foxelas commited on
Commit ·
0e3a5b8
1
Parent(s): 0e85509
add initial code
Browse files- .gitignore +5 -0
- README.md +12 -0
- app.py +58 -0
- input.jpg +0 -0
- output.jpg +0 -0
- requirements.txt +5 -0
- run_results.JPG +0 -0
.gitignore
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/access_token.txt
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/docs/
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/docs/*
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/.idea/
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/.idea/*
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README.md
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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## Room Decoration
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Tools for Room Decoration with AI
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## Status
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Currently under development
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## Cite this Project
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foxelas, Tools for Room Decoration with AI, 2023
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app.py
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#from huggingface_hub import login
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#login()
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access_token = ""
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with open("access_token.txt", "r") as f:
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access_token = f.read()
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import torch
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from diffusers import StableDiffusionImg2ImgPipeline
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model_path = "CompVis/stable-diffusion-v1-4"
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import requests
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from io import BytesIO
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from PIL import Image
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run_on_cpu = not(torch.cuda.is_available())
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if run_on_cpu:
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device = torch.device("cpu")
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pipe = StableDiffusionImg2ImgPipeline.from_pretrained(
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model_path,
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use_auth_token=access_token
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)
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pipe = pipe.to(device)
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pipe.enable_attention_slicing()
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else:
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device = torch.device("cuda")
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pipe = StableDiffusionImg2ImgPipeline.from_pretrained(
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model_path,
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revision="fp16",
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torch_dtype=torch.float16,
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use_auth_token=access_token
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)
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pipe = pipe.to(device)
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#pipe.enable_attention_slicing()
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#######################################################
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## Input and Parameters
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target_url = "https://t4.ftcdn.net/jpg/03/46/82/87/360_F_346828778_LM1vQWt1RLsrlHZMeNYeHnBBP90APQab.jpg"
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prompt = "A living room decorated in boho style with lots of furniture."
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strength = 0.75
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guidance_scale = 7.5
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#######################################################
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response = requests.get(target_url)
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init_img = Image.open(BytesIO(response.content)).convert("RGB")
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init_img = init_img.resize((768, 512))
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init_img.save("input.jpg")
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print("Saved input image as [input.jpg] in local directory.")
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generator = torch.Generator(device=device).manual_seed(1024)
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if run_on_cpu:
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image = pipe(prompt=prompt, init_image=init_img, strength=strength, guidance_scale=guidance_scale, generator=generator).images[0]
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else:
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with torch.autocast("cuda"):
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image = pipe(prompt=prompt, init_image=init_img, strength=strength, guidance_scale=guidance_scale, generator=generator).images[0]
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image.save("output.jpg")
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print("Saved output image as [output.jpg] in local directory.")
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input.jpg
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output.jpg
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requirements.txt
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@@ -0,0 +1,5 @@
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gradio
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torch~=1.13.1
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requests~=2.28.1
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diffusers~=0.8.0
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Pillow~=9.4.0
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run_results.JPG
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