Color/contrast/dithering sliders + before/after render preview
Advanced configuration gains three sliders (PIL ImageEnhance factors for color/contrast, 0-2, 1=unchanged; a 0-1 dithering strength) applied to every photo this frame renders. Confirmed the parameter conventions against a similar project (jwchen119/EPF: ImageEnhance.Color/Contrast, 1.0 baseline) before implementing; dithering strength isn't natively exposed by PIL's quantize(), so it's implemented by blending the source toward its own flat/undithered quantization before running Floyd- Steinberg on the blend -- at 0 there's no quantization error left to diffuse (exactly the flat result), at 1 it's the original unmodified behavior, with a smooth continuum between rather than dithering being an on/off toggle. image_pipeline.py split into composition (_compose), enhancement (_enhance), quantization (_quantize), and transpose+pack stages so render_frame (device bytes) and the new render_preview_png (a normal viewable PNG, upright logical orientation) share the same pipeline instead of duplicating it. Named-face overlay label math (face_labels.py) was already routed through the shared _placement_transform, so it needed no changes for the new params. Also added the requested before/after comparison: the Configuration tab's new Preview card shows the current photo's untouched Immich preview next to that same photo run through the frame's actual saved rendering pipeline (two new GET endpoints, /preview/original and /preview/rendered) -- immediate visual feedback for tuning the palette and these new sliders. "Refresh preview" re-fetches after saving. Schema migration v6 adds color_boost/contrast_boost/dither_strength, defaulting to 1.0/1.0/1.0 -- reproduces the exact previous rendering until a frame's Configuration tab changes one. Verified against the live-shaped test database: the migration, sliders persisting and clamping out-of-range input, both preview endpoints (real JPEG passthrough / real PNG at correct logical size+orientation), confirmed dither_strength=0 actually changes the rendered bytes vs. default, and the standing legacy-device curl suite.
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@@ -131,6 +131,13 @@ class Frame(Base):
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# DEFAULT_PALETTE_RGB for this frame's actual panel. NULL = use the
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# default -- most frames never touch this.
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palette_rgb: Mapped[list | None] = mapped_column(JSON, nullable=True, default=None)
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# Advanced configuration: PIL ImageEnhance factors, 1.0 = unchanged
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# (see image_pipeline.render_frame).
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color_boost: Mapped[float] = mapped_column(Float, default=1.0)
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contrast_boost: Mapped[float] = mapped_column(Float, default=1.0)
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# 0.0-1.0, see image_pipeline._quantize -- 1.0 matches this project's
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# original always-on full-strength Floyd-Steinberg dithering.
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dither_strength: Mapped[float] = mapped_column(Float, default=1.0)
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# -- state --
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current_asset_id: Mapped[str] = mapped_column(String, default="")
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