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create app.py
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app.py
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import os
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import random
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from PIL import Image
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from bs4 import BeautifulSoup
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def whisper_stt(audio):
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print("inside whisper_stt")
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print(f'audio is - {audio}')
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print(f'audio is - {type(audio)}')
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#Connect to the Space
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client = Client("abidlabs/whisper", hf_token="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")
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print ("now here")
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text = client.predict(audio, api_name = '/predict')
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print(f"text is - {text}")
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return text
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def ttimg(prompt):
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print("inside ttimg")
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#Connect to the Space
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client = Client("stabilityai/stable-diffusion")
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img_dir = client.predict(prompt,"blur",7, fn_index = 1)
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print(f'image dir - {img_dir}')
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jpg_files = [f for f in os.listdir(img_dir) if f.endswith('.jpg')]
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#if len(jpg_files) > 0:
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# chosen_file = random.choice(jpg_files)
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file_path = os.path.join(img_dir, jpg_files[0])
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print(f'file_path - {file_path}')
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return file_path
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#with open(file_path, 'rb') as f:
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# pil_img = Image.open(f)
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# return pil_img.show()
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def controlnet_img2img(img, cnet_prompt):
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print("inside controlnet_img2img")
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#Connect to the Space
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client = Client("ysharma/ControlNetwithSlider")
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img_dir = client.predict(img, cnet_prompt, "", "blur",1,512,20,9,123,0,100,200,api_name = '/canny')
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png_files = [os.path.join(img_dir, f) for f in os.listdir(img_dir) if f.endswith('.png')]
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return png_files[0], png_files[1]
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def img2para(cnet_img2):
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print("inside img2para")
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#Connect to the Space
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client = Client("Awiny/Image2Paragraph")
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txt = client.predict(cnet_img2, [], api_name="/predict")
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print(f'img2para text is - {txt}')
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soup = BeautifulSoup(txt, 'html.parser')
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gpt4_section = soup.find_all('div', {'style': 'display: flex; flex-wrap: wrap;'})[1].find_all('p')[0].text
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return gpt4_section
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# demo with different Gradio Clients
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demo = gr.Blocks()
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with demo:
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with gr.Row():
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audio_mic = gr.Audio(source="upload", type="filepath")
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with gr.Column():
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btn_whisper = gr.Button("Transcribe👇").style(full_width=True)
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prompt = gr.Textbox(label="prompt for SD image generation", interactive=False) #, value='a black swan')
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with gr.Row():
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btn_sd = gr.Button("Generate Image👉").style(full_width=True)
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sd_img = gr.Image(type='filepath') #value="/content/e321040c-b2eb-4550-8aaa-4cd416a7602d/tmpwyiwdr_1.jpg",
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with gr.Row():
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with gr.Column():
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cnet_prompt = gr.Textbox(label="prompt for SD image generation")
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btn_cnet = gr.Button("ControlNet Output👉").style(full_width=True)
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cnet_img1 = gr.Image(type='filepath')
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cnet_img2 = gr.Image(type='filepath')
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with gr.Row():
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btn_Img2para = gr.Button("Lets understand Image with Text👉").style(full_width=True)
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paragraph = gr.Textbox(label="Image to Paragraph generation")
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btn_whisper.click(whisper_stt, audio_mic, prompt)
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btn_sd.click(ttimg, prompt, sd_img)
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btn_cnet.click(controlnet_img2img, [sd_img, cnet_prompt], [cnet_img1, cnet_img2])
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btn_Img2para.click(img2para, cnet_img1, paragraph)
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#demo.launch()
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# demo with different Gradio Clients Chained together
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demo_chain_events = gr.Blocks()
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with demo_chain_events:
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#with gr.Row():
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audio_mic = gr.Audio(source="upload", type="filepath")
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btn_whisper = gr.Button("Trigger the Chained Events🚀🚀").style(full_width=True)
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prompt = gr.Textbox(label="Getting the Prompt for Stable Diffusion using Whisper Gradio Client", interactive=False,) #value='a black swan'
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with gr.Row():
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with gr.Column():
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html_sd = gr.HTML("<h1><center>Stable Diffusion Generated Image👇</center></h1>") #.style(full_width=True)
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sd_img = gr.Image(type='filepath') #value="/content/e321040c-b2eb-4550-8aaa-4cd416a7602d/tmpwyiwdr_1.jpg",
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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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html_cnet = gr.HTML("<h1><center>ControlNet Output👇</center></h1>") #.style(full_width=True)
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cnet_prompt = gr.Textbox(label="Prompt for ControlNet", value='a beautiful scenery')
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with gr.Row():
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cnet_img1 = gr.Image(type='filepath')
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cnet_img2 = gr.Image(type='filepath')
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with gr.Row():
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with gr.Column():
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html_Img2para = gr.HTML("<h1><center>Image to Paragraph output👇</center></h1>") #.style(full_width=True)
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paragraph = gr.Textbox(label="Image to Paragraph generation")
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"""
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btn_whisper.click(whisper_stt, audio_mic, prompt)
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btn_sd.click(ttimg, prompt, sd_img)
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btn_cnet.click(controlnet_img2img, [sd_img, cnet_prompt], [cnet_img1, cnet_img2])
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btn_Img2para.click(img2para, cnet_img1, paragraph)
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"""
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btn_whisper.click(whisper_stt, audio_mic, prompt)\
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.success(ttimg, prompt, sd_img)\
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.success(controlnet_img2img, [sd_img, cnet_prompt], [cnet_img1, cnet_img2])\
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.success(img2para, cnet_img1, paragraph)
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#demo_chain_events.launch()
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demo_joint = gr.Blocks()
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with demo_joint:
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with gr.Row():
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with gr.Box():
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demo.render()
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with gr.Box():
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demo_chain_events.render()
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demo_joint.launch(debug=True)
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