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Autogluon #33

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update formatting
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diegomarvid committed Jul 17, 2024
commit efbef90cc0bc12d3b7d577beb5e889916bb3afba
61 changes: 61 additions & 0 deletions test.py
Original file line number Diff line number Diff line change
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# %%
import logging

import pandas as pd

from ml_garden import Pipeline

logging.basicConfig(level=logging.INFO)

# pipeline = Pipeline.from_json("tests/data/test.json")
# pipeline = Pipeline.from_json("examples/delay/configs/autogluon.json")
pipeline = Pipeline.from_json("examples/delay/configs/base.json")

# %%
data = pipeline.train()
# %%
data.X_train
# %%
from explainerdashboard import ExplainerDashboard

# Create a dashboard
dashboard = ExplainerDashboard(data.explainer)

# Run the dashboard
dashboard.run()
# %%
data = pipeline.predict()
# %%
data.predictions
# %%
data.feature_importance
# %%
df = pd.read_csv("examples/delay/data/train.csv")
df

# %%
data.X_train
# %%
df.iloc[1:]
# %%
data.predictions
# %%
# data._generate_step_dtypes


import logging

# %%
from pipeline_lib import Pipeline

logging.basicConfig(level=logging.INFO)

pipeline = Pipeline.from_json("tests/data/test.json")
data = pipeline.train()
data._generate_step_dtypes
data.target
# %%

data = pipeline.predict()

# %%