Update my_model/state_manager.py
Browse files- my_model/state_manager.py +43 -29
my_model/state_manager.py
CHANGED
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@@ -24,10 +24,6 @@ class StateManager:
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st.session_state['button_label'] = "Load Model"
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if "previous_state" not in st.session_state:
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st.session_state['previous_state'] = {}
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if "settings_changed" not in st.session_state:
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st.session_state['settings_changed'] = self.settings_changed
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if 'model_loaded' not in st.session_state:
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st.session_state['model_loaded'] = False
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if 'loading_in_progress' not in st.session_state:
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st.session_state['loading_in_progress'] = False
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if 'load_button_clicked' not in st.session_state:
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@@ -36,8 +32,12 @@ class StateManager:
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st.session_state['force_reload_button_clicked'] = False
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if 'time_taken_to_load_model' not in st.session_state:
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st.session_state['time_taken_to_load_model'] = 0
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-
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def set_up_widgets(self):
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@@ -78,6 +78,7 @@ class StateManager:
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else:
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return col.slider(text, min_value, max_value, value, step, key=slider_key_name, disabled=self.is_widget_disabled)
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@property
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def is_widget_disabled(self):
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return st.session_state['loading_in_progress']
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@@ -95,17 +96,16 @@ class StateManager:
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"""
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return self.has_state_changed()
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def display_model_settings(self):
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"""
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Displays a table of current model settings in the third column.
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Uses formatted HTML to style the table for better readability.
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"""
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self.col3.write("##### Current Model Settings:")
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data = [{'Setting': key, 'Value': str(value)} for key, value in st.session_state.items() if key in ["confidence_level", 'detection_model', 'method', 'kbvqa', 'previous_state', 'settings_changed', 'loading_in_progress', 'model_loaded', 'time_taken_to_load_model' ]]
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df = pd.DataFrame(data)
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styled_df = df.style.set_properties(**{'background-color': 'white', 'color': 'black', 'border-color': 'black'}).set_table_styles([{'selector': 'th','props': [('background-color', 'gray'), ('font-weight', 'bold')]}])
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self.col3.write(df)
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@@ -165,7 +165,7 @@ class StateManager:
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free_gpu_resources()
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if self.is_model_loaded
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try:
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del st.session_state['kbvqa']
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free_gpu_resources()
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@@ -173,7 +173,6 @@ class StateManager:
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free_gpu_resources()
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pass
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# Function to check if any session state values have changed
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def has_state_changed(self):
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@@ -197,7 +196,7 @@ class StateManager:
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"""
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return st.session_state.get('kbvqa', None)
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def is_model_loaded(self):
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"""
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Checks if the KBVQA model is loaded in the session state.
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@@ -221,11 +220,13 @@ class StateManager:
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try:
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free_gpu_resources()
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if self.is_model_loaded
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prepare_kbvqa_model(only_reload_detection_model=True)
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st.session_state['kbvqa'].detection_confidence = st.session_state.confidence_level
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self.col1.success("Model reloaded with updated settings and ready for inference.")
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free_gpu_resources()
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except Exception as e:
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@@ -303,7 +304,26 @@ class StateManager:
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dict: The dictionary storing information about processed images.
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"""
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return st.session_state['images_data']
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def resize_image(self, image_input, new_width=None, new_height=None):
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"""
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Resize an image. If only new_width is provided, the height is adjusted to maintain aspect ratio.
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@@ -346,20 +366,14 @@ class StateManager:
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return resized_image
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def
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""
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""
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if image_key in st.session_state['images_data']:
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st.session_state['images_data'][image_key].update({
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'caption': caption,
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'detected_objects_str': detected_objects_str,
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'analysis_done': analysis_done
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})
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st.session_state['button_label'] = "Load Model"
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if "previous_state" not in st.session_state:
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st.session_state['previous_state'] = {}
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if 'loading_in_progress' not in st.session_state:
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st.session_state['loading_in_progress'] = False
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if 'load_button_clicked' not in st.session_state:
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st.session_state['force_reload_button_clicked'] = False
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if 'time_taken_to_load_model' not in st.session_state:
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st.session_state['time_taken_to_load_model'] = 0
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if "settings_changed" not in st.session_state:
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st.session_state['settings_changed'] = self.settings_changed
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if 'model_loaded' not in st.session_state:
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st.session_state['model_loaded'] = self.is_model_loaded
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def set_up_widgets(self):
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else:
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return col.slider(text, min_value, max_value, value, step, key=slider_key_name, disabled=self.is_widget_disabled)
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@property
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def is_widget_disabled(self):
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return st.session_state['loading_in_progress']
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"""
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return self.has_state_changed()
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@staticmethod
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def display_model_settings(self):
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"""
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Displays a table of current model settings in the third column.
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"""
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self.col3.write("##### Current Model Settings:")
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data = [{'Setting': key, 'Value': str(value)} for key, value in st.session_state.items() if key in ["confidence_level", 'detection_model', 'method', 'kbvqa', 'previous_state', 'settings_changed', 'loading_in_progress', 'model_loaded', 'time_taken_to_load_model' ]]
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df = pd.DataFrame(data)
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#styled_df = df.style.set_properties(**{'background-color': 'white', 'color': 'black', 'border-color': 'black'}).set_table_styles([{'selector': 'th','props': [('background-color', 'gray'), ('font-weight', 'bold')]}])
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self.col3.write(df)
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free_gpu_resources()
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if self.is_model_loaded:
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try:
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del st.session_state['kbvqa']
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free_gpu_resources()
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free_gpu_resources()
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pass
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# Function to check if any session state values have changed
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def has_state_changed(self):
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"""
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return st.session_state.get('kbvqa', None)
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@property
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def is_model_loaded(self):
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"""
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Checks if the KBVQA model is loaded in the session state.
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try:
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free_gpu_resources()
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if self.is_model_loaded:
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prepare_kbvqa_model(only_reload_detection_model=True)
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st.session_state['kbvqa'].detection_confidence = st.session_state.confidence_level
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self.col1.success("Model reloaded with updated settings and ready for inference.")
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st.session_state['previous_state'] = {'method': st.session_state.method, 'detection_model': st.session_state.detection_model, 'confidence_level': st.session_state.confidence_level}
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st.session_state['button_label'] = "Reload Model"
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free_gpu_resources()
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except Exception as e:
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dict: The dictionary storing information about processed images.
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"""
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return st.session_state['images_data']
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def update_image_data(self, image_key, caption, detected_objects_str, analysis_done):
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"""
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Updates the information stored for a specific image in the `images_data` dictionary in the application session state.
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Args:
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image_key (str): Unique key for the image.
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caption (str): The generated caption for the image.
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detected_objects_str (str): String representation of detected objects.
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analysis_done (bool): Flag indicating if analysis of the image is complete.
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"""
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if image_key in st.session_state['images_data']:
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st.session_state['images_data'][image_key].update({
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'caption': caption,
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'detected_objects_str': detected_objects_str,
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'analysis_done': analysis_done
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})
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@staticmethod
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def resize_image(self, image_input, new_width=None, new_height=None):
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"""
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Resize an image. If only new_width is provided, the height is adjusted to maintain aspect ratio.
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return resized_image
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@staticmethod
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def display_message(self, message, message_type):
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if message_type == "warning":
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st.warning(message)
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elif message_type == "text":
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st.text(message)
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elif message_type == "success":
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st.success(messae)
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elif message_type == "write":
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st.write(message)
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else: st.error("Message type unknown")
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