Spaces:
Sleeping
Sleeping
Update README.md
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README.md
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pinned: false
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license: mit
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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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pinned: false
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license: mit
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---
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Skills Used to built this app:
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π¨ AI/ML & Diffusion Model Skills
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Understanding diffusion models β how Stable Diffusion works.
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Using Hugging Face diffusers β loading and running pretrained pipelines.
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GPU/CPU optimization β switching between cuda and cpu, choosing float16 vs float32.
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Prompt engineering β crafting effective prompts for image generation.
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Negative prompting β removing unwanted artifacts from images.
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Random seed control β reproducibility in image generation.
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Model parameter tuning β adjusting guidance_scale, num_inference_steps.
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Memory optimization β handling large models (SDXL Turbo ~6GB).
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π Web App & UI Skills
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Gradio UI design β creating blocks, rows, sliders, and image outputs.
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Event handling in Gradio β binding run button, prompt submit, and examples.
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Custom styling (CSS) β controlling layout (#col-container).
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User experience (UX) design β hiding advanced settings but making them available.
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Interactive demos β gr.Examples, progress tracking.
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Frontend/backend linking β connecting UI inputs to model inference.
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βοΈ Deployment & DevOps Skills
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Hugging Face Spaces deployment β running apps in free/shared GPU environments.
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ZeroGPU understanding β optional GPU resource management.
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Creating requirements.txt β ensuring dependencies install correctly.
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Cloud CI/CD basics β automatic app rebuilds when pushing to repo.
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Containerization awareness β understanding how HF Spaces run your app in a container.
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π Software Engineering Practices
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Testing & validation β making sure inference works across devices.
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Error handling β handling missing CUDA, API errors, busy servers.
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Performance benchmarking β checking image generation speed vs settings.
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Scalability awareness β how this app could scale from 1 to 1M users.
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Documentation & communication β writing clear README, comments, and usage guides.
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π§βπ» Programming & Software Skills
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Using external libraries (pip/requirements) β managing dependencies like torch, diffusers, gradio.
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Debugging Python code β fixing errors (e.g., wrong gr.Text vs gr.Textbox).
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Version control (Git/GitHub) β managing source code and pushing to repos.
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Software architecture design β structuring functions (infer, UI) cleanly.
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Object-oriented programming basics β understanding pipelines and classes.
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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