v0.0.18

[AzulGarza]

Features

• Anomaly Detection Capabilities: Added comprehensive anomaly detection functionality to the forecaster, enabling identification of outliers and unusual patterns in time series data. See #213.

  import pandas as pd
  from timecopilot import TimeCopilotForecaster
  from timecopilot.models.stats import SeasonalNaive, Theta
  from timecopilot.models.foundation.chronos import Chronos
  
  # Load your time series data
  df = pd.read_csv(
      "s3://timecopilot/public/data/taylor_swift_pageviews.csv",
      parse_dates=["ds"],
  )
  
  # Create forecaster with multiple models
  tcf = TimeCopilotForecaster(
      models=[
          Chronos(repo_id="amazon/chronos-bolt-mini"),
          SeasonalNaive(),
          Theta(),
      ]
  )
  
  # Detect anomalies with 95% confidence level
  anomalies_df = tcf.detect_anomalies(df=df, h=7, level=95)
  
  # Visualize the results
  tcf.plot(df, anomalies_df)

• fev Experiments: Added new fev experiments to expand the evaluation results. See #211.

• Chat-like CLI Capabilities: Introduced an interactive, conversational CLI interface that enables natural language interaction with TimeCopilot. The CLI now supports seamless model switching, anomaly detection integration, and real-time plotting capabilities. See #215.

  # Start the interactive CLI
  uv run timecopilot
  
  # Natural conversation examples:
  > "forecast the next 12 months"
  > "now try this with Chronos"
  > "highlight anomalies in this series"
  > "show me the plot"
  > "explain the results"

Fixes

• GIFT-Eval Import Corrections: Fixed import statements after refactoring in the GIFT-Eval experiment to ensure proper functionality. See #209.

• Documentation Link Updates: Corrected links throughout the documentation after the recent refactoring to maintain proper navigation. See #210.

Documentation

• README Improvements: Enhanced README.md with updated information and improved clarity. See #207.

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Full Changelog: AzulGarza/timecopilot@v0.0.17...v0.0.18

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This discussion was created from the release v0.0.18.