Skip to content

V0.0.10

Features

  • TimeCopilotForecaster Class: Introduced the TimeCopilotForecaster class to enhance forecasting capabilities. See #48. Example:
import pandas as pd

from timecopilot import TimeCopilotForecaster
from timecopilot.models.benchmarks import SeasonalNaive
from timecopilot.models.foundational import TimesFM

df = pd.read_csv(
    "https://timecopilot.s3.amazonaws.com/public/data/algeria_exports.csv", 
    parse_dates=["ds"],
)
forecaster = TimeCopilotForecaster(models=[TimesFM(), SeasonalNaive()])
fcsts_df = forecaster.forecast(df=df, h=12, freq="MS")
  • Probabilistic Forecasts: Added support for probabilistic forecasts in the forecaster class. See #50. Example:
import pandas as pd

from timecopilot import TimeCopilotForecaster
from timecopilot.models.benchmarks import SeasonalNaive, Prophet
from timecopilot.models.foundational import TimesFM

df = pd.read_csv(
    "https://timecopilot.s3.amazonaws.com/public/data/algeria_exports.csv", 
    parse_dates=["ds"],
)
forecaster = TimeCopilotForecaster(models=[TimesFM(), SeasonalNaive()])
fcsts_df_level = forecaster.forecast(
    df=df, 
    h=12, 
    freq="MS", 
    level=[80, 90],
)
fcsts_df_quantiles = forecaster.forecast(
    df=df, 
    h=12, 
    freq="MS", 
    quantiles=[0.1, 0.9],
)

  • Integration with External Libraries:

    • timesfm: Added Google's foundation model TimesFM. See #55.
    • chronos: Added AWS AI Labs's foundation model Chronos. See #59.
    • Prophet: Added Facebook's Prophet to available models. See #61.

  • Multi-series Support: Enhanced the agent to handle multiple time series. See #64.

    • Example: 
      from timecopilot import TimeCopilot

tc = TimeCopilot()
# now the forecast method can handle multiple time series
tc.forecast(...)

  • Agent Integration: Utilized the TimeCopilotForecaster class within the agent. See #65.

Tests

  • Basic Functionality Tests: Added tests for basic functionality to ensure reliability. See #43.

Fixes

  • CI Improvements: Implemented a fix to cancel concurrent CI runs, optimizing the CI process. See #63.