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Update my_model/tabs/run_inference.py
Browse files- my_model/tabs/run_inference.py +30 -20
my_model/tabs/run_inference.py
CHANGED
@@ -12,6 +12,7 @@ from my_model.object_detection import detect_and_draw_objects
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from my_model.captioner.image_captioning import get_caption
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from my_model.utilities.gen_utilities import free_gpu_resources
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from my_model.state_manager import StateManager
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class InferenceRunner(StateManager):
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@@ -19,8 +20,8 @@ class InferenceRunner(StateManager):
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super().__init__()
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self.initialize_state()
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self.sample_images =
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def answer_question(self, caption, detected_objects_str, question, model):
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free_gpu_resources()
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@@ -76,16 +77,32 @@ class InferenceRunner(StateManager):
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if image_data['analysis_done']:
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st.session_state['loading_in_progress'] = False
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# Display Q&A history for each image
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for num, (q, a) in enumerate(qa_history):
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@@ -95,16 +112,9 @@ class InferenceRunner(StateManager):
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pass
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def run_inference(self):
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st.rerun()
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self.set_up_widgets()
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load_fine_tuned_model = False
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from my_model.captioner.image_captioning import get_caption
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from my_model.utilities.gen_utilities import free_gpu_resources
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from my_model.state_manager import StateManager
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from my_model.config import inference_config as config
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class InferenceRunner(StateManager):
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super().__init__()
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self.initialize_state()
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self.sample_images = config.SAMPLE_IMAGES
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def answer_question(self, caption, detected_objects_str, question, model):
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free_gpu_resources()
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if image_data['analysis_done']:
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st.session_state['loading_in_progress'] = False
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sample_questions = config.SAMPLE_QUESTIONS.get(image_key, [])
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selected_question = nested_col22.selectbox(
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"Select a sample question or type your own:",
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["Custom question..."] + sample_questions,
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key=f'sample_question_{image_key}')
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# Text input for custom question
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custom_question = nested_col22.text_input(
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"Or ask your own question:",
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key=f'custom_question_{image_key}')
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# Use the selected sample question or the custom question
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question = custom_question if selected_question == "Custom question..." else selected_question
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if not question:
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nested_col22.warning("Please select or enter a question.")
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else:
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if question in [q for q, _ in qa_history]:
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nested_col22.warning("This question has already been answered.")
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else:
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if nested_col22.button('Get Answer', key=f'answer_{image_key}', disabled=self.is_widget_disabled):
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answer = self.answer_question(image_data['caption'], image_data['detected_objects_str'], question, kbvqa)
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st.session_state['loading_in_progress'] = False
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self.add_to_qa_history(image_key, question, answer)
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# Display Q&A history for each image
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for num, (q, a) in enumerate(qa_history):
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pass
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def run_inference(self):
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self.set_up_widgets()
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load_fine_tuned_model = False
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