Spaces:
Running
Running
longshiine
commited on
Commit
·
80bf838
1
Parent(s):
aa20204
feat: single mode
Browse filesSigned-off-by: longshiine <[email protected]>
- app.py +237 -3
- links.txt +10 -0
- requirements.txt +82 -0
app.py
CHANGED
@@ -1,7 +1,241 @@
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import gradio as gr
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def
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demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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demo.launch()
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import requests
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import gradio as gr
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import zipfile
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from PIL import Image
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from io import BytesIO
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from rembg import remove
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def download_image(image_url: str) -> Image.Image:
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# 이미지 다운로드
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response = requests.get(image_url)
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if response.status_code == 200:
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original_image = Image.open(BytesIO(response.content))
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return original_image
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else:
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raise Exception(f"Failed to download image. Status code: {response.status_code}")
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def remove_background(image: Image.Image) -> Image.Image:
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# 이미지 누끼따기
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try:
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removebg_image = remove(
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image,
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post_process_mask=True,
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alpha_matting=True,
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alpha_matting_foreground_threshold=270,
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alpha_matting_background_threshold=30,
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alpha_matting_erode_size=15)
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return removebg_image
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except Exception as e:
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print(f"Failed to remove background: {e}")
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return None
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def crop_image(image: Image.Image) -> Image.Image:
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# 이미지 크롭
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try:
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# 알파 채널을 사용하여 이미지의 경계 영역 찾기
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bbox = image.getbbox()
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if bbox:
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# 경계 상자로 이미지 크롭
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cropped_image = image.crop(bbox)
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return cropped_image
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else:
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print("No bounding box found.")
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return image
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except Exception as e:
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print(f"Failed to crop image: {e}")
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return None
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def resize_image(image: Image.Image, max_size: int) -> Image.Image:
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# 이미지 크기 조정
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try:
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# 이미지의 현재 너비와 높이 가져오기
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width, height = image.size
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# 너비와 높이 중 더 큰 쪽의 비율에 맞춰 크기를 조정
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if width > height:
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new_width = max_size
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new_height = int((max_size / width) * height)
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else:
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new_height = max_size
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new_width = int((max_size / height) * width)
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resized_image = image.resize((new_width, new_height))
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return resized_image
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except Exception as e:
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print(f"Failed to resize image: {e}")
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return None
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def paste_to_background_type_a(background: Image.Image, product: Image.Image) -> Image.Image:
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# 배경에 제품 이미지 합성
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try:
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# 배경 이미지 크기 가져오기
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bg_width, bg_height = background.size
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# 제품 이미지 크기 가져오기
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product_width, product_height = product.size
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# 제품 이미지를 배경 이미지 중앙에 위치시키기
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offset = ((bg_width - product_width) // 2, (bg_height - product_height) // 2)
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# 알파 채널을 고려하여 합성
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background.paste(product, offset, mask=product)
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return background
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except Exception as e:
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print(f"Failed to paste product image to background: {e}")
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return None
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def paste_to_background_type_b(background: Image.Image, product: Image.Image, margin: int = 10) -> Image.Image:
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try:
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# 배경 이미지 크기 가져오기
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bg_width, bg_height = background.size
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# 제품 이미지 크기 가져오기
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product_width, product_height = product.size
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# 두 제품 이미지를 위한 전체 너비 계산 (제품 이미지 두 개 + 마진)
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total_width = (product_width * 2) + margin
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if total_width > bg_width:
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raise ValueError("Background is too narrow to fit two product images with the specified margin.")
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# 첫 번째 제품 이미지의 왼쪽 상단 좌표 계산
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left_offset = (bg_width - total_width) // 2
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top_offset = (bg_height - product_height) // 2
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# 두 번째 제품 이미지의 왼쪽 상단 좌표 계산
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right_offset = left_offset + product_width + margin
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# 첫 번째 제품 이미지 배경에 합성
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background.paste(product, (left_offset, top_offset), mask=product)
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# 두 번째 제품 이미지 배경에 합성
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background.paste(product, (right_offset, top_offset), mask=product)
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return background
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except Exception as e:
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print(f"Failed to paste product images to background: {e}")
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return None
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def paste_to_background_type_c(background: Image.Image, product: Image.Image, margin: int = 10, top_margin: int = 15) -> Image.Image:
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try:
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# 배경 이미지 크기 가져오기
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bg_width, bg_height = background.size
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# 제품 이미지 크기 가져오기
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product_width, product_height = product.size
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# 먼저 type_b 형태로 아래 두 제품 이미지를 배치
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background_with_two_products = paste_to_background_type_b(background, product, margin)
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# 중앙 상단에 위치할 제품 이미지의 오프셋 계산
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center_offset_x = (bg_width - product_width) // 2
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center_offset_y = ((bg_height - product_height) // 2) + top_margin
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if center_offset_y < 0:
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raise ValueError("Background is too small to fit three product images with the specified top margin.")
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# 세 번째 제품 이미지 배경에 합성 (중앙 상단)
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background_with_two_products.paste(product, (center_offset_x, center_offset_y), mask=product)
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# 결과 이미지 저장 및 반환
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return background_with_two_products
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except Exception as e:
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print(f"Failed to paste product images to background: {e}")
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return None
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def create_zip_file(images: list, zip_filename: str = "images.zip") -> bytes:
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# 메모리 내에서 ZIP 파일 생성
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zip_buffer = BytesIO()
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with zipfile.ZipFile(zip_buffer, 'w', zipfile.ZIP_DEFLATED) as zipf:
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for i, image in enumerate(images):
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# 이미지를 메모리 버퍼에 저장
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image_buffer = BytesIO()
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image.save(image_buffer, format="PNG")
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image_buffer.seek(0)
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# 버퍼 내용을 ZIP 파일에 추가
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zipf.writestr(f"image_{i + 1}.png", image_buffer.getvalue())
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# ZIP 파일 데이터를 반환
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zip_buffer.seek(0)
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return zip_buffer.getvalue()
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def image_processing_single(background_image: Image.Image, product_image_url: str):
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# 각종 설정 값
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product_image_size = 650 # 배경이 제거된 제품 이미지의 크기
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type_b_margin = 15
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type_c_margin_1, type_c_margin_2 = 15, 45 # (1=가운데 두개의 마진, 2= 중앙 한개의 top 마진)
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# 이미지 다운로드
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original_image = download_image(product_image_url)
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# 이미지 누끼따기
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removebg_image = remove_background(original_image)
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# 이미지 크롭
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cropped_image = crop_image(removebg_image)
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# 크롭된 이미지 원하는 사이즈로 resize
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resized_image = resize_image(cropped_image, product_image_size)
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# type_a 합성
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type_a_image = paste_to_background_type_a(background_image.copy(), resized_image)
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type_b_image = paste_to_background_type_b(background_image.copy(), resized_image, type_b_margin)
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type_c_image = paste_to_background_type_c(background_image.copy(), resized_image, type_c_margin_1, type_c_margin_2)
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# 결과 이미지 반환
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image_list = [type_a_image, type_b_image, type_c_image]
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image_zip_file = create_zip_file(image_list)
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return image_list #, image_zip_file
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def image_processing_multi(background_image: Image.Image, product_image_url_list: list):
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# 각종 설정 값
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product_image_size = 650 # 배경이 제거된 제품 이미지의 크기
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type_b_margin = 15
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type_c_margin_1, type_c_margin_2 = 15, 45 # (1=가운데 두개의 마진, 2= 중앙 한개의 top 마진)
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for idx, product_image_url in enumerate(product_image_url_list):
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# 이미지 다운로드
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original_image = download_image(product_image_url)
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# 이미지 누끼따기
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removebg_image = remove_background(original_image)
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# 이미지 크롭
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cropped_image = crop_image(removebg_image)
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# 크롭된 이미지 원하는 사이즈로 resize
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resized_image = resize_image(cropped_image, product_image_size)
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# type_a 합성
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type_a_image = paste_to_background_type_a(background_image.copy(), resized_image)
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type_b_image = paste_to_background_type_b(background_image.copy(), resized_image, type_b_margin)
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type_c_image = paste_to_background_type_c(background_image.copy(), resized_image, type_c_margin_1, type_c_margin_2)
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with gr.Blocks(theme=gr.themes.Monochrome()) as demo:
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with gr.Row():
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background_image = gr.Image(label="Background Image", type="pil")
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with gr.Tab("Single"):
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link = gr.Textbox(label="Image URL")
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btn_single = gr.Button("Generate Images")
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with gr.Tab("Multi"):
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links = gr.File(label="Image URLs (.txt file)")
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btn_multi = gr.Button("Generate Images")
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with gr.Row():
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preview = gr.Gallery(label="Generated images", show_label=False, elem_id="gallery", columns=[3], rows=[1], object_fit="contain", height="auto")
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output_zip = gr.File(label="Download Result Zip File")
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# evnets
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btn_single.click(fn=image_processing_single, inputs=[background_image, link], outputs=[preview], api_name="image_processing")
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demo.launch()
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links.txt
ADDED
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/drb/drb00370/v/67.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/cgn/cgn01206/l/73.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/sre/sre01256/l/96.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/lex/lex19936/v/115.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/cey/cey66577/v/6.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/nor/nor01844/v/39.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/swv/swv06072/v/8.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/age/age00855/v/40.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/nhi/nhi03515/v/41.jpg,
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https://cloudinary.images-iherb.com/image/upload/f_auto,q_auto:eco/images/nhi/nhi03512/v/49.jpg,
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requirements.txt
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@@ -0,0 +1,82 @@
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|
1 |
+
aiofiles==23.2.1
|
2 |
+
annotated-types==0.7.0
|
3 |
+
anyio==4.6.0
|
4 |
+
attrs==24.2.0
|
5 |
+
certifi==2024.8.30
|
6 |
+
charset-normalizer==3.3.2
|
7 |
+
click==8.1.7
|
8 |
+
coloredlogs==15.0.1
|
9 |
+
contourpy==1.3.0
|
10 |
+
cycler==0.12.1
|
11 |
+
fastapi==0.115.0
|
12 |
+
ffmpy==0.4.0
|
13 |
+
filelock==3.16.1
|
14 |
+
flatbuffers==24.3.25
|
15 |
+
fonttools==4.53.1
|
16 |
+
fsspec==2024.9.0
|
17 |
+
gradio==4.44.0
|
18 |
+
gradio_client==1.3.0
|
19 |
+
h11==0.14.0
|
20 |
+
httpcore==1.0.5
|
21 |
+
httpx==0.27.2
|
22 |
+
huggingface-hub==0.25.0
|
23 |
+
humanfriendly==10.0
|
24 |
+
idna==3.10
|
25 |
+
imageio==2.35.1
|
26 |
+
importlib_resources==6.4.5
|
27 |
+
Jinja2==3.1.4
|
28 |
+
jsonschema==4.23.0
|
29 |
+
jsonschema-specifications==2023.12.1
|
30 |
+
kiwisolver==1.4.7
|
31 |
+
lazy_loader==0.4
|
32 |
+
llvmlite==0.43.0
|
33 |
+
markdown-it-py==3.0.0
|
34 |
+
MarkupSafe==2.1.5
|
35 |
+
matplotlib==3.9.2
|
36 |
+
mdurl==0.1.2
|
37 |
+
mpmath==1.3.0
|
38 |
+
networkx==3.3
|
39 |
+
numba==0.60.0
|
40 |
+
numpy==2.0.2
|
41 |
+
onnxruntime==1.19.2
|
42 |
+
opencv-python-headless==4.10.0.84
|
43 |
+
orjson==3.10.7
|
44 |
+
packaging==24.1
|
45 |
+
pandas==2.2.3
|
46 |
+
pillow==10.4.0
|
47 |
+
platformdirs==4.3.6
|
48 |
+
pooch==1.8.2
|
49 |
+
protobuf==5.28.2
|
50 |
+
pydantic==2.9.2
|
51 |
+
pydantic_core==2.23.4
|
52 |
+
pydub==0.25.1
|
53 |
+
Pygments==2.18.0
|
54 |
+
PyMatting==1.1.12
|
55 |
+
pyparsing==3.1.4
|
56 |
+
python-dateutil==2.9.0.post0
|
57 |
+
python-multipart==0.0.9
|
58 |
+
pytz==2024.2
|
59 |
+
PyYAML==6.0.2
|
60 |
+
referencing==0.35.1
|
61 |
+
rembg==2.0.59
|
62 |
+
requests==2.32.3
|
63 |
+
rich==13.8.1
|
64 |
+
rpds-py==0.20.0
|
65 |
+
ruff==0.6.6
|
66 |
+
scikit-image==0.24.0
|
67 |
+
scipy==1.14.1
|
68 |
+
semantic-version==2.10.0
|
69 |
+
shellingham==1.5.4
|
70 |
+
six==1.16.0
|
71 |
+
sniffio==1.3.1
|
72 |
+
starlette==0.38.5
|
73 |
+
sympy==1.13.3
|
74 |
+
tifffile==2024.9.20
|
75 |
+
tomlkit==0.12.0
|
76 |
+
tqdm==4.66.5
|
77 |
+
typer==0.12.5
|
78 |
+
typing_extensions==4.12.2
|
79 |
+
tzdata==2024.1
|
80 |
+
urllib3==2.2.3
|
81 |
+
uvicorn==0.30.6
|
82 |
+
websockets==12.0
|