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amazon
/
chronos-bolt-base

Time Series Forecasting
Chronos
Safetensors
t5
time series
forecasting
pretrained models
foundation models
time series foundation models
time-series
Model card Files Files and versions
xet
Community
11

Instructions to use amazon/chronos-bolt-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Chronos

    How to use amazon/chronos-bolt-base with Chronos:

    pip install chronos-forecasting
    import pandas as pd
    from chronos import BaseChronosPipeline
    
    pipeline = BaseChronosPipeline.from_pretrained("amazon/chronos-bolt-base", device_map="cuda")
    
    # Load historical data
    context_df = pd.read_csv("https://autogluon.s3.us-west-2.amazonaws.com/datasets/timeseries/misc/AirPassengers.csv")
    
    # Generate predictions
    pred_df = pipeline.predict_df(
        context_df,
        prediction_length=36,  # Number of steps to forecast
        quantile_levels=[0.1, 0.5, 0.9],  # Quantiles for probabilistic forecast
        id_column="item_id",  # Column identifying different time series
        timestamp_column="Month",  # Column with datetime information
        target="#Passengers",  # Column(s) with time series values to predict
    )
  • Notebooks
  • Google Colab
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  • Code of Conduct
  • Hub documentation

πŸ“‹ Documentation Enhancement Suggestion

#11 opened 3 months ago by
CroviaTrust

πŸ“‹ Documentation Enhancement Suggestion

#10 opened 3 months ago by
CroviaTrust

πŸ“‹ Documentation Enhancement Suggestion

#8 opened 3 months ago by
CroviaTrust

πŸ“‹ Documentation Enhancement Suggestion

#7 opened 3 months ago by
CroviaTrust

πŸ“‹ Documentation Enhancement Suggestion

#6 opened 3 months ago by
CroviaTrust

Chronos-bolt-base

#4 opened 6 months ago by
eFarrukhMalik

Improve model card with Chronos-2 paper, code links and `library_name`

#3 opened 6 months ago by
nielsr

Finetuning model

1
#1 opened over 1 year ago by
fabbrorada
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