Spaces:
Sleeping
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Update app.py
Browse files
app.py
CHANGED
@@ -35,51 +35,146 @@ def upload_image(image_data_url):
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return client.files.upload(file=temp_filepath)
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def
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"""
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]
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def generate_gemini_output(object_type, uploaded_file):
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"""Generate image using
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model = "gemini-2.0-flash-exp-image-generation"
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parts = [
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types.Part.from_uri(file_uri=uploaded_file.uri, mime_type=uploaded_file.mime_type),
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types.Part.from_text(text=f"Remove {object_type} from the image")
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]
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contents = [types.Content(role="user", parts=parts)]
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generate_content_config = types.GenerateContentConfig(
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temperature=1,
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top_p=0.95,
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top_k=40,
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max_output_tokens=8192,
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response_modalities=["image", "text"],
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safety_settings=[
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types.SafetySetting(category="HARM_CATEGORY_CIVIC_INTEGRITY", threshold="OFF"),
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],
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)
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result_image = None
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for chunk in client.models.generate_content_stream(
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model=model,
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@@ -95,7 +190,6 @@ def generate_gemini_output(object_type, uploaded_file):
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with open(result_image_path, "wb") as f:
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f.write(part.inline_data.data)
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result_image = result_image_path
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return result_image
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@app.route("/")
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@@ -107,27 +201,49 @@ def process():
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try:
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data = request.get_json(force=True)
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image_data = data.get("image")
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object_type = data.get("objectType", "").strip()
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if not image_data or not object_type:
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return jsonify({"success": False, "message": "Missing required data"}), 400
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# Upload image once
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uploaded_file = upload_image(image_data)
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result_image = generate_gemini_output(object_type, uploaded_file)
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-
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if not result_image:
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return jsonify({"success": False, "message": "Failed to generate image"}), 500
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-
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return jsonify({
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"success": True,
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"resultPath": f"/static/{os.path.basename(result_image)}"
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return client.files.upload(file=temp_filepath)
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def normalize_object_type(object_type):
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"""Normalize object type by removing action verbs"""
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action_verbs = {'remove', 'delete', 'erase', 'eliminate'}
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words = object_type.lower().split()
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filtered_words = [word for word in words if word not in action_verbs]
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return ' '.join(filtered_words) if filtered_words else object_type.lower()
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def check_if_person_animal(uploaded_file, object_type):
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"""Check if the object to remove is a person or animal"""
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model = "gemini-2.0-flash-lite"
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parts = [
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types.Part.from_uri(file_uri=uploaded_file.uri, mime_type=uploaded_file.mime_type),
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types.Part.from_text(text=f"Remove {object_type}")
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]
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contents = [types.Content(role="user", parts=parts)]
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generate_content_config = types.GenerateContentConfig(
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system_instruction=[
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types.Part.from_text(text="""Determine if the user wants to remove a person or animal.
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Respond ONLY with 'Yes' or 'No'. Examples:
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- Remove person β Yes
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- Remove dog β Yes
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- Remove sunglasses β No""")
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],
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temperature=0.0,
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max_output_tokens=1,
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)
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try:
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response = client.models.generate_content(
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model=model,
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contents=contents,
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config=generate_content_config
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)
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if response.candidates and response.candidates[0].content.parts:
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return response.candidates[0].content.parts[0].text.strip().lower() == "yes"
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return False
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except Exception as e:
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print(f"Error checking person/animal: {str(e)}")
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return False
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def check_other_entities(uploaded_file, object_type):
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"""Check if image contains other people/animals"""
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model = "gemini-2.0-flash-lite"
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parts = [
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types.Part.from_uri(file_uri=uploaded_file.uri, mime_type=uploaded_file.mime_type),
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types.Part.from_text(text=f"Remove {object_type}")
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]
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contents = [types.Content(role="user", parts=parts)]
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generate_content_config = types.GenerateContentConfig(
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system_instruction=[
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types.Part.from_text(text=f"""Analyze this image. Are there any other people or animals
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besides the {object_type}? Respond ONLY with 'Yes' or 'No'.""")
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],
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temperature=0.0,
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max_output_tokens=1,
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)
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try:
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response = client.models.generate_content(
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model=model,
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contents=contents,
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config=generate_content_config
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)
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if response.candidates and response.candidates[0].content.parts:
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return response.candidates[0].content.parts[0].text.strip().lower() == "yes"
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return False
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except Exception as e:
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print(f"Error checking other entities: {str(e)}")
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return False
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def check_sunglasses_state(uploaded_file):
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"""Check if sunglasses are being worn"""
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model = "gemini-2.0-flash-lite"
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parts = [
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types.Part.from_uri(file_uri=uploaded_file.uri, mime_type=uploaded_file.mime_type),
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types.Part.from_text(text="Are sunglasses being worn in this image?")
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]
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contents = [types.Content(role="user", parts=parts)]
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generate_content_config = types.GenerateContentConfig(
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system_instruction=[
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types.Part.from_text(text="Respond ONLY with 'Yes' or 'No'.")
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],
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temperature=0.0,
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max_output_tokens=1,
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)
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try:
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response = client.models.generate_content(
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model=model,
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contents=contents,
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config=generate_content_config
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)
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if response.candidates and response.candidates[0].content.parts:
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return response.candidates[0].content.parts[0].text.strip().lower() == "yes"
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return False
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except Exception as e:
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print(f"Error checking sunglasses: {str(e)}")
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return False
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def check_phone_state(uploaded_file):
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"""Check if phone is in hand"""
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model = "gemini-2.0-flash-lite"
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parts = [
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types.Part.from_uri(file_uri=uploaded_file.uri, mime_type=uploaded_file.mime_type),
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types.Part.from_text(text="Is a phone being held in hand?")
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]
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contents = [types.Content(role="user", parts=parts)]
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generate_content_config = types.GenerateContentConfig(
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system_instruction=[
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types.Part.from_text(text="Respond ONLY with 'Yes' or 'No'.")
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],
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temperature=0.0,
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max_output_tokens=1,
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)
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try:
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response = client.models.generate_content(
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model=model,
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contents=contents,
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config=generate_content_config
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)
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if response.candidates and response.candidates[0].content.parts:
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return response.candidates[0].content.parts[0].text.strip().lower() == "yes"
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return False
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except Exception as e:
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print(f"Error checking phone: {str(e)}")
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return False
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def generate_gemini_output(object_type, uploaded_file):
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"""Generate image using Gemini"""
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model = "gemini-2.0-flash-exp-image-generation"
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parts = [
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types.Part.from_uri(file_uri=uploaded_file.uri, mime_type=uploaded_file.mime_type),
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types.Part.from_text(text=f"Remove {object_type} from the image")
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]
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contents = [types.Content(role="user", parts=parts)]
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generate_content_config = types.GenerateContentConfig(
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temperature=1,
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top_p=0.95,
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top_k=40,
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max_output_tokens=8192,
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response_modalities=["image", "text"],
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safety_settings=[types.SafetySetting(category="HARM_CATEGORY_CIVIC_INTEGRITY", threshold="OFF")],
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)
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result_image = None
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for chunk in client.models.generate_content_stream(
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model=model,
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with open(result_image_path, "wb") as f:
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f.write(part.inline_data.data)
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result_image = result_image_path
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return result_image
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@app.route("/")
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try:
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data = request.get_json(force=True)
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image_data = data.get("image")
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object_type = data.get("objectType", "").strip()
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if not image_data or not object_type:
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return jsonify({"success": False, "message": "Missing required data"}), 400
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uploaded_file = upload_image(image_data)
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normalized_object = normalize_object_type(object_type)
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# Prohibited categories check
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if normalized_object == 'eyes':
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return jsonify({
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"success": False,
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"message": "Sorry, I can't assist with removing eyes."
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}), 400
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# State checks
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if normalized_object == 'sunglasses':
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if check_sunglasses_state(uploaded_file):
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return jsonify({
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"success": False,
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"message": "Can't remove sunglasses while being worn."
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}), 400
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if normalized_object == 'phone':
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if check_phone_state(uploaded_file):
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return jsonify({
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"success": False,
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"message": "Can't remove phones while being held."
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}), 400
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# Person/animal checks
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if check_if_person_animal(uploaded_file, normalized_object):
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if check_other_entities(uploaded_file, normalized_object):
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return jsonify({
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"success": False,
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"message": "Can't remove people/animals when others are present."
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}), 400
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# Generate output
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result_image = generate_gemini_output(object_type, uploaded_file)
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if not result_image:
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return jsonify({"success": False, "message": "Failed to generate image"}), 500
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return jsonify({
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"success": True,
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"resultPath": f"/static/{os.path.basename(result_image)}"
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