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Collect all contrib models in __init__ and add unit tests for init

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This commit is contained in:
D-X-Y
2021-03-28 10:39:28 +00:00
parent 8a2e7b62af
commit 0386df7b16
17 changed files with 115 additions and 46 deletions
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7
qlib/contrib/model/pytorch_tabnet.py
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@@ -6,10 +6,9 @@ from __future__ import print_function
import os
import numpy as np
import pandas as pd
from typing import Text, Union
import copy
from ...utils import (
unpack_archive_with_buffer,
save_multiple_parts_file,
get_or_create_path,
drop_nan_by_y_index,
)
@@ -217,11 +216,11 @@ class TabnetModel(Model):
if self.use_gpu:
torch.cuda.empty_cache()
def predict(self, dataset):
def predict(self, dataset: DatasetH, segment: Union[Text, slice] = "test"):
if not self.fitted:
raise ValueError("model is not fitted yet!")
x_test = dataset.prepare("test", col_set="feature", data_key=DataHandlerLP.DK_I)
x_test = dataset.prepare(segment, col_set="feature", data_key=DataHandlerLP.DK_I)
index = x_test.index
self.tabnet_model.eval()
x_values = torch.from_numpy(x_test.values)