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model exploration tests pass; need more
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ccdavis committed Nov 21, 2024
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Showing 1 changed file with 6 additions and 2 deletions.
8 changes: 6 additions & 2 deletions hlink/tests/model_exploration_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -330,8 +330,12 @@ def test_step_2_train_decision_tree_spark(

tr = spark.table("model_eval_training_results").toPandas()

# assert tr.shape == (1, 18)
assert tr.query("model == 'decision_tree'")["precision_test_mean"].iloc[0] > 0
print(f"Decision tree results: {tr}")

# There are 2 rows because there are two splits
assert tr.shape == (2, 19)
# The test data is so small the first split gives bad results, check the second.
assert tr.query("model == 'decision_tree'")["precision_test_mean"].iloc[1] > 0
assert tr.query("model == 'decision_tree'")["maxDepth"].iloc[0] == 3
assert tr.query("model == 'decision_tree'")["minInstancesPerNode"].iloc[0] == 1
assert tr.query("model == 'decision_tree'")["maxBins"].iloc[0] == 7
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