coder/Kronos ## Useful for - Forecast the next 24 hours of BTC/USDT candles with KronosPredictor - Fine-tune the model on your own K-line data for a specific asset - Run batch forecasts across multiple tickers with predict_batch ## Why it’s here - Star-counter measurements on 2026-11-02 (UTC), 00:07–19:54: 45359 → 45925 stars (+566). This is the change over that interval. - Estimated end-of-day forecast: about +678 stars, using observed gains and the previous day. - Over the last two days the pace is 3.4× that of the previous week and a half. - GitHub Trending today: #8, +855 stars. - GitHub Trending Python today: #3, +855 stars. - About 110 forks a day — people are taking the code. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 7,582 - Issues and pull requests: 418 - Watchers: 401 - Average over the last week: 353 per day - Usual pace: 219 per day - Stars in the last hour (measured): 21 ## Stars per day, last 30 days (oldest → newest, today is partial) 2026-10-04 … 2026-11-02: 81, 91, 59, 162, 69, 73, 89, 87, 63, 76, 66, 51, 39, 78, 316, 633, 619, 510, 288, 233, 155, 170, 97, 89, 67, 65, 167, 553, 852, 566 ## Magnitude by day, last 14 days 10-20 8.0, 10-21 7.2, 10-22 7.1, 10-23 5.7, 10-24 4.3, 10-25 4.1, 10-26 3.4, 10-27 3.0, 10-28 2.7, 10-29 2.4, 10-30 2.6, 10-31 4.5, 11-01 5.1, 11-02 5.6 ## Spotted in now - GitHub Trending today: #8, +855 stars - GitHub Trending Python today: #3, +855 stars ## Similar by description 1. **zadescoxp/Temporal-Fusion-Transformer-Price-Prediction** — 0.3 · Steady · Finance & crypto · Python · +0 stars measured 2026-11-02, 00:58–19:21 UTC, ≈ 0 by evening A local research desk for daily equity forecasts using a Temporal Fusion Transformer: one model per ticker decodes 252 trading sessions and produces quantile forecasts from 1 day to 1 year. Full card: https://gitnova.dev/en/r/zadescoxp/Temporal-Fusion-Transformer-Price-Prediction.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-11-02 20:10 UTC, updated every 30 minutes.