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time series forecasting models

25 models · ranked by HuggingFace downloads

chronos-2

Chronos-2 is Amazon's second-generation pretrained foundation model for zero-shot time-series forecasting. It frames forecasting as a language modeling problem over quantized time-series tokens using a T5 encoder-decoder architecture, enabling it to forecast across diverse domains without per-dataset training. Released under Apache 2.0.

21,797,667 ↓ · 266 ♡

chronos-bolt-small

Chronos-Bolt-Small is a small time-series foundation model from AutoGluon, using a T5-based encoder-decoder architecture for zero-shot forecasting. The 'Bolt' variant improves over original Chronos through training and architectural refinements for better speed and accuracy. Apache 2.0 licensed and part of the AutoGluon time-series forecasting ecosystem.

8,210,880 ↓ · 33 ♡

chronos-bolt-base

Chronos-Bolt-Base is the base-size variant of Amazon's improved Chronos forecasting model series, using a T5 encoder-decoder architecture. The Bolt series improves training efficiency over the original Chronos through revised architectural choices, achieving better forecast accuracy at equivalent model sizes. Apache 2.0 licensed.

7,493,359 ↓ · 89 ♡

chronos-2

AutoGluon's distribution of Amazon's Chronos-2 time-series foundation model, packaged for use within the AutoGluon machine learning framework. The model uses a T5 encoder-decoder over quantized time-series tokens for zero-shot forecasting across diverse domains. AutoGluon wraps it in a high-level API for automated time-series modeling pipelines.

6,112,396 ↓ · 14 ♡

chronos-bolt-base

Chronos-Bolt-base is Amazon's distilled time-series foundation model, faster than the original Chronos while retaining strong zero-shot forecasting accuracy. Built on a T5-style encoder-decoder trained on a large corpus of diverse time-series datasets, it supports probabilistic output distributions. Bolt variants were specifically optimized for production inference latency.

3,798,270 ↓ · 35 ♡

Kronos-Tokenizer-base

Kronos-Tokenizer-base is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

2,216,697 ↓ · 51 ♡

chronos-bolt-tiny

chronos-bolt-tiny is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

2,049,534 ↓ · 13 ♡

chronos-t5-large

chronos-t5-large is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,911,745 ↓ · 178 ♡

chronos-2-small

chronos-2-small is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,873,669 ↓ · 4 ♡

chronos-bolt-small

chronos-bolt-small is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,363,958 ↓ · 19 ♡

TimeMoE-200M

TimeMoE-200M is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,162,101 ↓ · 15 ♡

chronos-t5-tiny

chronos-t5-tiny is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,135,707 ↓ · 120 ♡

chronos-bolt-tiny

chronos-bolt-tiny is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,091,011 ↓ · 28 ♡

chronos-t5-small

chronos-t5-small is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,021,496 ↓ · 140 ♡

sundial-base-128m

sundial-base-128m is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,014,336 ↓ · 75 ♡

Kronos-small

Kronos-small is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

1,003,349 ↓ · 17 ♡

moirai-1.1-R-large

moirai-1.1-R-large is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

930,886 ↓ · 29 ♡

chronos-bolt-mini

chronos-bolt-mini is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

719,416 ↓ · 8 ♡

Kronos-base

Kronos-base is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

715,418 ↓ · 146 ♡

Kronos-mini

Kronos-mini is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

611,153 ↓ · 19 ♡

moirai-2.0-R-small

moirai-2.0-R-small is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

531,349 ↓ · 38 ♡

granite-timeseries-ttm-r2

granite-timeseries-ttm-r2 is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

452,080 ↓ · 163 ♡

granite-timeseries-ttm-r1

granite-timeseries-ttm-r1 is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

450,679 ↓ · 323 ♡

TimeMoE-50M

TimeMoE-50M is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

356,302 ↓ · 20 ♡

chronos-t5-base

chronos-t5-base is an open-source time-series-forecasting model available on HuggingFace. Details are sourced from the public model registry.

335,189 ↓ · 42 ♡