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Running
on
T4
yizhangliu
commited on
Commit
•
80ad95f
1
Parent(s):
9369662
update app.py
Browse files
app.py
CHANGED
@@ -58,7 +58,7 @@ kosmos_enable = False
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if os.environ.get('IS_MY_DEBUG') is not None:
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sam_enable = False
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ram_enable = False
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inpainting_enable = False
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kosmos_enable = False
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if lama_cleaner_enable:
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@@ -79,8 +79,6 @@ from io import BytesIO
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from diffusers import StableDiffusionInpaintPipeline
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from huggingface_hub import hf_hub_download
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from gradio_client import Client, handle_file
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# from huggingface_hub import snapshot_download
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# from kolors.pipelines.pipeline_stable_diffusion_xl_chatglm_256_inpainting import StableDiffusionXLInpaintPipeline
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# from kolors.models.modeling_chatglm import ChatGLMModel
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@@ -617,32 +615,61 @@ def get_time_cost(run_task_time, time_cost_str):
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run_task_time = now_time
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return run_task_time, time_cost_str
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def load_kolors_inpainting(inpaint_prompt,
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def run_anything_task(input_image, text_prompt, task_type, inpaint_prompt, box_threshold, text_threshold,
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iou_threshold, inpaint_mode, mask_source_radio, remove_mode, remove_mask_extend, num_relation, kosmos_input, cleaner_size_limit=1080):
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text_prompt = getTextTrans(text_prompt, source='zh', target='en')
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inpaint_prompt = getTextTrans(inpaint_prompt, source='zh', target='en')
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@@ -824,7 +851,10 @@ def run_anything_task(input_image, text_prompt, task_type, inpaint_prompt, box_t
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run_task_time, time_cost_str = get_time_cost(run_task_time, time_cost_str)
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# image_inpainting = sd_model(prompt=inpaint_prompt, image=image_source_for_inpaint, mask_image=image_mask_for_inpaint).images[0]
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image_inpainting = load_kolors_inpainting(
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else:
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# remove from mask
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if mask_source_radio == mask_source_segment:
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@@ -1034,6 +1064,8 @@ def main_gradio(args):
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DESCRIPTION += f'Kosmos-2 from [Kosmos-2](https://github.com/microsoft/unilm/tree/master/kosmos-2). <br>'
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if ram_enable:
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DESCRIPTION += f'RAM from [RelateAnything](https://github.com/Luodian/RelateAnything). <br>'
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DESCRIPTION += f'Thanks for their excellent work.'
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DESCRIPTION += f'<p>For faster inference without waiting in queue, you may duplicate the space and upgrade to GPU in settings. \
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<a href="https://huggingface.co/spaces/yizhangliu/Grounded-Segment-Anything?duplicate=true"><img style="display: inline; margin-top: 0em; margin-bottom: 0em" src="https://bit.ly/3gLdBN6" alt="Duplicate Space" /></a></p>'
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if os.environ.get('IS_MY_DEBUG') is not None:
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sam_enable = False
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ram_enable = False
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# inpainting_enable = False
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kosmos_enable = False
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if lama_cleaner_enable:
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from diffusers import StableDiffusionInpaintPipeline
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from huggingface_hub import hf_hub_download
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# from huggingface_hub import snapshot_download
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# from kolors.pipelines.pipeline_stable_diffusion_xl_chatglm_256_inpainting import StableDiffusionXLInpaintPipeline
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# from kolors.models.modeling_chatglm import ChatGLMModel
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run_task_time = now_time
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return run_task_time, time_cost_str
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def load_kolors_inpainting(inpaint_prompt, input_image, mask_image):
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from gradio_client import Client, handle_file
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import tempfile
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try:
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job_image = {}
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if 'background' in input_image.keys():
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_, temp_file_path = tempfile.mkstemp(suffix='.png')
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img = input_image['background'].convert("RGB")
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img.save(temp_file_path)
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job_image["background"] = handle_file(temp_file_path)
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if 'layers' in input_image.keys() and len(input_image['layers']) > 0:
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_, temp_file_path = tempfile.mkstemp(suffix='.png')
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img = input_image['layers'][0].convert("RGB")
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img.save(temp_file_path)
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job_image["layers"] = [handle_file(temp_file_path)]
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if 'composite' in input_image.keys():
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_, temp_file_path = tempfile.mkstemp(suffix='.png')
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img = input_image['composite'].convert("RGB")
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img.save(temp_file_path)
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job_image["composite"] = handle_file(temp_file_path)
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_, temp_file_path = tempfile.mkstemp(suffix='.png')
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img = mask_image.convert("RGB")
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img.save(temp_file_path)
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job_mask_image = handle_file(temp_file_path)
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client = Client("Kwai-Kolors/Kolors-Inpainting")
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job = client.submit(
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prompt=inpaint_prompt,
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image=job_image,
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mask_image=job_mask_image,
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negative_prompt="broken fingers, deformed fingers, deformed hands, stumps, blurriness, low quality",
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seed=0,
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randomize_seed=True,
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guidance_scale=6,
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num_inference_steps=25,
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api_name="/infer"
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)
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while not job.done():
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time.sleep(0.1)
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result = job.outputs()[0]
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im = Image.open(result)
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if im.mode == "RGBA":
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im.load()
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background = Image.new("RGB", im.size, (255, 255, 255))
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background.paste(im, mask=im.split()[3])
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return im
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except Exception as e:
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logger.info(f'load_kolors_inpainting_fail_={str(e)}')
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return None
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def run_anything_task(input_image, text_prompt, task_type, inpaint_prompt, box_threshold, text_threshold,
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iou_threshold, inpaint_mode, mask_source_radio, remove_mode, remove_mask_extend, num_relation, kosmos_input, cleaner_size_limit=1080):
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text_prompt = getTextTrans(text_prompt, source='zh', target='en')
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inpaint_prompt = getTextTrans(inpaint_prompt, source='zh', target='en')
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run_task_time, time_cost_str = get_time_cost(run_task_time, time_cost_str)
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# image_inpainting = sd_model(prompt=inpaint_prompt, image=image_source_for_inpaint, mask_image=image_mask_for_inpaint).images[0]
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image_inpainting = load_kolors_inpainting(inpaint_prompt, input_image, image_mask_for_inpaint)
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if image_inpainting is None:
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logger.info(f'load_kolors_inpainting_failed_')
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return None, None, None, None, None, None, None
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else:
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# remove from mask
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if mask_source_radio == mask_source_segment:
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DESCRIPTION += f'Kosmos-2 from [Kosmos-2](https://github.com/microsoft/unilm/tree/master/kosmos-2). <br>'
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if ram_enable:
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DESCRIPTION += f'RAM from [RelateAnything](https://github.com/Luodian/RelateAnything). <br>'
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if inpainting_enable:
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DESCRIPTION += f'Inpainting from [Kolors-Inpainting](https://huggingface.co/spaces/Kwai-Kolors/Kolors-Inpainting). <br>'
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DESCRIPTION += f'Thanks for their excellent work.'
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DESCRIPTION += f'<p>For faster inference without waiting in queue, you may duplicate the space and upgrade to GPU in settings. \
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<a href="https://huggingface.co/spaces/yizhangliu/Grounded-Segment-Anything?duplicate=true"><img style="display: inline; margin-top: 0em; margin-bottom: 0em" src="https://bit.ly/3gLdBN6" alt="Duplicate Space" /></a></p>'
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