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import gradio as gr |
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import requests |
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import os |
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from PIL import Image |
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from io import BytesIO |
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from tqdm import tqdm |
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import time |
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repo = "artificialguybr/LineAniRedmond-LinearMangaSDXL-V2" |
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trigger_word = "lineart,LineAniAF, " |
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def generate_image(prompt): |
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print("Generating image with prompt:", prompt) |
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api_url = f"https://api-inference.huggingface.co/models/{repo}" |
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headers = { |
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} |
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full_prompt = f"{prompt} {trigger_word}" |
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payload = { |
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"inputs": full_prompt, |
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"parameters": { |
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"negative_prompt": "(worst quality, low quality, normal quality, lowres, low details, oversaturated, undersaturated, overexposed, underexposed, grayscale, bw, bad photo, bad photography, bad art:1.4), (watermark, signature, text font, username, error, logo, words, letters, digits, autograph, trademark, name:1.2), (blur, blurry, grainy), morbid, ugly, asymmetrical, mutated malformed, mutilated, poorly lit, bad shadow, draft, cropped, out of frame, cut off, censored, jpeg artifacts, out of focus, glitch, duplicate, (airbrushed, cartoon, anime, semi-realistic, cgi, render, blender, digital art, manga, amateur:1.3), (3D ,3D Game, 3D Game Scene, 3D Character:1.1), (bad hands, bad anatomy, bad body, bad face, bad teeth, bad arms, bad legs, deformities:1.3)", |
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"num_inference_steps": 30, |
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"scheduler": "DPMSolverMultistepScheduler" |
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}, |
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} |
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error_count = 0 |
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pbar = tqdm(total=None, desc="Loading model") |
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while True: |
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print("Sending request to API...") |
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response = requests.post(api_url, headers=headers, json=payload) |
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print("API response status code:", response.status_code) |
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if response.status_code == 200: |
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print("Image generation successful!") |
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return Image.open(BytesIO(response.content)) |
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elif response.status_code == 503: |
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time.sleep(1) |
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pbar.update(1) |
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elif response.status_code == 500 and error_count < 5: |
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time.sleep(1) |
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error_count += 1 |
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else: |
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print("API Error:", response.status_code) |
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raise Exception(f"API Error: {response.status_code}") |
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iface = gr.Interface( |
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fn=generate_image, |
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inputs=gr.Textbox(lines=2, placeholder="Type your prompt here..."), |
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outputs="image", |
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title="LineArt XL Image Generator", |
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description="Powered by the generous GPU time from Redmond.AI, this LORA, fine-tuned on SD XL 1.0, excels at creating Lineart-themed images across a wide range of subjects. Optimized for 1024x1024 resolution, it incorporates the specific tag 'lineart,LineAniAF' directly in the HF Space for ease of use. If you appreciate this model and wish to support, consider a donation via [Patreon](https://www.patreon.com/user?u=81570187) or [Ko-fi](https://ko-fi.com/artificialguybr). Stay updated on new models by following on [Twitter](https://twitter.com/artificialguybr).", |
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examples=[["1girl, red hair"], ["1 boy, wearing sunglasses"]] |
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) |
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print("Launching Gradio interface...") |
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iface.launch() |
