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app.py
CHANGED
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@@ -164,6 +164,8 @@ def generate(
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randomize_cfg: bool,
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text_cfg_scale: float,
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image_cfg_scale: float,
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):
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seed = random.randint(0, 100000) if randomize_seed else seed
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text_cfg_scale = round(random.uniform(6.0, 9.0), ndigits=2) if randomize_cfg else text_cfg_scale
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@@ -222,35 +224,30 @@ def generate(
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edited_mask = Image.fromarray(x_1.type(torch.uint8).cpu().numpy())
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with imageio.get_writer(image_video_path, fps=fps) as video:
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for image in image_video:
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video.append_data(image)
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# 对edited_mask做膨胀
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edited_mask_copy = edited_mask.copy()
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kernel = np.ones((3, 3), np.uint8)
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edited_mask = cv2.dilate(np.array(edited_mask), kernel, iterations=3)
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@@ -286,7 +283,7 @@ def generate(
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return [int(seed), text_cfg_scale, image_cfg_scale, edited_image, mix_image, edited_mask_copy, mask_video_path, image_video_path, input_image_copy, mix_result_with_red_mask]
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def reset():
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return [100, "Randomize Seed", 1372, "Fix CFG", 7.5, 1.5, None, None, None, None, None, None, None]
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def get_example():
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return [
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@@ -336,8 +333,8 @@ with gr.Blocks(css="footer {visibility: hidden}") as demo:
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text_cfg_scale = gr.Number(value=7.5, label=f"Text CFG", interactive=True)
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image_cfg_scale = gr.Number(value=1.5, label=f"Image CFG", interactive=True)
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with gr.Row():
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generate_button = gr.Button("Generate")
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reset_button = gr.Button("Reset")
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with gr.Column(scale=1, min_width=100):
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with gr.Column():
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mix_image = gr.Image(label=f"Mix Image", type="pil", interactive=False)
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@@ -346,6 +343,18 @@ with gr.Blocks(css="footer {visibility: hidden}") as demo:
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with gr.Accordion('More outputs', open=False):
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with gr.Row():
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image_video = gr.Video(label="Real-time Image Output")
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mask_video = gr.Video(label="Real-time Mask Output")
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@@ -353,6 +362,7 @@ with gr.Blocks(css="footer {visibility: hidden}") as demo:
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original_image = gr.Image(label=f"Original Image", type="pil", interactive=False)
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edited_image = gr.Image(label=f"Output Image", type="pil", interactive=False)
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mix_result_with_red_mask = gr.Image(label=f"Mix Image With Red Mask", type="pil", interactive=False)
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with gr.Row():
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gr.Examples(
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@@ -374,13 +384,15 @@ with gr.Blocks(css="footer {visibility: hidden}") as demo:
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randomize_cfg,
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text_cfg_scale,
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image_cfg_scale,
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],
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outputs=[seed, text_cfg_scale, image_cfg_scale, edited_image, mix_image, edited_mask, mask_video, image_video, original_image, mix_result_with_red_mask],
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)
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reset_button.click(
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fn=reset,
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inputs=[],
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outputs=[steps, randomize_seed, seed, randomize_cfg, text_cfg_scale, image_cfg_scale, edited_image, mix_image, edited_mask, mask_video, image_video, original_image, mix_result_with_red_mask],
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)
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randomize_cfg: bool,
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text_cfg_scale: float,
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image_cfg_scale: float,
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weather_hide_video: bool,
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decode_image_batch: int
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):
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seed = random.randint(0, 100000) if randomize_seed else seed
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text_cfg_scale = round(random.uniform(6.0, 9.0), ndigits=2) if randomize_cfg else text_cfg_scale
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edited_mask = Image.fromarray(x_1.type(torch.uint8).cpu().numpy())
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image_video_path = None
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if not weather_hide_video:
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image_video = []
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for i in range(0, len(image_list), decode_image_batch):
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if i + decode_image_batch < len(image_list):
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tmp_image_list = image_list[i:i+decode_image_batch]
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else:
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tmp_image_list = image_list[i:]
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tmp_image_list = model.decode_first_stage(tmp_image_list)
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tmp_image_list = torch.clamp((tmp_image_list + 1.0) / 2.0, min=0.0, max=1.0)
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tmp_image_list = 255.0 * rearrange(tmp_image_list, "b c h w -> b h w c")
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tmp_image_list = tmp_image_list.type(torch.uint8).cpu().numpy()
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# image list to image
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for image in tmp_image_list:
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image_video.append(image)
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image_video_path = "image.mp4"
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fps = 30
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with imageio.get_writer(image_video_path, fps=fps) as video:
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for image in image_video:
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video.append_data(image)
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# 对edited_mask做膨胀
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edited_mask_copy = edited_mask.copy()
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kernel = np.ones((3, 3), np.uint8)
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edited_mask = cv2.dilate(np.array(edited_mask), kernel, iterations=3)
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return [int(seed), text_cfg_scale, image_cfg_scale, edited_image, mix_image, edited_mask_copy, mask_video_path, image_video_path, input_image_copy, mix_result_with_red_mask]
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def reset():
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return [100, "Randomize Seed", 1372, "Fix CFG", 7.5, 1.5, None, None, None, None, None, None, None, "Hide Image Video", 10]
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def get_example():
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return [
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text_cfg_scale = gr.Number(value=7.5, label=f"Text CFG", interactive=True)
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image_cfg_scale = gr.Number(value=1.5, label=f"Image CFG", interactive=True)
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with gr.Row():
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reset_button = gr.Button("Reset")
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generate_button = gr.Button("Generate")
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with gr.Column(scale=1, min_width=100):
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with gr.Column():
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mix_image = gr.Image(label=f"Mix Image", type="pil", interactive=False)
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with gr.Accordion('More outputs', open=False):
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with gr.Row():
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# 单选框 选择是否显示视频
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weather_hide_video = gr.Radio(
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["Show Image Video", "Hide Image Video"],
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value="Hide Image Video",
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type="index",
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label="Dynamic Process",
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show_label=False,
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interactive=True,
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)
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# decode的batch size,最大为steps的值
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decode_image_batch = gr.Number(value=10, precision=0, label="Decode Image Batch (<steps)", interactive=True)
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with gr.Row():
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image_video = gr.Video(label="Real-time Image Output")
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mask_video = gr.Video(label="Real-time Mask Output")
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original_image = gr.Image(label=f"Original Image", type="pil", interactive=False)
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edited_image = gr.Image(label=f"Output Image", type="pil", interactive=False)
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mix_result_with_red_mask = gr.Image(label=f"Mix Image With Red Mask", type="pil", interactive=False)
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with gr.Row():
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gr.Examples(
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randomize_cfg,
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text_cfg_scale,
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image_cfg_scale,
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weather_hide_video,
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decode_image_batch
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],
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outputs=[seed, text_cfg_scale, image_cfg_scale, edited_image, mix_image, edited_mask, mask_video, image_video, original_image, mix_result_with_red_mask],
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)
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reset_button.click(
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fn=reset,
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inputs=[],
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outputs=[steps, randomize_seed, seed, randomize_cfg, text_cfg_scale, image_cfg_scale, edited_image, mix_image, edited_mask, mask_video, image_video, original_image, mix_result_with_red_mask, weather_hide_video, decode_image_batch],
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)
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