-
Notifications
You must be signed in to change notification settings - Fork 9
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
adcdfe8
commit 7f84382
Showing
1 changed file
with
56 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,56 @@ | ||
import json | ||
|
||
from helpers import get_data | ||
from random_forestry import RandomForest | ||
|
||
|
||
def test_export_json(): | ||
X, y = get_data() | ||
forest = RandomForest() | ||
forest.fit(X, y) | ||
|
||
json_str = forest.export_json() | ||
|
||
# Check JSON structure and hardcoded values which shouldn't change | ||
json_obj = json.loads(json_str) | ||
|
||
assert type(json_obj) == dict | ||
assert json_obj['num_feature'] == 4 | ||
assert json_obj['task_type'] == 'kBinaryClfRegr' | ||
assert json_obj['average_tree_output'] == True | ||
assert json_obj['task_param'] == {'grove_per_class': False, 'leaf_vector_size': 1, 'num_class': 1, | ||
'output_type': 'float'} | ||
assert json_obj['model_param'] == {'global_bias': 0.0, 'pred_transform': 'identity'} | ||
assert type(json_obj['trees']) == list | ||
|
||
for t_info in json_obj['trees']: | ||
assert type(t_info) == dict | ||
assert type(t_info['root_id']) == int | ||
assert type(t_info['nodes']) == list | ||
|
||
for n_info in t_info['nodes']: | ||
assert type(n_info) == dict | ||
n_info: dict | ||
assert type(n_info['node_id']) == int | ||
|
||
leaf_value = n_info.get('leaf_value') | ||
if leaf_value is not None: | ||
assert type(leaf_value) == float | ||
continue | ||
|
||
# non-leaf node | ||
assert type(n_info['split_feature_id']) == int | ||
assert type(n_info['default_left']) == bool | ||
|
||
assert type(n_info['left_child']) == int | ||
assert type(n_info['right_child']) == int | ||
|
||
split_type = n_info['split_type'] | ||
assert split_type in {'numerical', 'categorical'} | ||
if split_type == 'numerical': | ||
assert n_info['comparison_op'] == '<' | ||
assert type(n_info['threshold']) == float | ||
elif split_type == 'categorical': | ||
assert type(n_info['categories_list']) == list | ||
assert len(n_info['categories_list']) > 0 | ||
assert all(type(x) == int for x in n_info['categories_list']) |