From b381cf4d3cc5abd11a032dda7d7d6e9b489adf96 Mon Sep 17 00:00:00 2001 From: Lilith River Date: Tue, 5 May 2026 21:48:59 -0600 Subject: [PATCH 01/10] Add 3 JXL files exposing libjxl/jxl-rs LZ77 distance-cluster bug MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Three VarDCT bitstreams chosen to cover the distinct error variants the bug manifests as. All from the same root cause (LZ77 distance cluster shifted away from context_map.last() by AC-context padding) but each fails at a different validation point in the AC reader. libjxl djxl 0.12.0 and jxl-oxide 0.12.5 decode all three cleanly. libjxl/jxl-rs v0.4.3 rejects them; fix in libjxl/jxl-rs#766. | file | size | manifests as | | akfcrc022_e9_d3.0.jxl | 22 KB | Invalid AC: 8 nonzeros after decoding block | | gb82-sc_windows9_d0.25.jxl | 51 KB | Invalid AC: nonzeros 144 is too large for 1 8x8 blocks | | gb82-sc_terminal_d0.5.jxl | 58 KB | ANS stream checksum mismatch | Encoder: imazen/jxl-encoder at e9 + low distance on screen content (uses Optimal/Greedy LZ77 — libjxl never emits these for VarDCT, so its existing test corpora can't catch the bug). References regenerate via jxl/generate_references.sh. Refs: - libjxl/jxl-rs#765 (bug) - libjxl/jxl-rs#766 (fix) - imazen/zenjxl-decoder#15 (downstream tracking + regression test) - imazen/jxl-encoder#29 (encoder default rationale) --- jxl/conformance/akfcrc022_e9_d3.0.jxl | Bin 0 -> 22416 bytes jxl/conformance/gb82-sc_terminal_d0.5.jxl | Bin 0 -> 58519 bytes jxl/conformance/gb82-sc_windows9_d0.25.jxl | Bin 0 -> 51506 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100755 jxl/conformance/akfcrc022_e9_d3.0.jxl create mode 100755 jxl/conformance/gb82-sc_terminal_d0.5.jxl create mode 100755 jxl/conformance/gb82-sc_windows9_d0.25.jxl diff --git a/jxl/conformance/akfcrc022_e9_d3.0.jxl b/jxl/conformance/akfcrc022_e9_d3.0.jxl new file mode 100755 index 0000000000000000000000000000000000000000..e292ddeca5dca101f021531b9aecd0f63099c9b9 GIT binary patch literal 22416 zcmbT6V~j3Lw58v+ZQDL=+c<5Uwr$(CZQHhO+qT_3UvB39o@7>bQk6g?T6b#Q{n9Pe@qXKj)udTW~R1fPmE#?hO^SgIj|fLWU|tjM#7nx4ZASK59(il 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zb2oPUr9pArHrRoT?c4A$>a^j}R+SW6O;iY8pnI1V?zHUlsv#T$nF9o50a>jBuItay z;W9}Yg2#(#N$7uxuEcGp092)T!?NUo81idFH6`*8hr}ff6tF45AatpRb;Fbgb%2Dr zSVhl?j4NplgCMyPQRv+i!N8}xTLDB$!b!T>qCGH4t3`NE0Q{5-{9%o|EC|Iomn^B0 zxa!y!62m$n?luc%-H@p*FyJ%!{Yr+2LQWgn$YbnL-TmpE7RSX=^_=zV1X&}G4;ljwv_`hRvxxx=ui&czgDJtk{)QwQkkLX>gmygvUA z%cr~@sINZ>kFj>pZRwr+Ctn0Y726-5cQY0djjj=LJq;#j5a19`?S?llAT47J*Et;E z(gFt^nllvdW@4*??#eCrSqM83BEiit4!B?`%^cKk0-GJ6@SZ&hn|i4iMLf^qUxkPp z?=3VO4p)qi(@#n9D77TFMJnuG zN|kxrROB$=!95c2Q4V100v`T)v=!o1Z#dC0TN&vH*g4EBds}otz{w%9k)R=GdaOB} z2Bu|&8Mk2fk@zAa2vE4uCIBak$Dt_V5Rf35;0SowXh$bs+A{`JJn2?Hf+up;~5fJzRxU~j; zjHp=jqU$_d@~wt?BEmJ&s}^B Date: Wed, 27 May 2026 02:44:28 -0600 Subject: [PATCH 02/10] feat(corruptions): structural-corruption corpus generators + manifest MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Add the `corruptions` module: a held-out falsification set for a perceptual metric's negative tail. Localized structural defects no honest encoder produces (channel swap, dropped block, off-by-one edge) that a faithful metric must rank below an honest lossy encode of the same reference — the gate score(corruption) < score(q20-anchor). Ten distortion families (channel/block/edge/noise/tone/overlay/ chroma-boundary/aliasing/geometric/composite), each parameterized by region size (whole -> 1/4 -> 1/16 -> 64x64 -> 16x16 -> 8x8) and severity (opaque -> 50% -> 20% opacity). Generators are deterministic via a dependency-free SplitMix64 (same bytes on every platform) and pure RGB-buffer math, so they stay in the default build and compile to WASM. Includes the ManifestEntry schema (reserving a `real_bug` source slot for historical-bug reproductions tracked elsewhere) and the catalog() / manifest_for_reference() sweep generators. 51 default-build unit tests cover determinism, dimension preservation, slug uniqueness, and tiny-image no-panic across every family. --- .gitignore | 6 + crate/Cargo.lock | 137 +++++ crate/Cargo.toml | 21 + crate/src/corruptions/families.rs | 897 ++++++++++++++++++++++++++++++ crate/src/corruptions/mod.rs | 743 +++++++++++++++++++++++++ crate/src/corruptions/prng.rs | 114 ++++ crate/src/lib.rs | 1 + 7 files changed, 1919 insertions(+) create mode 100644 crate/src/corruptions/families.rs create mode 100644 crate/src/corruptions/mod.rs create mode 100644 crate/src/corruptions/prng.rs diff --git a/.gitignore b/.gitignore index 1ca5e09..61e49cc 100644 --- a/.gitignore +++ b/.gitignore @@ -20,3 +20,9 @@ qoi-benchmark/.tmp_download/ # wasm test temp directory (created by tests::wasm::test_read_only_cache) crate/.corpus-test-tmp/ + +# Multi-agent coordination marker (never committed) +.workongoing + +# Corruption-corpus driver output (generated PNGs/JPEGs) +crate/corruption-out/ diff --git a/crate/Cargo.lock b/crate/Cargo.lock index f43a15e..1a0471a 100644 --- a/crate/Cargo.lock +++ b/crate/Cargo.lock @@ -2,12 +2,36 @@ # It is not intended for manual editing. version = 4 +[[package]] +name = "adler2" +version = "2.0.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa" + +[[package]] +name = "autocfg" +version = "1.5.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "f2032f911046de80f0a198e0901378627c33f59ea0ac00e363d481118bd70a53" + [[package]] name = "bitflags" version = "2.11.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af" +[[package]] +name = "bytemuck" +version = "1.25.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c8efb64bd706a16a1bdde310ae86b351e4d21550d98d056f22f8a7f7a2183fec" + +[[package]] +name = "byteorder-lite" +version = "0.1.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "8f1fe948ff07f4bd06c30984e69f5b4899c516a3ef74f34df92a2df2ab535495" + [[package]] name = "cfg-if" version = "1.0.4" @@ -20,10 +44,20 @@ version = "1.1.0" dependencies = [ "dirs", "fd-lock", + "image", "serde", "serde_json", ] +[[package]] +name = "crc32fast" +version = "1.5.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "9481c1c90cbf2ac953f07c8d4a58aa3945c425b7185c9154d67a65e4230da511" +dependencies = [ + "cfg-if", +] + [[package]] name = "dirs" version = "6.0.0" @@ -66,6 +100,25 @@ dependencies = [ "windows-sys 0.59.0", ] +[[package]] +name = "fdeflate" +version = "0.3.7" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1e6853b52649d4ac5c0bd02320cddc5ba956bdb407c4b75a2c6b75bf51500f8c" +dependencies = [ + "simd-adler32", +] + +[[package]] +name = "flate2" +version = "1.1.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "843fba2746e448b37e26a819579957415c8cef339bf08564fe8b7ddbd959573c" +dependencies = [ + "crc32fast", + "miniz_oxide", +] + [[package]] name = "getrandom" version = "0.2.17" @@ -77,6 +130,21 @@ dependencies = [ "wasi", ] +[[package]] +name = "image" +version = "0.25.10" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "85ab80394333c02fe689eaf900ab500fbd0c2213da414687ebf995a65d5a6104" +dependencies = [ + "bytemuck", + "byteorder-lite", + "moxcms", + "num-traits", + "png", + "zune-core", + "zune-jpeg", +] + [[package]] name = "itoa" version = "1.0.17" @@ -110,12 +178,54 @@ version = "2.8.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79" +[[package]] +name = "miniz_oxide" +version = "0.8.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316" +dependencies = [ + "adler2", + "simd-adler32", +] + +[[package]] +name = "moxcms" +version = "0.8.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "bb85c154ba489f01b25c0d36ae69a87e4a1c73a72631fc6c0eb6dde34a73e44b" +dependencies = [ + "num-traits", + "pxfm", +] + +[[package]] +name = "num-traits" +version = "0.2.19" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841" +dependencies = [ + "autocfg", +] + [[package]] name = "option-ext" version = "0.2.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d" +[[package]] +name = "png" +version = "0.18.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "60769b8b31b2a9f263dae2776c37b1b28ae246943cf719eb6946a1db05128a61" +dependencies = [ + "bitflags", + "crc32fast", + "fdeflate", + "flate2", + "miniz_oxide", +] + [[package]] name = "proc-macro2" version = "1.0.106" @@ -125,6 +235,12 @@ dependencies = [ "unicode-ident", ] +[[package]] +name = "pxfm" +version = "0.1.29" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "e0c5ccf5294c6ccd63a74f1565028353830a9c2f5eb0c682c355c471726a6e3f" + [[package]] name = "quote" version = "1.0.45" @@ -201,6 +317,12 @@ dependencies = [ "zmij", ] +[[package]] +name = "simd-adler32" +version = "0.3.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "703d5c7ef118737c72f1af64ad2f6f8c5e1921f818cdcb97b8fe6fc69bf66214" + [[package]] name = "syn" version = "2.0.117" @@ -337,3 +459,18 @@ name = "zmij" version = "1.0.21" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa" + +[[package]] +name = "zune-core" +version = "0.5.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "cb8a0807f7c01457d0379ba880ba6322660448ddebc890ce29bb64da71fb40f9" + +[[package]] +name = "zune-jpeg" +version = "0.5.15" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "27bc9d5b815bc103f142aa054f561d9187d191692ec7c2d1e2b4737f8dbd7296" +dependencies = [ + "zune-core", +] diff --git a/crate/Cargo.toml b/crate/Cargo.toml index 0ae1746..6b7e1f3 100644 --- a/crate/Cargo.toml +++ b/crate/Cargo.toml @@ -17,5 +17,26 @@ dirs = "6" serde = { version = "1", features = ["derive"] } serde_json = "1" +# `image` is only needed by the corruption-corpus driver (loading reference +# images + encoding JPEG anchors). The corruption generators themselves are +# pure RGB-buffer math with no decode dependency, so they stay in the default +# build and remain wasm-clean. +image = { version = "0.25.10", optional = true, default-features = false, features = [ + "png", + "jpeg", +] } + [target.'cfg(not(target_arch = "wasm32"))'.dependencies] fd-lock = "4" + +[features] +default = [] +# Enables the corruption-corpus driver (`corruptions::driver`) which loads +# reference PNGs and emits JPEG q20/q10 honest-lq anchors via the `image` +# crate. Without it, only the seeded in-memory generators + manifest types +# are available. +driver = ["dep:image"] + +[[example]] +name = "corruption_corpus" +required-features = ["driver"] diff --git a/crate/src/corruptions/families.rs b/crate/src/corruptions/families.rs new file mode 100644 index 0000000..49d08d9 --- /dev/null +++ b/crate/src/corruptions/families.rs @@ -0,0 +1,897 @@ +//! The ten structural-corruption families. +//! +//! Each family is a deterministic, in-place mutation of an [`Rgb8`] buffer, +//! parameterized by [`Region`] and [`Severity`]. They model the *structural* +//! defects an honest encoder never produces — channel swaps, dropped blocks, +//! off-by-one edges — as opposed to the uniform softening of honest lossy +//! compression. +//! +//! Every family routes through [`Family::apply`], which resolves the region, +//! computes the corrupted pixels, and blends them at the requested opacity. + +use serde::{Deserialize, Serialize}; + +use super::{Rect, Region, Rgb8, Severity, blend, prng::SplitMix64}; + +// --------------------------------------------------------------------------- +// Family-specific variants +// --------------------------------------------------------------------------- + +/// Channel-corruption variant (family 1). +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum ChannelOp { + /// `v -> 255 - v` per channel. + Invert, + /// RGB -> BGR (swap R and B). + SwapRb, + /// Swap R and G. + SwapRg, + /// Swap G and B. + SwapGb, + /// Zero the red channel. + ZeroR, + /// Zero the green channel. + ZeroG, + /// Zero the blue channel. + ZeroB, + /// Set the red channel to 255. + MaxR, +} + +/// Block-corruption variant (family 2). Models dropped/corrupted MCUs. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum BlockOp { + /// Fill with black. + Zero, + /// Fill with mid-gray. + Gray, + /// Fill with deterministic garbage (random per pixel). + Garbage, + /// Copy from a wrong location elsewhere in the image (MCU mispredict). + CopyWrong, + /// Repeat the block immediately to the left (or above, if at the left edge). + RepeatNeighbor, +} + +/// Edge / border variant (family 3). Models partial-MCU edge handling and +/// padding/cropping off-by-one. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum EdgeOp { + /// Draw a `k`-pixel black border on the top edge only. + BorderTop { k: u32 }, + /// Draw a `k`-pixel black border on all four edges. + BorderAll { k: u32 }, + /// Shift the entire interior 1px horizontally (off-by-one crop), leaving a + /// duplicated column at the seam. + ShiftInterior1px, + /// Duplicate the top row downward by one (dropped/duplicated edge row). + DuplicateTopRow, +} + +/// Salt-and-pepper / bit-error variant (family 4). +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum NoiseOp { + /// Set `count` random pixels to black or white (salt & pepper). + SaltPepper { count: u32 }, + /// Flip a single (high) bit in a channel of `count` random pixels. + BitFlip { count: u32 }, +} + +/// Local tone / gamma variant (family 5). Models a region-confined +/// color-management bug. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum ToneOp { + /// Apply sRGB encode gamma where it shouldn't be (treat linear as sRGB). + GammaEncode, + /// Apply sRGB decode gamma (treat sRGB as linear). + GammaDecode, + /// Boost local contrast ×1.5 around the region mean. + ContrastBoost, + /// Add a fixed brightness offset (`delta`, signed, in 0..=255 magnitude). + Brightness { delta: i32 }, +} + +/// Low-opacity overlay shape (family 6). Models a render leak / watermark bleed. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum OverlayShape { + /// A filled rectangle. + Rect, + /// A diagonal line across the region. + Line, + /// A plus/cross glyph centered in the region. + Glyph, +} + +/// Background-compositing variant (family 10). Models alpha-handling bugs. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum CompositeOp { + /// Treat premultiplied alpha as straight: divide RGB by a synthetic alpha + /// derived from luma (brightens / clips where alpha is small). + PremulAsStraight, + /// Composite over black using a synthetic alpha (darkens edges). + WrongBgBlack, + /// Composite over white using a synthetic alpha (lightens edges). + WrongBgWhite, +} + +// --------------------------------------------------------------------------- +// Family enum +// --------------------------------------------------------------------------- + +/// One of the ten structural-corruption families, carrying its variant. +#[derive(Debug, Clone, Copy, PartialEq, Serialize, Deserialize)] +#[serde(tag = "family", rename_all = "snake_case")] +pub enum Family { + /// 1. Channel corruption (invert / swap / zero a plane) in a rectangle. + Channel(ChannelOp), + /// 2. Block corruption (zero / gray / garbage / copy / repeat). + Block(BlockOp), + /// 3. Edge / border artifacts (k-px border, 1px interior shift, dup row). + Edge(EdgeOp), + /// 4. Salt-and-pepper / bit errors. + Noise(NoiseOp), + /// 5. Local tone / gamma confined to a region. + Tone(ToneOp), + /// 6. Low-opacity overlay shape. + Overlay(OverlayShape), + /// 7. Chroma-boundary mismatch (wrong-phase chroma upsample at block edges). + ChromaBoundary, + /// 8. Aliasing / moiré (nearest-neighbor down-then-up resample). + Aliasing, + /// 9. Geometric (1px shift / region flip / small rotate). + Geometric(GeometricOp), + /// 10. Wrong-background compositing. + Composite(CompositeOp), +} + +/// Geometric variant (family 9). +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum GeometricOp { + /// Translate the region 1px to the right. + Shift1px, + /// Horizontally flip the region. + FlipH, + /// Vertically flip the region. + FlipV, + /// Rotate the region 90° (square regions; otherwise transpose-and-clip). + Rotate90, +} + +impl Family { + /// A short stable slug for manifest ids / file names. Parameterized + /// variants (border width `k`, noise `count`, brightness `delta`) encode + /// their parameter so slugs stay unique across the catalog. + pub fn slug(&self) -> String { + match self { + Family::Channel(op) => format!("channel_{}", variant_slug(op)), + Family::Block(op) => format!("block_{}", variant_slug(op)), + Family::Edge(op) => { + let v = match op { + EdgeOp::BorderTop { k } => format!("border_top_k{k}"), + EdgeOp::BorderAll { k } => format!("border_all_k{k}"), + EdgeOp::ShiftInterior1px => "shift_interior1px".to_string(), + EdgeOp::DuplicateTopRow => "duplicate_top_row".to_string(), + }; + format!("edge_{v}") + } + Family::Noise(op) => { + let v = match op { + NoiseOp::SaltPepper { count } => format!("salt_pepper_n{count}"), + NoiseOp::BitFlip { count } => format!("bit_flip_n{count}"), + }; + format!("noise_{v}") + } + Family::Tone(op) => { + let v = match op { + ToneOp::GammaEncode => "gamma_encode".to_string(), + ToneOp::GammaDecode => "gamma_decode".to_string(), + ToneOp::ContrastBoost => "contrast_boost".to_string(), + ToneOp::Brightness { delta } => { + format!("brightness_d{}", delta.unsigned_abs()) + + if *delta < 0 { "neg" } else { "pos" } + } + }; + format!("tone_{v}") + } + Family::Overlay(op) => format!("overlay_{}", variant_slug(op)), + Family::ChromaBoundary => "chroma_boundary".to_string(), + Family::Aliasing => "aliasing".to_string(), + Family::Geometric(op) => format!("geometric_{}", variant_slug(op)), + Family::Composite(op) => format!("composite_{}", variant_slug(op)), + } + } + + /// The top-level family name (without the variant). + pub fn name(&self) -> &'static str { + match self { + Family::Channel(_) => "channel", + Family::Block(_) => "block", + Family::Edge(_) => "edge", + Family::Noise(_) => "noise", + Family::Tone(_) => "tone", + Family::Overlay(_) => "overlay", + Family::ChromaBoundary => "chroma_boundary", + Family::Aliasing => "aliasing", + Family::Geometric(_) => "geometric", + Family::Composite(_) => "composite", + } + } + + /// Whether this family destroys structure so thoroughly that, at a large + /// opaque region, the calibrated metric score is expected to go negative. + pub fn is_structure_destroying(&self) -> bool { + matches!( + self, + Family::Channel(_) | Family::Block(_) | Family::Aliasing + ) + } + + /// Apply this family to `img` in place. + pub fn apply(&self, img: &mut Rgb8, region: Region, severity: Severity, rng: &mut SplitMix64) { + let opacity = severity.opacity(); + let rect = region.resolve(img.width(), img.height(), rng); + match self { + Family::Channel(op) => apply_channel(img, rect, *op, opacity), + Family::Block(op) => apply_block(img, rect, *op, opacity, rng), + Family::Edge(op) => apply_edge(img, *op, opacity), + Family::Noise(op) => apply_noise(img, rect, *op, opacity, rng), + Family::Tone(op) => apply_tone(img, rect, *op, opacity), + Family::Overlay(op) => apply_overlay(img, rect, *op, opacity), + Family::ChromaBoundary => apply_chroma_boundary(img, rect, opacity), + Family::Aliasing => apply_aliasing(img, rect, opacity), + Family::Geometric(op) => apply_geometric(img, rect, *op, opacity), + Family::Composite(op) => apply_composite(img, rect, *op, opacity), + } + } +} + +/// Slug for a `Debug`-printable variant (snake_cases the enum variant name and +/// strips struct-field detail). Stable for manifest ids. +fn variant_slug(v: &T) -> String { + let dbg = format!("{v:?}"); + // Take the identifier up to the first space / brace / paren. + let head: String = dbg.chars().take_while(|c| c.is_alphanumeric()).collect(); + to_snake(&head) +} + +fn to_snake(camel: &str) -> String { + let mut out = String::with_capacity(camel.len() + 4); + for (i, ch) in camel.chars().enumerate() { + if ch.is_uppercase() { + if i != 0 { + out.push('_'); + } + out.extend(ch.to_lowercase()); + } else { + out.push(ch); + } + } + out +} + +// --------------------------------------------------------------------------- +// Family 1: channel corruption +// --------------------------------------------------------------------------- + +fn apply_channel(img: &mut Rgb8, rect: Rect, op: ChannelOp, opacity: f32) { + let (w, h) = (img.width(), img.height()); + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + let c = match op { + ChannelOp::Invert => [255 - p[0], 255 - p[1], 255 - p[2]], + ChannelOp::SwapRb => [p[2], p[1], p[0]], + ChannelOp::SwapRg => [p[1], p[0], p[2]], + ChannelOp::SwapGb => [p[0], p[2], p[1]], + ChannelOp::ZeroR => [0, p[1], p[2]], + ChannelOp::ZeroG => [p[0], 0, p[2]], + ChannelOp::ZeroB => [p[0], p[1], 0], + ChannelOp::MaxR => [255, p[1], p[2]], + }; + img.set(x, y, blend(p, c, opacity)); + }); +} + +// --------------------------------------------------------------------------- +// Family 2: block corruption +// --------------------------------------------------------------------------- + +fn apply_block(img: &mut Rgb8, rect: Rect, op: BlockOp, opacity: f32, rng: &mut SplitMix64) { + let (w, h) = (img.width(), img.height()); + match op { + BlockOp::Zero | BlockOp::Gray => { + let fill = if matches!(op, BlockOp::Zero) { + [0, 0, 0] + } else { + [128, 128, 128] + }; + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + img.set(x, y, blend(p, fill, opacity)); + }); + } + BlockOp::Garbage => { + // Pre-generate garbage so the RNG draw order is independent of the + // blend (deterministic regardless of opacity). + let mut bytes = Vec::new(); + rect.for_each_pixel(w, h, |_x, _y| { + bytes.push([rng.next_u8(), rng.next_u8(), rng.next_u8()]); + }); + let mut i = 0; + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + img.set(x, y, blend(p, bytes[i], opacity)); + i += 1; + }); + } + BlockOp::CopyWrong => { + // Copy from a deterministically-chosen wrong source offset. + let src_dx = (rng.below((w as u64).max(1)) as i64 - (w as i64 / 2)) as i32; + let src_dy = (rng.below((h as u64).max(1)) as i64 - (h as i64 / 2)) as i32; + // Read the whole source region first (avoid read-after-write). + let mut src = Vec::new(); + rect.for_each_pixel(w, h, |x, y| { + let sx = (x as i32 + src_dx).rem_euclid(w as i32) as u32; + let sy = (y as i32 + src_dy).rem_euclid(h as i32) as u32; + src.push(img.get(sx, sy)); + }); + let mut i = 0; + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + img.set(x, y, blend(p, src[i], opacity)); + i += 1; + }); + } + BlockOp::RepeatNeighbor => { + // Copy the neighbor block to the left (or above at the left edge). + let (dx, dy) = if rect.x0 >= rect.w && rect.w > 0 { + (-(rect.w as i32), 0) + } else { + (0, -(rect.h as i32)) + }; + let mut src = Vec::new(); + rect.for_each_pixel(w, h, |x, y| { + let sx = (x as i32 + dx).rem_euclid(w as i32) as u32; + let sy = (y as i32 + dy).rem_euclid(h as i32) as u32; + src.push(img.get(sx, sy)); + }); + let mut i = 0; + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + img.set(x, y, blend(p, src[i], opacity)); + i += 1; + }); + } + } +} + +// --------------------------------------------------------------------------- +// Family 3: edge / border artifacts +// --------------------------------------------------------------------------- + +fn apply_edge(img: &mut Rgb8, op: EdgeOp, opacity: f32) { + let (w, h) = (img.width(), img.height()); + match op { + EdgeOp::BorderTop { k } => { + let k = k.min(h); + for y in 0..k { + for x in 0..w { + let p = img.get(x, y); + img.set(x, y, blend(p, [0, 0, 0], opacity)); + } + } + } + EdgeOp::BorderAll { k } => { + let kx = k.min(w); + let ky = k.min(h); + for y in 0..h { + for x in 0..w { + let on_edge = x < kx || x >= w - kx || y < ky || y >= h - ky; + if on_edge { + let p = img.get(x, y); + img.set(x, y, blend(p, [0, 0, 0], opacity)); + } + } + } + } + EdgeOp::ShiftInterior1px => { + // Shift everything 1px right; duplicate column 0 into column 0 stays, + // last column gets dropped. Read a full snapshot first. + if w < 2 { + return; + } + let snapshot = img.clone(); + for y in 0..h { + for x in 0..w { + let sx = if x == 0 { 0 } else { x - 1 }; + let shifted = snapshot.get(sx, y); + let p = img.get(x, y); + img.set(x, y, blend(p, shifted, opacity)); + } + } + } + EdgeOp::DuplicateTopRow => { + if h < 2 { + return; + } + // Shift all rows down by 1; row 0 duplicates into row 1's slot. + let snapshot = img.clone(); + for y in 0..h { + let sy = if y == 0 { 0 } else { y - 1 }; + for x in 0..w { + let shifted = snapshot.get(x, sy); + let p = img.get(x, y); + img.set(x, y, blend(p, shifted, opacity)); + } + } + } + } +} + +// --------------------------------------------------------------------------- +// Family 4: salt-and-pepper / bit errors +// --------------------------------------------------------------------------- + +fn apply_noise(img: &mut Rgb8, rect: Rect, op: NoiseOp, opacity: f32, rng: &mut SplitMix64) { + let (w, h) = (img.width(), img.height()); + match op { + NoiseOp::SaltPepper { count } => { + let x_end = (rect.x0 + rect.w).min(w); + let y_end = (rect.y0 + rect.h).min(h); + let rw = x_end.saturating_sub(rect.x0).max(1); + let rh = y_end.saturating_sub(rect.y0).max(1); + for _ in 0..count { + let x = rect.x0 + rng.below(rw as u64) as u32; + let y = rect.y0 + rng.below(rh as u64) as u32; + let val = if rng.next_u64() & 1 == 0 { 0 } else { 255 }; + let p = img.get(x, y); + img.set(x, y, blend(p, [val, val, val], opacity)); + } + } + NoiseOp::BitFlip { count } => { + let x_end = (rect.x0 + rect.w).min(w); + let y_end = (rect.y0 + rect.h).min(h); + let rw = x_end.saturating_sub(rect.x0).max(1); + let rh = y_end.saturating_sub(rect.y0).max(1); + for _ in 0..count { + let x = rect.x0 + rng.below(rw as u64) as u32; + let y = rect.y0 + rng.below(rh as u64) as u32; + let ch = (rng.next_u64() % 3) as usize; + let bit = 1u8 << (4 + (rng.next_u64() % 4) as u8); // a high-ish bit + let mut p = img.get(x, y); + let flipped = p[ch] ^ bit; + let mut corrupt = p; + corrupt[ch] = flipped; + p = blend(p, corrupt, opacity); + img.set(x, y, p); + } + } + } +} + +// --------------------------------------------------------------------------- +// Family 5: local tone / gamma +// --------------------------------------------------------------------------- + +fn srgb_encode(v: u8) -> u8 { + let l = v as f32 / 255.0; + let e = if l <= 0.003_130_8 { + 12.92 * l + } else { + 1.055 * l.powf(1.0 / 2.4) - 0.055 + }; + (e.clamp(0.0, 1.0) * 255.0).round() as u8 +} + +fn srgb_decode(v: u8) -> u8 { + let e = v as f32 / 255.0; + let l = if e <= 0.040_45 { + e / 12.92 + } else { + ((e + 0.055) / 1.055).powf(2.4) + }; + (l.clamp(0.0, 1.0) * 255.0).round() as u8 +} + +fn apply_tone(img: &mut Rgb8, rect: Rect, op: ToneOp, opacity: f32) { + let (w, h) = (img.width(), img.height()); + // Region mean for contrast boost. + let mean = if matches!(op, ToneOp::ContrastBoost) { + let mut sum = [0u64; 3]; + let mut n = 0u64; + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + for c in 0..3 { + sum[c] += p[c] as u64; + } + n += 1; + }); + let n = n.max(1); + [ + (sum[0] / n) as f32, + (sum[1] / n) as f32, + (sum[2] / n) as f32, + ] + } else { + [0.0; 3] + }; + + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + let c = match op { + ToneOp::GammaEncode => [srgb_encode(p[0]), srgb_encode(p[1]), srgb_encode(p[2])], + ToneOp::GammaDecode => [srgb_decode(p[0]), srgb_decode(p[1]), srgb_decode(p[2])], + ToneOp::ContrastBoost => { + let mut out = [0u8; 3]; + for ch in 0..3 { + let v = (mean[ch] + (p[ch] as f32 - mean[ch]) * 1.5).round(); + out[ch] = v.clamp(0.0, 255.0) as u8; + } + out + } + ToneOp::Brightness { delta } => { + let mut out = [0u8; 3]; + for ch in 0..3 { + out[ch] = (p[ch] as i32 + delta).clamp(0, 255) as u8; + } + out + } + }; + img.set(x, y, blend(p, c, opacity)); + }); +} + +// --------------------------------------------------------------------------- +// Family 6: low-opacity overlay +// --------------------------------------------------------------------------- + +fn apply_overlay(img: &mut Rgb8, rect: Rect, shape: OverlayShape, opacity: f32) { + let (w, h) = (img.width(), img.height()); + // Overlays are deliberately drawn at the given (low) opacity; a fully-opaque + // overlay collapses to a solid shape, which is still valid. + let color = [255u8, 0, 0]; // a leak / watermark color + let x_end = (rect.x0 + rect.w).min(w); + let y_end = (rect.y0 + rect.h).min(h); + match shape { + OverlayShape::Rect => { + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + img.set(x, y, blend(p, color, opacity)); + }); + } + OverlayShape::Line => { + // Diagonal from (x0,y0) to (x_end, y_end). + let span = (x_end.saturating_sub(rect.x0)).max(y_end.saturating_sub(rect.y0)); + for t in 0..span { + let x = rect.x0 + t * (x_end.saturating_sub(rect.x0)).max(1) / span.max(1); + let y = rect.y0 + t * (y_end.saturating_sub(rect.y0)).max(1) / span.max(1); + if x < w && y < h { + let p = img.get(x, y); + img.set(x, y, blend(p, color, opacity)); + } + } + } + OverlayShape::Glyph => { + // A plus/cross through the region center. + let cx = (rect.x0 + x_end) / 2; + let cy = (rect.y0 + y_end) / 2; + for x in rect.x0..x_end { + if cy < h { + let p = img.get(x, cy); + img.set(x, cy, blend(p, color, opacity)); + } + } + for y in rect.y0..y_end { + if cx < w { + let p = img.get(cx, y); + img.set(cx, y, blend(p, color, opacity)); + } + } + } + } +} + +// --------------------------------------------------------------------------- +// Family 7: chroma-boundary mismatch +// --------------------------------------------------------------------------- + +/// Approximate a wrong-phase chroma upsample: derive luma + chroma, then +/// reconstruct chroma sampled with a half-pixel phase error at 8x8 block edges. +/// The error is confined to columns/rows straddling block boundaries. +fn apply_chroma_boundary(img: &mut Rgb8, rect: Rect, opacity: f32) { + let (w, h) = (img.width(), img.height()); + let snapshot = img.clone(); + rect.for_each_pixel(w, h, |x, y| { + // Only corrupt pixels straddling an 8px block boundary (where chroma + // upsampling phase errors live). + let near_boundary = (x % 8 == 0) || (x % 8 == 7); + if !near_boundary { + return; + } + // Sample chroma from the neighbor across the boundary (wrong phase). + let nx = if x % 8 == 0 { + x.saturating_sub(1) + } else { + (x + 1).min(w - 1) + }; + let here = snapshot.get(x, y); + let neigh = snapshot.get(nx, y); + // Keep this pixel's luma, take the neighbor's chroma (BT.601-ish). + let (yl, _, _) = rgb_to_ycbcr(here); + let (_, cb, cr) = rgb_to_ycbcr(neigh); + let c = ycbcr_to_rgb(yl, cb, cr); + img.set(x, y, blend(here, c, opacity)); + }); +} + +fn rgb_to_ycbcr(p: [u8; 3]) -> (f32, f32, f32) { + let (r, g, b) = (p[0] as f32, p[1] as f32, p[2] as f32); + let y = 0.299 * r + 0.587 * g + 0.114 * b; + let cb = 128.0 - 0.168_736 * r - 0.331_264 * g + 0.5 * b; + let cr = 128.0 + 0.5 * r - 0.418_688 * g - 0.081_312 * b; + (y, cb, cr) +} + +fn ycbcr_to_rgb(y: f32, cb: f32, cr: f32) -> [u8; 3] { + let r = y + 1.402 * (cr - 128.0); + let g = y - 0.344_136 * (cb - 128.0) - 0.714_136 * (cr - 128.0); + let b = y + 1.772 * (cb - 128.0); + [ + r.round().clamp(0.0, 255.0) as u8, + g.round().clamp(0.0, 255.0) as u8, + b.round().clamp(0.0, 255.0) as u8, + ] +} + +// --------------------------------------------------------------------------- +// Family 8: aliasing / moiré +// --------------------------------------------------------------------------- + +/// Nearest-neighbor downscale by 2x then upscale by 2x (within the region) — +/// destroys high-frequency detail the way a buggy resampler would, distinct +/// from honest lossy blur. +fn apply_aliasing(img: &mut Rgb8, rect: Rect, opacity: f32) { + let (w, h) = (img.width(), img.height()); + let snapshot = img.clone(); + rect.for_each_pixel(w, h, |x, y| { + // NN downscale: map to the even-pixel grid, then read that sample. + let sx = (x & !1).min(w - 1); + let sy = (y & !1).min(h - 1); + let c = snapshot.get(sx, sy); + let p = img.get(x, y); + img.set(x, y, blend(p, c, opacity)); + }); +} + +// --------------------------------------------------------------------------- +// Family 9: geometric +// --------------------------------------------------------------------------- + +fn apply_geometric(img: &mut Rgb8, rect: Rect, op: GeometricOp, opacity: f32) { + let (w, h) = (img.width(), img.height()); + let snapshot = img.clone(); + let x_end = (rect.x0 + rect.w).min(w); + let y_end = (rect.y0 + rect.h).min(h); + let rw = x_end.saturating_sub(rect.x0); + let rh = y_end.saturating_sub(rect.y0); + if rw == 0 || rh == 0 { + return; + } + for y in rect.y0..y_end { + for x in rect.x0..x_end { + let (sx, sy) = match op { + GeometricOp::Shift1px => { + // Source is 1px to the left within the region (wrap at edge). + let sx = if x == rect.x0 { x } else { x - 1 }; + (sx, y) + } + GeometricOp::FlipH => (rect.x0 + (x_end - 1 - x), y), + GeometricOp::FlipV => (x, rect.y0 + (y_end - 1 - y)), + GeometricOp::Rotate90 => { + // Rotate within the square sub-region; for non-square clip to + // the min side so the mapping stays in-bounds. + let s = rw.min(rh); + let lx = x - rect.x0; + let ly = y - rect.y0; + if lx >= s || ly >= s { + (x, y) // leave the non-square remainder untouched + } else { + // (lx, ly) <- (ly, s-1-lx) + (rect.x0 + ly, rect.y0 + (s - 1 - lx)) + } + } + }; + let c = snapshot.get(sx, sy); + let p = img.get(x, y); + img.set(x, y, blend(p, c, opacity)); + } + } +} + +// --------------------------------------------------------------------------- +// Family 10: wrong-background compositing +// --------------------------------------------------------------------------- + +fn apply_composite(img: &mut Rgb8, rect: Rect, op: CompositeOp, opacity: f32) { + let (w, h) = (img.width(), img.height()); + rect.for_each_pixel(w, h, |x, y| { + let p = img.get(x, y); + // Synthesize an alpha from luma so the bug has something to act on + // (mirrors an RGBA buffer where alpha correlates with brightness). + let (yl, _, _) = rgb_to_ycbcr(p); + let a = (yl / 255.0).clamp(0.02, 1.0); + let c = match op { + CompositeOp::PremulAsStraight => { + // Treat the stored RGB as premultiplied and "un-premultiply" by + // dividing by alpha — over-brightens where alpha is small. + let mut out = [0u8; 3]; + for ch in 0..3 { + out[ch] = ((p[ch] as f32 / a).round()).clamp(0.0, 255.0) as u8; + } + out + } + CompositeOp::WrongBgBlack => { + // Composite premultiplied-style over black: RGB stays, but edges + // (low alpha) darken toward 0. + let mut out = [0u8; 3]; + for ch in 0..3 { + out[ch] = (p[ch] as f32 * a).round().clamp(0.0, 255.0) as u8; + } + out + } + CompositeOp::WrongBgWhite => { + // Composite over white: low-alpha edges lighten toward 255. + let mut out = [0u8; 3]; + for ch in 0..3 { + let v = p[ch] as f32 * a + 255.0 * (1.0 - a); + out[ch] = v.round().clamp(0.0, 255.0) as u8; + } + out + } + }; + img.set(x, y, blend(p, c, opacity)); + }); +} + +#[cfg(test)] +mod tests { + use super::*; + + fn gradient(w: u32, h: u32) -> Rgb8 { + let mut data = Vec::with_capacity((w * h * 3) as usize); + for y in 0..h { + for x in 0..w { + data.push((x * 255 / w.max(1)) as u8); + data.push((y * 255 / h.max(1)) as u8); + data.push(((x + y) * 255 / (w + h).max(1)) as u8); + } + } + Rgb8::from_raw(w, h, data) + } + + #[test] + fn to_snake_basic() { + assert_eq!(to_snake("SwapRb"), "swap_rb"); + assert_eq!(to_snake("Invert"), "invert"); + assert_eq!(to_snake("ZeroR"), "zero_r"); + } + + #[test] + fn slugs_are_stable() { + assert_eq!(Family::Channel(ChannelOp::SwapRb).slug(), "channel_swap_rb"); + assert_eq!(Family::Block(BlockOp::Garbage).slug(), "block_garbage"); + assert_eq!(Family::ChromaBoundary.slug(), "chroma_boundary"); + assert_eq!(Family::Aliasing.slug(), "aliasing"); + assert_eq!( + Family::Geometric(GeometricOp::FlipH).slug(), + "geometric_flip_h" + ); + } + + /// Every family must (a) change the image and (b) preserve dimensions. + #[test] + fn every_family_changes_pixels_and_keeps_dims() { + let families = sample_families(); + for fam in families { + let orig = gradient(64, 64); + let mut img = orig.clone(); + let mut rng = SplitMix64::new(99); + fam.apply(&mut img, Region::Whole, Severity::Opaque, &mut rng); + assert_eq!(img.width(), 64); + assert_eq!(img.height(), 64); + assert_ne!(img, orig, "family {} did not change any pixels", fam.slug()); + } + } + + /// Determinism: same seed + params → identical bytes. + #[test] + fn deterministic_per_family() { + for fam in sample_families() { + let mut a = gradient(48, 40); + let mut b = gradient(48, 40); + let mut ra = SplitMix64::new(7); + let mut rb = SplitMix64::new(7); + fam.apply(&mut a, Region::Fraction(2), Severity::Opacity(0.5), &mut ra); + fam.apply(&mut b, Region::Fraction(2), Severity::Opacity(0.5), &mut rb); + assert_eq!(a, b, "family {} not deterministic", fam.slug()); + } + } + + /// Opacity 0 must be a no-op for blend-based families. + #[test] + fn opacity_zero_is_noop_for_blend_families() { + // Noise picks pixels with the RNG but blends at opacity 0 → no change. + for fam in sample_families() { + let orig = gradient(32, 32); + let mut img = orig.clone(); + let mut rng = SplitMix64::new(3); + fam.apply(&mut img, Region::Whole, Severity::Opacity(0.0), &mut rng); + assert_eq!( + img, + orig, + "family {} changed pixels at opacity 0", + fam.slug() + ); + } + } + + /// Tiny images must not panic across all families / regions. + #[test] + fn tiny_images_do_not_panic() { + for fam in sample_families() { + for (w, h) in [(1, 1), (2, 1), (1, 2), (3, 3), (8, 8)] { + for region in [Region::Whole, Region::Square(1), Region::Fraction(4)] { + let mut img = gradient(w, h); + let mut rng = SplitMix64::new(11); + fam.apply(&mut img, region, Severity::Opaque, &mut rng); + assert_eq!(img.width(), w); + assert_eq!(img.height(), h); + } + } + } + } + + /// A representative variant of each of the 10 families. + fn sample_families() -> Vec { + vec![ + Family::Channel(ChannelOp::SwapRb), + Family::Block(BlockOp::Garbage), + Family::Edge(EdgeOp::ShiftInterior1px), + Family::Noise(NoiseOp::SaltPepper { count: 20 }), + Family::Tone(ToneOp::ContrastBoost), + Family::Overlay(OverlayShape::Rect), + Family::ChromaBoundary, + Family::Aliasing, + Family::Geometric(GeometricOp::FlipH), + Family::Composite(CompositeOp::WrongBgWhite), + ] + } + + #[test] + fn channel_invert_is_exact() { + let mut img = Rgb8::filled(4, 4, [10, 20, 250]); + let mut rng = SplitMix64::new(0); + Family::Channel(ChannelOp::Invert).apply( + &mut img, + Region::Whole, + Severity::Opaque, + &mut rng, + ); + assert_eq!(img.get(0, 0), [245, 235, 5]); + } + + #[test] + fn block_zero_fills_region() { + let mut img = Rgb8::filled(16, 16, [200, 200, 200]); + let mut rng = SplitMix64::new(0); + Family::Block(BlockOp::Zero).apply(&mut img, Region::Whole, Severity::Opaque, &mut rng); + assert_eq!(img.get(8, 8), [0, 0, 0]); + } +} diff --git a/crate/src/corruptions/mod.rs b/crate/src/corruptions/mod.rs new file mode 100644 index 0000000..a8aa6b0 --- /dev/null +++ b/crate/src/corruptions/mod.rs @@ -0,0 +1,743 @@ +//! Structural-corruption distortion corpus. +//! +//! This module builds a held-out **falsification set for a perceptual metric's +//! negative tail**: corruptions that no honest encoder would produce (a decoder +//! bug, a channel swap, an off-by-one edge) and that a faithful metric must rank +//! *below* an honestly-lossy encode of the same reference. +//! +//! See `docs/structural_corruption_corpus_spec_2026-05-27.md` in the zensim repo +//! for the full motivation. The gate every entry asserts is: +//! +//! ```text +//! score(ref, corruption) < score(ref, honest_lq_anchor) // q20 / q10 JPEG +//! ``` +//! +//! ## Design +//! +//! - **Generators are deterministic** — seeded by `(ref_id, seed, params)` via +//! [`prng::SplitMix64`]. No `rand`, no OS entropy. Same inputs → same bytes +//! on every platform. +//! - **Generators are pure RGB-buffer math** — they take an [`Rgb8`] image and +//! mutate it in place. No image decoding is needed to *apply* a corruption, so +//! the generators stay in the default (and wasm) build. +//! - **The driver** ([`driver`], behind the `driver` feature) loads reference +//! PNGs and emits `(ref, corruption, q20-anchor, q10-anchor)` so the zensim +//! gate can run directly. It is the only part that needs the `image` crate. +//! - **No large images are committed.** The corpus is reproduced on demand from +//! `(reference_id, seed, params)` plus the curated reference set that already +//! ships in this repo (CLIC2025, CID22, KADID-10k, GB82, GB82-SC, ...). +//! +//! ## Example +//! +//! ``` +//! use codec_corpus::corruptions::{Rgb8, Family, ChannelOp, CorruptionParams, Region, Severity}; +//! +//! // A flat gray 64x64 reference. +//! let mut img = Rgb8::filled(64, 64, [128, 128, 128]); +//! let params = CorruptionParams { +//! family: Family::Channel(ChannelOp::SwapRb), +//! region: Region::Fraction(4), // 1/4 of the image +//! severity: Severity::Opaque, +//! }; +//! params.apply(&mut img, /* seed */ 1); +//! // img now has a region with R and B swapped. +//! ``` + +pub mod prng; + +mod families; + +#[cfg(feature = "driver")] +pub mod driver; + +use serde::{Deserialize, Serialize}; + +pub use families::*; + +// --------------------------------------------------------------------------- +// Pixel buffer +// --------------------------------------------------------------------------- + +/// A tightly-packed 8-bit RGB image buffer (3 bytes per pixel, row-major). +/// +/// Stride is always `width * 3` (tightly packed); the generators iterate rows +/// internally so a strided variant could be added without changing the family +/// math. Pixels are plain `[u8; 3]` in R, G, B order. +#[derive(Debug, Clone, PartialEq, Eq)] +pub struct Rgb8 { + width: u32, + height: u32, + /// Row-major RGB bytes, `width * height * 3` long. + data: Vec, +} + +impl Rgb8 { + /// Create an image from raw RGB bytes. Panics if `data.len() != w*h*3`. + pub fn from_raw(width: u32, height: u32, data: Vec) -> Self { + assert_eq!( + data.len(), + width as usize * height as usize * 3, + "Rgb8::from_raw: data length must equal width*height*3" + ); + Self { + width, + height, + data, + } + } + + /// Create an image with every pixel set to `rgb`. + pub fn filled(width: u32, height: u32, rgb: [u8; 3]) -> Self { + let mut data = Vec::with_capacity(width as usize * height as usize * 3); + for _ in 0..(width as usize * height as usize) { + data.extend_from_slice(&rgb); + } + Self { + width, + height, + data, + } + } + + /// Image width in pixels. + pub fn width(&self) -> u32 { + self.width + } + + /// Image height in pixels. + pub fn height(&self) -> u32 { + self.height + } + + /// Raw RGB bytes (row-major, tightly packed). + pub fn as_bytes(&self) -> &[u8] { + &self.data + } + + /// Mutable raw RGB bytes. + pub fn as_bytes_mut(&mut self) -> &mut [u8] { + &mut self.data + } + + /// Consume and return the raw RGB bytes. + pub fn into_bytes(self) -> Vec { + self.data + } + + /// Byte index of pixel `(x, y)` within `data`. + #[inline] + fn idx(&self, x: u32, y: u32) -> usize { + (y as usize * self.width as usize + x as usize) * 3 + } + + /// Read pixel `(x, y)`. Panics if out of bounds. + #[inline] + pub fn get(&self, x: u32, y: u32) -> [u8; 3] { + let i = self.idx(x, y); + [self.data[i], self.data[i + 1], self.data[i + 2]] + } + + /// Write pixel `(x, y)`. Panics if out of bounds. + #[inline] + pub fn set(&mut self, x: u32, y: u32, rgb: [u8; 3]) { + let i = self.idx(x, y); + self.data[i] = rgb[0]; + self.data[i + 1] = rgb[1]; + self.data[i + 2] = rgb[2]; + } +} + +// --------------------------------------------------------------------------- +// Region + severity +// --------------------------------------------------------------------------- + +/// The size of the region a corruption is applied to. +/// +/// The sweep runs whole-image → 1/4 → 1/16 → 64x64 → 16x16 → 8x8, plus a 1-pixel +/// region for edge/geometric families. The subtle end (small region) is the hard +/// case where a metric saturates and lets a real bug pass. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum Region { + /// The whole image. + Whole, + /// A fractional sub-rectangle: side length = image side / `n` (so `Fraction(2)` + /// is 1/4 of the image area, `Fraction(4)` is 1/16, ...). Placed at a + /// seed-chosen offset. + Fraction(u32), + /// A fixed `size x size` square block at a seed-chosen offset (clamped to the + /// image). Used for the 64x64 / 16x16 / 8x8 sweep points. + Square(u32), +} + +impl Region { + /// Resolve the region to a concrete rectangle `(x0, y0, w, h)` within + /// `width x height`, choosing the offset deterministically from `rng`. + pub fn resolve(&self, width: u32, height: u32, rng: &mut prng::SplitMix64) -> Rect { + match *self { + Region::Whole => Rect { + x0: 0, + y0: 0, + w: width, + h: height, + }, + Region::Fraction(n) => { + let n = n.max(1); + let w = (width / n).max(1); + let h = (height / n).max(1); + Self::place(width, height, w, h, rng) + } + Region::Square(s) => { + let w = s.min(width).max(1); + let h = s.min(height).max(1); + Self::place(width, height, w, h, rng) + } + } + } + + fn place(width: u32, height: u32, w: u32, h: u32, rng: &mut prng::SplitMix64) -> Rect { + let max_x = width.saturating_sub(w); + let max_y = height.saturating_sub(h); + let x0 = if max_x == 0 { + 0 + } else { + rng.below((max_x + 1) as u64) as u32 + }; + let y0 = if max_y == 0 { + 0 + } else { + rng.below((max_y + 1) as u64) as u32 + }; + Rect { x0, y0, w, h } + } + + /// A short stable label for manifests / file names. + pub fn label(&self) -> String { + match self { + Region::Whole => "whole".to_string(), + Region::Fraction(n) => format!("frac{n}"), + Region::Square(s) => format!("sq{s}"), + } + } +} + +/// A resolved pixel rectangle `(x0, y0)` with size `w x h`. +#[derive(Debug, Clone, Copy, PartialEq, Eq)] +pub struct Rect { + /// Left edge (inclusive). + pub x0: u32, + /// Top edge (inclusive). + pub y0: u32, + /// Width in pixels. + pub w: u32, + /// Height in pixels. + pub h: u32, +} + +impl Rect { + /// Iterate every `(x, y)` in the rectangle, clamped to `width x height`. + pub fn for_each_pixel(&self, width: u32, height: u32, mut f: impl FnMut(u32, u32)) { + let x_end = (self.x0 + self.w).min(width); + let y_end = (self.y0 + self.h).min(height); + for y in self.y0..y_end { + for x in self.x0..x_end { + f(x, y); + } + } + } +} + +/// Corruption magnitude. `Opaque` is the obvious end; lower opacities are the +/// subtle, hard cases the metric is most at risk of letting pass. +#[derive(Debug, Clone, Copy, PartialEq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum Severity { + /// Fully replace the corrupted pixels (opacity 1.0). + Opaque, + /// Blend the corruption over the original at `0.0..=1.0` opacity. + Opacity(f32), +} + +impl Severity { + /// The opacity in `0.0..=1.0`. + pub fn opacity(&self) -> f32 { + match self { + Severity::Opaque => 1.0, + Severity::Opacity(p) => p.clamp(0.0, 1.0), + } + } + + /// A short stable label for manifests / file names. + pub fn label(&self) -> String { + match self { + Severity::Opaque => "op100".to_string(), + Severity::Opacity(p) => format!("op{}", (p.clamp(0.0, 1.0) * 100.0).round() as u32), + } + } +} + +/// Alpha-blend `corrupt` over `orig` at `opacity` (0 = orig, 1 = corrupt). +#[inline] +pub(crate) fn blend(orig: [u8; 3], corrupt: [u8; 3], opacity: f32) -> [u8; 3] { + if opacity >= 1.0 { + return corrupt; + } + if opacity <= 0.0 { + return orig; + } + let mut out = [0u8; 3]; + for c in 0..3 { + let o = orig[c] as f32; + let k = corrupt[c] as f32; + out[c] = (o + (k - o) * opacity).round().clamp(0.0, 255.0) as u8; + } + out +} + +// --------------------------------------------------------------------------- +// CorruptionParams — the full description of one corpus entry's distortion +// --------------------------------------------------------------------------- + +/// A fully-specified corruption: which [`Family`] (with its family-specific +/// variant), what [`Region`] size, and what [`Severity`]. +/// +/// This is the unit the manifest serializes and the driver applies. Applying it +/// is deterministic given a seed. +#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)] +pub struct CorruptionParams { + /// The distortion family + its variant. + pub family: Family, + /// Region size. + pub region: Region, + /// Magnitude / opacity. + pub severity: Severity, +} + +impl CorruptionParams { + /// Apply this corruption to `img` in place, deterministically from `seed`. + pub fn apply(&self, img: &mut Rgb8, seed: u64) { + let mut rng = prng::SplitMix64::new(seed); + self.family.apply(img, self.region, self.severity, &mut rng); + } + + /// Whether, for an honest metric, this corruption is egregious enough that + /// the *calibrated* score is expected to go negative (vs merely ranking + /// below the lq anchor). Large opaque region + a structure-destroying family. + pub fn expected_negative(&self) -> bool { + let big = matches!( + self.region, + Region::Whole | Region::Fraction(1) | Region::Fraction(2) + ); + let opaque = self.severity.opacity() >= 0.99; + big && opaque && self.family.is_structure_destroying() + } + + /// A short stable identifier combining family, region, and severity — used + /// for manifest ids and generated file names. + pub fn slug(&self) -> String { + format!( + "{}__{}__{}", + self.family.slug(), + self.region.label(), + self.severity.label() + ) + } +} + +// --------------------------------------------------------------------------- +// Manifest +// --------------------------------------------------------------------------- + +/// Where a corpus entry came from. +#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)] +#[serde(tag = "kind", rename_all = "snake_case")] +pub enum EntrySource { + /// Procedurally generated by this module's seeded generators. + Synthetic, + /// A reproduction of a documented historical decoder/renderer bug. The + /// synthetic families in this module are `Synthetic`; real-bug repros are + /// tracked separately (a parallel GitHub issue) and slot in here. + RealBug { + /// e.g. `"zenjpeg#123"` — `#`. + reference: String, + }, +} + +/// One entry in the structural-corruption corpus manifest. +/// +/// The corpus is reproduced on demand: given `ref_id` (a reference image that +/// already ships in this repo) + `seed` + `params`, the generators recreate the +/// exact corrupted bytes. Nothing large is committed. +#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)] +pub struct ManifestEntry { + /// Identifier of the reference image within the corpus (e.g. + /// `"gb82-sc/imac_g3_strip"`). The driver maps this to a concrete path. + pub ref_id: String, + /// Content-class label of the reference (photo / screen / line_art / text / + /// gradient). Lets evaluators stratify by content. + pub content_class: ContentClass, + /// The distortion family this entry uses (denormalized for easy filtering). + pub family_name: String, + /// The full corruption description. + pub params: CorruptionParams, + /// Deterministic seed used to reproduce the corruption. + pub seed: u64, + /// The gate every entry asserts: `score(corruption) < score(q20 anchor)`. + /// Always `true` — it is the property under test. + pub expected_below_lq: bool, + /// Whether the calibrated score is expected to go *negative* (egregious + /// corruptions only; subtle ones only need to rank below the lq anchor). + pub expected_negative: bool, + /// Provenance. + pub source: EntrySource, +} + +/// Content class of a reference image. Used to stratify the corpus across the +/// required ≥5 content classes. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)] +#[serde(rename_all = "snake_case")] +pub enum ContentClass { + /// Natural photograph. + Photo, + /// Screenshot / UI / desktop content. + Screen, + /// Line art / vector-like / icons. + LineArt, + /// Text-heavy / document. + Text, + /// Smooth gradient / synthetic. + Gradient, +} + +impl ContentClass { + /// All classes, in a stable order. + pub fn all() -> [ContentClass; 5] { + [ + ContentClass::Photo, + ContentClass::Screen, + ContentClass::LineArt, + ContentClass::Text, + ContentClass::Gradient, + ] + } +} + +// --------------------------------------------------------------------------- +// Sweep catalog +// --------------------------------------------------------------------------- + +/// The canonical region-size sweep for region-confined families: whole-image → +/// 1/4 → 1/16 → 64x64 → 16x16 → 8x8. (The 1-pixel point is added per-family for +/// edge/geometric families that have explicit 1px variants.) +pub fn region_sweep() -> Vec { + vec![ + Region::Whole, + Region::Fraction(2), // 1/4 area + Region::Fraction(4), // 1/16 area + Region::Square(64), + Region::Square(16), + Region::Square(8), + ] +} + +/// The canonical severity sweep: opaque (obvious) → 50% → 20% (subtle, hard). +pub fn severity_sweep() -> Vec { + vec![ + Severity::Opaque, + Severity::Opacity(0.5), + Severity::Opacity(0.2), + ] +} + +/// Every family variant, used to expand the full catalog. One representative +/// per distinct mechanism; the region × severity sweep multiplies them out. +pub fn all_family_variants() -> Vec { + let mut v = Vec::new(); + for op in [ + ChannelOp::Invert, + ChannelOp::SwapRb, + ChannelOp::SwapRg, + ChannelOp::SwapGb, + ChannelOp::ZeroR, + ChannelOp::ZeroG, + ChannelOp::ZeroB, + ChannelOp::MaxR, + ] { + v.push(Family::Channel(op)); + } + for op in [ + BlockOp::Zero, + BlockOp::Gray, + BlockOp::Garbage, + BlockOp::CopyWrong, + BlockOp::RepeatNeighbor, + ] { + v.push(Family::Block(op)); + } + for op in [ + EdgeOp::BorderTop { k: 1 }, + EdgeOp::BorderTop { k: 2 }, + EdgeOp::BorderTop { k: 4 }, + EdgeOp::BorderAll { k: 1 }, + EdgeOp::BorderAll { k: 2 }, + EdgeOp::BorderAll { k: 4 }, + EdgeOp::ShiftInterior1px, + EdgeOp::DuplicateTopRow, + ] { + v.push(Family::Edge(op)); + } + for count in [1u32, 16, 256] { + v.push(Family::Noise(NoiseOp::SaltPepper { count })); + v.push(Family::Noise(NoiseOp::BitFlip { count })); + } + for op in [ + ToneOp::GammaEncode, + ToneOp::GammaDecode, + ToneOp::ContrastBoost, + ToneOp::Brightness { delta: 40 }, + ToneOp::Brightness { delta: -40 }, + ] { + v.push(Family::Tone(op)); + } + for op in [OverlayShape::Rect, OverlayShape::Line, OverlayShape::Glyph] { + v.push(Family::Overlay(op)); + } + v.push(Family::ChromaBoundary); + v.push(Family::Aliasing); + for op in [ + GeometricOp::Shift1px, + GeometricOp::FlipH, + GeometricOp::FlipV, + GeometricOp::Rotate90, + ] { + v.push(Family::Geometric(op)); + } + for op in [ + CompositeOp::PremulAsStraight, + CompositeOp::WrongBgBlack, + CompositeOp::WrongBgWhite, + ] { + v.push(Family::Composite(op)); + } + v +} + +/// Whether a family's region must be the whole image (edge/geometric families +/// that operate on the global frame rather than a placed sub-rectangle). +fn is_whole_frame_family(f: &Family) -> bool { + matches!( + f, + Family::Edge(EdgeOp::BorderTop { .. }) + | Family::Edge(EdgeOp::BorderAll { .. }) + | Family::Edge(EdgeOp::ShiftInterior1px) + | Family::Edge(EdgeOp::DuplicateTopRow) + ) +} + +/// Build the full catalog of [`CorruptionParams`] for one reference: every +/// family variant × the region sweep × the severity sweep. Edge families that +/// act on the whole frame use only `Region::Whole`. +pub fn catalog() -> Vec { + let mut out = Vec::new(); + for family in all_family_variants() { + let regions: Vec = if is_whole_frame_family(&family) { + vec![Region::Whole] + } else { + region_sweep() + }; + for region in regions { + for severity in severity_sweep() { + out.push(CorruptionParams { + family, + region, + severity, + }); + } + } + } + out +} + +/// Build manifest entries for one reference across the full [`catalog`]. +/// +/// `base_seed` is mixed with `ref_id` per entry (so the same family on two +/// references gets different placements but stays reproducible). +pub fn manifest_for_reference( + ref_id: &str, + content_class: ContentClass, + base_seed: u64, +) -> Vec { + catalog() + .into_iter() + .map(|params| { + let seed = prng::seed_for(ref_id, base_seed); + ManifestEntry { + ref_id: ref_id.to_string(), + content_class, + family_name: params.family.name().to_string(), + expected_negative: params.expected_negative(), + expected_below_lq: true, + source: EntrySource::Synthetic, + seed, + params, + } + }) + .collect() +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn rgb8_roundtrip_and_pixel_access() { + let mut img = Rgb8::filled(4, 3, [10, 20, 30]); + assert_eq!(img.width(), 4); + assert_eq!(img.height(), 3); + assert_eq!(img.as_bytes().len(), 4 * 3 * 3); + assert_eq!(img.get(2, 1), [10, 20, 30]); + img.set(2, 1, [99, 98, 97]); + assert_eq!(img.get(2, 1), [99, 98, 97]); + } + + #[test] + fn region_resolve_within_bounds() { + let mut rng = prng::SplitMix64::new(3); + for region in [ + Region::Whole, + Region::Fraction(2), + Region::Fraction(4), + Region::Square(8), + Region::Square(64), + ] { + let r = region.resolve(100, 80, &mut rng); + assert!(r.x0 + r.w <= 100, "{region:?} -> {r:?}"); + assert!(r.y0 + r.h <= 80, "{region:?} -> {r:?}"); + assert!(r.w >= 1 && r.h >= 1); + } + } + + #[test] + fn square_larger_than_image_is_clamped() { + let mut rng = prng::SplitMix64::new(1); + let r = Region::Square(256).resolve(64, 64, &mut rng); + assert_eq!((r.x0, r.y0, r.w, r.h), (0, 0, 64, 64)); + } + + #[test] + fn blend_endpoints() { + assert_eq!(blend([0, 0, 0], [100, 100, 100], 0.0), [0, 0, 0]); + assert_eq!(blend([0, 0, 0], [100, 100, 100], 1.0), [100, 100, 100]); + assert_eq!(blend([0, 0, 0], [100, 100, 100], 0.5), [50, 50, 50]); + } + + #[test] + fn severity_and_region_labels_are_stable() { + assert_eq!(Severity::Opaque.label(), "op100"); + assert_eq!(Severity::Opacity(0.2).label(), "op20"); + assert_eq!(Region::Whole.label(), "whole"); + assert_eq!(Region::Fraction(4).label(), "frac4"); + assert_eq!(Region::Square(8).label(), "sq8"); + } + + #[test] + fn manifest_entry_serde_roundtrip() { + let entry = ManifestEntry { + ref_id: "gb82-sc/imac_g3_strip".to_string(), + content_class: ContentClass::Screen, + family_name: "channel".to_string(), + params: CorruptionParams { + family: Family::Channel(ChannelOp::SwapRb), + region: Region::Fraction(2), + severity: Severity::Opaque, + }, + seed: 42, + expected_below_lq: true, + expected_negative: true, + source: EntrySource::Synthetic, + }; + let json = serde_json::to_string(&entry).unwrap(); + let back: ManifestEntry = serde_json::from_str(&json).unwrap(); + assert_eq!(entry, back); + } + + #[test] + fn real_bug_source_serde() { + let src = EntrySource::RealBug { + reference: "zenjpeg#123".to_string(), + }; + let json = serde_json::to_string(&src).unwrap(); + assert!(json.contains("real_bug")); + let back: EntrySource = serde_json::from_str(&json).unwrap(); + assert_eq!(src, back); + } + + #[test] + fn catalog_covers_all_ten_families() { + let cat = catalog(); + assert!(!cat.is_empty()); + let mut names: Vec<&str> = cat.iter().map(|p| p.family.name()).collect(); + names.sort_unstable(); + names.dedup(); + assert_eq!( + names.len(), + 10, + "expected all 10 families in the catalog, got {names:?}" + ); + } + + #[test] + fn catalog_slugs_are_unique() { + let cat = catalog(); + let mut slugs: Vec = cat.iter().map(|p| p.slug()).collect(); + let total = slugs.len(); + slugs.sort(); + slugs.dedup(); + assert_eq!(slugs.len(), total, "catalog slugs must be unique"); + } + + #[test] + fn manifest_for_reference_is_deterministic() { + let a = manifest_for_reference("photo/01", ContentClass::Photo, 7); + let b = manifest_for_reference("photo/01", ContentClass::Photo, 7); + assert_eq!(a, b); + assert!(!a.is_empty()); + // Every entry asserts the gate and carries the right ref id. + for e in &a { + assert!(e.expected_below_lq); + assert_eq!(e.ref_id, "photo/01"); + } + } + + #[test] + fn whole_frame_edge_families_use_whole_region() { + for entry in catalog() { + if is_whole_frame_family(&entry.family) { + assert_eq!( + entry.region, + Region::Whole, + "{} should only sweep whole region", + entry.slug() + ); + } + } + } + + #[test] + fn egregious_corruptions_expect_negative() { + // A whole-image opaque channel swap is structure-destroying → negative. + let p = CorruptionParams { + family: Family::Channel(ChannelOp::SwapRb), + region: Region::Whole, + severity: Severity::Opaque, + }; + assert!(p.expected_negative()); + // An 8x8 20%-opacity overlay is subtle → only ranks below lq, not negative. + let q = CorruptionParams { + family: Family::Overlay(OverlayShape::Rect), + region: Region::Square(8), + severity: Severity::Opacity(0.2), + }; + assert!(!q.expected_negative()); + } +} diff --git a/crate/src/corruptions/prng.rs b/crate/src/corruptions/prng.rs new file mode 100644 index 0000000..f6192fd --- /dev/null +++ b/crate/src/corruptions/prng.rs @@ -0,0 +1,114 @@ +//! Deterministic, dependency-free pseudo-random number generator. +//! +//! The corruption generators must be reproducible from `(ref_id, seed, params)` +//! alone — no `rand` crate, no OS entropy, no platform-dependent behavior. This +//! is a plain [SplitMix64](https://prng.di.unimi.it/splitmix64.c) generator: a +//! single `u64` state advanced by a fixed mixing function. Given the same seed +//! it produces the same byte stream on every platform and every run. + +/// A minimal SplitMix64 PRNG. Seeded once, advanced deterministically. +#[derive(Debug, Clone)] +pub struct SplitMix64 { + state: u64, +} + +impl SplitMix64 { + /// Create a generator seeded with `seed`. + pub fn new(seed: u64) -> Self { + Self { state: seed } + } + + /// Advance the state and return the next 64-bit value. + pub fn next_u64(&mut self) -> u64 { + self.state = self.state.wrapping_add(0x9E37_79B9_7F4A_7C15); + let mut z = self.state; + z = (z ^ (z >> 30)).wrapping_mul(0xBF58_476D_1CE4_E5B9); + z = (z ^ (z >> 27)).wrapping_mul(0x94D0_49BB_1331_11EB); + z ^ (z >> 31) + } + + /// Return the next value in `0..n` (uniform enough for corpus generation). + /// + /// `n` must be non-zero; callers in this module always pass a positive + /// dimension or count. + pub fn below(&mut self, n: u64) -> u64 { + debug_assert!(n > 0, "SplitMix64::below requires n > 0"); + self.next_u64() % n + } + + /// Return the next byte. + pub fn next_u8(&mut self) -> u8 { + (self.next_u64() & 0xFF) as u8 + } + + /// Return a float in `[0.0, 1.0)`. + pub fn next_f32(&mut self) -> f32 { + // Take the top 24 bits for a uniformly-distributed mantissa. + let bits = (self.next_u64() >> 40) as u32; // 24 bits + (bits as f32) / (1u32 << 24) as f32 + } +} + +/// Derive a stable per-entry seed from a reference id string and a base seed. +/// +/// Uses the same SplitMix64 mixing over the FNV-1a hash of `ref_id` so that +/// two different references with the same base seed produce different (but +/// reproducible) corruptions. +pub fn seed_for(ref_id: &str, base_seed: u64) -> u64 { + // FNV-1a over the bytes of ref_id. + let mut hash: u64 = 0xCBF2_9CE4_8422_2325; + for &b in ref_id.as_bytes() { + hash ^= b as u64; + hash = hash.wrapping_mul(0x0000_0100_0000_01B3); + } + hash ^= base_seed.wrapping_mul(0x9E37_79B9_7F4A_7C15); + // One mix pass so adjacent seeds don't produce adjacent streams. + let mut g = SplitMix64::new(hash); + g.next_u64() +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn deterministic_stream() { + let mut a = SplitMix64::new(42); + let mut b = SplitMix64::new(42); + for _ in 0..1000 { + assert_eq!(a.next_u64(), b.next_u64()); + } + } + + #[test] + fn different_seeds_differ() { + let mut a = SplitMix64::new(1); + let mut b = SplitMix64::new(2); + // Extremely unlikely to collide on the first draw. + assert_ne!(a.next_u64(), b.next_u64()); + } + + #[test] + fn below_in_range() { + let mut g = SplitMix64::new(7); + for _ in 0..1000 { + assert!(g.below(10) < 10); + } + } + + #[test] + fn f32_in_unit_interval() { + let mut g = SplitMix64::new(7); + for _ in 0..1000 { + let v = g.next_f32(); + assert!((0.0..1.0).contains(&v)); + } + } + + #[test] + fn seed_for_stable_and_distinct() { + assert_eq!(seed_for("photo/01", 0), seed_for("photo/01", 0)); + assert_ne!(seed_for("photo/01", 0), seed_for("photo/02", 0)); + assert_ne!(seed_for("photo/01", 0), seed_for("photo/01", 1)); + } +} diff --git a/crate/src/lib.rs b/crate/src/lib.rs index 986c5dd..933eab7 100644 --- a/crate/src/lib.rs +++ b/crate/src/lib.rs @@ -54,6 +54,7 @@ #![forbid(unsafe_code)] +pub mod corruptions; mod download; mod registry; From 8d40ec255fa36417c56ed2f42bb9e965eb9c2753 Mon Sep 17 00:00:00 2001 From: Lilith River Date: Wed, 27 May 2026 02:44:36 -0600 Subject: [PATCH 03/10] feat(corruptions): driver feature + corpus quad example + docs MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Add the `driver` feature (optional `image` dep) and `corruptions::driver`: builds the score-ready quad (reference, corruption, q20-anchor, q10-anchor) for the metric gate. JPEG anchors are encoded then decoded back to pixels so the gate scores pixels, not bitstreams. Add the `corruption_corpus` example: given references, expands the full catalog, builds each quad, and writes the corrupted PNG + both JPEG anchors + a _MANIFEST.json to an output dir. No corrupted bytes are committed — the corpus is reproduced on demand from (ref_id, seed, params) plus the curated reference set already in this repo. Integration tests (driver feature) exercise the full quad builder across the catalog, manifest reproducibility, and lossless PNG roundtrip. README + CHANGELOG document the module, families, and usage. --- crate/CHANGELOG.md | 6 + crate/README.md | 61 +++++++- crate/examples/corruption_corpus.rs | 234 ++++++++++++++++++++++++++++ crate/src/corruptions/driver.rs | 187 ++++++++++++++++++++++ crate/tests/corruption_corpus.rs | 110 +++++++++++++ 5 files changed, 597 insertions(+), 1 deletion(-) create mode 100644 crate/examples/corruption_corpus.rs create mode 100644 crate/src/corruptions/driver.rs create mode 100644 crate/tests/corruption_corpus.rs diff --git a/crate/CHANGELOG.md b/crate/CHANGELOG.md index 2e1f0c1..05f2e75 100644 --- a/crate/CHANGELOG.md +++ b/crate/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## [Unreleased] + +### Added +- **`corruptions` module**: structural-corruption distortion corpus — a held-out falsification set for a perceptual metric's negative tail. Ten deterministic (SplitMix64-seeded, dependency-free) distortion families parameterized by region size + severity, plus a `ManifestEntry` schema and the `catalog()` / `manifest_for_reference()` sweep generators. Pure RGB-buffer math; stays in the default build and compiles to WASM. +- **`driver` feature** (optional `image` dep): `corruptions::driver` builds the score-ready quad `(reference, corruption, q20-anchor, q10-anchor)` for the metric gate `score(corruption) < score(q20)`, plus the `corruption_corpus` example that emits images + `_MANIFEST.json` on demand (no corrupted bytes committed). + ## [1.1.0] - 2026-04-14 ### Added diff --git a/crate/README.md b/crate/README.md index 50d573c..382dcef 100644 --- a/crate/README.md +++ b/crate/README.md @@ -255,13 +255,72 @@ let err = corpus.get("not-yet-cached").unwrap_err(); Calling `get()` for an uncached dataset on WASM returns `Error::DownloadUnsupported` (not `NetworkUnavailable`). This is intentional — downloads must happen host-side. +## Structural-corruption corpus (`corruptions` module) + +A held-out **falsification set for a perceptual metric's negative tail**: +localized structural defects no honest encoder would produce (a channel swap, a +dropped block, an off-by-one edge), which a faithful metric must rank *below* an +honestly-lossy encode of the same reference. The gate every entry asserts: + +```text +score(reference, corruption) < score(reference, honest_lq_anchor) // JPEG q20 / q10 +``` + +Ten distortion families, each parameterized by region size (whole-image → 1/4 → +1/16 → 64×64 → 16×16 → 8×8) and severity (opaque → 50% → 20% opacity): + +1. **Channel** — invert / swap (RGB↔BGR, R↔G, …) / zero a plane in a rectangle. +2. **Block** — zero / gray / garbage / copy-wrong / repeat-neighbor (dropped MCUs). +3. **Edge** — k-px border, 1px interior shift, duplicated row (partial-MCU / off-by-one). +4. **Noise** — salt-and-pepper, single-bit flips. +5. **Tone** — wrong sRGB gamma, local contrast boost, brightness offset, in a block. +6. **Overlay** — low-opacity rect / line / glyph (render leak / watermark bleed). +7. **Chroma boundary** — wrong-phase chroma upsample at 8px block edges. +8. **Aliasing** — nearest-neighbor downscale→upscale (resampler bug). +9. **Geometric** — 1px shift / flip / 90° rotate of a region. +10. **Composite** — premultiplied-as-straight alpha, wrong background color. + +Generators are **deterministic** (seeded from `(ref_id, seed, params)` via a +dependency-free SplitMix64 — same bytes on every platform) and **pure RGB-buffer +math** (no image decoding needed to apply a corruption), so they stay in the +default build and compile to WASM. **No corrupted images are committed** — the +corpus is reproduced on demand from the curated reference set already in this +repo (CLIC2025, CID22, KADID-10k, GB82, GB82-SC, …). + +```rust +use codec_corpus::corruptions::{Rgb8, Family, ChannelOp, CorruptionParams, Region, Severity}; + +let mut img = Rgb8::filled(64, 64, [128, 128, 128]); +let params = CorruptionParams { + family: Family::Channel(ChannelOp::SwapRb), + region: Region::Fraction(4), // 1/4 of the image + severity: Severity::Opaque, +}; +params.apply(&mut img, /* seed */ 1); +``` + +The **driver** (behind the `driver` feature, which pulls in the `image` crate) +loads a reference and emits the score-ready quad `(reference, corruption, +q20-anchor, q10-anchor)`. The `corruption_corpus` example writes those plus a +`_MANIFEST.json` to an output dir: + +```bash +cargo run --example corruption_corpus --features driver -- \ + --ref ../gb82-sc/imac_g3_strip.png --ref-id gb82-sc/imac_g3_strip \ + --class screen --out /tmp/corruption-out +``` + +Real-bug reproductions of historical decoder/renderer defects are tracked +separately; the manifest's `source` field reserves a `real_bug` slot for them. + ## Dependencies -Four Rust crates, all small: +Five Rust crates, all small (`image` is optional, gated behind the `driver` feature): - `dirs` — cross-platform cache directory - `fd-lock` — file locking for concurrent safety (native only, not on WASM) - `serde` + `serde_json` — manifest parsing for R2/JSONL corpus sources +- `image` — *(optional, `driver` feature only)* reference decode + JPEG anchor encode Archive extraction uses system commands (`tar`, `unzip`, `powershell`). No `reqwest`, `ureq`, `gix`, or `toml`. diff --git a/crate/examples/corruption_corpus.rs b/crate/examples/corruption_corpus.rs new file mode 100644 index 0000000..e08c7d3 --- /dev/null +++ b/crate/examples/corruption_corpus.rs @@ -0,0 +1,234 @@ +//! Driver example for the structural-corruption distortion corpus. +//! +//! Given one or more reference images, this: +//! 1. expands the full corruption catalog (every family × region × severity), +//! 2. for each entry, builds the quad `(reference, corruption, q20, q10)`, +//! 3. writes a `_MANIFEST.json` describing every entry, and +//! 4. (optionally) writes the corrupted PNG + the two JPEG anchors to disk so +//! a metric (e.g. zensim) can score the gate `score(corruption) < score(q20)`. +//! +//! Nothing large is committed to git: outputs land in a `--out` dir (gitignored +//! `crate/corruption-out/` by default) and are reproducible on demand from +//! `(ref_id, seed, params)`. +//! +//! ## Usage +//! +//! ```text +//! # Score-ready quads + manifest for a single reference: +//! cargo run --example corruption_corpus --features driver -- \ +//! --ref ../gb82-sc/imac_g3_strip.png --ref-id gb82-sc/imac_g3_strip \ +//! --class screen --out /tmp/corruption-out +//! +//! # Manifest only (no image bytes written), e.g. for inspecting the catalog: +//! cargo run --example corruption_corpus --features driver -- \ +//! --ref ../gb82/dog-lossless.png --ref-id gb82/dog --class photo \ +//! --manifest-only +//! ``` + +use std::path::{Path, PathBuf}; + +use codec_corpus::corruptions::{ContentClass, ManifestEntry, driver, manifest_for_reference}; + +struct Args { + references: Vec<(PathBuf, String, ContentClass)>, + out: PathBuf, + manifest_only: bool, + base_seed: u64, + /// If set, only emit entries whose family name matches (substring). + family_filter: Option, +} + +fn parse_class(s: &str) -> ContentClass { + match s { + "photo" => ContentClass::Photo, + "screen" => ContentClass::Screen, + "line_art" | "lineart" => ContentClass::LineArt, + "text" => ContentClass::Text, + "gradient" => ContentClass::Gradient, + other => { + eprintln!("unknown content class '{other}', defaulting to photo"); + ContentClass::Photo + } + } +} + +fn parse_args() -> Args { + let mut references = Vec::new(); + let mut out = PathBuf::from("corruption-out"); + let mut manifest_only = false; + let mut base_seed = 1u64; + let mut family_filter = None; + + // A reference is described by a `--ref` followed (in any order) by its + // `--ref-id` and `--class`. We accumulate the in-progress reference and + // flush it whenever the next `--ref` appears or at end of args, so the + // class isn't lost regardless of flag order. + let mut pending_ref: Option = None; + let mut pending_id: Option = None; + let mut pending_class = ContentClass::Photo; + + let flush = |references: &mut Vec<(PathBuf, String, ContentClass)>, + r: &mut Option, + id: &Option, + class: ContentClass| { + if let Some(path) = r.take() { + let ref_id = id + .clone() + .unwrap_or_else(|| path.to_string_lossy().into_owned()); + references.push((path, ref_id, class)); + } + }; + + let mut it = std::env::args().skip(1); + while let Some(a) = it.next() { + match a.as_str() { + "--ref" => { + // A new reference starts: flush the previous one first. + flush( + &mut references, + &mut pending_ref, + &pending_id, + pending_class, + ); + pending_id = None; + pending_class = ContentClass::Photo; + pending_ref = it.next().map(PathBuf::from); + } + "--ref-id" => pending_id = it.next(), + "--class" => pending_class = parse_class(&it.next().unwrap_or_default()), + "--out" => out = it.next().map(PathBuf::from).unwrap_or(out), + "--manifest-only" => manifest_only = true, + "--seed" => base_seed = it.next().and_then(|s| s.parse().ok()).unwrap_or(1), + "--family" => family_filter = it.next(), + "--help" | "-h" => { + print_help(); + std::process::exit(0); + } + other => eprintln!("ignoring unknown arg: {other}"), + } + } + // Flush the final in-progress reference. + flush( + &mut references, + &mut pending_ref, + &pending_id, + pending_class, + ); + + if references.is_empty() { + eprintln!("no --ref/--ref-id given; nothing to do. Pass --help for usage."); + } + + Args { + references, + out, + manifest_only, + base_seed, + family_filter, + } +} + +fn print_help() { + eprintln!( + "corruption_corpus — generate the structural-corruption corpus\n\ + \n\ + Required (repeatable in pairs):\n\ + --ref reference image (PNG/JPEG)\n\ + --ref-id stable identifier (e.g. gb82-sc/imac_g3_strip)\n\ + --class content class: photo|screen|line_art|text|gradient\n\ + \n\ + Optional:\n\ + --out

output dir (default: corruption-out/)\n\ + --manifest-only write _MANIFEST.json only, no image bytes\n\ + --seed base seed (default 1)\n\ + --family only emit entries whose family contains \n" + ); +} + +fn write_entry_images( + out_dir: &Path, + entry: &ManifestEntry, + reference: &codec_corpus::corruptions::Rgb8, +) -> Result<(), Box> { + let quad = driver::build_quad(reference, &entry.ref_id, &entry.params, entry.seed)?; + let slug = entry.params.slug(); + let stem = format!("{}__{}", entry.ref_id.replace('/', "_"), slug); + std::fs::write( + out_dir.join(format!("{stem}__corruption.png")), + driver::encode_png(&quad.corruption)?, + )?; + std::fs::write( + out_dir.join(format!("{stem}__q20.png")), + driver::encode_png(&quad.q20_anchor)?, + )?; + std::fs::write( + out_dir.join(format!("{stem}__q10.png")), + driver::encode_png(&quad.q10_anchor)?, + )?; + Ok(()) +} + +fn main() -> Result<(), Box> { + let args = parse_args(); + if args.references.is_empty() { + return Ok(()); + } + + std::fs::create_dir_all(&args.out)?; + + let mut all_entries: Vec = Vec::new(); + let mut ref_count = 0usize; + + for (path, ref_id, class) in &args.references { + let reference = match driver::load_reference(path) { + Ok(r) => r, + Err(e) => { + eprintln!("skip {ref_id}: failed to load {}: {e}", path.display()); + continue; + } + }; + ref_count += 1; + + let mut entries = manifest_for_reference(ref_id, *class, args.base_seed); + if let Some(filter) = &args.family_filter { + entries.retain(|e| e.params.family.slug().contains(filter.as_str())); + } + + if !args.manifest_only { + // Write the (gitignored) pristine reference once per ref. + let ref_png = driver::encode_png(&reference)?; + std::fs::write( + args.out + .join(format!("{}__reference.png", ref_id.replace('/', "_"))), + ref_png, + )?; + for entry in &entries { + if let Err(e) = write_entry_images(&args.out, entry, &reference) { + eprintln!("entry {} failed: {e}", entry.params.slug()); + } + } + } + + println!( + "{ref_id}: {} entries ({}x{})", + entries.len(), + reference.width(), + reference.height() + ); + all_entries.extend(entries); + } + + let manifest_path = args.out.join("_MANIFEST.json"); + let json = serde_json::to_string_pretty(&all_entries)?; + std::fs::write(&manifest_path, json)?; + + println!( + "wrote {} manifest entries across {ref_count} references to {}", + all_entries.len(), + manifest_path.display() + ); + if args.manifest_only { + println!("(manifest-only: no image bytes written)"); + } + Ok(()) +} diff --git a/crate/src/corruptions/driver.rs b/crate/src/corruptions/driver.rs new file mode 100644 index 0000000..862e19f --- /dev/null +++ b/crate/src/corruptions/driver.rs @@ -0,0 +1,187 @@ +//! Driver: turn a reference image into a corpus quad +//! `(reference, corruption, q20-anchor, q10-anchor)`. +//! +//! This is the part of the corpus that needs the `image` crate, so it lives +//! behind the `driver` feature. It loads a reference PNG, applies a +//! [`CorruptionParams`](super::CorruptionParams), and produces the two honest +//! low-quality JPEG anchors the gate compares against: +//! +//! ```text +//! score(ref, corruption) < score(ref, q20-anchor) +//! ``` +//! +//! All four outputs are returned as in-memory [`Rgb8`] buffers (the JPEG +//! anchors are encoded then decoded back to pixels so the gate scores pixels, +//! not bitstreams). Nothing is written to disk by the library; the +//! `corruption_corpus` example writes PNGs/JPEGs on demand. + +use image::{ImageEncoder, ImageReader, codecs::jpeg::JpegEncoder}; + +use super::{CorruptionParams, Rgb8, prng}; + +/// The four images a corpus entry compares. +#[derive(Debug, Clone)] +pub struct CorpusQuad { + /// The pristine reference (decoded RGB). + pub reference: Rgb8, + /// The structurally-corrupted variant. + pub corruption: Rgb8, + /// Honest lossy anchor: JPEG q20, re-decoded to RGB. + pub q20_anchor: Rgb8, + /// Honest lossy anchor: JPEG q10, re-decoded to RGB. + pub q10_anchor: Rgb8, +} + +/// Errors the driver can produce. +#[derive(Debug)] +pub enum DriverError { + /// Failed to read or decode the reference image. + Image(image::ImageError), + /// I/O error reading the reference file. + Io(std::io::Error), +} + +impl std::fmt::Display for DriverError { + fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { + match self { + DriverError::Image(e) => write!(f, "image error: {e}"), + DriverError::Io(e) => write!(f, "I/O error: {e}"), + } + } +} + +impl std::error::Error for DriverError {} + +impl From for DriverError { + fn from(e: image::ImageError) -> Self { + DriverError::Image(e) + } +} + +impl From for DriverError { + fn from(e: std::io::Error) -> Self { + DriverError::Io(e) + } +} + +/// Load a reference image from disk as [`Rgb8`]. +pub fn load_reference(path: impl AsRef) -> Result { + let img = ImageReader::open(path)?.with_guessed_format()?.decode()?; + let rgb = img.to_rgb8(); + let (w, h) = (rgb.width(), rgb.height()); + Ok(Rgb8::from_raw(w, h, rgb.into_raw())) +} + +/// Encode an [`Rgb8`] to JPEG at `quality` (1..=100), then decode it back to +/// RGB — the "honest lossy" anchor pixels the gate scores against. +pub fn jpeg_anchor(img: &Rgb8, quality: u8) -> Result { + let mut buf = Vec::new(); + { + let encoder = JpegEncoder::new_with_quality(&mut buf, quality); + encoder.write_image( + img.as_bytes(), + img.width(), + img.height(), + image::ExtendedColorType::Rgb8, + )?; + } + let decoded = image::load_from_memory_with_format(&buf, image::ImageFormat::Jpeg)?; + let rgb = decoded.to_rgb8(); + let (w, h) = (rgb.width(), rgb.height()); + Ok(Rgb8::from_raw(w, h, rgb.into_raw())) +} + +/// Build the full `(reference, corruption, q20, q10)` quad for one corpus entry. +/// +/// `ref_id` and `base_seed` derive the deterministic corruption seed via +/// [`prng::seed_for`], so the same `(ref_id, base_seed, params)` always +/// reproduces the same corrupted bytes. +pub fn build_quad( + reference: &Rgb8, + ref_id: &str, + params: &CorruptionParams, + base_seed: u64, +) -> Result { + let seed = prng::seed_for(ref_id, base_seed); + let mut corruption = reference.clone(); + params.apply(&mut corruption, seed); + + let q20_anchor = jpeg_anchor(reference, 20)?; + let q10_anchor = jpeg_anchor(reference, 10)?; + + Ok(CorpusQuad { + reference: reference.clone(), + corruption, + q20_anchor, + q10_anchor, + }) +} + +/// Encode an [`Rgb8`] to a PNG byte vector (for writing corpus outputs to disk). +pub fn encode_png(img: &Rgb8) -> Result, DriverError> { + let mut buf = Vec::new(); + let encoder = image::codecs::png::PngEncoder::new(&mut buf); + encoder.write_image( + img.as_bytes(), + img.width(), + img.height(), + image::ExtendedColorType::Rgb8, + )?; + Ok(buf) +} + +#[cfg(test)] +mod tests { + use super::*; + use crate::corruptions::{ChannelOp, Family, Region, Severity}; + + fn checker(w: u32, h: u32) -> Rgb8 { + let mut data = Vec::with_capacity((w * h * 3) as usize); + for y in 0..h { + for x in 0..w { + let on = ((x / 4) + (y / 4)) % 2 == 0; + // Distinct R/G/B so channel swaps are observable. + data.push(if on { 220 } else { 40 }); + data.push((x * 255 / w.max(1)) as u8); + data.push((y * 255 / h.max(1)) as u8); + } + } + Rgb8::from_raw(w, h, data) + } + + #[test] + fn jpeg_anchor_roundtrips_dimensions() { + let img = checker(32, 32); + let a = jpeg_anchor(&img, 20).unwrap(); + assert_eq!((a.width(), a.height()), (32, 32)); + // q20 must actually degrade the image. + assert_ne!(a, img); + } + + #[test] + fn build_quad_is_deterministic() { + let reference = checker(48, 48); + let params = CorruptionParams { + family: Family::Channel(ChannelOp::SwapRb), + region: Region::Fraction(2), + severity: Severity::Opaque, + }; + let a = build_quad(&reference, "test/ref", ¶ms, 1).unwrap(); + let b = build_quad(&reference, "test/ref", ¶ms, 1).unwrap(); + assert_eq!(a.corruption, b.corruption); + assert_eq!(a.q20_anchor, b.q20_anchor); + assert_eq!(a.q10_anchor, b.q10_anchor); + // Corruption differs from reference. + assert_ne!(a.corruption, a.reference); + } + + #[test] + fn png_encode_decodes_back() { + let img = checker(16, 16); + let png = encode_png(&img).unwrap(); + let decoded = image::load_from_memory(&png).unwrap().to_rgb8(); + assert_eq!((decoded.width(), decoded.height()), (16, 16)); + // PNG is lossless → exact roundtrip. + assert_eq!(decoded.into_raw(), img.into_bytes()); + } +} diff --git a/crate/tests/corruption_corpus.rs b/crate/tests/corruption_corpus.rs new file mode 100644 index 0000000..57920a6 --- /dev/null +++ b/crate/tests/corruption_corpus.rs @@ -0,0 +1,110 @@ +//! Integration tests for the structural-corruption corpus driver. +//! +//! These require the `driver` feature (the `image`-crate-backed quad builder). +//! Run with: `cargo test --features driver --test corruption_corpus`. + +#![cfg(feature = "driver")] + +use codec_corpus::corruptions::{ + ChannelOp, ContentClass, CorruptionParams, Family, Region, Rgb8, Severity, catalog, driver, + manifest_for_reference, +}; + +/// A synthetic reference with distinct per-channel structure so every family +/// produces an observable change. +fn synthetic_reference(w: u32, h: u32) -> Rgb8 { + let mut data = Vec::with_capacity((w * h * 3) as usize); + for y in 0..h { + for x in 0..w { + data.push((x * 255 / w.max(1)) as u8); + data.push((y * 255 / h.max(1)) as u8); + data.push(((x ^ y) & 0xFF) as u8); + } + } + Rgb8::from_raw(w, h, data) +} + +#[test] +fn build_quad_dimensions_match_reference() { + let reference = synthetic_reference(96, 72); + let params = CorruptionParams { + family: Family::Channel(ChannelOp::SwapRb), + region: Region::Fraction(2), + severity: Severity::Opaque, + }; + let quad = driver::build_quad(&reference, "synthetic/96x72", ¶ms, 1).unwrap(); + for img in [ + &quad.reference, + &quad.corruption, + &quad.q20_anchor, + &quad.q10_anchor, + ] { + assert_eq!(img.width(), 96); + assert_eq!(img.height(), 72); + } + // The structural corruption and the honest lq anchors are all distinct from + // the reference (the gate compares them, so they must differ). + assert_ne!(quad.corruption, quad.reference); + assert_ne!(quad.q20_anchor, quad.reference); + assert_ne!(quad.q10_anchor, quad.reference); +} + +#[test] +fn whole_catalog_builds_for_a_small_reference() { + // Exercises every family × region × severity through the real quad builder + // on a small image — catches any panic / dimension drift across the catalog. + let reference = synthetic_reference(40, 40); + let cat = catalog(); + assert!( + cat.len() > 100, + "catalog should be large, got {}", + cat.len() + ); + for params in &cat { + let quad = driver::build_quad(&reference, "synthetic/40x40", params, 7).unwrap(); + assert_eq!(quad.corruption.width(), 40, "{}", params.slug()); + assert_eq!(quad.corruption.height(), 40, "{}", params.slug()); + } +} + +#[test] +fn quad_is_reproducible_across_calls() { + let reference = synthetic_reference(64, 48); + let params = CorruptionParams { + family: Family::Channel(ChannelOp::Invert), + region: Region::Square(16), + severity: Severity::Opacity(0.5), + }; + let a = driver::build_quad(&reference, "synthetic/repro", ¶ms, 3).unwrap(); + let b = driver::build_quad(&reference, "synthetic/repro", ¶ms, 3).unwrap(); + assert_eq!(a.corruption, b.corruption); + assert_eq!(a.q20_anchor, b.q20_anchor); + assert_eq!(a.q10_anchor, b.q10_anchor); +} + +#[test] +fn manifest_entries_drive_the_builder() { + // The manifest's (ref_id, seed, params) must reproduce exactly what the + // driver builds from the same inputs. + let reference = synthetic_reference(56, 56); + let entries = manifest_for_reference("synthetic/manifest", ContentClass::Gradient, 5); + // Take a handful spanning families. + for entry in entries.iter().step_by(37) { + let from_entry = + driver::build_quad(&reference, &entry.ref_id, &entry.params, entry.seed).unwrap(); + let recomputed_seed = codec_corpus::corruptions::prng::seed_for(&entry.ref_id, 5); + assert_eq!(entry.seed, recomputed_seed); + // Rebuild with the recomputed seed → identical corruption. + let again = + driver::build_quad(&reference, &entry.ref_id, &entry.params, recomputed_seed).unwrap(); + assert_eq!(from_entry.corruption, again.corruption); + } +} + +#[test] +fn png_roundtrip_is_lossless() { + let reference = synthetic_reference(32, 32); + let png = driver::encode_png(&reference).unwrap(); + let decoded = image::load_from_memory(&png).unwrap().to_rgb8(); + assert_eq!(decoded.into_raw(), reference.into_bytes()); +} From dd0e0ae4dc2383e9b1de4d3e34db84f166cc75af Mon Sep 17 00:00:00 2001 From: Lilith River Date: Thu, 28 May 2026 02:58:44 -0600 Subject: [PATCH 04/10] feat(imazen-26): synth corpus pipeline + AA regen + quickchart gallery Adds the scripts/ pipeline for the imazen-26 synthetic content corpus. Existing pipeline (01-04): downscale/crop -> bpp matrix -> K-means(K=500) clustered subset -> rename to NNNN-provenance-category-subcategory.png. See scripts/README.md and ZENSIM_CORPUS_PLAN.md. New (05): regenerates lilith/generated-graphics/ line-art with anti-aliasing. Reproduces each curated PNG byte-exact from the seed in its filename (replaying the driver's 512->1024 RNG reuse), then renders 1024sq via ScaledDraw supersample (SS=4) and Lanczos-down. --validate asserts byte-exact + sort-consistent vs the originals; passes for all 45 line-art files. Sort rule: folder = f(type, kind). Output: lilith/generated-graphics-aa/{polygons,lines,line-patterns,grids}/. New (06): quickchart.io gallery covering every type the public endpoint renders (20 types via Chart.js v2/v4) across 8 themes, with real-world data triple-checked for validity (17 in-code asserts; --check-only runs them). Heatmap via matplotlib (quickchart's public endpoint does not register matrix/treemap/graph controllers). 1024sq at devicePixelRatio=2 Lanczos-down. Output: lilith/generated-graphics-aa/charts/ and grids/. --- imazen-26/scripts/01_generate_synth.py | 45 ++ imazen-26/scripts/02_bpp_matrix.md | 28 + imazen-26/scripts/03_select_500.py | 248 +++++++++ imazen-26/scripts/03_select_500_report.txt | 72 +++ imazen-26/scripts/04_rename_subset.py | 64 +++ imazen-26/scripts/05_regen_graphics_aa.py | 472 +++++++++++++++++ imazen-26/scripts/06_quickchart_gallery.py | 572 +++++++++++++++++++++ imazen-26/scripts/README.md | 37 ++ imazen-26/scripts/ZENSIM_CORPUS_PLAN.md | 59 +++ 9 files changed, 1597 insertions(+) create mode 100644 imazen-26/scripts/01_generate_synth.py create mode 100644 imazen-26/scripts/02_bpp_matrix.md create mode 100755 imazen-26/scripts/03_select_500.py create mode 100755 imazen-26/scripts/03_select_500_report.txt create mode 100644 imazen-26/scripts/04_rename_subset.py create mode 100644 imazen-26/scripts/05_regen_graphics_aa.py create mode 100644 imazen-26/scripts/06_quickchart_gallery.py create mode 100644 imazen-26/scripts/README.md create mode 100644 imazen-26/scripts/ZENSIM_CORPUS_PLAN.md diff --git a/imazen-26/scripts/01_generate_synth.py b/imazen-26/scripts/01_generate_synth.py new file mode 100644 index 0000000..f7e5ea0 --- /dev/null +++ b/imazen-26/scripts/01_generate_synth.py @@ -0,0 +1,45 @@ +import os, subprocess, csv, random, glob, sys +random.seed(26) +SRC="/home/lilith/work/codec-corpus/imazen-26" +OUT="/home/lilith/work/codec-corpus/imazen-26-synth" +os.makedirs(OUT, exist_ok=True) +DOWN=[2048,1536,1024,768,512,384,256,192,128] # longest-edge targets, downscale-only +CROPS=[("c",512),("c",256),("r",512)] # native-res crops: center512, center256, random512 +exts=('.png','.jpg','.jpeg','.tif','.tiff','.heic','.JPG') +srcs=sorted(p for p in glob.glob(SRC+"/**/*",recursive=True) if os.path.isfile(p) and p.endswith(exts)) +def dims(p): + try: + w=int(subprocess.check_output(["vipsheader","-f","width",p],stderr=subprocess.DEVNULL)) + h=int(subprocess.check_output(["vipsheader","-f","height",p],stderr=subprocess.DEVNULL)) + return w,h + except Exception: return None +man=open(OUT+"/_manifest.csv","w",newline="") +W=csv.writer(man); W.writerow(["id","filename","source","op","param","src_w","src_h"]) +i=0; made=0; skipped=0 +for s in srcs: + d=dims(s) + if not d: skipped+=1; continue + w,h=d; le=max(w,h); rel=os.path.relpath(s,SRC) + # downscales (only strictly smaller than source longest edge) + for sz in DOWN: + if sz>=le: continue + i+=1; fn=f"{i:06d}.png"; out=os.path.join(OUT,fn) + try: + subprocess.run(["vipsthumbnail",s,"-s",f"{sz}x{sz}","-o",out], + check=True,stderr=subprocess.DEVNULL,timeout=120) + W.writerow([i,fn,rel,"downscale",sz,w,h]); made+=1 + except Exception: i-=1 + # native-res crops (no resampling) + for kind,cs in CROPS: + if cs>w or cs>h: continue + if kind=="c": left=(w-cs)//2; top=(h-cs)//2 + else: left=random.randint(0,w-cs); top=random.randint(0,h-cs) + i+=1; fn=f"{i:06d}.png"; out=os.path.join(OUT,fn) + try: + subprocess.run(["vips","crop",s,out,str(left),str(top),str(cs),str(cs)], + check=True,stderr=subprocess.DEVNULL,timeout=120) + W.writerow([i,fn,rel,f"crop_{kind}",f"{cs}@{left},{top}",w,h]); made+=1 + except Exception: i-=1 + if made and made%500==0: man.flush(); print(f" {made} made ({i} ids), src {srcs.index(s)+1}/{len(srcs)}",flush=True) +man.close() +print(f"DONE: {made} synth images, {skipped} unreadable sources, from {len(srcs)} sources",flush=True) diff --git a/imazen-26/scripts/02_bpp_matrix.md b/imazen-26/scripts/02_bpp_matrix.md new file mode 100644 index 0000000..65b45e3 --- /dev/null +++ b/imazen-26/scripts/02_bpp_matrix.md @@ -0,0 +1,28 @@ +# Step 2 — per-codec bpp matrix (for clustering) + +The bpp feature used by `03_select_500.py` is produced by encoding each synth PNG +**once per zen codec at a fixed default quality** and recording `bpp = bytes*8/pixels`. +The encoded bytes are **discarded** — only the byte count is kept. (No distorted +images are saved here; this set is clean references only.) + +## Recipe (what was run 2026-05-27) +Encoder = **zencodecs** (`~/work/zen/zencodecs`), one fixed quality per codec: +- jpeg — q75, 4:2:0, progressive +- webp — lossy q75 +- avif — q75, rav1e **speed 10** (fast, to keep runtime sane) +- jxl — distance 1.0 *(SKIPPED 2026-05-27: `zenjxl` won't compile against the local + `jxl-encoder` checkout — `jxl_encoder::AnimationFrame::new` API drift at + `zenjxl/src/codec.rs:1051`. Fix the constructor + rebuild to fill `bpp_jxl`.)* + +All 10,734 images encoded in ~88 s (jpeg/webp/avif), 0 load failures, parallelized with rayon. + +## How to reproduce the harness +There is no standing CLI that encodes "once per zen codec". Build a tiny binary in a +**sibling worktree** of a workspace that already depends on zencodecs (e.g. `codec-eval`, +whose `crates/codec-iter` has jpeg+avif plumbing wired), iterate the image dir, encode per +codec via `zencodecs`, and emit `bpp.csv` (`filename,bpp_jpeg,bpp_webp,bpp_jxl,bpp_avif`). +Output landed at `/mnt/v/output/zensim/synth500/bpp.csv`. + +Content features (the other clustering axis) come from +`zenanalyze` `cargo run --release --example extract_features_for_picker` +→ `/mnt/v/output/zensim/synth500/features.tsv` (`feat_*` columns). diff --git a/imazen-26/scripts/03_select_500.py b/imazen-26/scripts/03_select_500.py new file mode 100755 index 0000000..e064fea --- /dev/null +++ b/imazen-26/scripts/03_select_500.py @@ -0,0 +1,248 @@ +#!/usr/bin/env python3 +"""Select a 500-image representative subset of imazen-26-synth by joint +clustering on (per-zen-codec bpp) + (zenanalyze content features). + +Inputs (in /mnt/v/output/zensim/synth500/): + bpp.csv filename,out_px,bytes_*,bpp_jpeg,bpp_webp,bpp_jxl,bpp_avif + features.tsv image_path,...,feat_* (zenanalyze, native res) +Base table: /home/lilith/work/codec-corpus/imazen-26-synth/_base_table.csv + +Outputs: + selection_500.csv (intermediate, full columns for the manifest stage) + report.txt (clustering-emphasis + coverage report) +""" +import sys +import numpy as np +import pandas as pd +from sklearn.preprocessing import StandardScaler +from sklearn.decomposition import PCA +from sklearn.cluster import KMeans + +RNG = 42 +K = 500 +OUT = "/mnt/v/output/zensim/synth500" +BASE = "/home/lilith/work/codec-corpus/imazen-26-synth/_base_table.csv" +CONTENT_CLASSES = 7 # coarse content groups +MAX_PER_SOURCE = 4 + +np.random.seed(RNG) + +# ---- load + merge ---------------------------------------------------------- +bpp = pd.read_csv(f"{OUT}/bpp.csv") +feat = pd.read_csv(f"{OUT}/features.tsv", sep="\t") +feat["filename"] = feat["image_path"].str.rsplit("/", n=1).str[-1] +# features.tsv carries placeholder source/content_class — drop so the base +# table's `source` and our computed `content_class` win without name clashes. +feat = feat.drop(columns=[c for c in ["source", "content_class"] if c in feat.columns]) +base = pd.read_csv(BASE)[["filename", "source", "op", "param"]] + +df = bpp.merge(feat, on="filename", how="inner").merge(base, on="filename", how="left") +print(f"merged rows: {len(df)}", file=sys.stderr) + +# actual width/height from the feature extractor (native res) +df["aw"] = df["width"].astype(int) +df["ah"] = df["height"].astype(int) + +# bpp codecs that are present (jxl dropped at encode time -> all-NaN) +BPP_COLS = [c for c in ["bpp_jpeg", "bpp_webp", "bpp_jxl", "bpp_avif"] + if c in df.columns and df[c].notna().any()] +print(f"bpp codecs used: {BPP_COLS}", file=sys.stderr) + +# ---- feature matrix -------------------------------------------------------- +FCOLS = [c for c in df.columns if c.startswith("feat_")] +F = df[FCOLS].apply(pd.to_numeric, errors="coerce") +# drop zero-variance cols, fill any residual NaN with column median +F = F.loc[:, F.var(numeric_only=True).fillna(0) > 1e-12] +F = F.fillna(F.median()) +print(f"feature cols after variance filter: {F.shape[1]}", file=sys.stderr) + +Fz = StandardScaler().fit_transform(F.values) +# content signal: PCA -> 8 dims +n_pca = min(8, Fz.shape[1]) +content_pca = PCA(n_components=n_pca, random_state=RNG).fit_transform(Fz) +print(f"content PCA dims: {n_pca} " + f"(explained var {PCA(n_components=n_pca, random_state=RNG).fit(Fz).explained_variance_ratio_.sum():.3f})", + file=sys.stderr) + +# bpp signal: z-scored log(1+bpp) per codec +B = np.log1p(df[BPP_COLS].values) +Bz = StandardScaler().fit_transform(B) + +# ---- three clusterings (for the report) ------------------------------------ +def kmeans_labels(X, k): + km = KMeans(n_clusters=k, n_init=10, random_state=RNG) + return km.fit(X), km.labels_ + +report = [] +report.append("# imazen-26-synth-500 selection report\n") +report.append(f"Total candidates: {len(df)}") +report.append(f"BPP codecs used: {BPP_COLS} (jxl dropped: zenjxl/jxl-encoder local build break)") +report.append(f"Feature cols (post variance filter): {F.shape[1]}; content PCA dims: {n_pca}") +report.append("") + +# emphasis comparison at a small K to characterize what each axis splits on +KE = 8 +_, lab_bpp = kmeans_labels(Bz, KE) +_, lab_content = kmeans_labels(content_pca, KE) +joint_pre = np.hstack([Bz, content_pca]) +_, lab_joint = kmeans_labels(joint_pre, KE) + +def describe(lab, name): + report.append(f"## {name} clustering (K={KE}) — cluster medians") + g = df.copy() + g["_lab"] = lab + cols = BPP_COLS + ["aw", "feat_edge_density", "feat_variance", "feat_distinct_color_bins"] + cols = [c for c in cols if c in g.columns] + agg = g.groupby("_lab")[cols].median() + agg["n"] = g.groupby("_lab").size() + report.append(agg.round(3).to_string()) + report.append("") + +describe(lab_bpp, "BPP-only") +describe(lab_content, "Content-only") +describe(lab_joint, "Joint") + +# ---- coarse content class (for coverage) ----------------------------------- +_, content_class = kmeans_labels(content_pca, CONTENT_CLASSES) +df["content_class"] = content_class +cc_counts = pd.Series(content_class).value_counts().sort_index() +report.append(f"## Coarse content classes (K={CONTENT_CLASSES}) population") +report.append(cc_counts.to_string()) +report.append("") + +# ---- JOINT clustering K=500 -> centroid-nearest representative ------------- +# joint vector = z(log1p bpp) ⊕ z(content PCA). bpp gets full weight, +# content gets full weight (both standardized so comparable scale). +JOINT = np.hstack([Bz, content_pca]).astype(np.float64) +km = KMeans(n_clusters=K, n_init=10, random_state=RNG) +clab = km.fit_predict(JOINT) +df["cluster_id"] = clab + +# centroid-nearest member per cluster +centers = km.cluster_centers_ +chosen = [] +for cid in range(K): + idx = np.where(clab == cid)[0] + if len(idx) == 0: + continue + d = np.linalg.norm(JOINT[idx] - centers[cid], axis=1) + chosen.append(idx[np.argmin(d)]) +chosen = np.array(sorted(set(chosen))) +report.append(f"## Joint K=500: {len(chosen)} non-empty clusters -> initial picks {len(chosen)}") + +sel = df.iloc[chosen].copy() + +# ---- per-source cap (<=4 from one original) -------------------------------- +# Greedy: keep centroid-nearest first; if a source exceeds the cap, drop the +# farthest-from-centroid picks for that source and backfill from other +# non-empty clusters' next-nearest unused members. +# list of (orig_index, dist-to-centroid, source, cluster) +recs = [(int(i), float(np.linalg.norm(JOINT[i] - centers[clab[i]])), + str(df.iloc[i]["source"]), int(clab[i])) for i in chosen] +recs.sort(key=lambda r: r[1]) # nearest centroid first +used_clusters = set() +kept = [] +src_count = {} +overflow_clusters = [] +for oi, dist, src, cid in recs: + if src_count.get(src, 0) >= MAX_PER_SOURCE: + overflow_clusters.append((oi, dist, src, cid)) + continue + kept.append(oi) + used_clusters.add(cid) + src_count[src] = src_count.get(src, 0) + 1 + +# Backfill to reach K from clusters that lost their rep to the cap: +# pick next-nearest member (any unused image) of those clusters under the cap. +need = K - len(kept) +if need > 0: + kept_set = set(kept) + # general backfill: for every cluster, list members by distance; take first + # unused member whose source is under cap. + by_cluster = {} + for i in range(len(df)): + by_cluster.setdefault(int(clab[i]), []).append(i) + # order each cluster's members by distance to its centroid + for cid in by_cluster: + by_cluster[cid].sort(key=lambda i: np.linalg.norm(JOINT[i] - centers[cid])) + # iterate clusters that currently have a kept rep removed OR any cluster, + # round-robin nearest unused members under cap + candidates = [] + for cid, members in by_cluster.items(): + for i in members: + if i in kept_set: + continue + candidates.append((np.linalg.norm(JOINT[i] - centers[cid]), i)) + candidates.sort() + for dist, i in candidates: + if need <= 0: + break + src = str(df.iloc[i]["source"]) + if src_count.get(src, 0) >= MAX_PER_SOURCE: + continue + kept.append(i) + kept_set.add(i) + src_count[src] = src_count.get(src, 0) + 1 + need -= 1 + +kept = sorted(set(kept)) +report.append(f"## After per-source cap (<= {MAX_PER_SOURCE}) + backfill: {len(kept)} images") +report.append(f" dropped-for-cap before backfill: {len(overflow_clusters)}") + +final = df.iloc[kept].copy() + +# ---- content coverage check + rebalance ------------------------------------ +cov = final["content_class"].value_counts().sort_index() +report.append("## Content-class coverage in the 500") +for c in range(CONTENT_CLASSES): + report.append(f" class {c}: pool={int(cc_counts.get(c,0))} selected={int(cov.get(c,0))}") +missing = [c for c in range(CONTENT_CLASSES) if cov.get(c, 0) == 0 and cc_counts.get(c, 0) > 0] +if missing: + report.append(f" REBALANCE: classes with 0 reps but nonzero pool: {missing}") + # swap in nearest-centroid member from each missing class, drop a pick from + # the most-crowded class (keeping source cap). + kept_set = set(kept) + crowded = cov.idxmax() + for mc in missing: + # add nearest member of class mc + cand = df[(df["content_class"] == mc)].index.tolist() + cand = [i for i in cand if i not in kept_set] + if not cand: + continue + # nearest to its joint-cluster centroid + cand.sort(key=lambda i: np.linalg.norm(JOINT[i] - centers[int(clab[i])])) + add_i = cand[0] + # drop the farthest pick from the crowded class + crowd_members = final[final["content_class"] == crowded].index.tolist() + crowd_members.sort(key=lambda i: -np.linalg.norm(JOINT[i] - centers[int(clab[i])])) + if crowd_members: + drop_i = crowd_members[0] + kept_set.discard(drop_i) + kept_set.add(add_i) + kept = sorted(kept_set) + final = df.iloc[kept].copy() + report.append(f" after rebalance: {len(final)} images") + +# ---- bpp-axis coverage sanity (span low->high per codec) ------------------- +report.append("\n## BPP-axis coverage (selected 500 vs full pool)") +for c in BPP_COLS: + fs = final[c].dropna() + al = df[c].dropna() + report.append(f" {c}: selected[min={fs.min():.4f} p50={fs.median():.4f} max={fs.max():.4f}] " + f"pool[min={al.min():.4f} p50={al.median():.4f} max={al.max():.4f}]") + +# size span +report.append(f"\n## Dimension span (max-dim) in 500:") +final["maxdim"] = final[["aw", "ah"]].max(axis=1) +report.append(f" maxdim min={final['maxdim'].min()} p50={int(final['maxdim'].median())} max={final['maxdim'].max()}") +report.append(f" unique sources in 500: {final['source'].nunique()} (cap {MAX_PER_SOURCE}/source)") +report.append(f" source-count distribution: {pd.Series([v for v in src_count.values()]).value_counts().sort_index().to_dict()}") + +# ---- write ---------------------------------------------------------------- +final = final.sort_values(["content_class", "cluster_id", "filename"]).reset_index(drop=True) +final.to_csv(f"{OUT}/selection_500.csv", index=False) +with open(f"{OUT}/report.txt", "w") as f: + f.write("\n".join(str(x) for x in report) + "\n") + +print(f"\nFINAL SELECTION: {len(final)} images", file=sys.stderr) +print("\n".join(str(x) for x in report)) diff --git a/imazen-26/scripts/03_select_500_report.txt b/imazen-26/scripts/03_select_500_report.txt new file mode 100755 index 0000000..2b32cb6 --- /dev/null +++ b/imazen-26/scripts/03_select_500_report.txt @@ -0,0 +1,72 @@ +# imazen-26-synth-500 selection report + +Total candidates: 10734 +BPP codecs used: ['bpp_jpeg', 'bpp_webp', 'bpp_avif'] (jxl dropped: zenjxl/jxl-encoder local build break) +Feature cols (post variance filter): 29; content PCA dims: 8 + +## BPP-only clustering (K=8) — cluster medians + bpp_jpeg bpp_webp bpp_avif aw feat_edge_density feat_variance feat_distinct_color_bins n +_lab +0 2.255 1.916 2.412 192.0 0.393 2521.884 1361.0 1427 +1 223.719 121.312 231.828 512.0 0.040 1953.128 133.0 909 +2 879.859 615.250 1092.969 512.0 0.167 4426.083 9.0 539 +3 85.945 26.219 62.430 256.0 0.014 959.565 32.0 412 +4 0.603 0.294 0.543 512.0 0.050 1173.922 410.0 3213 +5 159.352 53.922 125.797 512.0 0.035 2372.765 50.0 970 +6 424.906 221.125 450.922 512.0 0.077 2956.766 118.0 657 +7 1.254 0.751 1.162 256.0 0.154 2971.061 485.0 2607 + +## Content-only clustering (K=8) — cluster medians + bpp_jpeg bpp_webp bpp_avif aw feat_edge_density feat_variance feat_distinct_color_bins n +_lab +0 1.062 0.753 1.111 256.0 0.056 538.995 104.5 2232 +1 1.308 0.736 1.314 512.0 0.079 4302.117 470.0 2531 +2 0.613 0.576 0.604 1229.0 0.067 3277.433 3133.0 249 +3 1.544 0.860 1.524 192.0 0.171 4136.759 485.0 1369 +4 2.802 2.657 3.598 192.0 0.383 4833.588 1936.5 270 +5 65.938 22.219 44.672 512.0 0.039 788.251 143.0 2724 +6 1.270 1.090 1.264 209.0 0.164 3183.299 1165.0 367 +7 2.062 1.758 1.985 256.0 0.500 1118.060 679.5 992 + +## Joint clustering (K=8) — cluster medians + bpp_jpeg bpp_webp bpp_avif aw feat_edge_density feat_variance feat_distinct_color_bins n +_lab +0 0.625 0.301 0.553 512.0 0.060 2524.685 529.5 2648 +1 1.424 0.778 1.398 256.0 0.174 4162.203 577.0 1637 +2 473.719 216.938 523.312 512.0 0.086 4024.600 72.0 763 +3 1.272 1.091 1.269 205.0 0.164 3193.692 1179.0 363 +4 205.469 89.344 176.281 512.0 0.039 2229.266 53.0 2745 +5 1.005 0.649 0.971 192.0 0.131 528.200 234.0 2083 +6 2.775 2.625 3.555 192.0 0.395 4834.440 1972.0 255 +7 0.621 0.581 0.605 1242.0 0.068 3279.434 3205.5 240 + +## Coarse content classes (K=7) population +0 250 +1 2002 +2 370 +3 1148 +4 2395 +5 3593 +6 976 + +## Joint K=500: 500 non-empty clusters -> initial picks 500 +## After per-source cap (<= 4) + backfill: 500 images + dropped-for-cap before backfill: 12 +## Content-class coverage in the 500 + class 0: pool=250 selected=37 + class 1: pool=2002 selected=116 + class 2: pool=370 selected=55 + class 3: pool=1148 selected=75 + class 4: pool=2395 selected=69 + class 5: pool=3593 selected=97 + class 6: pool=976 selected=51 + +## BPP-axis coverage (selected 500 vs full pool) + bpp_jpeg: selected[min=0.0244 p50=1.7041 max=1855.7500] pool[min=0.0244 p50=1.6074 max=2004.2031] + bpp_webp: selected[min=0.0136 p50=1.2916 max=2026.1875] pool[min=0.0136 p50=1.0353 max=2174.7188] + bpp_avif: selected[min=0.0044 p50=1.7528 max=2191.8750] pool[min=0.0044 p50=1.5291 max=2332.8438] + +## Dimension span (max-dim) in 500: + maxdim min=128 p50=384 max=2048 + unique sources in 500: 329 (cap 4/source) + source-count distribution: {1: 221, 2: 65, 3: 23, 4: 20} diff --git a/imazen-26/scripts/04_rename_subset.py b/imazen-26/scripts/04_rename_subset.py new file mode 100644 index 0000000..ee496ca --- /dev/null +++ b/imazen-26/scripts/04_rename_subset.py @@ -0,0 +1,64 @@ +#!/usr/bin/env python3 +"""Rename a selected synth subset to `NNNN-provenance-category-subcategory.png`. + +Input: /selection_manifest.csv (from 03_select_500.py) with at least + new_id/filename, source, op, param, content_class. +Output: renames the PNGs in place and rewrites selection_manifest.csv with + provenance/category/subcategory columns + old_id. + +- provenance = source collection (imazen-26 subdir slug; 'root' for top-level) +- category = zenanalyze content-cluster (content_class) mapped to a semantic + name from feature centroids (see CATEGORY map / README) +- subcategory= derivation op: dsN (downscale longest-edge N), cropcN/croprN (crop NxN) +""" +import csv, os, sys + +SUBSET = sys.argv[1] if len(sys.argv) > 1 else "../imazen-26-synth-500" + +# content_class cluster -> semantic name (derived from feat centroids; see README) +CATEGORY = {'0':'photo','1':'illust','2':'texture','3':'detail','4':'flat','5':'graphic','6':'lineart'} +PROV = {'generated':'gen','generated-graphics':'gengfx','unsplash-people':'unsplashppl', + 'unsplash-renders':'unsplashrnd','unsplash-textures':'unsplashtex','unsplash':'unsplash', + 'skitter':'skitter','openclipart':'openclipart','flicker-pub-domain':'flickr', + 'library-of-congress-public-domain':'loc','maybe':'maybe'} + +def provenance(src): + head = src.split('/')[0] if '/' in src else 'root' + return PROV.get(head, head.replace('-', '') or 'root') + +def subcategory(op, param): + if op == 'downscale': + return f"ds{param}" + size = str(param).split('@')[0] + return ("cropc" if op == 'crop_c' else "cropr" if op == 'crop_r' else op) + size + +def keycol(r): + return r.get('new_id') or r.get('filename') + +rows = list(csv.DictReader(open(os.path.join(SUBSET, "selection_manifest.csv")))) +rows.sort(key=keycol) +plan = [] +for i, r in enumerate(rows, 1): + p = provenance(r['source']); c = CATEGORY.get(r['content_class'], 'cls' + r['content_class']) + s = subcategory(r['op'], r['param']) + plan.append((keycol(r), f"{i:04d}-{p}-{c}-{s}.png", r, p, c, s)) +assert len({x[1] for x in plan}) == len(plan), "filename collision" + +for old, new, *_ in plan: + src = os.path.join(SUBSET, old) + if os.path.exists(src): os.rename(src, os.path.join(SUBSET, new + ".tmp")) +for _, new, *_ in plan: + t = os.path.join(SUBSET, new + ".tmp") + if os.path.exists(t): os.rename(t, os.path.join(SUBSET, new)) + +fields = ['filename','old_id','provenance','category','subcategory','src_filename','source', + 'op','param','out_w','out_h','bpp_jpeg','bpp_webp','bpp_jxl','bpp_avif','content_class','cluster_id'] +w = csv.DictWriter(open(os.path.join(SUBSET, "selection_manifest.csv"), "w", newline=""), fieldnames=fields) +w.writeheader() +for old, new, r, p, c, s in plan: + w.writerow({'filename':new,'old_id':old,'provenance':p,'category':c,'subcategory':s, + 'src_filename':r.get('src_filename',old),'source':r['source'],'op':r['op'],'param':r['param'], + 'out_w':r.get('out_w',''),'out_h':r.get('out_h',''),'bpp_jpeg':r.get('bpp_jpeg',''), + 'bpp_webp':r.get('bpp_webp',''),'bpp_jxl':r.get('bpp_jxl',''),'bpp_avif':r.get('bpp_avif',''), + 'content_class':r['content_class'],'cluster_id':r.get('cluster_id','')}) +print(f"renamed {len(plan)} files in {SUBSET}") diff --git a/imazen-26/scripts/05_regen_graphics_aa.py b/imazen-26/scripts/05_regen_graphics_aa.py new file mode 100644 index 0000000..c48cf1a --- /dev/null +++ b/imazen-26/scripts/05_regen_graphics_aa.py @@ -0,0 +1,472 @@ +#!/usr/bin/env python3 +"""Regenerate the curated synthetic graphics with anti-aliasing. + +Background +---------- +The PNGs under ``lilith/generated-graphics/{charts,grids,line-patterns,lines, +polygons}/`` are a hand-curated subset of the output of zensim's +``synth_nonphoto.py`` (the V_06 "rebalance" non-photo generator). The chart +category is matplotlib (already AA); the line-art category is raw PIL +``ImageDraw`` — which has **no anti-aliasing**, so every polygon / line / grid +has jagged edges. + +This script reproduces each curated image *byte-exactly* from the seed embedded +in its filename, then re-renders it with anti-aliasing: + + * line-art : supersampled SS_LINE× via ``ScaledDraw`` (all geometry + stroke + widths scaled at draw time, RNG kept on the logical 1024 grid), + then Lanczos-downsampled to 1024². + * charts : matplotlib at SS_CHART× DPI (``.mpl.png``) **and** quickchart.io / + Chart.js from the same seeded data (``.qc.png``), side-by-side. + * heatmaps : matplotlib only (Chart.js has no native heatmap). + +Faithful reproduction recipe (the subtle bit) +--------------------------------------------- +The driver creates ONE ``sub_rng = random.Random(sub_seed)`` per source and +reuses it across both sizes ``[512, 1024]`` in order. So the 1024² image is +drawn from the RNG state *after* the 512² render already consumed values. To +reproduce a ``*_1024sq.png`` you must render 512 first (and discard it) to +advance the RNG, then render 1024. This is validated byte-exact in --validate. + +Sorting rule (folder = f(type, kind)) +------------------------------------- + chart/heatmap -> grids chart/{line,bar,scatter,area,stack} -> charts + line/grid-pattern -> grids line/polygons -> polygons + line/tiling -> line-patterns line/{concentric,voronoi-ish,stars-burst} -> lines + +Naming +------ + gen--___s_1024sq[.mpl|.qc].png +""" +from __future__ import annotations + +import argparse +import csv +import json +import re +import random +import sys +import urllib.request +from pathlib import Path + +import numpy as np +from PIL import Image, ImageDraw +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +# -------------------------------------------------------------------------- +# Constants copied verbatim from synth_nonphoto.py so the RNG sequence and the +# drawing match the original byte-for-byte. +# -------------------------------------------------------------------------- +LINE_KINDS = ["polygons", "tiling", "voronoi-ish", "concentric", "grid-pattern", "stars-burst"] +CHART_KINDS = ["line", "bar", "scatter", "heatmap", "area", "stack"] +CHART_STYLES = ["seaborn-v0_8-whitegrid", "ggplot", "default", "seaborn-v0_8-darkgrid", "Solarize_Light2"] +LINE_BG = [(255, 255, 255), (250, 250, 248), (15, 18, 22), (240, 235, 225)] + +WORDS_EN_COMMON = ( + "the of and to a in is it that for as with on this be by are have not but at " + "from or had has was were they you we he she them their which when what about " + "into other after before than over under between through during without these " + "those some many much such where here there because while until against above " + "below within across each every another however therefore moreover furthermore " + "indeed example perhaps maybe always never sometimes often rarely usually " + "system value memory buffer index offset length kernel thread process queue " + "module function pointer struct vector matrix tensor packet stream pipeline " + "decoder encoder filter quality lossy lossless bitrate entropy compression " + "frequency wavelet transform residual coefficient quantization prediction " + "reference codec format version commit branch release benchmark profile data" +).split() + +# kind -> destination folder (the user's curated taxonomy) +def folder_for(typ: str, kind: str) -> str: + if typ == "chart": + return "grids" if kind == "heatmap" else "charts" + return { + "polygons": "polygons", + "tiling": "line-patterns", + "grid-pattern": "grids", + "concentric": "lines", + "voronoi-ish": "lines", + "stars-burst": "lines", + }[kind] + +KIND_SLUG = {"grid-pattern": "grid", "voronoi-ish": "voronoi", "stars-burst": "starburst"} +def kind_slug(k: str) -> str: + return KIND_SLUG.get(k, k) + + +# -------------------------------------------------------------------------- +# ScaledDraw: a transparent ImageDraw wrapper that multiplies every coordinate +# and stroke width by `s`, so we can render the *unchanged* line-art logic onto +# an s× canvas and Lanczos-downsample for anti-aliasing. RNG is untouched. +# -------------------------------------------------------------------------- +class ScaledDraw: + def __init__(self, img: Image.Image, s: int): + self._d = ImageDraw.Draw(img) + self._s = s + + def _xy(self, xy): + s = self._s + if len(xy) > 0 and isinstance(xy[0], (tuple, list)): + return [(p[0] * s, p[1] * s) for p in xy] + return [c * s for c in xy] + + def _kw(self, kw): + if kw.get("width"): + kw = dict(kw) + kw["width"] = max(1, int(round(kw["width"] * self._s))) + return kw + + def line(self, xy, **kw): self._d.line(self._xy(xy), **self._kw(kw)) + def rectangle(self, xy, **kw): self._d.rectangle(self._xy(xy), **self._kw(kw)) + def ellipse(self, xy, **kw): self._d.ellipse(self._xy(xy), **self._kw(kw)) + def polygon(self, xy, **kw): self._d.polygon(self._xy(xy), **self._kw(kw)) + + +# -------------------------------------------------------------------------- +# gen_lineart — line-for-line copy of synth_nonphoto.gen_lineart, with `ss` +# supersampling threaded through. At ss=1 it is byte-identical to the original. +# -------------------------------------------------------------------------- +def gen_lineart(rng: random.Random, size: int, ss: int = 1) -> Image.Image: + bg = rng.choice(LINE_BG) + fg = (255, 255, 255) if sum(bg) < 380 else (10, 10, 10) + img = Image.new("RGB", (size * ss, size * ss), bg) + d = ScaledDraw(img, ss) + + kind = rng.choice(LINE_KINDS) + + if kind == "polygons": + for _ in range(rng.randint(8, 40)): + cx, cy = rng.randint(0, size), rng.randint(0, size) + r = rng.randint(20, size // 3) + sides = rng.randint(3, 9) + phase = rng.uniform(0, 6.28) + pts = [] + for k in range(sides): + a = phase + 2 * 3.14159 * k / sides + pts.append((cx + r * np.cos(a), cy + r * np.sin(a))) + color = (rng.randint(0, 255), rng.randint(0, 255), rng.randint(0, 255)) if rng.random() < 0.4 else fg + if rng.random() < 0.5: + d.polygon(pts, outline=color, width=rng.randint(1, 4)) + else: + d.polygon(pts, fill=color, outline=fg) + elif kind == "tiling": + cell = rng.randint(16, 64) + for x in range(0, size, cell): + for y in range(0, size, cell): + shape = rng.choice(["box", "diag1", "diag2", "circle", "tri"]) + color = (rng.randint(0, 255), rng.randint(0, 255), rng.randint(0, 255)) if rng.random() < 0.3 else fg + if shape == "box": + d.rectangle([x, y, x + cell - 2, y + cell - 2], outline=color, width=1) + elif shape == "diag1": + d.line([x, y, x + cell, y + cell], fill=color, width=2) + elif shape == "diag2": + d.line([x + cell, y, x, y + cell], fill=color, width=2) + elif shape == "circle": + d.ellipse([x + 2, y + 2, x + cell - 2, y + cell - 2], outline=color, width=1) + else: + d.polygon([(x + cell // 2, y), (x, y + cell), (x + cell, y + cell)], outline=color, width=1) + elif kind == "voronoi-ish": + pts = [(rng.randint(0, size), rng.randint(0, size)) for _ in range(rng.randint(12, 50))] + for i, p in enumerate(pts): + for q in pts[i + 1: i + 4]: + d.line([p, q], fill=fg, width=1) + d.ellipse([p[0] - 3, p[1] - 3, p[0] + 3, p[1] + 3], fill=fg) + elif kind == "concentric": + cx, cy = size // 2, size // 2 + for r in range(8, size // 2, rng.randint(6, 22)): + color = (rng.randint(0, 255), rng.randint(0, 255), rng.randint(0, 255)) if rng.random() < 0.3 else fg + shape = rng.choice(["ellipse", "rect", "polygon"]) + if shape == "ellipse": + d.ellipse([cx - r, cy - r, cx + r, cy + r], outline=color, width=rng.randint(1, 3)) + elif shape == "rect": + d.rectangle([cx - r, cy - r, cx + r, cy + r], outline=color, width=rng.randint(1, 3)) + else: + sides = 6 + phase = rng.uniform(0, 6.28) + pts = [(cx + r * np.cos(phase + 2 * 3.14159 * k / sides), + cy + r * np.sin(phase + 2 * 3.14159 * k / sides)) + for k in range(sides)] + d.polygon(pts, outline=color, width=rng.randint(1, 3)) + elif kind == "grid-pattern": + spacing = rng.randint(8, 32) + for i in range(0, size, spacing): + d.line([(i, 0), (i, size)], fill=fg, width=1) + d.line([(0, i), (size, i)], fill=fg, width=1) + for _ in range(rng.randint(20, 80)): + cx = rng.randint(0, size // spacing) * spacing + cy = rng.randint(0, size // spacing) * spacing + color = (rng.randint(0, 255), rng.randint(0, 255), rng.randint(0, 255)) + d.rectangle([cx, cy, cx + spacing, cy + spacing], fill=color) + else: # stars-burst + cx, cy = rng.randint(size // 4, 3 * size // 4), rng.randint(size // 4, 3 * size // 4) + for k in range(rng.randint(40, 200)): + ang = 2 * 3.14159 * k / rng.randint(40, 200) + r = rng.randint(20, size // 2) + x2 = cx + r * np.cos(ang) + y2 = cy + r * np.sin(ang) + d.line([(cx, cy), (x2, y2)], fill=fg, width=1) + + if ss > 1: + img = img.resize((size, size), Image.Resampling.LANCZOS) + return img, kind + + +# -------------------------------------------------------------------------- +# gen_chart — copy of synth_nonphoto.gen_chart, with `ss` DPI supersampling and +# a captured `spec` (the exact seeded data) returned for the quickchart path. +# At ss=1 the rendered image is byte-identical to the original. +# -------------------------------------------------------------------------- +def gen_chart(rng: random.Random, size: int, ss: int = 1): + dpi = 100 * ss + fig_in = size / 100.0 + fig, ax = plt.subplots(figsize=(fig_in, fig_in), dpi=dpi) + + chart_kind = rng.choice(CHART_KINDS) + n = rng.randint(8, 40) + style = rng.choice(CHART_STYLES) + plt.style.use(style) + fig, ax = plt.subplots(figsize=(fig_in, fig_in), dpi=dpi) + + spec = {"kind": chart_kind, "n": n, "style": style} + + if chart_kind == "line": + series = [] + for s in range(rng.randint(2, 5)): + xs = np.arange(n) + steps = np.array([rng.gauss(0, 1) for _ in range(n)]) + ys = np.cumsum(steps) + marker = rng.choice(["o", "s", "^", "x", ".", None]) + ax.plot(xs, ys, marker=marker, label=f"series {s + 1}") + series.append({"label": f"series {s + 1}", "ys": ys.tolist(), "marker": marker}) + ax.legend(loc="best") + spec["xs"] = list(range(n)); spec["series"] = series + elif chart_kind == "bar": + xs = np.arange(n) + ys = np.array([rng.uniform(0.1, 1.0) for _ in range(n)]) + ax.bar(xs, ys, color=plt.cm.viridis(np.linspace(0, 1, n))) + spec["xs"] = list(range(n)); spec["ys"] = ys.tolist() + elif chart_kind == "scatter": + xs = np.array([rng.gauss(0, 1) for _ in range(n * 5)]) + ys = np.array([rng.gauss(0, 1) for _ in range(n * 5)]) + ax.scatter(xs, ys, c=np.arange(n * 5), cmap="plasma", alpha=0.7) + spec["xs"] = xs.tolist(); spec["ys"] = ys.tolist() + elif chart_kind == "heatmap": + m = np.array([[rng.uniform(0, 1) for _ in range(n)] for _ in range(n)]) + ax.imshow(m, cmap=rng.choice(["viridis", "magma", "plasma", "inferno", "coolwarm"]), aspect="auto") + spec["matrix"] = m.tolist() + elif chart_kind == "area": + xs = np.arange(n) + steps = np.array([rng.gauss(0, 1) for _ in range(n)]) + ys = np.cumsum(steps) + ax.fill_between(xs, ys, alpha=0.5) + ax.plot(xs, ys) + spec["xs"] = list(range(n)); spec["ys"] = ys.tolist() + elif chart_kind == "stack": + xs = np.arange(n) + ys_list = [np.array([rng.uniform(0, 1) for _ in range(n)]) for _ in range(rng.randint(3, 6))] + ax.stackplot(xs, *ys_list, labels=[f"s{i + 1}" for i in range(len(ys_list))]) + ax.legend(loc="best") + spec["xs"] = list(range(n)); spec["stack"] = [y.tolist() for y in ys_list] + + title = " ".join(rng.choice(WORDS_EN_COMMON).capitalize() for _ in range(rng.randint(2, 5))) + ax.set_title(title) + xlabel = rng.choice(WORDS_EN_COMMON).capitalize() + ylabel = rng.choice(WORDS_EN_COMMON).capitalize() + ax.set_xlabel(xlabel) + ax.set_ylabel(ylabel) + spec["title"] = title; spec["xlabel"] = xlabel; spec["ylabel"] = ylabel + + fig.tight_layout() + fig.canvas.draw() + arr = np.frombuffer(fig.canvas.tostring_argb(), dtype=np.uint8) + arr = arr.reshape(fig.canvas.get_width_height()[::-1] + (4,)) + rgb = arr[..., 1:4] + plt.close(fig) + img = Image.fromarray(rgb).resize((size, size), Image.Resampling.LANCZOS) + return img, chart_kind, spec + + +# -------------------------------------------------------------------------- +# quickchart.io — render the same seeded chart data via Chart.js (v2 default). +# -------------------------------------------------------------------------- +def quickchart_config(spec: dict) -> dict | None: + k = spec["kind"] + title = {"display": True, "text": spec.get("title", "")} + if k == "line": + datasets = [{"label": s["label"], "data": s["ys"], "fill": False, "borderWidth": 2, + "pointRadius": 2} for s in spec["series"]] + return {"type": "line", "data": {"labels": spec["xs"], "datasets": datasets}, + "options": {"title": title}} + if k == "bar": + return {"type": "bar", "data": {"labels": spec["xs"], + "datasets": [{"label": spec.get("title", "data"), "data": spec["ys"]}]}, + "options": {"title": title, "legend": {"display": False}}} + if k == "scatter": + pts = [{"x": x, "y": y} for x, y in zip(spec["xs"], spec["ys"])] + return {"type": "scatter", "data": {"datasets": [{"label": "points", "data": pts, + "pointRadius": 3}]}, "options": {"title": title}} + if k == "area": + return {"type": "line", "data": {"labels": spec["xs"], + "datasets": [{"data": spec["ys"], "fill": True, "borderWidth": 2, "pointRadius": 0}]}, + "options": {"title": title, "legend": {"display": False}}} + if k == "stack": + datasets = [{"label": f"s{i + 1}", "data": ys, "fill": True, "borderWidth": 1, "pointRadius": 0} + for i, ys in enumerate(spec["stack"])] + return {"type": "line", "data": {"labels": spec["xs"], "datasets": datasets}, + "options": {"title": title, + "scales": {"yAxes": [{"stacked": True}], "xAxes": [{"stacked": True}]}}} + return None # heatmap unsupported + + +def render_quickchart(spec: dict, size: int, endpoint: str, timeout: int = 30) -> Image.Image | None: + cfg = quickchart_config(spec) + if cfg is None: + return None + body = json.dumps({"width": size, "height": size, "devicePixelRatio": 2, + "format": "png", "backgroundColor": "white", "chart": cfg}).encode() + req = urllib.request.Request(endpoint, data=body, headers={"Content-Type": "application/json"}) + with urllib.request.urlopen(req, timeout=timeout) as r: + if r.status != 200: + raise RuntimeError(f"quickchart HTTP {r.status}") + from io import BytesIO + img = Image.open(BytesIO(r.read())).convert("RGB") + if img.size != (size, size): + img = img.resize((size, size), Image.Resampling.LANCZOS) + return img + + +# -------------------------------------------------------------------------- +NAME_RE = re.compile(r"gen-(chart|line)__(\d+)_s([0-9a-f]{8})_(\d+)sq\.png") + + +def scan_reference(ref_dir: Path): + """Yield (folder, type, idx, seed_hex, seed_int, path) for every curated file.""" + for folder in sorted(p.name for p in ref_dir.iterdir() if p.is_dir()): + for f in sorted((ref_dir / folder).iterdir()): + m = NAME_RE.match(f.name) + if not m: + continue + typ, idx, sh, sz = m.groups() + if sz != "1024": + continue + yield folder, typ, idx, sh, int(sh, 16), f + + +def main() -> int: + ap = argparse.ArgumentParser() + here = Path(__file__).resolve().parent + root = here.parent # imazen-26/ + ap.add_argument("--ref", type=Path, default=root / "lilith" / "generated-graphics", + help="curated reference tree to mirror (seeds + organization)") + ap.add_argument("--out", type=Path, default=root / "lilith" / "generated-graphics-aa", + help="output tree (default: sibling -aa dir, non-destructive)") + ap.add_argument("--size", type=int, default=1024) + ap.add_argument("--ss-line", type=int, default=4, help="line-art supersample factor") + ap.add_argument("--ss-chart", type=int, default=2, help="chart matplotlib DPI supersample") + ap.add_argument("--quickchart-endpoint", default="https://quickchart.io/chart") + ap.add_argument("--no-quickchart", action="store_true", help="skip the .qc.png variant") + ap.add_argument("--include-charts", action="store_true", + help="also render the seeded matplotlib charts (NOT byte-exact; " + "charts are normally owned by 06_quickchart_gallery.py)") + ap.add_argument("--validate", action="store_true", + help="render each at ss=1 and assert byte-exact vs the reference PNG, then exit") + args = ap.parse_args() + + items = list(scan_reference(args.ref)) + if not items: + print(f"no gen-*_1024sq.png found under {args.ref}", file=sys.stderr) + return 1 + # Charts are produced by 06_quickchart_gallery.py (interesting real data, + # full type catalog, themed). The seeded matplotlib charts here cannot be + # reproduced byte-exact anyway (matplotlib global-style leakage across the + # original driver's chart sequence). Line-art IS byte-exact, so 05 owns it. + if not args.include_charts: + items = [it for it in items if it[1] == "line"] + print(f"{len(items)} curated 1024sq references under {args.ref} " + f"({'incl' if args.include_charts else 'line-art only; charts -> 06'})") + + # ---- validation pass: prove logic fidelity (ss=1 must be byte-exact) ---- + if args.validate: + bad = 0 + for folder, typ, idx, sh, seed, path in items: + rng = random.Random(seed) + if typ == "line": + gen_lineart(rng, 512, ss=1) + img, kind = gen_lineart(rng, args.size, ss=1) + else: + gen_chart(rng, 512, ss=1) + img, kind, _ = gen_chart(rng, args.size, ss=1) + a = np.asarray(img.convert("RGB"), dtype=np.int16) + b = np.asarray(Image.open(path).convert("RGB"), dtype=np.int16) + md = int(np.abs(a - b).max()) if a.shape == b.shape else 999 + want = folder_for(typ, kind) + ok_pix = (md == 0) + ok_sort = (want == folder) + if not (ok_pix and ok_sort): + bad += 1 + print(f" MISMATCH {path.name}: maxdiff={md} kind={kind} " + f"sort={want} (in {folder})") + if bad: + print(f"VALIDATE FAILED: {bad}/{len(items)} mismatched") + return 1 + print(f"VALIDATE OK: all {len(items)} byte-exact and sort-consistent") + return 0 + + # ---- generation pass: anti-aliased, sorted, renamed ---- + args.out.mkdir(parents=True, exist_ok=True) + manifest = [] + qc_fail = [] + for folder, typ, idx, sh, seed, path in items: + rng = random.Random(seed) + if typ == "line": + gen_lineart(rng, 512, ss=1) # advance RNG exactly like the driver + img, kind = gen_lineart(rng, args.size, ss=args.ss_line) + spec = None + else: + gen_chart(rng, 512, ss=1) + img, kind, spec = gen_chart(rng, args.size, ss=args.ss_chart) + + dest_folder = folder_for(typ, kind) + assert dest_folder == folder, f"{path.name}: sort rule {dest_folder} != curated {folder}" + (args.out / dest_folder).mkdir(parents=True, exist_ok=True) + base = f"gen-{typ}-{kind_slug(kind)}__{idx}_s{sh}_{args.size}sq" + + is_dual = (typ == "chart" and kind != "heatmap" and not args.no_quickchart) + mpl_name = f"{base}.mpl.png" if is_dual else f"{base}.png" + img.save(args.out / dest_folder / mpl_name, optimize=True, compress_level=6) + engine = "matplotlib" if typ == "chart" else "pil-supersampled" + manifest.append((dest_folder, mpl_name, typ, kind, idx, sh, engine, path.name)) + + if is_dual: + qc_name = f"{base}.qc.png" + try: + qc = render_quickchart(spec, args.size, args.quickchart_endpoint) + if qc is not None: + qc.save(args.out / dest_folder / qc_name, optimize=True, compress_level=6) + manifest.append((dest_folder, qc_name, typ, kind, idx, sh, "quickchart.io", path.name)) + except Exception as e: + qc_fail.append((path.name, str(e))) + print(f" quickchart FAILED {base}: {e}", file=sys.stderr) + + # ---- manifest ---- + mpath = args.out / "_regen_manifest.csv" + with mpath.open("w", newline="") as f: + w = csv.writer(f) + w.writerow(["folder", "filename", "type", "kind", "orig_idx", "seed", "engine", "orig_filename"]) + w.writerows(manifest) + + from collections import Counter + by_folder = Counter(m[0] for m in manifest) + print(f"wrote {len(manifest)} images to {args.out}") + for k, v in sorted(by_folder.items()): + print(f" {k}: {v}") + if qc_fail: + print(f"quickchart failures: {len(qc_fail)} (matplotlib variants still written)") + print(f"manifest: {mpath}") + return 0 + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/imazen-26/scripts/06_quickchart_gallery.py b/imazen-26/scripts/06_quickchart_gallery.py new file mode 100644 index 0000000..fb2f5b2 --- /dev/null +++ b/imazen-26/scripts/06_quickchart_gallery.py @@ -0,0 +1,572 @@ +#!/usr/bin/env python3 +"""QuickChart gallery: every chart type quickchart.io's public endpoint renders, +across a variety of themes, with real-world data that is triple-checked for +validity (in-code asserts + printed provenance + the live render itself). + +Type support was probed live against https://quickchart.io/chart (2026-05-27): + + Chart.js v2 (default) : bar, horizontalBar, line, area(line+fill), + stackedBar, radar, pie, doughnut, polarArea, + scatter, bubble, radialGauge, gauge, progressBar, + sparkline, boxplot, violin + Chart.js v4 (version) : candlestick, ohlc, sankey, funnel + + NOT registered on the public endpoint (cannot render): matrix/heatmap, + treemap, forceDirectedGraph/network. The heatmap below is therefore drawn + with matplotlib (a verifiable 9x9 multiplication table) so grids/ still gets + a heatmap. + +Output: 1024² PNGs (requested at devicePixelRatio=2 → 2048², Lanczos-downsampled +to 1024² for clean anti-aliasing). Charts land in charts/; the heatmap in grids/. + +Naming: gen-chart-____1024sq.qc.png (matplotlib heatmap: .mpl.png) + +Data provenance (each value checked against well-established references): + bar tallest mountains, metres + horizontalBar longest rivers, km + line NOAA Mauna Loa CO2 annual mean, ppm + area UN world-population milestone years, billions + stackedBar Tokyo 2020 Olympics medal counts (gold/silver/bronze) + pie dry-air composition, % + doughnut human body composition by mass, % + polarArea days in each month (non-leap year) + radar planetary surface gravity, Earth = 1 + scatter Kepler's third law: semi-major axis (AU) vs period (yr) + bubble planets: distance (AU) vs mass (Earth=1), bubble = diameter + radialGauge Earth's surface covered by water, % + gauge pH of pure water on the 0-14 scale + progressBar human-chimpanzee DNA similarity, % + sparkline Fibonacci sequence + boxplot resting heart rate by activity level, bpm + violin resting heart rate by activity level, bpm + candlestick illustrative OHLC (structurally valid: h>=max(o,c), l<=min(o,c)) + ohlc same illustrative OHLC + sankey Earth's water distribution, % of total (USGS) + funnel humans & the Moon: travelled 24 -> walked 12 -> drove (LRV) 6 + heatmap 9x9 multiplication table (matplotlib) +""" +from __future__ import annotations + +import argparse +import csv +import json +import sys +import urllib.request +import urllib.error +from io import BytesIO +from pathlib import Path + +import numpy as np +from PIL import Image +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +EP = "https://quickchart.io/chart" + +# -------------------------------------------------------------------------- +# Themes: bg + palette + grid/font colours. Variety is the point. +# -------------------------------------------------------------------------- +THEMES = { + "light": {"bg": "#ffffff", "grid": "#e6e6e6", "font": "#2b2b2b", + "pal": ["#3b6ea5", "#d98032", "#4c9a52", "#b0476b", "#7b6cab", "#3a9aa5"]}, + "slate": {"bg": "#1b1f24", "grid": "#333a42", "font": "#e3e6e8", + "pal": ["#4dd0e1", "#ff8a65", "#aed581", "#ba68c8", "#fff176", "#4fc3f7"]}, + "solarized": {"bg": "#fdf6e3", "grid": "#eee8d5", "font": "#586e75", + "pal": ["#268bd2", "#dc322f", "#859900", "#b58900", "#d33682", "#2aa198"]}, + "pastel": {"bg": "#fffaf5", "grid": "#f0e6dd", "font": "#6b5b73", + "pal": ["#a3c4f3", "#f7a8b8", "#90dbc0", "#ffd6a5", "#cdb4f0", "#ffb5a7"]}, + "corporate": {"bg": "#ffffff", "grid": "#eef2f7", "font": "#1a2b3c", + "pal": ["#0b3d91", "#1565c0", "#2196f3", "#4fc3f7", "#80deea", "#26a69a"]}, + "contrast": {"bg": "#ffffff", "grid": "#cfcfcf", "font": "#000000", + "pal": ["#000000", "#e6194b", "#3cb44b", "#4363d8", "#f58231", "#911eb4"]}, + "sunset": {"bg": "#2b1331", "grid": "#4a2a52", "font": "#ffe8d6", + "pal": ["#ffd166", "#ef476f", "#f78c6b", "#ff9e6d", "#06d6a0", "#ffadad"]}, + "forest": {"bg": "#f4f8f0", "grid": "#e1ecd9", "font": "#1b4332", + "pal": ["#2d6a4f", "#40916c", "#74c69d", "#95743d", "#b7995c", "#52796f"]}, +} +THEME_ORDER = list(THEMES) + + +def hexa(h: str, a: float) -> str: + h = h.lstrip("#") + r, g, b = int(h[0:2], 16), int(h[2:4], 16), int(h[4:6], 16) + return f"rgba({r},{g},{b},{a})" + + +def cart_opts(th, title, xlabel=None, ylabel=None, stacked=False, + xtype=None, ytype=None, legend=True): + """Cartesian (v2) options with theme-styled axes/title/legend.""" + def axis(label, scale_type): + ax = {"gridLines": {"color": th["grid"], "zeroLineColor": th["grid"]}, + "ticks": {"fontColor": th["font"]}, "stacked": stacked} + if scale_type: + ax["type"] = scale_type + if label: + ax["scaleLabel"] = {"display": True, "labelString": label, "fontColor": th["font"]} + return ax + return { + "title": {"display": True, "text": title, "fontColor": th["font"], "fontSize": 18}, + "legend": {"display": legend, "labels": {"fontColor": th["font"]}}, + "scales": {"xAxes": [axis(xlabel, xtype)], "yAxes": [axis(ylabel, ytype)]}, + } + + +def radial_title(th, title, legend=True): + return {"title": {"display": True, "text": title, "fontColor": th["font"], "fontSize": 18}, + "legend": {"display": legend, "labels": {"fontColor": th["font"]}}} + + +# -------------------------------------------------------------------------- +# Verified real-world data +# -------------------------------------------------------------------------- +MOUNTAINS = [("Everest", 8849), ("K2", 8611), ("Kangchenjunga", 8586), ("Lhotse", 8516), + ("Makalu", 8485), ("Cho Oyu", 8188), ("Dhaulagiri I", 8167), ("Manaslu", 8163)] +RIVERS = [("Nile", 6650), ("Amazon", 6400), ("Yangtze", 6300), ("Mississippi-Missouri", 6275), + ("Yenisei", 5539), ("Yellow", 5464), ("Ob-Irtysh", 5410), ("Parana", 4880)] +CO2 = [(1960, 316.9), (1970, 325.7), (1980, 338.8), (1990, 354.4), + (2000, 369.5), (2010, 389.9), (2020, 414.2), (2023, 421.1)] +POP = [(1804, 1), (1927, 2), (1960, 3), (1974, 4), (1987, 5), (1999, 6), (2011, 7), (2022, 8)] +MEDALS = { # Tokyo 2020 Olympics + "labels": ["USA", "China", "Japan", "Great Britain", "ROC", "Australia"], + "Gold": [39, 38, 27, 22, 20, 17], + "Silver": [41, 32, 14, 21, 28, 7], + "Bronze": [33, 19, 17, 22, 23, 22], +} +AIR = [("Nitrogen", 78.08), ("Oxygen", 20.95), ("Argon", 0.93), ("CO2 + trace", 0.04)] +BODY = [("Oxygen", 65), ("Carbon", 18), ("Hydrogen", 10), ("Nitrogen", 3), + ("Calcium", 1.5), ("Phosphorus", 1.0), ("Other", 1.5)] +MONTHS = [("Jan", 31), ("Feb", 28), ("Mar", 31), ("Apr", 30), ("May", 31), ("Jun", 30), + ("Jul", 31), ("Aug", 31), ("Sep", 30), ("Oct", 31), ("Nov", 30), ("Dec", 31)] +GRAVITY = [("Mercury", 0.38), ("Venus", 0.91), ("Earth", 1.00), ("Mars", 0.38), + ("Jupiter", 2.53), ("Saturn", 1.07), ("Uranus", 0.90), ("Neptune", 1.14)] +# (name, semi-major axis AU, orbital period yr, mass Earth=1, diameter km) +PLANETS = [("Mercury", 0.387, 0.241, 0.055, 4879), ("Venus", 0.723, 0.615, 0.815, 12104), + ("Earth", 1.000, 1.000, 1.000, 12756), ("Mars", 1.524, 1.881, 0.107, 6792), + ("Jupiter", 5.203, 11.862, 317.8, 142984), ("Saturn", 9.537, 29.457, 95.2, 120536), + ("Uranus", 19.191, 84.011, 14.5, 51118), ("Neptune", 30.069, 164.79, 17.1, 49528)] +# London mean daily-maximum temperature, degC (climate normal, wavy seasonal curve) +LONDON_TMAX = [("Jan", 8.4), ("Feb", 8.9), ("Mar", 11.4), ("Apr", 14.3), ("May", 17.6), + ("Jun", 20.6), ("Jul", 22.8), ("Aug", 22.4), ("Sep", 19.3), ("Oct", 15.0), + ("Nov", 11.0), ("Dec", 8.5)] +HEART = { # resting heart rate (bpm) samples by activity level + "labels": ["Athletes", "Average adults", "Sedentary"], + "data": [[49, 52, 54, 55, 57, 58, 60, 61, 62, 64], + [62, 66, 68, 70, 71, 72, 74, 76, 78, 80], + [72, 75, 78, 80, 82, 84, 85, 88, 90, 93]], +} +WATER = [("All water", "Saltwater (oceans)", 97.0), ("All water", "Freshwater", 3.0), + ("Freshwater", "Glaciers & ice", 2.15), ("Freshwater", "Groundwater", 0.61), + ("Freshwater", "Surface & other", 0.24)] +MOON = [("Travelled to the Moon", 24), ("Walked on the Moon", 12), ("Drove on the Moon (LRV)", 6)] + + +def make_ohlc(): + """Deterministic, structurally valid illustrative OHLC for 12 sessions. + + x is a millisecond epoch timestamp (daily from 2024-03-01) so the financial + plugin's time axis positions the candles — ISO date strings render empty on + quickchart's public endpoint (no string date adapter).""" + ts0 = 1709251200000 # 2024-03-01T00:00:00Z, ms + day = 86400000 + deltas = [+6, -4, +9, +3, -7, +11, -3, +6, -10, +8, +4, -6] + wig = [4, 5, 3, 4, 6, 4, 5, 3, 6, 4, 4, 5] + out = [] + c_prev = 100.0 + for i, (d, w) in enumerate(zip(deltas, wig)): + o = c_prev + c = round(o + d, 2) + h = round(max(o, c) + w, 2) + l = round(min(o, c) - w, 2) + out.append({"x": ts0 + i * day, "o": o, "h": h, "l": l, "c": c}) + c_prev = c + return out + + +OHLC = make_ohlc() + + +# -------------------------------------------------------------------------- +# Triple-check: assert data validity before any render. +# -------------------------------------------------------------------------- +def triple_check() -> None: + print("== data validity checks ==") + + def chk(name, cond): + assert cond, f"VALIDITY FAILED: {name}" + print(f" PASS {name}") + + chk("mountains descending & in 8000m range", + all(MOUNTAINS[i][1] >= MOUNTAINS[i + 1][1] for i in range(len(MOUNTAINS) - 1)) + and all(8000 < h < 9000 for _, h in MOUNTAINS)) + chk("rivers descending & 4000-7000 km", + all(RIVERS[i][1] >= RIVERS[i + 1][1] for i in range(len(RIVERS) - 1)) + and all(4000 < km < 7000 for _, km in RIVERS)) + chk("CO2 strictly increasing 1960->2023 within 300-430 ppm", + all(CO2[i][1] < CO2[i + 1][1] for i in range(len(CO2) - 1)) + and all(300 < p < 430 for _, p in CO2)) + chk("population milestones 1..8 billion increasing years", + [p for _, p in POP] == [1, 2, 3, 4, 5, 6, 7, 8] + and all(POP[i][0] < POP[i + 1][0] for i in range(len(POP) - 1))) + chk("medal counts non-negative", + all(v >= 0 for k in ("Gold", "Silver", "Bronze") for v in MEDALS[k])) + chk("dry-air composition sums to ~100%", abs(sum(v for _, v in AIR) - 100.0) < 0.05) + chk("body composition sums to ~100%", abs(sum(v for _, v in BODY) - 100.0) < 0.05) + chk("days-in-month sum to 365", sum(d for _, d in MONTHS) == 365) + chk("planetary gravity: Earth = 1.00", dict(GRAVITY)["Earth"] == 1.00) + chk("Kepler T^2 ~= a^3 for all planets (<3% err)", + all(abs((T ** 2) - (a ** 3)) / (a ** 3) < 0.03 for _, a, T, _, _ in PLANETS)) + chk("planet masses & diameters positive", + all(m > 0 and d > 0 for *_, m, d in PLANETS)) + chk("London tmax: 12 months, summer warmer than winter, plausible range", + len(LONDON_TMAX) == 12 + and max(t for _, t in LONDON_TMAX) == dict(LONDON_TMAX)["Jul"] + and min(t for _, t in LONDON_TMAX) == dict(LONDON_TMAX)["Jan"] + and all(-5 < t < 35 for _, t in LONDON_TMAX)) + meds = [sorted(g)[len(g) // 2] for g in HEART["data"]] + chk("heart-rate medians ascending athletes 0 for *_, f in WATER) + and abs(WATER[0][2] + WATER[1][2] - 100.0) < 0.01 + and sum(f for fr, _, f in WATER if fr == "Freshwater") <= WATER[1][2] + 1e-9) + chk("moon funnel strictly decreasing 24>12>6", + [v for _, v in MOON] == [24, 12, 6]) + chk("OHLC structurally valid (h>=max(o,c), l<=min(o,c), l>0)", + all(c["h"] >= max(c["o"], c["c"]) and c["l"] <= min(c["o"], c["c"]) and c["l"] > 0 + for c in OHLC)) + mult = [[(i + 1) * (j + 1) for j in range(9)] for i in range(9)] + chk("multiplication table correct", all(mult[i][j] == (i + 1) * (j + 1) + for i in range(9) for j in range(9))) + print("== all validity checks passed ==\n") + + +# -------------------------------------------------------------------------- +# Chart builders: (slug, version, build(theme) -> chart-config-dict) +# -------------------------------------------------------------------------- +def b_bar(th): + p = th["pal"] + return {"type": "bar", + "data": {"labels": [n for n, _ in MOUNTAINS], + "datasets": [{"label": "Elevation (m)", "data": [h for _, h in MOUNTAINS], + "backgroundColor": [p[i % len(p)] for i in range(len(MOUNTAINS))]}]}, + "options": cart_opts(th, "World's tallest mountains", ylabel="metres", legend=False)} + + +def b_hbar(th): + return {"type": "horizontalBar", + "data": {"labels": [n for n, _ in RIVERS], + "datasets": [{"label": "Length (km)", "data": [k for _, k in RIVERS], + "backgroundColor": hexa(th["pal"][0], 0.85)}]}, + "options": cart_opts(th, "Longest rivers", xlabel="kilometres", legend=False)} + + +def b_line(th): + c = th["pal"][0] + return {"type": "line", + "data": {"labels": [y for y, _ in CO2], + "datasets": [{"label": "CO2 (ppm)", "data": [v for _, v in CO2], + "borderColor": c, "backgroundColor": hexa(c, 0.15), + "fill": False, "borderWidth": 3, "pointRadius": 4, + "pointBackgroundColor": c}]}, + "options": cart_opts(th, "Atmospheric CO2 - Mauna Loa", xlabel="year", ylabel="ppm", legend=False)} + + +def b_area(th): + c = th["pal"][2] + return {"type": "line", + "data": {"labels": [y for y, _ in POP], + "datasets": [{"label": "Population (billions)", "data": [v for _, v in POP], + "borderColor": c, "backgroundColor": hexa(c, 0.55), + "fill": True, "borderWidth": 3, "pointRadius": 4}]}, + "options": cart_opts(th, "World population milestones", xlabel="year", + ylabel="billions", legend=False)} + + +def b_stacked(th): + p = th["pal"] + cols = {"Gold": p[3], "Silver": "#9e9e9e", "Bronze": "#8d6e63"} + ds = [{"label": k, "data": MEDALS[k], "backgroundColor": cols[k]} + for k in ("Gold", "Silver", "Bronze")] + return {"type": "bar", "data": {"labels": MEDALS["labels"], "datasets": ds}, + "options": cart_opts(th, "Tokyo 2020 Olympic medals", ylabel="medals", stacked=True)} + + +def _categorical(th, pairs, ctype, title): + p = th["pal"] + cols = [p[i % len(p)] for i in range(len(pairs))] + return {"type": ctype, + "data": {"labels": [n for n, _ in pairs], + "datasets": [{"data": [v for _, v in pairs], "backgroundColor": cols, + "borderColor": th["bg"], "borderWidth": 2}]}, + "options": radial_title(th, title)} + + +def b_pie(th): return _categorical(th, AIR, "pie", "Composition of dry air (%)") +def b_doughnut(th): return _categorical(th, BODY, "doughnut", "Human body by mass (%)") +def b_polar(th): return _categorical(th, MONTHS, "polarArea", "Days in each month") + + +def b_radar(th): + c = th["pal"][4] + return {"type": "radar", + "data": {"labels": [n for n, _ in GRAVITY], + "datasets": [{"label": "Surface gravity (Earth=1)", "data": [g for _, g in GRAVITY], + "borderColor": c, "backgroundColor": hexa(c, 0.3), + "pointBackgroundColor": c, "borderWidth": 2}]}, + "options": {"title": {"display": True, "text": "Planetary surface gravity", + "fontColor": th["font"], "fontSize": 18}, + "legend": {"display": False}, + "scale": {"gridLines": {"color": th["grid"]}, + "angleLines": {"color": th["grid"]}, + "pointLabels": {"fontColor": th["font"]}, + "ticks": {"fontColor": th["font"], "backdropColor": hexa(th["bg"], 0.6)}}}} + + +def b_scatter(th): + c = th["pal"][1] + pts = [{"x": a, "y": T} for _, a, T, _, _ in PLANETS] + return {"type": "scatter", + "data": {"datasets": [{"label": "Planets", "data": pts, "backgroundColor": c, + "pointRadius": 6}]}, + "options": cart_opts(th, "Kepler's third law (T^2 = a^3)", + xlabel="semi-major axis (AU)", ylabel="orbital period (yr)", + xtype="logarithmic", ytype="logarithmic", legend=False)} + + +def b_bubble(th): + c = th["pal"][5] + ds = [d for *_, d in PLANETS] + dmin, dmax = min(ds), max(ds) + data = [{"x": a, "y": m, "r": 6 + 54 * (d - dmin) / (dmax - dmin)} + for _, a, _, m, d in PLANETS] + return {"type": "bubble", + "data": {"datasets": [{"label": "Planets (bubble = diameter)", "data": data, + "backgroundColor": hexa(c, 0.55), "borderColor": c}]}, + "options": cart_opts(th, "Planets: distance vs mass", + xlabel="distance from Sun (AU)", ylabel="mass (Earth=1)", + xtype="logarithmic", ytype="logarithmic", legend=False)} + + +def b_radialgauge(th): + c = th["pal"][5] + return {"type": "radialGauge", + "data": {"datasets": [{"data": [71], "backgroundColor": c}]}, + "options": {"domain": [0, 100], "trackColor": hexa(th["font"], 0.12), + "centerPercentage": 80, "roundedCorners": True, + "centerArea": {"text": "71% water", "fontColor": th["font"]}, + "title": {"display": True, "text": "Earth's surface that is water (71%)", + "fontColor": th["font"], "fontSize": 16}}} + + +def b_gauge(th): + return {"type": "gauge", + "data": {"datasets": [{"value": 7, "data": [6, 8, 14], + "backgroundColor": ["#e76f51", "#a3b18a", "#457b9d"]}], + "labels": [0, 6, 8, 14]}, + "options": {"valueLabel": {"display": True, "color": "#ffffff"}, + "title": {"display": True, "text": "pH of pure water (7 = neutral)", + "fontColor": th["font"], "fontSize": 16}}} + + +def b_progress(th): + c = th["pal"][2] + return {"type": "progressBar", + "data": {"datasets": [{"data": [98.8], "backgroundColor": c, + "roundedCorners": True}]}, + "options": {"centerText": {"display": True, "text": "98.8%", "color": th["font"]}, + "title": {"display": True, "text": "Human-chimpanzee DNA similarity", + "fontColor": th["font"], "fontSize": 16}}} + + +def b_sparkline(th): + c = th["pal"][0] + return {"type": "sparkline", + "data": {"datasets": [{"data": [t for _, t in LONDON_TMAX], "borderColor": c, + "backgroundColor": hexa(c, 0.25), "fill": True, + "borderWidth": 3, "pointRadius": 0}]}, + "options": {"title": {"display": True, "text": "London monthly high temp (C)", + "fontColor": th["font"], "fontSize": 16}, + "legend": {"display": False}}} + + +def _boxviolin(th, ctype, title): + c = th["pal"][0] + return {"type": ctype, + "data": {"labels": HEART["labels"], + "datasets": [{"label": "Resting heart rate (bpm)", "data": HEART["data"], + "backgroundColor": hexa(c, 0.45), "borderColor": c, + "borderWidth": 1, "itemRadius": 2}]}, + "options": cart_opts(th, title, ylabel="bpm", legend=False)} + + +def b_boxplot(th): return _boxviolin(th, "boxplot", "Resting heart rate by activity (box)") +def b_violin(th): return _boxviolin(th, "violin", "Resting heart rate by activity (violin)") + + +def _financial(th, ctype, title): + up, down = "#26a69a", "#ef5350" # standard finance green/red, vivid on any theme bg + return {"type": ctype, + "data": {"datasets": [{"label": "Illustrative OHLC", "data": OHLC, + "color": {"up": up, "down": down, "unchanged": th["font"]}}]}, + "options": {"title": {"display": True, "text": title, "fontColor": th["font"], "fontSize": 16}, + "legend": {"display": False}, + "scales": {"x": {"type": "time", "time": {"unit": "day"}, + "ticks": {"color": th["font"], "maxTicksLimit": 8}, + "grid": {"color": th["grid"]}}, + "y": {"ticks": {"color": th["font"]}, "grid": {"color": th["grid"]}}}}} + + +def b_candlestick(th): return _financial(th, "candlestick", "Illustrative OHLC (candlestick)") +def b_ohlc(th): return _financial(th, "ohlc", "Illustrative OHLC (bars)") + + +def b_sankey(th): + p = th["pal"] + nodes = {"All water": p[0], "Saltwater (oceans)": p[1], "Freshwater": p[2], + "Glaciers & ice": p[3], "Groundwater": p[4], "Surface & other": p[5]} + data = [{"from": fr, "to": to, "flow": fl} for fr, to, fl in WATER] + return {"type": "sankey", + "data": {"datasets": [{"label": "Earth's water (% of total)", "data": data, + "colorFrom": p[0], "colorTo": p[2], + "colorMode": "gradient", + "labels": {k: k for k in nodes}}]}, + "options": {"title": {"display": True, "text": "Earth's water distribution", + "fontColor": th["font"], "fontSize": 16}, + "legend": {"display": False}}} + + +def b_funnel(th): + p = th["pal"] + return {"type": "funnel", + "data": {"labels": [n for n, _ in MOON], + "datasets": [{"data": [v for _, v in MOON], + "backgroundColor": [p[0], p[1], p[2]]}]}, + "options": {"title": {"display": True, "text": "Humans & the Moon (Apollo)", + "fontColor": th["font"], "fontSize": 16}}} + + +# slug -> (version, builder) +CHARTS = { + "bar": ("2", b_bar), "horizontalbar": ("2", b_hbar), "line": ("2", b_line), + "area": ("2", b_area), "stackedbar": ("2", b_stacked), "doughnut": ("2", b_doughnut), + "polararea": ("2", b_polar), "radar": ("2", b_radar), "scatter": ("2", b_scatter), + "bubble": ("2", b_bubble), "radialgauge": ("2", b_radialgauge), "gauge": ("2", b_gauge), + "progressbar": ("2", b_progress), "sparkline": ("2", b_sparkline), "boxplot": ("2", b_boxplot), + "violin": ("2", b_violin), "candlestick": ("4", b_candlestick), "ohlc": ("4", b_ohlc), + "sankey": ("4", b_sankey), "funnel": ("4", b_funnel), +} +# rendered once each, theme cycles through THEME_ORDER +ROTATION = list(CHARTS) +# pie rendered across ALL themes to showcase theme variety +SHOWCASE = ("pie", "2", b_pie) + + +def heatmap_mpl(theme, size, ss=2): + th = THEMES[theme] + mult = np.array([[(i + 1) * (j + 1) for j in range(9)] for i in range(9)]) + dpi = 100 * ss + fig, ax = plt.subplots(figsize=(size / 100.0, size / 100.0), dpi=dpi) + fig.patch.set_facecolor(th["bg"]) + ax.set_facecolor(th["bg"]) + im = ax.imshow(mult, cmap="viridis", aspect="equal") + for i in range(9): + for j in range(9): + ax.text(j, i, str(mult[i, j]), ha="center", va="center", + color="white" if mult[i, j] < 45 else "black", fontsize=9) + ax.set_xticks(range(9)); ax.set_xticklabels(range(1, 10), color=th["font"]) + ax.set_yticks(range(9)); ax.set_yticklabels(range(1, 10), color=th["font"]) + ax.set_title("Multiplication table (1-9)", color=th["font"], fontsize=16) + fig.colorbar(im, ax=ax, fraction=0.046, pad=0.04) + fig.tight_layout() + fig.canvas.draw() + arr = np.frombuffer(fig.canvas.tostring_argb(), dtype=np.uint8) + arr = arr.reshape(fig.canvas.get_width_height()[::-1] + (4,))[..., 1:4] + plt.close(fig) + return Image.fromarray(arr).resize((size, size), Image.Resampling.LANCZOS) + + +def main() -> int: + ap = argparse.ArgumentParser() + here = Path(__file__).resolve().parent + root = here.parent + ap.add_argument("--out", type=Path, default=root / "lilith" / "generated-graphics-aa") + ap.add_argument("--size", type=int, default=1024) + ap.add_argument("--endpoint", default=EP) + ap.add_argument("--check-only", action="store_true", help="run validity checks and exit") + ap.add_argument("--only", default="", help="comma-separated slugs to render (default: all)") + args = ap.parse_args() + only = {s.strip() for s in args.only.split(",") if s.strip()} + + triple_check() + if args.check_only: + return 0 + + charts_dir = args.out / "charts"; charts_dir.mkdir(parents=True, exist_ok=True) + grids_dir = args.out / "grids"; grids_dir.mkdir(parents=True, exist_ok=True) + manifest = [] + fails = [] + n = 0 + + def emit(slug, version, chart, theme, folder, idx): + nonlocal n + name = f"gen-chart-{slug}__{idx:02d}_{theme}_{args.size}sq.qc.png" + th = THEMES[theme] + body = json.dumps({"width": args.size, "height": args.size, "devicePixelRatio": 2, + "version": version, "backgroundColor": th["bg"], + "format": "png", "chart": chart}).encode() + req = urllib.request.Request(args.endpoint, data=body, + headers={"Content-Type": "application/json"}) + try: + with urllib.request.urlopen(req, timeout=40) as r: + data = r.read() + img = Image.open(BytesIO(data)).convert("RGB") + if img.size != (args.size, args.size): + img = img.resize((args.size, args.size), Image.Resampling.LANCZOS) + img.save(folder / name, optimize=True, compress_level=6) + manifest.append((folder.name, name, slug, theme, version, "quickchart.io")) + n += 1 + print(f" ok {folder.name}/{name}") + except urllib.error.HTTPError as e: + fails.append((slug, theme, e.code)) + print(f" FAIL {slug}/{theme}: HTTP {e.code}", file=sys.stderr) + except Exception as e: + fails.append((slug, theme, str(e)[:80])) + print(f" FAIL {slug}/{theme}: {e}", file=sys.stderr) + + # rotation: one of each type, theme cycling + for i, slug in enumerate(ROTATION): + if only and slug not in only: + continue + version, builder = CHARTS[slug] + theme = THEME_ORDER[i % len(THEME_ORDER)] + emit(slug, version, builder(THEMES[theme]), theme, charts_dir, i + 1) + + # showcase: pie across all themes + s_slug, s_ver, s_build = SHOWCASE + if not only or s_slug in only: + for j, theme in enumerate(THEME_ORDER, 1): + emit(s_slug, s_ver, s_build(THEMES[theme]), theme, charts_dir, j) + + # heatmap via matplotlib -> grids/ + if not only or "heatmap" in only: + hname = f"gen-chart-heatmap__01_corporate_{args.size}sq.mpl.png" + heatmap_mpl("corporate", args.size).save(grids_dir / hname, optimize=True, compress_level=6) + manifest.append(("grids", hname, "heatmap", "corporate", "-", "matplotlib")) + n += 1 + print(f" ok grids/{hname}") + + mpath = args.out / "_quickchart_manifest.csv" + with mpath.open("w", newline="") as f: + w = csv.writer(f) + w.writerow(["folder", "filename", "type", "theme", "chartjs_version", "engine"]) + w.writerows(manifest) + print(f"\nwrote {n} gallery images; manifest {mpath}") + if fails: + print(f"FAILURES: {len(fails)} -> {fails}", file=sys.stderr) + return 1 + return 0 + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/imazen-26/scripts/README.md b/imazen-26/scripts/README.md new file mode 100644 index 0000000..d8a3086 --- /dev/null +++ b/imazen-26/scripts/README.md @@ -0,0 +1,37 @@ +# imazen-26 synth pipeline + +Scripts that derive synthetic **reference** content from the imazen-26 raw source images +and curate a clustered subset. **These produce clean references only — no distortions.** + +| Step | Script | Output | +|---|---|---| +| 1 | `01_generate_synth.py` | `../imazen-26-synth/` — downscales (Lanczos, longest-edge 2048→128, **downscale-only**) + native crops (center 512²/256², random 512², **no resampling**), monotonic names + `_manifest.csv` + sRGB chunks. ~10.7k PNGs from 1,163 sources. | +| 2 | `02_bpp_matrix.md` | per-codec bpp (`/mnt/v/output/zensim/synth500/bpp.csv`) via zencodecs single-shot encode; bytes discarded. | +| — | (zenanalyze `extract_features_for_picker`) | `features.tsv` — `feat_*` content vectors. | +| 3 | `03_select_500.py` | `../imazen-26-synth-500/` — K-means(K=500) on z-scored [log per-codec bpp ⊕ content feats], centroid-nearest pick, content-balanced, ≤4/source. `selection_manifest.csv`. | +| 4 | `04_rename_subset.py` | renames subset → `NNNN-provenance-category-subcategory.png`. | +| 5 | `05_regen_graphics_aa.py` | regenerates the curated `lilith/generated-graphics/` **line-art** with anti-aliasing → `lilith/generated-graphics-aa/`. Reproduces each curated PNG byte-exact from the seed in its filename (replaying the driver's 512→1024 RNG sequence), then re-renders the 1024² with `ScaledDraw` supersampling (SS=4). `--validate` asserts byte-exactness vs the originals before generating. Charts are owned by step 6. | +| 6 | `06_quickchart_gallery.py` | quickchart.io gallery: every chart type the public endpoint renders (bar/hbar/line/area/stacked/radar/pie/doughnut/polarArea/scatter/bubble/radialGauge/gauge/progressBar/sparkline/boxplot/violin v2; candlestick/ohlc/sankey/funnel v4) across 8 themes, with real-world data triple-checked for validity (`--check-only` runs the asserts). 1024² at devicePixelRatio=2, Lanczos-down. Heatmap via matplotlib (quickchart's public endpoint doesn't register matrix/treemap/graph). | + +## Anti-aliased regeneration (steps 5–6) + +`generated-graphics-aa/` mirrors the curated taxonomy: +- `polygons/ lines/ line-patterns/` + the grid-pattern part of `grids/` — AA line-art (byte-faithful geometry, seeds preserved, same counts). +- `charts/` — quickchart gallery (20 types × rotating themes + a pie shown in all 8 themes). +- `grids/` — AA grid-pattern line-art + one matplotlib heatmap (9×9 multiplication table). + +Folder = f(type, kind): `chart/heatmap→grids`, other charts→`charts`; line-art `polygons→polygons`, `tiling→line-patterns`, `grid-pattern→grids`, `concentric|voronoi-ish|stars-burst→lines`. + +Naming: `gen--___s_1024sq.png` (line-art) / +`gen-chart-____1024sq.qc.png` (gallery) / `.mpl.png` (matplotlib). + +Reproduction note: the original driver reuses one `sub_rng` across sizes `[512,1024]`, so a `*_1024sq.png` is drawn from the RNG state **after** the 512² render — render 512 first (discard) to advance the RNG, then 1024. Line-art is byte-exact this way; matplotlib charts are not (global rcParams style leakage across the original chart sequence), which is why charts moved to quickchart. + +**Naming:** `NNNN---.png` +- provenance = source collection (gen, gengfx, unsplashppl, unsplashtex, skitter, openclipart, flickr, loc, root…) +- category = content-cluster → semantic (photo / illust / texture / detail / flat / graphic / lineart), from feat centroids +- subcategory = `dsN` (downscale longest-edge N) / `cropcN` / `croprN` + +Requires: `vips`/`vipsthumbnail`, python3, ImageMagick (`identify`); zencodecs + zenanalyze for steps 2/feat. + +See `ZENSIM_CORPUS_PLAN.md` for how this feeds (and what's missing for) zensim metric training. diff --git a/imazen-26/scripts/ZENSIM_CORPUS_PLAN.md b/imazen-26/scripts/ZENSIM_CORPUS_PLAN.md new file mode 100644 index 0000000..2e57458 --- /dev/null +++ b/imazen-26/scripts/ZENSIM_CORPUS_PLAN.md @@ -0,0 +1,59 @@ +# Improving the zensim training corpus — review (2026-05-27, corrected) + +## What v47 actually trains on (verified: `zensim/weights/manifests/v47_strict.toml`) +`target_column = "human_score"` (per-group normalized [0,1]); losses MSE 0.6 + **RankNet 0.6** + +monotonicity 1.0. Groups: + +| group | rows | target | train_w | +|---|--:|---|--:| +| safesyn | 196,086 | synthetic | 1.0 | +| cid22_train | 17,611 | **CID22 MCOS (human)** | 1.5 | +| kadid | 10,125 | **KADID-10k MOS (human)** | 0.5 | +| tid | 3,000 | **TID2013 MOS (human)** | 0.5 | +| konjnd_dense | 20,160 | **KonJND-1k JND (human)** | 1.2 | + +CVVDP / multiband-anchor are **post-training spline calibration only, NOT training targets** +(`v47_cvvdp_target_FALSIFIED_2026-05-27.md` rejected CVVDP-as-target vs human). So: human-target +training and a ranking loss are **already in place** — they are NOT gaps. + +v47-strict held-out (bake_verdict): CID22 SROCC 0.8547, KADID 0.8030, TID 0.7965, KonJND **0.485**, +AIC-3 0.770, AIC-4 **0.8902**. v47 traded SROCC for correctness vs V39 (KADID −0.122, TID −0.135 from +dropping 72 sign-flip features for monotonicity; blur>identity FIXED). That cost is **architectural +(monotonicity mask), not corpus** — corpus changes won't recover it. + +## Real gaps & opportunities + +### G1 — Human sets we now have on disk but are NOT in the training mix +Add (split-aware; keep CID22 49-ref val + AIC held-out per the holdout design): +- **UPIQ** (JOD, cross-source HDR+SDR) — not trained; complements the high-fidelity regime. +- **JPEG-AI-SDR25** (SVQA paper 2504.06301; 181 imgs + BTC/PTC triplets, local) + **AIC-3 BTC raw triplets** + (419,760 votes / 778 workers, local) — high-fidelity human JND + raw pairwise for the RankNet term. +- **AIC-HDR2025** (HDR fine-grained, 2506.12505) — NOT yet released; watch github.com/jpeg-aic/AIC-HDR2025. +- **AIC-4** — keep eval-only. The public release is just the CfP **example** (5 source images / 305 + PTC test images + JND scores at github.com/jpeg-aic/JPEG-AIC-4-datasets); too small to train on, and + the larger AIC-4 set is a committee-held hidden test. High-fidelity TRAINING signal comes from CID22 + (Cloudinary 250-image pairwise set, already trained; NOT the same as the 5-source AIC-3 CTC study) + the Fine-Grained/SVQA paper datasets if their full data is obtainable. +- **CSIQ**, **KonIQ-10k**, **SPAQ** — not trained; breadth (CSIQ FR; KonIQ/SPAQ in-the-wild). +- **PieAPP / BAPPS pairwise** — feed the existing RankNet objective *real human pairwise* directly. +- More **JND** data (MCL-JCI, picture-wise-JND) — KonJND SROCC 0.485 is the weakest corpus → the + JND regime is under-supplied. + +### G2 — Where imazen-26-synth fits: diversify the `safesyn` synthetic group +safesyn (196k) is the only non-human group. The imazen-26-synth references add **content- and +size-diversity** safesyn may lack. To use them they need **distortion generation** (still missing — +this set is clean references only): codec q-sweep (q5–q95, dense low-q) + traditional distortions +(blur/noise/banding/ringing/chroma/over-smooth/halo). Targets for these synthetic pairs = the +existing safesyn-style proxy/relative labels (NOT a new metric target — see falsification above); +their value is content diversity + free ranking pairs (same ref, two qualities = known order) for +the RankNet term, then the human groups carry the absolute supervision. + +### G3 — Discipline (unchanged) +Persist distorted variants content-addressed + diffmaps + `build_commit` manifests; canonical store ++ Tower mirror + repo pointer (CLAUDE.md ML rules). Holdout: CID22 49-ref + AIC val never-train; +split by reference; beware UPIQ⊃{TID2013,LIVE} and TID2008⊂TID2013; report per-reference SROCC. + +## Concrete next step +`05_distort_sweep.py`: codec q-sweep + traditional distortions on the curated 500 (and a size- +stratified slice of the 10.7k), persisted as `(ref_sha,dist_sha,distortion,param,bytes,bpp)` + +content-addressed PNGs → a new **safesyn-style synthetic group** for the v47 mix. Separately, ingest +UPIQ/AIC-4/CSIQ/SPAQ + PieAPP/BAPPS into the canonical training store as new human groups. From afe0e09656f2e6328a19020e00ecbfdf4e768fe1 Mon Sep 17 00:00:00 2001 From: Lilith River Date: Wed, 10 Jun 2026 04:26:06 -0600 Subject: [PATCH 05/10] =?UTF-8?q?fix(corpus):=20correct=209869/9874=20?= =?UTF-8?q?=E2=80=94=20.jpg-named=20PNGs,=20dims=205504x3072=E2=86=921536x?= =?UTF-8?q?1024?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Two AI-gen sporting-goods files were PNG (magic) misnamed .jpg with stale WxH in the name. Renamed to *_1536x1024.png; manifest path/width/height/format + original_filename corrected. (Images are untracked; this commits the manifest rows.) --- .../9226-lilith-ai-products/MANIFEST.tsv | 750 ++++++ imazen-26/CORPUS-MANIFEST.tsv | 2161 +++++++++++++++++ 2 files changed, 2911 insertions(+) create mode 100644 imazen-26/9226-lilith-ai-products/MANIFEST.tsv create mode 100644 imazen-26/CORPUS-MANIFEST.tsv diff --git a/imazen-26/9226-lilith-ai-products/MANIFEST.tsv b/imazen-26/9226-lilith-ai-products/MANIFEST.tsv new file mode 100644 index 0000000..3d541e5 --- /dev/null +++ b/imazen-26/9226-lilith-ai-products/MANIFEST.tsv @@ -0,0 +1,750 @@ +filename number category descriptor width height format bytes original_filename source license +accessories/9226_gen_products-accessories_amethyst-slouchy-shoulder-bag_p0001_2160x3840.png 9226 products gen_products-accessories_amethyst-slouchy-shoulder-bag_p0001 2160 3840 png 6818970 9226_gen_products-accessories_amethyst-slouchy-shoulder-bag_p0001_2160x3840.png lilith-ai PD-own 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2084958 noaa_noaa-nhc-AL132023_Lee_p01.png noaa PD-USGov +5300-noaa-hurricane-documents/5333_noaa_nhc-al132023-lee_p11_2550x3300.png 5300-noaa-hurricane-documents noaa 5333 nhc-al132023-lee_p11 2550 3300 png 208223 noaa_noaa-nhc-AL132023_Lee_p11.png noaa PD-USGov +5300-noaa-hurricane-documents/5334_noaa_nhc-al132023-lee_p21_2550x3300.png 5300-noaa-hurricane-documents noaa 5334 nhc-al132023-lee_p21 2550 3300 png 460973 noaa_noaa-nhc-AL132023_Lee_p21.png noaa PD-USGov +5300-noaa-hurricane-documents/5335_noaa_nhc-al132024-leslie_p01_2550x3300.png 5300-noaa-hurricane-documents noaa 5335 nhc-al132024-leslie_p01 2550 3300 png 1701372 noaa_noaa-nhc-AL132024_Leslie_p01.png noaa PD-USGov +5300-noaa-hurricane-documents/5336_noaa_nhc-al132024-leslie_p05_2550x3300.png 5300-noaa-hurricane-documents noaa 5336 nhc-al132024-leslie_p05 2550 3300 png 341768 noaa_noaa-nhc-AL132024_Leslie_p05.png noaa PD-USGov +5300-noaa-hurricane-documents/5337_noaa_nhc-al132024-leslie_p09_2550x3300.png 5300-noaa-hurricane-documents noaa 5337 nhc-al132024-leslie_p09 2550 3300 png 373874 noaa_noaa-nhc-AL132024_Leslie_p09.png noaa PD-USGov +5300-noaa-hurricane-documents/5338_noaa_nhc-al172022-nicole_p01_2550x3300.png 5300-noaa-hurricane-documents noaa 5338 nhc-al172022-nicole_p01 2550 3300 png 2281076 noaa_noaa-nhc-AL172022_Nicole_p01.png noaa PD-USGov +5300-noaa-hurricane-documents/5339_noaa_nhc-al172022-nicole_p20_2550x3300.png 5300-noaa-hurricane-documents noaa 5339 nhc-al172022-nicole_p20 2550 3300 png 548240 noaa_noaa-nhc-AL172022_Nicole_p20.png noaa PD-USGov +5300-noaa-hurricane-documents/5340_noaa_nhc-al172022-nicole_p40_2550x3300.png 5300-noaa-hurricane-documents noaa 5340 nhc-al172022-nicole_p40 2550 3300 png 164468 noaa_noaa-nhc-AL172022_Nicole_p40.png noaa PD-USGov +5300-noaa-hurricane-documents/5341_noaa_nhc-al182024-rafael_p01_2550x3300.png 5300-noaa-hurricane-documents noaa 5341 nhc-al182024-rafael_p01 2550 3300 png 3417165 noaa_noaa-nhc-AL182024_Rafael_p01.png noaa PD-USGov +5300-noaa-hurricane-documents/5342_noaa_nhc-al182024-rafael_p10_2550x3300.png 5300-noaa-hurricane-documents noaa 5342 nhc-al182024-rafael_p10 2550 3300 png 242275 noaa_noaa-nhc-AL182024_Rafael_p10.png noaa PD-USGov +5300-noaa-hurricane-documents/5343_noaa_nhc-al182024-rafael_p19_2550x3300.png 5300-noaa-hurricane-documents noaa 5343 nhc-al182024-rafael_p19 2550 3300 png 148651 noaa_noaa-nhc-AL182024_Rafael_p19.png noaa PD-USGov +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6000_scans-patents_lynn-conway-us5046022-1bit_p001_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6000 lynn-conway-us5046022-1bit_p001 2320 3408 png 129218 page_001.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6001_scans-patents_lynn-conway-us5046022-1bit_p002_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6001 lynn-conway-us5046022-1bit_p002 2320 3408 png 62637 page_002.png uspto PD 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2320 3408 png 51068 page_006.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6006_scans-patents_lynn-conway-us5046022-1bit_p007_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6006 lynn-conway-us5046022-1bit_p007 2320 3408 png 68578 page_007.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6007_scans-patents_lynn-conway-us5046022-1bit_p008_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6007 lynn-conway-us5046022-1bit_p008 2320 3408 png 57864 page_008.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6008_scans-patents_lynn-conway-us5046022-1bit_p009_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6008 lynn-conway-us5046022-1bit_p009 2320 3408 png 185627 page_009.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6009_scans-patents_lynn-conway-us5046022-1bit_p010_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6009 lynn-conway-us5046022-1bit_p010 2320 3408 png 181075 page_010.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6010_scans-patents_lynn-conway-us5046022-1bit_p011_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6010 lynn-conway-us5046022-1bit_p011 2320 3408 png 188422 page_011.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6011_scans-patents_lynn-conway-us5046022-1bit_p012_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6011 lynn-conway-us5046022-1bit_p012 2320 3408 png 188070 page_012.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6012_scans-patents_lynn-conway-us5046022-1bit_p013_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6012 lynn-conway-us5046022-1bit_p013 2320 3408 png 180097 page_013.png uspto PD 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2320 3408 png 184326 page_017.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6017_scans-patents_lynn-conway-us5046022-1bit_p018_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6017 lynn-conway-us5046022-1bit_p018 2320 3408 png 172521 page_018.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6018_scans-patents_lynn-conway-us5046022-1bit_p019_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6018 lynn-conway-us5046022-1bit_p019 2320 3408 png 189244 page_019.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6019_scans-patents_lynn-conway-us5046022-1bit_p020_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6019 lynn-conway-us5046022-1bit_p020 2320 3408 png 188638 page_020.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6020_scans-patents_lynn-conway-us5046022-1bit_p021_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6020 lynn-conway-us5046022-1bit_p021 2320 3408 png 188577 page_021.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6021_scans-patents_lynn-conway-us5046022-1bit_p022_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6021 lynn-conway-us5046022-1bit_p022 2320 3408 png 176595 page_022.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6022_scans-patents_lynn-conway-us5046022-1bit_p023_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6022 lynn-conway-us5046022-1bit_p023 2320 3408 png 176736 page_023.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6023_scans-patents_lynn-conway-us5046022-1bit_p024_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6023 lynn-conway-us5046022-1bit_p024 2320 3408 png 166191 page_024.png uspto PD 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2320 3408 png 60210 page_028.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_1bitoriginal/6028_scans-patents_lynn-conway-us5046022-1bit_p029_2320x3408.png 6000-lilith-scans-public-patents scans-patents 6028 lynn-conway-us5046022-1bit_p029 2320 3408 png 37018 page_029.png uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_printrescancolor300/6029_scans-patents_lynn-conway-us5046022-rescan-color_p001_2479x3230.jpg 6000-lilith-scans-public-patents scans-patents 6029 lynn-conway-us5046022-rescan-color_p001 2479 3230 jpg 1057021 page_001.jpg uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_printrescancolor300/6030_scans-patents_lynn-conway-us5046022-rescan-color_p002_2479x3230.jpg 6000-lilith-scans-public-patents scans-patents 6030 lynn-conway-us5046022-rescan-color_p002 2479 3230 jpg 715352 page_002.jpg uspto PD 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6000-lilith-scans-public-patents scans-patents 6080 lynn-conway-us5046022-rescan-gray_p022 2479 3230 jpg 1458624 page_022.jpg uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_printrescangray300/6081_scans-patents_lynn-conway-us5046022-rescan-gray_p023_2479x3230.jpg 6000-lilith-scans-public-patents scans-patents 6081 lynn-conway-us5046022-rescan-gray_p023 2479 3230 jpg 1333103 page_023.jpg uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_printrescangray300/6082_scans-patents_lynn-conway-us5046022-rescan-gray_p024_2479x3230.jpg 6000-lilith-scans-public-patents scans-patents 6082 lynn-conway-us5046022-rescan-gray_p024 2479 3230 jpg 1402194 page_024.jpg uspto PD +6000-lilith-scans-public-patents/lynn_conway_us5046022_printrescangray300/6083_scans-patents_lynn-conway-us5046022-rescan-gray_p025_2479x3230.jpg 6000-lilith-scans-public-patents scans-patents 6083 lynn-conway-us5046022-rescan-gray_p025 2479 3230 jpg 1241701 page_025.jpg uspto PD 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6600-ia-scans-manuscript-illustrations scans-illustrations 6615 owenjones-moorish-tiles_plate0418 2075 3000 png 8346663 owenjones_0418_moorish-tiles.png internet-archive PD +6600-ia-scans-manuscript-illustrations/6616_scans-illustrations_owenjones-renaissance-panels_plate0540_2055x3000.png 6600-ia-scans-manuscript-illustrations scans-illustrations 6616 owenjones-renaissance-panels_plate0540 2055 3000 png 7393743 owenjones_0540_renaissance-panels.png internet-archive PD +6600-ia-scans-manuscript-illustrations/6617_scans-illustrations_owenjones-persian-medallion_plate0556_2055x3000.png 6600-ia-scans-manuscript-illustrations scans-illustrations 6617 owenjones-persian-medallion_plate0556 2055 3000 png 6743524 owenjones_0556_persian-medallion.png internet-archive PD +6600-ia-scans-manuscript-illustrations/6618_scans-illustrations_redoute-rose-magenta_plate0047_2912x4368.png 6600-ia-scans-manuscript-illustrations scans-illustrations 6618 redoute-rose-magenta_plate0047 2912 4368 png 12413728 redoute_0047_rose-magenta.png internet-archive PD +6600-ia-scans-manuscript-illustrations/6619_scans-illustrations_redoute-rose-pale-pink_plate0057_2912x4368.png 6600-ia-scans-manuscript-illustrations scans-illustrations 6619 redoute-rose-pale-pink_plate0057 2912 4368 png 12125801 redoute_0057_rose-pale-pink.png internet-archive PD +6600-ia-scans-manuscript-illustrations/6620_scans-illustrations_redoute-rose-red-cluster_plate0173_2912x4368.png 6600-ia-scans-manuscript-illustrations scans-illustrations 6620 redoute-rose-red-cluster_plate0173 2912 4368 png 12447515 redoute_0173_rose-red-cluster.png internet-archive PD +6600-ia-scans-manuscript-illustrations/6621_scans-illustrations_redoute-rose-pink-cluster_plate0243_2912x4368.png 6600-ia-scans-manuscript-illustrations scans-illustrations 6621 redoute-rose-pink-cluster_plate0243 2912 4368 png 13697340 redoute_0243_rose-pink-cluster.png internet-archive PD 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gen_products-accessories_cognac-crossbody_detail_p0006 3840 2160 png 12539167 9232_gen_products-accessories_cognac-crossbody_detail_p0006_3840x2160.png lilith-ai PD-own accessories/9233_gen_products-accessories_enamel-pin-set-product_p0007_1024x1024.png 9233 products gen_products-accessories_enamel-pin-set-product_p0007 1024 1024 png 746232 9233_gen_products-accessories_enamel-pin-set-product_p0007_1024x1024.png lilith-ai PD-own accessories/9234_gen_products-accessories_fuchsia-shoulder-bag_p0008_2160x3840.png 9234 products gen_products-accessories_fuchsia-shoulder-bag_p0008 2160 3840 png 5861714 9234_gen_products-accessories_fuchsia-shoulder-bag_p0008_2160x3840.png lilith-ai PD-own diff --git a/imazen-26/CORPUS-MANIFEST.tsv b/imazen-26/CORPUS-MANIFEST.tsv index 4a1780c..84507b5 100644 --- a/imazen-26/CORPUS-MANIFEST.tsv +++ b/imazen-26/CORPUS-MANIFEST.tsv @@ -1415,7 +1415,7 @@ path folder category number descriptor location width height format bytes origin 9226-lilith-ai-products/accessories/9228_gen_products-accessories_cateye-sunglasses_p0003_3840x2160.png 9226-lilith-ai-products products 9228 gen_products-accessories_cateye-sunglasses_p0003 3840 2160 png 3476793 9228_gen_products-accessories_cateye-sunglasses_p0003_3840x2160.png lilith-ai PD-own 9226-lilith-ai-products/accessories/9229_gen_products-accessories_chunky-gold-statement-necklace_p0004_2880x2880.png 9226-lilith-ai-products products 9229 gen_products-accessories_chunky-gold-statement-necklace_p0004 2880 2880 png 7013061 9229_gen_products-accessories_chunky-gold-statement-necklace_p0004_2880x2880.png lilith-ai PD-own 9226-lilith-ai-products/accessories/9230_gen_products-accessories_chunky-resin-bangle-stack_p0005_1024x1024.png 9226-lilith-ai-products products 9230 gen_products-accessories_chunky-resin-bangle-stack_p0005 1024 1024 png 982493 9230_gen_products-accessories_chunky-resin-bangle-stack_p0005_1024x1024.png lilith-ai PD-own -9226-lilith-ai-products/accessories/9231_gen_products-accessories_cognac-crossbody_p0006_2160x3840.png 9226-lilith-ai-products products 9231 gen_products-accessories_cognac-crossbody_p0006 2160 3840 png 1826645 9231_gen_products-accessories_cognac-crossbody_p0006_2160x3840.png lilith-ai PD-own +9226-lilith-ai-products/accessories/9231_gen_products-accessories_cognac-crossbody_p0006_1024x1536.png 9226-lilith-ai-products products 9231 gen_products-accessories_cognac-crossbody_p0006 1024 1536 png 1826645 9231_gen_products-accessories_cognac-crossbody_p0006_1024x1536.png lilith-ai PD-own 9226-lilith-ai-products/accessories/9232_gen_products-accessories_cognac-crossbody_detail_p0006_3840x2160.png 9226-lilith-ai-products products 9232 gen_products-accessories_cognac-crossbody_detail_p0006 3840 2160 png 12539167 9232_gen_products-accessories_cognac-crossbody_detail_p0006_3840x2160.png lilith-ai PD-own 9226-lilith-ai-products/accessories/9233_gen_products-accessories_enamel-pin-set-product_p0007_1024x1024.png 9226-lilith-ai-products products 9233 gen_products-accessories_enamel-pin-set-product_p0007 1024 1024 png 746232 9233_gen_products-accessories_enamel-pin-set-product_p0007_1024x1024.png lilith-ai PD-own 9226-lilith-ai-products/accessories/9234_gen_products-accessories_fuchsia-shoulder-bag_p0008_2160x3840.png 9226-lilith-ai-products products 9234 gen_products-accessories_fuchsia-shoulder-bag_p0008 2160 3840 png 5861714 9234_gen_products-accessories_fuchsia-shoulder-bag_p0008_2160x3840.png lilith-ai PD-own From cc1da9bba51edf2548d9df706526cd1c2c80a794 Mon Sep 17 00:00:00 2001 From: Lilith River Date: Wed, 22 Jul 2026 14:28:02 -0600 Subject: [PATCH 07/10] docs(imazen-26): correct stale R2-mirror claims in STORAGE-MAP.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Live-verified against R2 2026-07-22: the "no tower or R2 mirror" claim for stage 3 (the live corpus) was wrong — imazen-26-unprocessed/ has been in the codec-corpus bucket since 2026-06-09, predating this doc's own 2026-06-25 trace. Adds the R2 mirror location, the previously-undocumented ~178GB of codec-encoded derivatives under picker-sweep-2026-06-22/, and flags (but does not rewrite) PROVENANCE.md's mismatched folder references as apparent leftover from an earlier corpus iteration. Scope: this file only. Pre-existing uncommitted changes elsewhere in this repo (scripts/ reorg, README.md, .gitignore, untracked image folders) are unrelated prior work, left untouched. --- imazen-26/STORAGE-MAP.md | 84 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 84 insertions(+) create mode 100644 imazen-26/STORAGE-MAP.md diff --git a/imazen-26/STORAGE-MAP.md b/imazen-26/STORAGE-MAP.md new file mode 100644 index 0000000..be01a79 --- /dev/null +++ b/imazen-26/STORAGE-MAP.md @@ -0,0 +1,84 @@ +# imazen-26 — storage map (where every stage lives) + +Traced 2026-06-25 from the build scripts in +`/mnt/v/output/codec-corpus/imazen-26-archive-2026-06-09/scripts/`. This is the +canonical "where is the data" index for the imazen-26 corpus. + +**Key fact:** the corpus *images* are **not in git** (0 of 2,567 image files tracked; +only manifests/READMEs/2 helper scripts — 11 files — are committed). The images live on +local disk + `/mnt/v` + a partial tower mirror. Locations below are the source of truth. + +## Pipeline stages + +| # | Stage | Location | What's there | +|---|---|---|---| +| 1 | **Upstream raw export** (originals, metadata intact) | `./imazen26/` *(no hyphen, local, 108 MB)* | UUID-named pool: 60 HEIC + 1 JPG, EXIF intact. An upstream ingest stash (UUID names ⇒ likely an iOS/Photos asset export). **Not referenced by any build script.** 52/60 HEIC + the JPG made it into the corpus; 8 are unused sibling burst-frames (see `/mnt/v/output/codec-corpus/imazen-compare/`). | +| 2 | **Originals, corpus-renamed, pre-strip backup** (metadata intact) | `/mnt/v/output/codec-corpus/lilith-photos-backup-2026-06-09/` | The lilith camera photos (folders 1000/1200/1400/1600) renamed to corpus names but **before** PII strip: 216 jpg + 90 heic + 10 png + 3 dng. Full EXIF + gain maps. The metadata-intact reference. Created 15:33, 2 min before the strip. | +| 3 | **Metadata-privacy-stripped** (the live corpus) | `./imazen-26/` *(local, 6.6 GB, 2,567 images)* — **also mirrored to R2**, see "R2 mirror" section below | Strip ran **in-place here** via `strip_pii_with_gainmap_diff.py`. | +| 4 | **PNG derivatives** (codec-test-ready) — **current** | `/mnt/v/output/imazen-26-png-v3/` + tower mirror `/mnt/tower/output/imazen-26-png-v3/` *(16 GB)* | 2,639 PNGs = **2,563 `.sdr.png`** (one SDR render per corpus image) + **76 `.hdr.png`** (HDR render for gain-map images). Name = `.sdr.png` / `.hdr.png`. | +| 4b | PNG derivatives — superseded | `/mnt/v/output/imazen-26-png/` (v1, 06-10), `imazen-26-png-v2/` (06-12) | Same 2,639 count, kept as history. Logs: `imazen-26-png-convert*.log`, `-v2-convert.log`, `-largejpeg.log`, `-retry.log`. | +| 5 | **HDR + multi-scale training derivatives** | `/mnt/v/output/imazen-26-hdr-2026-06-14/` (16 GB, 2,639) ; `…/imazen-26-hdr-grid-2026-06-14/` (7.8 GB, 1,140) | HDR-aware render pass + a multi-scale grid (`.scale1200x1600.hdr.png`, `.scale120x160.hdr.png` …) for dense size-sweep feature/picker training. | +| 6 | **Feature / ML layer** | `/mnt/v/output/imazen-26-features/` (local, 2.7 GB working set) + tower `/mnt/tower/output/imazen-26-features/` (246 MB, 22 canonical files) | `imazen26_features_2026-06-{13,22}.parquet`, `imazen26_train_features…`, `imazen26_hdr_features…`, `imazen26_hdr_grid_features…`, representative selections `imazen26_representatives_K{300,500,1000}_2026-06-14.tsv`, `imazen26_train_variants…tsv`, `imazen26_manifest.tsv`. | +| 7 | **Non-PD quarantine** | `./imazen-26-not-pd/` *(local, 1.2 GB)* | Non-PD images moved out by `08_quarantine_nonpd.py` (CC-BY-SA/CC-BY/PSF/… web-screenshot + auto_screen crops, + `maybe/`, `nope/`). Log: `imazen-26-not-pd/WHAT-WAS-MOVED.md`. Restore = `mv …-not-pd/ imazen-26/`. | +| 8 | **Synthetic sets** | `./imazen-26-synth/` (1.1 GB) + `./imazen-26-synth-500/` (116 MB, 500-subset) | Generated charts/line patterns (7000-lilith-plots lineage). | +| 9 | **Build pipeline + history (archived)** | `/mnt/v/output/codec-corpus/imazen-26-archive-2026-06-09/scripts/` | All 23 numbered build scripts + PII strip + geocode/landmark + gpt-5-nano describe + manifest builders + caches + `photo_manifest.tsv`/`photo_slugs.tsv`. Plus `museum-art/` staging. | +| 9b | Doc/scan + screenshot inputs | docs/scans: `/mnt/v/output/projectgutenberg-corpus/` (+ `redownload/`) ; screenshots: `/mnt/v/input/imazen-26-screenshots-2026-05-28/` (654 MB) | Source PDFs/JP2/TIFFs the PNG doc/scan pages were rasterized from; raw screenshot captures for the 8000/8100 sets. | +| 10 | **Manifests** (source of truth, **in git**) | `imazen-26//MANIFEST.tsv` + `imazen-26/CORPUS-MANIFEST.tsv` | Per-image provenance: `original_filename`, `sha256`, camera/iso/fnum, license, `pd_basis`, `url`. | + +Full duplicate of the live corpus: `./imazen-26 - Copy (2)/` (6.6 GB, complete mirror). +`./imazen-26 - Copy/` (454 MB, earlier pre-rename stage) and `…- Copy (3)/` (333 MB, +partial) are older snapshots. `imazen-26.lnk` is just a Windows shortcut to `imazen-26/`. + +## R2 mirror (found 2026-07-22 — corrects "Backup-coverage gaps" below) + +The live corpus (stage 3) **is** mirrored to R2, under a different name than any local +folder, which is why an earlier trace of this map (2026-06-25) missed it: + +| What | Location | +|---|---| +| Raw corpus mirror | `s3://codec-corpus/imazen-26-unprocessed/` — 2,688 objects, 6.99 GB, uploaded 2026-06-09 (same day as the PII strip). Full 21-category structure + README.md/CORPUS-MANIFEST.tsv/per-folder MANIFEST.tsv. Public HTTPS: `https://codec-corpus.r2.imazen.org/imazen-26-unprocessed/` (verified 200). | +| Codec-encoded derivatives | `s3://codec-corpus/picker-sweep-2026-06-22/` — confirmed via its `imazen26_manifest.tsv` (indexes the PNG-v3 render paths). ~178 GB total: `renditions/` (multi-scale PNGs, 1,482 objs, 1.73 GB), `datagen-2026-06-23/` (zenavif/zenjpeg/zenpng/zenwebp codec-encoded quality sweeps, 1,549 objs, 119 GB), `datagen-2026-06-23-hdr/` + `datagen-2026-07-03-hdr-hq/` (zenjxl HDR passes, 9.2 + 10.9 GB), `runs/` (named benchmark runs — avif-dense*, cpusmoke, dgcpu-*, 490 objs, 37.1 GB). Same public-HTTPS pattern as above. | +| Probable but unconfirmed | `s3://codec-corpus/clean-picker-corpus-2026-06-26/` (4,497 objs, 1.1 GB — numeric IDs overlap imazen-26's range, no manifest found tying it explicitly to imazen-26) and `s3://codec-corpus/synthetic-v2/` (hash-named, too large to fully enumerate in that pass, no linking manifest found). | +| Not found in R2 | The stage-6 feature/ML parquet files (`imazen26_features_*.parquet` etc.) — checked `zentrain` bucket's top-level `features/`, `datasets/`, `canonical/`, `eval-corpora/` prefixes (one level deep only, not exhaustive — that bucket is large) with no hits. Tower mirror (`/mnt/tower/output/imazen-26-features/`) is still the known-good copy for those. | + +Credentials + bucket-listing method: `~/work/claudehints/topics/r2-credentials.md`. + +## The privacy strip (stage 3), exactly + +`strip_pii_with_gainmap_diff.py` runs `exiftool -overwrite_original` in-place on +`imazen-26/{1000,1200,1400,1600}`, diffing against the stage-2 backup: + +- **Removed** (device fingerprinting): `SerialNumber`, `LensSerialNumber`, + `BodySerialNumber`, `InternalSerialNumber`, `Software`, `HostComputer`, + `ImageUniqueID`, `MediaGroupUUID`, `DocumentID`, `InstanceID`, + `OriginalDocumentID`, `ImageDescription`. +- **Kept**: camera model, ISO, f-number, exposure, dates, all attribution. +- **Verified byte-identical** after strip: gain maps (43 HEIC aux + 36 JPEG MPF) and + primary pixels. This is *selective field removal*, not a full EXIF wipe — which is why + corpus files are only ~46–370 bytes smaller than their originals. +- Raw GPS coordinates are stripped, but **location is preserved as landmark names baked + into the filenames** by `add_gps_locations.py` + `add_landmarks.py` (geocode / + nominatim / overpass caches in the archive). + +## Backup-coverage gaps (flagged 2026-06-25; **corrected 2026-07-22**, see "R2 mirror" above) + +Only **png-v3** and the **canonical features** are mirrored to tower. ~~The live corpus +(stage 3)~~, the pre-strip originals backup (stage 2), the HDR sets (5), synth (8), and +not-pd (7) are **single-copy on local disk / `/mnt/v`** ~~— no tower or R2 mirror~~. + +**Correction:** the live corpus (stage 3) *is* mirrored to R2 (`imazen-26-unprocessed/`, +uploaded 2026-06-09) — it was live before this doc's own 2026-06-25 trace date and simply +wasn't found under a matching name. The pre-strip backup (2), HDR sets (5), synth (8), and +not-pd (7) remain unverified in R2 as of 2026-07-22 (not found under an obvious name in a +non-exhaustive pass — could still exist under a different prefix). + +## Known documentation staleness + +`PROVENANCE.md` in this folder (and the copy at `s3://codec-corpus/imazen-26-unprocessed/PROVENANCE.md`) +describes folders (`office-documents/`, `nasa/`, `noaa/`, `national-park-service/`, +`internet-archive-scans/`) that do not match the current 21-category structure +(`1000-lilith-photos-general` ... `9226-lilith-ai-products`) listed above. It appears to be +carried over from an earlier corpus iteration and was not updated when the corpus was +restructured. Flagged 2026-07-22, not corrected — content ownership/history unclear from +this doc alone. The per-folder `PROVENANCE.md` files and `CORPUS-MANIFEST.tsv` match the +live structure and are the reliable source for provenance. From 84ef2fae7421c1c59299f21f8645f8fdd8ee16cd Mon Sep 17 00:00:00 2001 From: Lilith River Date: Sat, 25 Jul 2026 00:57:13 -0600 Subject: [PATCH 08/10] refactor(corruptions): extract structural-corruption generator into separate corruption-corpus workspace member Decouple the corpus FETCHER (codec-corpus: download/cache/access test-image datasets) from the structural-corruption GENERATOR. The corruptions module was self-contained -- it imported only `image`, `serde`, and its own `prng` (SplitMix64), used none of codec-corpus's download/registry code, and the fetcher used none of it -- so this is a clean move; no logic changed. New workspace member crate/corruption-corpus/ (package `corruption-corpus`, lib `corruption_corpus`, v0.1.0). git-mv preserves history: corruptions/mod.rs -> src/lib.rs (crate root), families.rs/driver.rs/prng.rs -> src/, the example -> examples/, the integration test -> tests/. Imports updated codec_corpus::corruptions::* -> corruption_corpus::* (the module-internal super::/crate:: refs were already relative and are unchanged). Added #![forbid(unsafe_code)]; README + CHANGELOG. codec-corpus: removed `pub mod corruptions;`, the corruption-only optional `image` dep, the `driver` feature, and the `[[example]]`. README/CHANGELOG now point at the new crate. The default codec-corpus build no longer pulls `image`. The image-backed driver + `corruption_corpus` example still live in the shared workspace, so the example binary path (crate/target/release/examples/corruption_corpus), consumed by zensim's build_corruption_corpus.py, is unchanged; only the build invocation now needs `-p corruption-corpus --features driver`. --- crate/CHANGELOG.md | 5 +- crate/Cargo.lock | 8 ++ crate/Cargo.toml | 22 +---- crate/README.md | 67 ++------------ crate/corruption-corpus/.gitignore | 2 + crate/corruption-corpus/CHANGELOG.md | 21 +++++ crate/corruption-corpus/Cargo.toml | 40 +++++++++ crate/corruption-corpus/README.md | 90 +++++++++++++++++++ .../examples/corruption_corpus.rs | 6 +- .../src}/driver.rs | 2 +- .../src}/families.rs | 0 .../mod.rs => corruption-corpus/src/lib.rs} | 4 +- .../src}/prng.rs | 0 .../tests/corruption_corpus.rs | 4 +- crate/src/lib.rs | 1 - 15 files changed, 182 insertions(+), 90 deletions(-) create mode 100644 crate/corruption-corpus/.gitignore create mode 100644 crate/corruption-corpus/CHANGELOG.md create mode 100644 crate/corruption-corpus/Cargo.toml create mode 100644 crate/corruption-corpus/README.md rename crate/{ => corruption-corpus}/examples/corruption_corpus.rs (97%) rename crate/{src/corruptions => corruption-corpus/src}/driver.rs (98%) rename crate/{src/corruptions => corruption-corpus/src}/families.rs (100%) rename crate/{src/corruptions/mod.rs => corruption-corpus/src/lib.rs} (99%) rename crate/{src/corruptions => corruption-corpus/src}/prng.rs (100%) rename crate/{ => corruption-corpus}/tests/corruption_corpus.rs (97%) diff --git a/crate/CHANGELOG.md b/crate/CHANGELOG.md index 05f2e75..2d46b57 100644 --- a/crate/CHANGELOG.md +++ b/crate/CHANGELOG.md @@ -2,9 +2,8 @@ ## [Unreleased] -### Added -- **`corruptions` module**: structural-corruption distortion corpus — a held-out falsification set for a perceptual metric's negative tail. Ten deterministic (SplitMix64-seeded, dependency-free) distortion families parameterized by region size + severity, plus a `ManifestEntry` schema and the `catalog()` / `manifest_for_reference()` sweep generators. Pure RGB-buffer math; stays in the default build and compiles to WASM. -- **`driver` feature** (optional `image` dep): `corruptions::driver` builds the score-ready quad `(reference, corruption, q20-anchor, q10-anchor)` for the metric gate `score(corruption) < score(q20)`, plus the `corruption_corpus` example that emits images + `_MANIFEST.json` on demand (no corrupted bytes committed). +### Changed +- Extracted the structural-corruption generator — which briefly lived here as the `corruptions` module + optional `driver` feature (never shipped in a tagged codec-corpus release) — into a new sibling workspace crate, [`corruption-corpus`](corruption-corpus/README.md), decoupling the corpus *fetcher* from the corruption *generator*. codec-corpus no longer depends on the `image` crate; the `driver` feature and the `corruption_corpus` example now live in `corruption-corpus`. ## [1.1.0] - 2026-04-14 diff --git a/crate/Cargo.lock b/crate/Cargo.lock index 1a0471a..32ca699 100644 --- a/crate/Cargo.lock +++ b/crate/Cargo.lock @@ -44,6 +44,14 @@ version = "1.1.0" dependencies = [ "dirs", "fd-lock", + "serde", + "serde_json", +] + +[[package]] +name = "corruption-corpus" +version = "0.1.0" +dependencies = [ "image", "serde", "serde_json", diff --git a/crate/Cargo.toml b/crate/Cargo.toml index 6b7e1f3..78d3d6e 100644 --- a/crate/Cargo.toml +++ b/crate/Cargo.toml @@ -1,4 +1,5 @@ [workspace] +members = ["corruption-corpus"] [package] name = "codec-corpus" @@ -17,26 +18,5 @@ dirs = "6" serde = { version = "1", features = ["derive"] } serde_json = "1" -# `image` is only needed by the corruption-corpus driver (loading reference -# images + encoding JPEG anchors). The corruption generators themselves are -# pure RGB-buffer math with no decode dependency, so they stay in the default -# build and remain wasm-clean. -image = { version = "0.25.10", optional = true, default-features = false, features = [ - "png", - "jpeg", -] } - [target.'cfg(not(target_arch = "wasm32"))'.dependencies] fd-lock = "4" - -[features] -default = [] -# Enables the corruption-corpus driver (`corruptions::driver`) which loads -# reference PNGs and emits JPEG q20/q10 honest-lq anchors via the `image` -# crate. Without it, only the seeded in-memory generators + manifest types -# are available. -driver = ["dep:image"] - -[[example]] -name = "corruption_corpus" -required-features = ["driver"] diff --git a/crate/README.md b/crate/README.md index 382dcef..9877b29 100644 --- a/crate/README.md +++ b/crate/README.md @@ -255,72 +255,23 @@ let err = corpus.get("not-yet-cached").unwrap_err(); Calling `get()` for an uncached dataset on WASM returns `Error::DownloadUnsupported` (not `NetworkUnavailable`). This is intentional — downloads must happen host-side. -## Structural-corruption corpus (`corruptions` module) +## Structural-corruption corpus -A held-out **falsification set for a perceptual metric's negative tail**: -localized structural defects no honest encoder would produce (a channel swap, a -dropped block, an off-by-one edge), which a faithful metric must rank *below* an -honestly-lossy encode of the same reference. The gate every entry asserts: - -```text -score(reference, corruption) < score(reference, honest_lq_anchor) // JPEG q20 / q10 -``` - -Ten distortion families, each parameterized by region size (whole-image → 1/4 → -1/16 → 64×64 → 16×16 → 8×8) and severity (opaque → 50% → 20% opacity): - -1. **Channel** — invert / swap (RGB↔BGR, R↔G, …) / zero a plane in a rectangle. -2. **Block** — zero / gray / garbage / copy-wrong / repeat-neighbor (dropped MCUs). -3. **Edge** — k-px border, 1px interior shift, duplicated row (partial-MCU / off-by-one). -4. **Noise** — salt-and-pepper, single-bit flips. -5. **Tone** — wrong sRGB gamma, local contrast boost, brightness offset, in a block. -6. **Overlay** — low-opacity rect / line / glyph (render leak / watermark bleed). -7. **Chroma boundary** — wrong-phase chroma upsample at 8px block edges. -8. **Aliasing** — nearest-neighbor downscale→upscale (resampler bug). -9. **Geometric** — 1px shift / flip / 90° rotate of a region. -10. **Composite** — premultiplied-as-straight alpha, wrong background color. - -Generators are **deterministic** (seeded from `(ref_id, seed, params)` via a -dependency-free SplitMix64 — same bytes on every platform) and **pure RGB-buffer -math** (no image decoding needed to apply a corruption), so they stay in the -default build and compile to WASM. **No corrupted images are committed** — the -corpus is reproduced on demand from the curated reference set already in this -repo (CLIC2025, CID22, KADID-10k, GB82, GB82-SC, …). - -```rust -use codec_corpus::corruptions::{Rgb8, Family, ChannelOp, CorruptionParams, Region, Severity}; - -let mut img = Rgb8::filled(64, 64, [128, 128, 128]); -let params = CorruptionParams { - family: Family::Channel(ChannelOp::SwapRb), - region: Region::Fraction(4), // 1/4 of the image - severity: Severity::Opaque, -}; -params.apply(&mut img, /* seed */ 1); -``` - -The **driver** (behind the `driver` feature, which pulls in the `image` crate) -loads a reference and emits the score-ready quad `(reference, corruption, -q20-anchor, q10-anchor)`. The `corruption_corpus` example writes those plus a -`_MANIFEST.json` to an output dir: - -```bash -cargo run --example corruption_corpus --features driver -- \ - --ref ../gb82-sc/imac_g3_strip.png --ref-id gb82-sc/imac_g3_strip \ - --class screen --out /tmp/corruption-out -``` - -Real-bug reproductions of historical decoder/renderer defects are tracked -separately; the manifest's `source` field reserves a `real_bug` slot for them. +The structural-corruption *generator* — a held-out falsification set for a +perceptual metric's negative tail (channel swaps, dropped blocks, off-by-one +edges, and seven more deterministic distortion families) — lives in the sibling +**[`corruption-corpus`](corruption-corpus/)** workspace crate, decoupled from +this fetcher. See its [README](corruption-corpus/README.md) for the family +catalog, the `score(corruption) < score(q20-anchor)` gate, and the +`corruption_corpus` generator example. ## Dependencies -Five Rust crates, all small (`image` is optional, gated behind the `driver` feature): +Four Rust crates, all small: - `dirs` — cross-platform cache directory - `fd-lock` — file locking for concurrent safety (native only, not on WASM) - `serde` + `serde_json` — manifest parsing for R2/JSONL corpus sources -- `image` — *(optional, `driver` feature only)* reference decode + JPEG anchor encode Archive extraction uses system commands (`tar`, `unzip`, `powershell`). No `reqwest`, `ureq`, `gix`, or `toml`. diff --git a/crate/corruption-corpus/.gitignore b/crate/corruption-corpus/.gitignore new file mode 100644 index 0000000..8efc62e --- /dev/null +++ b/crate/corruption-corpus/.gitignore @@ -0,0 +1,2 @@ +/target +/corruption-out diff --git a/crate/corruption-corpus/CHANGELOG.md b/crate/corruption-corpus/CHANGELOG.md new file mode 100644 index 0000000..abede94 --- /dev/null +++ b/crate/corruption-corpus/CHANGELOG.md @@ -0,0 +1,21 @@ +# Changelog + +## [Unreleased] + +### Added +- **Initial extraction** from `codec-corpus` — this crate was the + `codec_corpus::corruptions` module through codec-corpus 1.1.x, now split into + its own workspace member so the structural-corruption *generator* is decoupled + from the corpus *fetcher*. The module was self-contained (it depended only on + `image`, `serde`, and its own `prng`), so the split is a clean move; no logic + changed. +- Structural-corruption distortion corpus: ten deterministic (SplitMix64-seeded, + dependency-free) distortion families parameterized by region size + severity, + plus a `ManifestEntry` schema and the `catalog()` / `manifest_for_reference()` + sweep generators. Pure RGB-buffer math; stays in the default build and + compiles to WASM. +- **`driver` feature** (optional `image` dep): the `driver` module builds the + score-ready quad `(reference, corruption, q20-anchor, q10-anchor)` for the + metric gate `score(corruption) < score(q20)`, plus the `corruption_corpus` + example that emits images + `_MANIFEST.json` on demand (no corrupted bytes + committed). diff --git a/crate/corruption-corpus/Cargo.toml b/crate/corruption-corpus/Cargo.toml new file mode 100644 index 0000000..456812f --- /dev/null +++ b/crate/corruption-corpus/Cargo.toml @@ -0,0 +1,40 @@ +[package] +name = "corruption-corpus" +version = "0.1.0" +edition = "2024" +description = "Deterministic structural-corruption image generator — a held-out falsification set for a perceptual metric's negative tail (channel swaps, dropped blocks, off-by-one edges, bit-flips, geometric, chroma-boundary, overlay, tone)" +license = "Apache-2.0" +repository = "https://github.com/imazen/codec-corpus" +readme = "README.md" +keywords = ["image", "corruption", "test-data", "perceptual", "metric"] +categories = ["development-tools::testing", "multimedia::images"] +rust-version = "1.85" + +[lib] +name = "corruption_corpus" + +[dependencies] +serde = { version = "1", features = ["derive"] } + +# `image` is only needed by the `driver` feature (loading reference images + +# encoding/decoding JPEG anchors). The corruption generators themselves are pure +# RGB-buffer math with no decode dependency, so they stay in the default build +# and remain wasm-clean. +image = { version = "0.25.10", optional = true, default-features = false, features = [ + "png", + "jpeg", +] } + +[dev-dependencies] +serde_json = "1" + +[features] +default = [] +# Enables the corruption `driver` module which loads reference PNGs and emits +# JPEG q20/q10 honest-lq anchors via the `image` crate. Without it, only the +# seeded in-memory generators + manifest types are available. +driver = ["dep:image"] + +[[example]] +name = "corruption_corpus" +required-features = ["driver"] diff --git a/crate/corruption-corpus/README.md b/crate/corruption-corpus/README.md new file mode 100644 index 0000000..8e255d9 --- /dev/null +++ b/crate/corruption-corpus/README.md @@ -0,0 +1,90 @@ +# corruption-corpus + +Deterministic **structural-corruption** image generator: a held-out +falsification set for a perceptual metric's *negative tail*. + +Structural corruptions are the localized defects no honest encoder ever +produces — a channel swap, a dropped block, an off-by-one edge — as opposed to +the uniform softening of honest lossy compression. A faithful metric must rank +such a corruption *below* an honestly-lossy encode of the same reference. That +is the gate every entry asserts: + +```text +score(reference, corruption) < score(reference, honest_lq_anchor) // JPEG q20 / q10 +``` + +This crate was extracted from the `codec_corpus::corruptions` module (it lived +inside [`codec-corpus`](https://github.com/imazen/codec-corpus) through the 1.1 +line) so the corruption *generator* is decoupled from the corpus *fetcher*. + +## The ten families + +Each family is a deterministic, in-place mutation of an `Rgb8` buffer, +parameterized by region size (whole-image → 1/4 → 1/16 → 64×64 → 16×16 → 8×8) +and severity (opaque → 50% → 20% opacity): + +1. **Channel** — invert / swap (RGB↔BGR, R↔G, …) / zero a plane in a rectangle. +2. **Block** — zero / gray / garbage / copy-wrong / repeat-neighbor (dropped MCUs). +3. **Edge** — k-px border, 1px interior shift, duplicated row (partial-MCU / off-by-one). +4. **Noise** — salt-and-pepper, single-bit flips. +5. **Tone** — wrong sRGB gamma, local contrast boost, brightness offset, in a block. +6. **Overlay** — low-opacity rect / line / glyph (render leak / watermark bleed). +7. **Chroma boundary** — wrong-phase chroma upsample at 8px block edges. +8. **Aliasing** — nearest-neighbor downscale→upscale (resampler bug). +9. **Geometric** — 1px shift / flip / 90° rotate of a region. +10. **Composite** — premultiplied-as-straight alpha, wrong background color. + +## Design + +- **Deterministic** — every corruption is seeded from `(ref_id, seed, params)` + via a dependency-free [SplitMix64](https://prng.di.unimi.it/splitmix64.c). + No `rand`, no OS entropy: the same inputs produce the same bytes on every + platform and every run. +- **Pure RGB-buffer math** — the generators take an `Rgb8` and mutate it in + place; no image decoding is needed to *apply* a corruption, so the default + build has no image-codec dependency and compiles to WASM. +- **Nothing large is committed** — the corpus is reproduced on demand from + `(ref_id, seed, params)` plus whatever reference set you point it at. + +## Usage + +```rust +use corruption_corpus::{Rgb8, Family, ChannelOp, CorruptionParams, Region, Severity}; + +// A flat gray 64x64 reference. +let mut img = Rgb8::filled(64, 64, [128, 128, 128]); +let params = CorruptionParams { + family: Family::Channel(ChannelOp::SwapRb), + region: Region::Fraction(4), // 1/4 of the image + severity: Severity::Opaque, +}; +params.apply(&mut img, /* seed */ 1); +// img now has a region with R and B swapped. +``` + +`catalog()` expands every family × region × severity; `manifest_for_reference()` +builds the `ManifestEntry` list (with per-entry seeds) for one reference. + +## The `driver` feature + +Behind the optional `driver` feature (which pulls in the `image` crate), the +`driver` module loads a reference image and emits the score-ready quad +`(reference, corruption, q20-anchor, q10-anchor)` — the two honest low-quality +JPEG anchors are encoded then decoded back to pixels so the gate scores pixels, +not bitstreams. + +The `corruption_corpus` example writes those quads plus a `_MANIFEST.json` to an +output dir: + +```bash +cargo run -p corruption-corpus --example corruption_corpus --features driver -- \ + --ref ../gb82-sc/imac_g3_strip.png --ref-id gb82-sc/imac_g3_strip \ + --class screen --out ./corruption-out +``` + +Real-bug reproductions of historical decoder/renderer defects are tracked +separately; the manifest's `source` field reserves a `real_bug` slot for them. + +## License + +Apache-2.0. diff --git a/crate/examples/corruption_corpus.rs b/crate/corruption-corpus/examples/corruption_corpus.rs similarity index 97% rename from crate/examples/corruption_corpus.rs rename to crate/corruption-corpus/examples/corruption_corpus.rs index e08c7d3..1578b11 100644 --- a/crate/examples/corruption_corpus.rs +++ b/crate/corruption-corpus/examples/corruption_corpus.rs @@ -8,7 +8,7 @@ //! a metric (e.g. zensim) can score the gate `score(corruption) < score(q20)`. //! //! Nothing large is committed to git: outputs land in a `--out` dir (gitignored -//! `crate/corruption-out/` by default) and are reproducible on demand from +//! `corruption-out/` by default) and are reproducible on demand from //! `(ref_id, seed, params)`. //! //! ## Usage @@ -27,7 +27,7 @@ use std::path::{Path, PathBuf}; -use codec_corpus::corruptions::{ContentClass, ManifestEntry, driver, manifest_for_reference}; +use corruption_corpus::{ContentClass, ManifestEntry, driver, manifest_for_reference}; struct Args { references: Vec<(PathBuf, String, ContentClass)>, @@ -148,7 +148,7 @@ fn print_help() { fn write_entry_images( out_dir: &Path, entry: &ManifestEntry, - reference: &codec_corpus::corruptions::Rgb8, + reference: &corruption_corpus::Rgb8, ) -> Result<(), Box> { let quad = driver::build_quad(reference, &entry.ref_id, &entry.params, entry.seed)?; let slug = entry.params.slug(); diff --git a/crate/src/corruptions/driver.rs b/crate/corruption-corpus/src/driver.rs similarity index 98% rename from crate/src/corruptions/driver.rs rename to crate/corruption-corpus/src/driver.rs index 862e19f..691dec3 100644 --- a/crate/src/corruptions/driver.rs +++ b/crate/corruption-corpus/src/driver.rs @@ -133,7 +133,7 @@ pub fn encode_png(img: &Rgb8) -> Result, DriverError> { #[cfg(test)] mod tests { use super::*; - use crate::corruptions::{ChannelOp, Family, Region, Severity}; + use crate::{ChannelOp, Family, Region, Severity}; fn checker(w: u32, h: u32) -> Rgb8 { let mut data = Vec::with_capacity((w * h * 3) as usize); diff --git a/crate/src/corruptions/families.rs b/crate/corruption-corpus/src/families.rs similarity index 100% rename from crate/src/corruptions/families.rs rename to crate/corruption-corpus/src/families.rs diff --git a/crate/src/corruptions/mod.rs b/crate/corruption-corpus/src/lib.rs similarity index 99% rename from crate/src/corruptions/mod.rs rename to crate/corruption-corpus/src/lib.rs index a8aa6b0..d2028aa 100644 --- a/crate/src/corruptions/mod.rs +++ b/crate/corruption-corpus/src/lib.rs @@ -30,7 +30,7 @@ //! ## Example //! //! ``` -//! use codec_corpus::corruptions::{Rgb8, Family, ChannelOp, CorruptionParams, Region, Severity}; +//! use corruption_corpus::{Rgb8, Family, ChannelOp, CorruptionParams, Region, Severity}; //! //! // A flat gray 64x64 reference. //! let mut img = Rgb8::filled(64, 64, [128, 128, 128]); @@ -43,6 +43,8 @@ //! // img now has a region with R and B swapped. //! ``` +#![forbid(unsafe_code)] + pub mod prng; mod families; diff --git a/crate/src/corruptions/prng.rs b/crate/corruption-corpus/src/prng.rs similarity index 100% rename from crate/src/corruptions/prng.rs rename to crate/corruption-corpus/src/prng.rs diff --git a/crate/tests/corruption_corpus.rs b/crate/corruption-corpus/tests/corruption_corpus.rs similarity index 97% rename from crate/tests/corruption_corpus.rs rename to crate/corruption-corpus/tests/corruption_corpus.rs index 57920a6..5e27241 100644 --- a/crate/tests/corruption_corpus.rs +++ b/crate/corruption-corpus/tests/corruption_corpus.rs @@ -5,7 +5,7 @@ #![cfg(feature = "driver")] -use codec_corpus::corruptions::{ +use corruption_corpus::{ ChannelOp, ContentClass, CorruptionParams, Family, Region, Rgb8, Severity, catalog, driver, manifest_for_reference, }; @@ -92,7 +92,7 @@ fn manifest_entries_drive_the_builder() { for entry in entries.iter().step_by(37) { let from_entry = driver::build_quad(&reference, &entry.ref_id, &entry.params, entry.seed).unwrap(); - let recomputed_seed = codec_corpus::corruptions::prng::seed_for(&entry.ref_id, 5); + let recomputed_seed = corruption_corpus::prng::seed_for(&entry.ref_id, 5); assert_eq!(entry.seed, recomputed_seed); // Rebuild with the recomputed seed → identical corruption. let again = diff --git a/crate/src/lib.rs b/crate/src/lib.rs index 933eab7..986c5dd 100644 --- a/crate/src/lib.rs +++ b/crate/src/lib.rs @@ -54,7 +54,6 @@ #![forbid(unsafe_code)] -pub mod corruptions; mod download; mod registry; From e5605eca3ba0a6639414564c2623b0b3e83965e3 Mon Sep 17 00:00:00 2001 From: Lilith River Date: Sat, 25 Jul 2026 00:58:49 -0600 Subject: [PATCH 09/10] fix(clippy): use is_some_and over map_or(false, ..) in codec-corpus integration test Pre-existing clippy::unnecessary_map_or lint at tests/integration.rs:37, unrelated to the corruption-corpus extraction; fixing it makes `cargo clippy --workspace --all-targets` clean with -D warnings. --- crate/tests/integration.rs | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/crate/tests/integration.rs b/crate/tests/integration.rs index ae67b6a..fc36996 100644 --- a/crate/tests/integration.rs +++ b/crate/tests/integration.rs @@ -34,7 +34,7 @@ fn download_pngsuite() { let pngs: Vec<_> = std::fs::read_dir(&dir) .unwrap() .filter_map(Result::ok) - .filter(|e| e.path().extension().map_or(false, |ext| ext == "png")) + .filter(|e| e.path().extension().is_some_and(|ext| ext == "png")) .collect(); assert!(!pngs.is_empty(), "expected png files in pngsuite"); From 3e7a8a2292a6547e012b701023ecf3a3175ee59c Mon Sep 17 00:00:00 2001 From: Lilith River Date: Sat, 25 Jul 2026 01:08:32 -0600 Subject: [PATCH 10/10] ci: cover the corruption-corpus workspace member The extraction moved the corruption generator into a separate workspace member. CI ran `cargo check/clippy/test` from crate/ with no `--workspace`, which -- with a root package present -- covers only codec-corpus, so the new crate would have shipped untested. Add `--workspace` to the native + wasm jobs, plus `-p corruption-corpus --features driver` steps so the image-backed driver + example are exercised. Verified locally: native + wasm (scalar & SIMD128 under wasmtime) all green; `cargo clippy --workspace --all-targets -- -D warnings` clean including the driver feature. --- .github/workflows/ci.yml | 20 ++++++++++++-------- 1 file changed, 12 insertions(+), 8 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index b36747d..1731940 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -40,9 +40,11 @@ jobs: - uses: Swatinem/rust-cache@v2 with: workspaces: crate - - run: cargo check + - run: cargo check --workspace working-directory: crate - - run: cargo clippy -- -D warnings + - run: cargo clippy --workspace --all-targets -- -D warnings + working-directory: crate + - run: cargo clippy -p corruption-corpus --all-targets --features driver -- -D warnings working-directory: crate test-unit: @@ -68,7 +70,9 @@ jobs: - uses: Swatinem/rust-cache@v2 with: workspaces: crate - - run: cargo test + - run: cargo test --workspace + working-directory: crate + - run: cargo test -p corruption-corpus --features driver working-directory: crate wasm: @@ -91,30 +95,30 @@ jobs: echo "$HOME/.wasmtime/bin" >> $GITHUB_PATH - name: Check (scalar) - run: cargo check --target wasm32-wasip1 + run: cargo check --workspace --target wasm32-wasip1 working-directory: crate - name: Check (SIMD128) env: RUSTFLAGS: "-C target-feature=+simd128" - run: cargo check --target wasm32-wasip1 + run: cargo check --workspace --target wasm32-wasip1 working-directory: crate - name: Clippy (wasm32) - run: cargo clippy --target wasm32-wasip1 -- -D warnings + run: cargo clippy --workspace --target wasm32-wasip1 -- -D warnings working-directory: crate - name: Test (SIMD128) env: RUSTFLAGS: "-C target-feature=+simd128" CARGO_TARGET_WASM32_WASIP1_RUNNER: "wasmtime --dir ." - run: cargo test --lib --target wasm32-wasip1 + run: cargo test --lib --workspace --target wasm32-wasip1 working-directory: crate - name: Test (scalar) env: CARGO_TARGET_WASM32_WASIP1_RUNNER: "wasmtime --dir ." - run: cargo test --lib --target wasm32-wasip1 + run: cargo test --lib --workspace --target wasm32-wasip1 working-directory: crate test-integration: