def draw(self, writer: Writer):
"""
Draw Paragraph
Args:
writer (Writer): Report Writer
"""
writer.draw_paragraph(text=self.text)
def draw(self, writer: Writer):
"""
Draw Header
Args:
writer (Writer): Report Writer
"""
writer.draw_header(text=self.text, level=self.level, link=self.link)
def draw(self, writer: Writer):
"""
Draw Title
Args:
writer (Writer): Report Writer
"""
writer.draw_title(text=self.text, level=self.level, link=self.link)
def draw(self, writer: Writer):
"""
Draw Header
Args:
writer (Writer): Report Writer
"""
writer.add_new_page()
def draw(self, writer: Writer):
"""
Draw Timing Table
Args:
writer (Writer): Report Writer
"""
writer.draw_training_time(notes=self.notes, timing=self.timing)
def draw(self, writer: Writer):
"""
Draw Data set Summary
Args:
writer (Writer): Report Writer
"""
writer.draw_data_set_summary(notes=self.notes, data_summary=self.data_summary)
def draw(self, writer: Writer):
"""
Draw Basic Info (key-value pairs) Paragraph
Args:
writer (Writer): Report Writer
"""
writer.draw_basic_key_value_pairs(notes=self.notes, info=self.info)
def draw(self, writer: Writer):
"""
Draw Binary-Class Confidence Distribution Result
Args:
writer (Writer): Report Writer
"""
writer.draw_binary_class_confidence_distribution(notes=self.notes,
visual_result_tuple=self.visual_result_tuple)
def draw(self, writer: Writer):
"""
Draw Binary-Class Reliability Diagram Result
Args:
writer (Writer): Report Writer
"""
writer.draw_binary_class_reliability_diagram(notes=self.notes,
visual_result_tuple=self.visual_result_tuple)
def draw(self, writer: Writer):
"""
Draw Data Attributes
Args:
writer (Writer): Report Writer
"""
writer.draw_data_attributes(notes=self.notes,
data_attribute=self.data_attribute)
def draw(self, writer: Writer):
"""
Draw Model Info Summary
Args:
writer (Writer): Report Writer
"""
writer.draw_model_info_summary(notes=self.notes,
model_info=self.model_info)
def draw(self, writer: Writer):
"""
Draw Evaluation Result Summary
Args:
writer (Writer): Report Writer
"""
writer.draw_evaluation_result_summary(notes=self.notes,
evaluation_result=self.evaluation_result)
def draw(self, writer: Writer):
"""
Draw Multi Class Evaluation Metric Result
Args:
writer (Writer): Report Writer
"""
writer.draw_multi_class_evaluation_metric_results(notes=self.notes,
metric_tuple=self.metric_tuple)
def draw(self, writer: Writer):
"""
Draw Confusion Matrix Result
Args:
writer (Writer): Report Writer
"""
writer.draw_confusion_matrix_results(notes=self.notes,
confusion_matrix_tuple=self.confusion_matrix_tuple)
def draw(self, writer: Writer):
"""
Draw Multi-Class Confidence Distribution Result
Args:
writer (Writer): Report Writer
"""
writer.draw_multi_class_confidence_distribution(notes=self.notes,
visual_result_tuple=self.visual_result_tuple,
max_num_classes=self.max_num_classes)
def draw(self, writer: Writer):
"""
Draw Binary Class Evaluation Metric Result
Args:
writer (Writer): Report Writer
"""
writer.draw_binary_class_evaluation_metric_results(notes=self.notes,
metric_tuple=self.metric_tuple,
aggregated=self.aggregated)
def draw(self, writer: Writer):
"""
Draw Basic Image Grids
Args:
writer (Writer): Report Writer
"""
writer.draw_basic_images_with_grid_spec(notes=self.notes,
image_list=self.image_list,
grid_spec=self.grid_spec)
def draw(self, writer: Writer):
"""
Draw Text Field Distribution
Args:
writer (Writer): Report Writer
"""
writer.draw_text_field_distribution(
field_name=self.field_name,
field_distribution=self.field_distribution,
notes=self.notes)
def draw(self, writer: Writer):
"""
Draw Data Set Distribution
Args:
writer (Writer): Report Writer
"""
writer.draw_data_set_distribution(
notes=self.notes,
data_set_distribution=self.dataset_distribution,
max_class_shown=self.max_class_shown)
def draw(self, writer: Writer):
"""
Draw Missing Data Value
Args:
writer (Writer): Report Writer
"""
writer.draw_data_missing_value(notes=self.notes,
missing_count=self.missing_count,
total_count=self.total_count,
ratio=self.ratio)
def draw(self, writer: Writer):
"""
Draw Date Time Field Distribution
Args:
writer (Writer): Report Writer
"""
writer.draw_datetime_field_distribution(
field_name=self.field_name,
field_distribution=self.field_distribution,
notes=self.notes)
def draw(self, writer: Writer):
"""
Draw Basic Table
Args:
writer (Writer): Report Writer
"""
writer.draw_basic_table(notes=self.notes,
table_header=self.table_header,
table_data=self.table_data,
col_width=self.col_width)
def generate(self, writer: Writer) -> None:
"""
Generate report
Args:
writer (Writer): report writer
"""
writer.build(title=self.name, overview=self.overview,
detail=self.detail,
content_table=self.has_content_table)
writer.out()
def draw(self, writer: Writer):
"""
Draw Feature Importance
Args:
writer (Writer): Report Writer
"""
writer.draw_feature_importance(
notes=self.notes,
importance_ranking=self.importance_ranking,
importance_threshold=self.importance_threshold,
maximum_number_feature=self.maximum_number_feature)
def draw(self, writer: Writer):
"""
Draw Categorical Field Distribution
Args:
writer (Writer): Report Writer
"""
writer.draw_categorical_field_distribution(
field_name=self.field_name,
field_distribution=self.field_distribution,
max_values_display=self.max_values_display,
colors=self.colors,
notes=self.notes)
def draw(self, writer: Writer):
"""
Draw Feature Importance
Args:
writer (Writer): Report Writer
"""
writer.draw_feature_shap_values(
notes=self.notes,
mode=self.mode,
feature_shap_values=self.feature_shap_values,
class_id=self.class_id,
train_data=self.train_data)
def draw(self, writer: Writer):
"""
Draw Error Analysis By Class
Args:
writer (Writer): Report Writer
"""
writer.draw_error_analysis(notes=self.notes,
mode=self.mode,
error_stats=self.error_stats,
stats_type=self.stats_type,
k=self.k,
top=self.top)
def draw(self, writer: Writer):
"""
Draw Learning Curve
Args:
writer (Writer): Report Writer
"""
writer.draw_learning_curve(
notes=self.notes,
history=self.history,
best_idx=self.best_idx,
benchmark_metric=self.benchmark_metric,
benchmark_threshold=self.benchmark_threshold,
training_params=self.training_params)
def draw(self, writer: Writer):
"""
Draw Numeric Field Distribution
Args:
writer (Writer): Report Writer
"""
writer.draw_numeric_field_distribution(
field_name=self.field_name,
field_distribution=self.field_distribution,
force_no_log=self.force_no_log,
x_limit=self.x_limit,
colors=self.colors,
notes=self.notes)
def draw(self, writer: Writer):
"""
Draw Model Interpreter By Class
Args:
writer (Writer): Report Writer
"""
writer.draw_model_interpreter(notes=self.notes,
mode=self.mode,
class_stats=self.class_stats,
total_count=self.total_count,
stats_type=self.stats_type,
k=self.k,
top=self.top)