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import copy |
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import os |
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import random |
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os.system('pip install dashscope') |
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import gradio as gr |
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import dashscope |
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from dashscope import VideoSynthesis |
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from examples import t2v_examples, i2v_examples |
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import time |
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DASHSCOPE_API_KEY = os.getenv('DASHSCOPE_API_KEY') |
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dashscope.api_key = DASHSCOPE_API_KEY |
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KEEP_SUCCESS_TASK = 3600 * 10 |
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KEEP_RUNING_TASK = 3600 * 2 |
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LIMIT_RUNING_TASK = 10 |
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def t2v_generation(prompt, resolution, watermark_wanx, seed = -1): |
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seed = seed if seed >= 0 else random.randint(0, 2147483647) |
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if not allow_task_num(): |
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gr.Info(f"Warning: The number of running tasks is too large, please wait for a while.") |
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return None, gr.Button(visible=True) |
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try: |
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rsp = VideoSynthesis.call(model="wanx2.1-t2v-plus", prompt=prompt, seed=seed, |
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watermark_wanx=watermark_wanx, size=resolution) |
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video_url = rsp.output.video_url |
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return video_url, gr.Button(visible=True) |
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except Exception as e: |
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gr.Warning(f"Warning: {e}") |
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return None, gr.Button(visible=True) |
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def t2v_generation_async(prompt, size, watermark_wanx, seed = -1): |
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print(seed) |
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seed = seed if seed >= 0 else random.randint(0, 2147483647) |
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print(seed) |
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if not allow_task_num(): |
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gr.Info(f"Warning: The number of running tasks is too large, please wait for a while.") |
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return None, False, gr.Button(visible=True) |
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try: |
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rsp = VideoSynthesis.async_call(model="wanx2.1-t2v-plus", |
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prompt=prompt, |
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size=size, |
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seed=seed, |
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watermark_wanx=watermark_wanx) |
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task_id = rsp.output.task_id |
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status = False |
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return task_id, status, gr.Button(visible=False) |
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except Exception as e: |
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gr.Warning(f"Warning: {e}") |
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return None, True, gr.Button() |
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def i2v_generation(prompt, image, watermark_wanx, seed = -1): |
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seed = seed if seed >= 0 else random.randint(0, 2147483647) |
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video_url = None |
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try: |
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rsp = VideoSynthesis.call(model="wanx2.1-i2v-plus", prompt=prompt, img_url= image, |
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seed = seed, |
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watermark_wanx=watermark_wanx |
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) |
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video_url = rsp.output.video_url |
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except Exception as e: |
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gr.Warning(f"Warning: {e}") |
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return video_url |
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def i2v_generation_async(prompt, image, watermark_wanx, seed = -1): |
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seed = seed if seed >= 0 else random.randint(0, 2147483647) |
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if not allow_task_num(): |
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gr.Info(f"Warning: The number of running tasks is too large, please wait for a while.") |
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return "", None, gr.Button(visible=True) |
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try: |
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rsp = VideoSynthesis.async_call(model="wanx2.1-i2v-plus", prompt=prompt, seed=seed, |
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img_url= image, watermark_wanx=watermark_wanx) |
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print(rsp) |
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task_id = rsp.output.task_id |
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status = False |
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return task_id, status, gr.Button(visible=False) |
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except Exception as e: |
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gr.Warning(f"Warning: {e}") |
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return "", None, gr.Button() |
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def get_result_with_task_id(task_id): |
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if task_id == "": return True, None |
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try: |
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rsp = VideoSynthesis.fetch(task = task_id) |
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print(rsp) |
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if rsp.output.task_status == "FAILED": |
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gr.Info(f"Warning: task running {rsp.output.task_status}") |
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status = True |
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video_url = None |
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else: |
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video_url = rsp.output.video_url |
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video_url = video_url if video_url != "" else None |
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status = video_url is not None |
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except: |
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video_url = None |
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status = False |
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return status, None if video_url=="" else video_url |
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task_status = {} |
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def allow_task_num(): |
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num = 0 |
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for task_id in task_status: |
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if not task_status[task_id]["status"] and task_status[task_id]["time"] + 1800 > time.time(): |
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num += 1 |
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return num < LIMIT_RUNING_TASK |
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def clean_task_status(): |
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for task_id in copy.deepcopy(task_status): |
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if task_id == "": continue |
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if task_status[task_id]["status"]: |
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if task_status[task_id]["time"] + KEEP_SUCCESS_TASK < time.time(): |
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task_status.pop(task_id) |
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else: |
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if task_status[task_id]["time"] + KEEP_RUNING_TASK < time.time(): |
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task_status.pop(task_id) |
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def cost_time(task_id): |
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if task_id in task_status and not task_status[task_id]["status"]: |
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et = time.time() - task_status[task_id]["time"] |
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return f"{et:.2f}" |
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else: |
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return gr.Textbox() |
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def get_process_bar(task_id, status): |
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clean_task_status() |
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if task_id not in task_status: |
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task_status[task_id] = { |
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"value": 0 if not task_id == "" else 100, |
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"status": status if not task_id == "" else True, |
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"time": time.time(), |
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"url": None |
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} |
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if not task_status[task_id]["status"]: |
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if task_status[task_id]["value"] >= 10 and task_status[task_id]["value"] % 5 == 0: |
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status, video_url = get_result_with_task_id(task_id) |
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else: |
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status, video_url = False, None |
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task_status[task_id]["status"] = status |
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task_status[task_id]["url"] = video_url |
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if task_status[task_id]["status"]: |
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task_status[task_id]["value"] = 100 |
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else: |
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task_status[task_id]["value"] += 1 |
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if task_status[task_id]["value"] >= 100 and not task_status[task_id]["status"]: |
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task_status[task_id]["value"] = 95 |
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value = task_status[task_id]["value"] |
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return gr.Slider(label= f"({value}%)Generating" if value%2==1 else f"({value}%)Generating.....", value=value) |
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with gr.Blocks() as demo: |
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gr.Markdown(""" |
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<div style="text-align: center; font-size: 32px; font-weight: bold; margin-bottom: 20px;"> |
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WanX (Tongyi Wanxiang) |
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</div> |
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<div style="text-align: center; font-size: 16px; font-weight: normal; margin-bottom: 20px;"> |
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The latest powerful text to video generation model developed by the WanX Team from Tongyi Lab, Alibaba Group. |
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</div> |
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<div style="text-align: center;"> |
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<a href="https://www.youtube.com/watch?v=bq4nAVbYQQU">YouTube Videos</a> | |
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<a href="https://tongyi.aliyun.com/wanxiang/videoCreation">WanX WEB</a> |
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</div> |
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""") |
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task_id = gr.State(value="") |
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status = gr.State(value=False) |
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task = gr.State(value="t2v") |
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with gr.Row(): |
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with gr.Column(): |
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with gr.Row(): |
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with gr.Tabs(): |
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with gr.TabItem("Text to Video") as t2v_tab: |
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with gr.Row(): |
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txt2vid_prompt = gr.Textbox( |
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label="Prompt", |
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placeholder="Describe the video you want to generate", |
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lines=19, |
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) |
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with gr.Row(): |
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resolution = gr.Dropdown( |
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label="Resolution", |
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choices=["1280*720", "960*960", "720*1280", "1088*832", "832*1088"], |
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value="1280*720", |
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) |
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with gr.Row(): |
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run_t2v_button = gr.Button("Generate Video") |
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with gr.TabItem("Image to Video") as i2v_tab: |
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with gr.Row(): |
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with gr.Column(): |
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img2vid_image = gr.Image( |
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type="filepath", |
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label="Upload Input Image", |
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elem_id="image_upload", |
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) |
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img2vid_prompt = gr.Textbox( |
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label="Prompt", |
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placeholder="Describe the video you want to generate", |
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value="", |
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lines=5, |
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) |
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with gr.Row(): |
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run_i2v_button = gr.Button("Generate Video") |
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with gr.Column(): |
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with gr.Row(): |
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result_gallery = gr.Video(label='WanX Generated Video', |
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interactive=False, |
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height=500) |
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with gr.Row(): |
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watermark_wanx = gr.Checkbox(label="Watermark", value=True, container=False) |
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seed = gr.Number(label="Seed", value=-1, container=True) |
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cost_time = gr.Number(label="Cost Time(secs)", value=cost_time, interactive=False, |
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every=2, inputs=[task_id], container=True) |
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process_bar = gr.Slider(show_label=True, label="", value=get_process_bar, maximum=100, |
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interactive=True, every=3, inputs=[task_id, status], container=True) |
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fake_video = gr.Video(label='WanX Examples', visible=False, interactive=False) |
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with gr.Row(visible=True) as t2v_eg: |
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gr.Examples(t2v_examples, |
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inputs=[txt2vid_prompt, result_gallery], |
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outputs=[result_gallery]) |
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with gr.Row(visible=False) as i2v_eg: |
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gr.Examples(i2v_examples, |
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inputs=[img2vid_prompt, img2vid_image, result_gallery], |
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outputs=[result_gallery]) |
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def process_change(task_id, task): |
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status = task_status[task_id]["status"] |
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if status: |
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video_url = task_status[task_id]["url"] |
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ret_t2v_btn = gr.Button(visible=True) if task == 't2v' else gr.Button() |
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ret_i2v_btn = gr.Button(visible=True) if task == 'i2v' else gr.Button() |
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return gr.Video(value=video_url), ret_t2v_btn, ret_i2v_btn |
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return gr.Video(value=None), gr.Button(), gr.Button() |
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process_bar.change(process_change, inputs=[task_id, task], |
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outputs=[result_gallery, run_t2v_button, run_i2v_button]) |
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def switch_i2v_tab(): |
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return gr.Row(visible=False), gr.Row(visible=True), "i2v" |
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def switch_t2v_tab(): |
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return gr.Row(visible=True), gr.Row(visible=False), "t2v" |
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i2v_tab.select(switch_i2v_tab, outputs=[t2v_eg, i2v_eg, task]) |
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t2v_tab.select(switch_t2v_tab, outputs=[t2v_eg, i2v_eg, task]) |
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run_t2v_button.click( |
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fn=t2v_generation_async, |
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inputs=[txt2vid_prompt, resolution, watermark_wanx, seed], |
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outputs=[task_id, status, run_t2v_button], |
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) |
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run_i2v_button.click( |
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fn=i2v_generation_async, |
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inputs=[img2vid_prompt, img2vid_image, watermark_wanx, seed], |
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outputs=[task_id, status, run_i2v_button], |
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) |
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demo.queue(max_size=10) |
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demo.launch() |