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OmParkashPandeY
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Upload 6 files
Browse files- .gitignore +2 -0
- app.py +83 -0
- images/helicopter.jpg +0 -0
- images/maxresdefault.jpg +0 -0
- images/police-heli.jpg +0 -0
- requirements.txt +75 -0
.gitignore
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.venv/
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.env
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app.py
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import os
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import io
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from PIL import Image
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from dotenv import load_dotenv, find_dotenv
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_ = load_dotenv(find_dotenv()) # read local .env file
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hf_api_key = os.environ['HF_API_KEY']
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# Helper function
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import requests, json
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# API_URL = "https://api-inference.huggingface.co/models/sayakpaul/text-to-image-pokemons-gpt4"
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# API_URL = "https://api-inference.huggingface.co/models/runwayml/stable-diffusion-v1-5"
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# API_URL = "https://api-inference.huggingface.co/models/cloudqi/cqi_text_to_image_pt_v0"
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# API_URL = "https://api-inference.huggingface.co/models/playgroundai/playground-v2-1024px-aesthetic"
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API_URL = "https://api-inference.huggingface.co/models/SimianLuo/LCM_Dreamshaper_v7"
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#Text-to-image endpoint
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def get_completion(inputs, parameters=None, ENDPOINT_URL=API_URL):
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headers = {
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"Authorization": f"Bearer {hf_api_key}",
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"Content-Type": "application/json"
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}
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data = { "inputs": inputs }
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if parameters is not None:
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data.update({"parameters": parameters})
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response = requests.request("POST",ENDPOINT_URL,headers=headers,data=json.dumps(data))
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return response.content
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import gradio as gr
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def generate(prompt):
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output = get_completion(prompt)
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result_image = Image.open(io.BytesIO(output))
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return result_image
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import gradio as gr
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def generate(prompt, negative_prompt, steps, guidance, width, height):
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params = {
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"negative_prompt": negative_prompt,
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"num_inference_steps": steps,
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"guidance_scale": guidance,
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"width": width,
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"height": height
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}
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output = get_completion(prompt, params)
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pil_image = Image.open(io.BytesIO(output))
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return pil_image
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def loadGUI():
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with gr.Blocks() as demo:
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gr.Markdown("# Image Generation with Stable Diffusion")
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with gr.Row():
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with gr.Column(scale=4):
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prompt = gr.Textbox(label="Your prompt") #Give prompt some real estate
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with gr.Column(scale=1, min_width=50):
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btn = gr.Button("Submit") #Submit button side by side!
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with gr.Accordion("Advanced options", open=False): #Let's hide the advanced options!
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negative_prompt = gr.Textbox(label="Negative prompt")
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with gr.Row():
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with gr.Column():
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steps = gr.Slider(label="Inference Steps", minimum=1, maximum=100, step=32, value=25,
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info="In many steps will the denoiser denoise the image?")
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guidance = gr.Slider(label="Guidance Scale", minimum=1, maximum=20, step=32, value=7,
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info="Controls how much the text prompt influences the result")
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with gr.Column():
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width = gr.Slider(label="Width", minimum=64, maximum=1024, step=32, value=512)
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height = gr.Slider(label="Height", minimum=64, maximum=1024, step=32, value=512)
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output = gr.Image(label="Result") #Move the output up too
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btn.click(fn=generate, inputs=[prompt,negative_prompt,steps,guidance,width,height], outputs=[output])
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gr.close_all()
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demo.launch(share=True)
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def main():
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loadGUI()
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if __name__ == "__main__":
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main()
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images/helicopter.jpg
ADDED
images/maxresdefault.jpg
ADDED
images/police-heli.jpg
ADDED
requirements.txt
ADDED
@@ -0,0 +1,75 @@
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accelerate==0.25.0
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aiofiles==23.2.1
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altair==5.2.0
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annotated-types==0.6.0
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anyio==3.7.1
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attrs==23.1.0
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certifi==2023.11.17
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charset-normalizer==3.3.2
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click==8.1.7
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colorama==0.4.6
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contourpy==1.2.0
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cycler==0.12.1
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fastapi==0.104.1
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ffmpy==0.3.1
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filelock==3.13.1
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fonttools==4.46.0
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fsspec==2023.12.1
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gradio==4.8.0
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gradio_client==0.7.1
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h11==0.14.0
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httpcore==1.0.2
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httpx==0.25.2
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huggingface-hub==0.19.4
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idna==3.6
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importlib-resources==6.1.1
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Jinja2==3.1.2
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jsonschema==4.20.0
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jsonschema-specifications==2023.11.2
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kiwisolver==1.4.5
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markdown-it-py==3.0.0
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MarkupSafe==2.1.3
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matplotlib==3.8.2
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mdurl==0.1.2
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mpmath==1.3.0
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networkx==3.2.1
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numpy==1.26.2
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orjson==3.9.10
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packaging==23.2
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pandas==2.1.4
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Pillow==10.1.0
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psutil==5.9.6
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pydantic==2.5.2
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pydantic_core==2.14.5
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pydub==0.25.1
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Pygments==2.17.2
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pyparsing==3.1.1
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python-dateutil==2.8.2
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python-dotenv==1.0.0
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python-multipart==0.0.6
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pytz==2023.3.post1
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PyYAML==6.0.1
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referencing==0.32.0
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regex==2023.10.3
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requests==2.31.0
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rich==13.7.0
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rpds-py==0.13.2
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safetensors==0.4.1
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semantic-version==2.10.0
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shellingham==1.5.4
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six==1.16.0
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sniffio==1.3.0
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starlette==0.27.0
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sympy==1.12
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tokenizers==0.15.0
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tomlkit==0.12.0
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toolz==0.12.0
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torch==2.1.1
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tqdm==4.66.1
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transformers==4.35.2
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typer==0.9.0
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typing_extensions==4.8.0
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tzdata==2023.3
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urllib3==2.1.0
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uvicorn==0.24.0.post1
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websockets==11.0.3
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