diff --git a/.dockerignore b/.dockerignore index a75805797c..21df32e92c 100644 --- a/.dockerignore +++ b/.dockerignore @@ -106,6 +106,7 @@ mobile-ios/HMMobile.xcodeproj/xcuserdata mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data +neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/.github/workflows/.static-type-check.yml b/.github/workflows/.static-type-check.yml index 02a91c049c..fa9e39b41b 100644 --- a/.github/workflows/.static-type-check.yml +++ b/.github/workflows/.static-type-check.yml @@ -138,6 +138,7 @@ jobs: poetry run poe static-type-check-python -- --package=national-instruments.hm-pyvisa poetry run poe static-type-check-python -- --package=national-instruments.hm-tdms poetry run poe static-type-check-python -- --package=national-instruments.hm-ni-veristand + poetry run poe static-type-check-python -- --package=neural-forecasting.forecast-air-passenger-number poetry run poe static-type-check-python -- --package=quantum-computing poetry run poe static-type-check-python -- --package=reinforcement-learning.cart-pole diff --git a/.gitignore b/.gitignore index ffee055460..57b6ebc8e1 100644 --- a/.gitignore +++ b/.gitignore @@ -106,6 +106,7 @@ mobile-ios/HMMobile.xcodeproj/xcuserdata mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data +neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/.markdownlint-cli2.jsonc b/.markdownlint-cli2.jsonc index fc77761655..7fb57ac179 100644 --- a/.markdownlint-cli2.jsonc +++ b/.markdownlint-cli2.jsonc @@ -115,6 +115,7 @@ "mobile-react-native/.expo", "mobile-react-native/coverage", "national-instruments/hm-tdms/data", + "neural-forecasting/*/lightning_logs", "robot-operating-system/bags", "robot-operating-system/build", "robot-operating-system/install", diff --git a/.prettierignore b/.prettierignore index 9f36dd6850..e24a7f1022 100644 --- a/.prettierignore +++ b/.prettierignore @@ -106,6 +106,7 @@ mobile-ios/HMMobile.xcodeproj/xcuserdata mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data +neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/.rubocop.yml b/.rubocop.yml index fc696a3a30..8026516d10 100644 --- a/.rubocop.yml +++ b/.rubocop.yml @@ -110,6 +110,7 @@ AllCops: - 'mobile-react-native/.expo/**/*' - 'mobile-react-native/coverage/**/*' - 'national-instruments/hm-tdms/data/**/*' + - 'neural-forecasting/*/lightning_logs/**/*' - 'robot-operating-system/bags/**/*' - 'robot-operating-system/build/**/*' - 'robot-operating-system/install/**/*' diff --git a/.ruff.toml b/.ruff.toml index 51820b9f4e..09e33ae610 100644 --- a/.ruff.toml +++ b/.ruff.toml @@ -108,6 +108,7 @@ exclude = [ "mobile-react-native/.expo", "mobile-react-native/coverage", "national-instruments/hm-tdms/data", + "neural-forecasting/*/lightning_logs", "robot-operating-system/bags", "robot-operating-system/build", "robot-operating-system/install", diff --git a/.solhintignore b/.solhintignore index 09e42320d9..3ef5fd152a 100644 --- a/.solhintignore +++ b/.solhintignore @@ -106,6 +106,7 @@ mobile-ios/HMMobile.xcodeproj/xcuserdata mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data +neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/.sqlfluffignore b/.sqlfluffignore index 11e55b0712..488b9b8e3d 100644 --- a/.sqlfluffignore +++ b/.sqlfluffignore @@ -106,6 +106,7 @@ mobile-ios/HMMobile.xcodeproj/xcuserdata mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data +neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/.stylelintignore b/.stylelintignore index 8fa8393277..5c2ae7f6e2 100644 --- a/.stylelintignore +++ b/.stylelintignore @@ -106,6 +106,7 @@ mobile-ios/HMMobile.xcodeproj/xcuserdata mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data +neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/.yamllint.yaml b/.yamllint.yaml index ba55163598..9f8fda8434 100644 --- a/.yamllint.yaml +++ b/.yamllint.yaml @@ -111,6 +111,7 @@ ignore: | mobile-react-native/.expo mobile-react-native/coverage national-instruments/hm-tdms/data + neural-forecasting/*/lightning_logs robot-operating-system/bags robot-operating-system/build robot-operating-system/install diff --git a/Makefile b/Makefile index 7303522193..5ffcfec77a 100644 --- a/Makefile +++ b/Makefile @@ -334,6 +334,7 @@ static-type-check-python: poetry run poe static-type-check-python -- --package=national-instruments.hm-pyvisa poetry run poe static-type-check-python -- --package=national-instruments.hm-tdms poetry run poe static-type-check-python -- --package=national-instruments.hm-ni-veristand + poetry run poe static-type-check-python -- --package=neural-forecasting.forecast-air-passenger-number poetry run poe static-type-check-python -- --package=quantum-computing poetry run poe static-type-check-python -- --package=reinforcement-learning.cart-pole static-type-check-terraform: diff --git a/README.md b/README.md index 897ae15ac1..3da503bf18 100644 --- a/README.md +++ b/README.md @@ -277,6 +277,7 @@ make kubernetes-clean - **PyTorch** - Machine learning framework - **PyTorch Geometric** - PyTorch geometric deep learning extension - **LangChang** - Large language model (LLM) framework +- **NeuralForecast** - Neural forecasting - **GPT4All** - Large language models - **OGB** - Open graph benchmark - **Rasa** - Machine learning framework for 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+[tool.poe.tasks] +dev = "python src/main.py" diff --git a/neural-forecasting/forecast-air-passenger-number/src/main.py b/neural-forecasting/forecast-air-passenger-number/src/main.py new file mode 100644 index 0000000000..53db1f3333 --- /dev/null +++ b/neural-forecasting/forecast-air-passenger-number/src/main.py @@ -0,0 +1,43 @@ +import matplotlib.pyplot as plt +import pandas as pd +from neuralforecast import NeuralForecast +from neuralforecast.models import LSTM, NHITS +from neuralforecast.utils import AirPassengersDF + + +def main() -> None: + y_df = AirPassengersDF + horizon = 60 + models = [ + LSTM( + h=horizon, + max_steps=500, + scaler_type="standard", + encoder_hidden_size=64, + decoder_hidden_size=64, + ), + NHITS( + h=horizon, + input_size=2 * horizon, + max_steps=100, + n_freq_downsample=[2, 1, 1], + ), + ] + nf = NeuralForecast(models=models, freq="M") + nf.fit(df=y_df) + y_hat_df = nf.predict() + y_hat_df = y_hat_df.reset_index() + + fig, ax = plt.subplots(1, 1, figsize=(20, 7)) + plot_df = pd.concat([y_df, y_hat_df]).set_index("ds") + plot_df[["y", "LSTM", "NHITS"]].plot(ax=ax, linewidth=2) + ax.set_title("Forecast Air Passenger Number", fontsize=22) + ax.set_ylabel("Monthly Passenger Number", fontsize=20) + ax.set_xlabel("Time", fontsize=20) + ax.legend(prop={"size": 15}) + ax.grid() + plt.show() + + +if __name__ == "__main__": + main()