Zigzagging works, but uncommetning this quantization logic breaks things
This commit is contained in:
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commit
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56
Cargo.lock
generated
56
Cargo.lock
generated
@ -119,6 +119,15 @@ dependencies = [
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"miniz_oxide",
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"miniz_oxide",
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]
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]
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[[package]]
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name = "proc-macro2"
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version = "1.0.79"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "e835ff2298f5721608eb1a980ecaee1aef2c132bf95ecc026a11b7bf3c01c02e"
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dependencies = [
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"unicode-ident",
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]
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[[package]]
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[[package]]
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name = "quickcheck"
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name = "quickcheck"
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version = "1.0.3"
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version = "1.0.3"
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@ -130,6 +139,15 @@ dependencies = [
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"rand",
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"rand",
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]
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]
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[[package]]
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name = "quote"
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version = "1.0.35"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "291ec9ab5efd934aaf503a6466c5d5251535d108ee747472c3977cc5acc868ef"
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dependencies = [
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"proc-macro2",
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]
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[[package]]
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[[package]]
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name = "rand"
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name = "rand"
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version = "0.8.5"
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version = "0.8.5"
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@ -183,6 +201,7 @@ version = "0.1.0"
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dependencies = [
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dependencies = [
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"png",
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"png",
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"quickcheck",
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"quickcheck",
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"thiserror",
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]
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]
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[[package]]
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[[package]]
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@ -191,6 +210,43 @@ version = "0.3.7"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
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checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
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[[package]]
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name = "syn"
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version = "2.0.58"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "44cfb93f38070beee36b3fef7d4f5a16f27751d94b187b666a5cc5e9b0d30687"
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dependencies = [
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"proc-macro2",
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"quote",
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"unicode-ident",
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]
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[[package]]
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name = "thiserror"
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version = "1.0.58"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "03468839009160513471e86a034bb2c5c0e4baae3b43f79ffc55c4a5427b3297"
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dependencies = [
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"thiserror-impl",
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]
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[[package]]
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name = "thiserror-impl"
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version = "1.0.58"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "c61f3ba182994efc43764a46c018c347bc492c79f024e705f46567b418f6d4f7"
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dependencies = [
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"proc-macro2",
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"quote",
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"syn",
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]
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[[package]]
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name = "unicode-ident"
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version = "1.0.12"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "3354b9ac3fae1ff6755cb6db53683adb661634f67557942dea4facebec0fee4b"
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[[package]]
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[[package]]
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name = "wasi"
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name = "wasi"
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version = "0.11.0+wasi-snapshot-preview1"
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version = "0.11.0+wasi-snapshot-preview1"
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@ -8,3 +8,4 @@ edition = "2021"
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[dependencies]
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[dependencies]
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png = "0.17.13"
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png = "0.17.13"
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quickcheck = "1.0.3"
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quickcheck = "1.0.3"
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thiserror = "1.0.58"
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@ -1,6 +1,6 @@
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use std::io::Write;
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use std::io::Write;
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use crate::{constants::{MAGIC, TILE_SZ}, transform};
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use crate::{constants::{MAGIC, TILE_SZ}, protocol::{self, ProtocolWriter, ProtocolWriterResult}, quantization, transform};
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struct PixelTile {
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struct PixelTile {
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@ -11,14 +11,18 @@ struct CoefTile {
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coefs: [i32; TILE_SZ * TILE_SZ]
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coefs: [i32; TILE_SZ * TILE_SZ]
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}
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}
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struct QuantTile {
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quants: [i32; TILE_SZ * TILE_SZ]
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}
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pub fn compress(
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width: u16,
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pub fn compress<W: Write>(
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height: u16,
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width: u32,
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height: u32,
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// n_components: u16,
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// n_components: u16,
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layers: &[&[u8]],
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layers: &[&[u8]],
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) -> Vec<u8> {
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writer: &mut protocol::ProtocolWriter<W>
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let mut output = vec![];
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) -> ProtocolWriterResult<()> {
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// validation
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// validation
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for l in 0..layers.len() {
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for l in 0..layers.len() {
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@ -26,11 +30,10 @@ pub fn compress(
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}
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}
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// write header
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// write header
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output.write(&MAGIC).unwrap();
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writer.write_header(MAGIC)?;
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output.write(&(width as u16).to_le_bytes()).unwrap();
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writer.write_u32_wide(width)?;
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output.write(&(height as u16).to_le_bytes()).unwrap();
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writer.write_u32_wide(height)?;
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// output.write(&n_components.to_le_bytes()).unwrap();
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writer.write_u32_wide(layers.len() as u32)?;
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output.write(&(layers.len() as u16).to_le_bytes()).unwrap();
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let mut tiles = vec![];
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let mut tiles = vec![];
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for layer in layers.iter() {
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for layer in layers.iter() {
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@ -41,19 +44,20 @@ pub fn compress(
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width as usize, height as usize
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width as usize, height as usize
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);
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);
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let coef_tile = CoefTile::from_pixel_tile(&pixel_tile);
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let coef_tile = CoefTile::from_pixel_tile(&pixel_tile);
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tiles.push(coef_tile);
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let quant_tile = QuantTile::from_coef_tile(&coef_tile);
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tiles.push(quant_tile);
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}
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}
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}
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}
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}
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}
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for t in tiles.iter() {
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for t in tiles.iter() {
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t.write_zero(&mut output);
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t.write_zero(writer)?;
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}
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}
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for t in tiles.iter() {
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for t in tiles.iter() {
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t.write_rest(&mut output);
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t.write_rest(writer)?;
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}
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}
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output
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Ok(())
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}
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}
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impl PixelTile {
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impl PixelTile {
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@ -98,14 +102,24 @@ impl CoefTile {
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return CoefTile { coefs }
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return CoefTile { coefs }
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}
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}
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}
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fn write_zero(&self, output: &mut Vec<u8>) {
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impl QuantTile {
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output.write(&self.coefs[0].to_le_bytes()).unwrap();
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fn from_coef_tile(pt: &CoefTile) -> QuantTile {
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}
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QuantTile {
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quants: quantization::to_quantized(pt.coefs)
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fn write_rest(&self, output: &mut Vec<u8>) {
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for i in 1..self.coefs.len() {
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output.write(&self.coefs[i].to_le_bytes()).unwrap();
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}
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}
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}
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}
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fn write_zero<W: Write>(&self, writer: &mut ProtocolWriter<W>) -> ProtocolWriterResult<()> {
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writer.write_i32_packed(self.quants[0])?;
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Ok(())
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}
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fn write_rest<W: Write>(&self, writer: &mut ProtocolWriter<W>) -> ProtocolWriterResult<()> {
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for i in 1..self.quants.len() {
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writer.write_i32_packed(self.quants[i])?;
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}
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Ok(())
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}
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}
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}
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@ -1,2 +1,7 @@
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pub const MAGIC: [u8; 4] = *b"rxi\0";
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use crate::protocol::Header;
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pub const MAGIC: Header = Header {
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bytes: *b"rxi",
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version: 0
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};
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pub const TILE_SZ: usize = 8;
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pub const TILE_SZ: usize = 8;
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@ -1,6 +1,6 @@
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use std::io::{BufReader, Read};
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use std::io::Read;
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use crate::{constants::{MAGIC, TILE_SZ}, transform};
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use crate::{constants::{MAGIC, TILE_SZ}, protocol::{ProtocolReader, ProtocolReaderError, ProtocolReaderResult}, quantization, transform};
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struct PixelTile {
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struct PixelTile {
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// i32: representation that supports Walsh-Hadamard
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// i32: representation that supports Walsh-Hadamard
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@ -12,35 +12,37 @@ struct CoefTile {
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coefs: [i32; TILE_SZ * TILE_SZ]
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coefs: [i32; TILE_SZ * TILE_SZ]
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}
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}
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pub fn decompress(
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#[derive(Clone)]
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input: &[u8]
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struct QuantTile {
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) -> (u16, u16, Vec<Vec<u8>>) {
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quants: [i32; TILE_SZ * TILE_SZ]
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let mut reader = BufReader::new(input);
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}
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pub fn decompress<R: Read>(
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reader: &mut ProtocolReader<R>
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) -> ProtocolReaderResult<(u32, u32, Vec<Vec<u8>>)> {
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// read header
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// read header
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let mut magic_buffer = [0; MAGIC.len()];
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let header = reader.read_header()?;
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reader.read_exact(&mut magic_buffer).unwrap();
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if header.bytes != MAGIC.bytes {
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return Err(ProtocolReaderError::WrongHeader);
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}
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if header.version != MAGIC.version {
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return Err(ProtocolReaderError::WrongVersion);
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}
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assert_eq!(MAGIC, magic_buffer);
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let width = reader.read_u32_wide()?;
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let height = reader.read_u32_wide()?;
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let mut u16_buffer = [0; 2];
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let n_layers = reader.read_u32_wide()?;
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reader.read_exact(&mut u16_buffer).unwrap();
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let width = u16::from_le_bytes(u16_buffer);
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reader.read_exact(&mut u16_buffer).unwrap();
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let height = u16::from_le_bytes(u16_buffer);
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reader.read_exact(&mut u16_buffer).unwrap();
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let n_layers = u16::from_le_bytes(u16_buffer);
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let width_in_tiles = (width as usize + TILE_SZ - 1) / TILE_SZ;
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let width_in_tiles = (width as usize + TILE_SZ - 1) / TILE_SZ;
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let height_in_tiles = (height as usize + TILE_SZ - 1) / TILE_SZ;
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let height_in_tiles = (height as usize + TILE_SZ - 1) / TILE_SZ;
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let n_tiles = width_in_tiles * height_in_tiles * (n_layers as usize);
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let n_tiles = width_in_tiles * height_in_tiles * (n_layers as usize);
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let mut tiles = vec![CoefTile::new(); n_tiles];
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let mut tiles = vec![QuantTile::new(); n_tiles];
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for i in 0..n_tiles {
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for i in 0..n_tiles {
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tiles[i].load_zero(&mut reader);
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tiles[i].load_zero(reader)?;
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}
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}
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for i in 0..n_tiles {
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for i in 0..n_tiles {
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tiles[i].load_rest(&mut reader);
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tiles[i].load_rest(reader)?;
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}
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}
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let mut tile_i = 0;
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let mut tile_i = 0;
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@ -48,7 +50,7 @@ pub fn decompress(
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for layer in 0..n_layers {
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for layer in 0..n_layers {
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for x0 in (0..width).step_by(TILE_SZ) {
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for x0 in (0..width).step_by(TILE_SZ) {
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for y0 in (0..height).step_by(TILE_SZ) {
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for y0 in (0..height).step_by(TILE_SZ) {
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let pixel_tile = tiles[tile_i].to_pixel_tile();
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let pixel_tile = tiles[tile_i].to_coef_tile().to_pixel_tile();
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tile_i += 1;
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tile_i += 1;
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pixel_tile.to_layer(
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pixel_tile.to_layer(
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x0 as usize, y0 as usize, &mut layers[layer as usize],
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x0 as usize, y0 as usize, &mut layers[layer as usize],
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@ -57,28 +59,10 @@ pub fn decompress(
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}
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}
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}
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}
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}
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}
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return (width, height, layers)
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return Ok((width, height, layers))
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}
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}
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impl CoefTile {
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impl CoefTile {
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fn new() -> CoefTile {
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CoefTile { coefs: [0; TILE_SZ * TILE_SZ] }
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}
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fn load_zero(&mut self, reader: &mut BufReader<&[u8]>) {
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let mut coef_zero_buffer = [0; 4];
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reader.read_exact(&mut coef_zero_buffer).unwrap();
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self.coefs[0] = i32::from_le_bytes(coef_zero_buffer);
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}
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fn load_rest(&mut self, reader: &mut BufReader<&[u8]>) {
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let mut coef_buffer = [0; 4];
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for i in 1..self.coefs.len() {
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reader.read_exact(&mut coef_buffer).unwrap();
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self.coefs[i] = i32::from_le_bytes(coef_buffer);
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}
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}
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fn to_pixel_tile(&self) -> PixelTile {
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fn to_pixel_tile(&self) -> PixelTile {
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let mut pixels = self.coefs.clone();
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let mut pixels = self.coefs.clone();
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@ -108,4 +92,29 @@ impl PixelTile {
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}
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}
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}
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}
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}
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}
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}
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impl QuantTile {
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fn new() -> QuantTile {
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QuantTile { quants: [0; TILE_SZ * TILE_SZ] }
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}
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fn to_coef_tile(&self) -> CoefTile {
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CoefTile {
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coefs: quantization::from_quantized(self.quants)
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}
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}
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fn load_zero<R: Read>(&mut self, reader: &mut ProtocolReader<R>) -> ProtocolReaderResult<()> {
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self.quants[0] = reader.read_i32_packed()?;
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Ok(())
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}
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fn load_rest<R: Read>(&mut self, reader: &mut ProtocolReader<R>) -> ProtocolReaderResult<()> {
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for i in 1..self.quants.len() {
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self.quants[i] = reader.read_i32_packed()?;
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}
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Ok(())
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}
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}
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}
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21
src/main.rs
21
src/main.rs
@ -1,10 +1,14 @@
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use std::fs::File;
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use std::{fs::File, io::{Cursor, Write}};
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use png::{BitDepth, ColorType};
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use png::{BitDepth, ColorType};
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use crate::protocol::{ProtocolReader, ProtocolWriter};
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mod compression;
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mod compression;
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mod constants;
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mod constants;
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mod decompression;
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mod decompression;
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mod protocol;
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mod quantization;
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mod transform;
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mod transform;
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@ -25,16 +29,19 @@ fn main() {
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}
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}
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fn hard_main() {
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fn hard_main() {
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let (width, height, r, g, b) = load_image();
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let (width, height, r, g, b) = load_image();
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let compressed =
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let mut writer = ProtocolWriter::new(vec![]);
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||||||
compression::compress(width as u16, height as u16, &[&r, &g, &b]);
|
compression::compress(
|
||||||
|
width as u32, height as u32, &[&r, &g, &b],
|
||||||
|
&mut writer
|
||||||
|
).unwrap();
|
||||||
|
let compressed = writer.destroy();
|
||||||
|
|
||||||
/*
|
|
||||||
let mut output_file = File::create("outputs/avatar2.rxi").unwrap();
|
let mut output_file = File::create("outputs/avatar2.rxi").unwrap();
|
||||||
output_file.write_all(&compressed).unwrap();
|
output_file.write_all(&compressed).unwrap();
|
||||||
*/
|
|
||||||
|
|
||||||
let (width2, height2, decompressed) =
|
let mut reader = ProtocolReader::new(Cursor::new(compressed));
|
||||||
decompression::decompress(&compressed);
|
let (width2, height2, decompressed) =
|
||||||
|
decompression::decompress(&mut reader).unwrap();
|
||||||
|
|
||||||
assert_eq!(3, decompressed.len());
|
assert_eq!(3, decompressed.len());
|
||||||
save_image(width2 as usize, height2 as usize, decompressed);
|
save_image(width2 as usize, height2 as usize, decompressed);
|
||||||
|
138
src/protocol.rs
Normal file
138
src/protocol.rs
Normal file
@ -0,0 +1,138 @@
|
|||||||
|
use std::io::{self, ErrorKind, Read, Write};
|
||||||
|
|
||||||
|
use thiserror::Error;
|
||||||
|
|
||||||
|
#[derive(Clone, Copy)]
|
||||||
|
pub struct Header {
|
||||||
|
pub bytes: [u8; 3],
|
||||||
|
pub version: u8
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
#[derive(Error, Debug)]
|
||||||
|
pub enum ProtocolWriterError {
|
||||||
|
#[error("error using underlying writer")]
|
||||||
|
Io(#[from] io::Error)
|
||||||
|
}
|
||||||
|
|
||||||
|
pub type ProtocolWriterResult<T> = Result<T, ProtocolWriterError>;
|
||||||
|
|
||||||
|
pub struct ProtocolWriter<W: Write> {
|
||||||
|
writer: W
|
||||||
|
}
|
||||||
|
|
||||||
|
#[derive(Error, Debug)]
|
||||||
|
pub enum ProtocolReaderError {
|
||||||
|
// this is explicitly supported: rxi images are progressive
|
||||||
|
#[error("EOF before end of image")]
|
||||||
|
EarlyEof,
|
||||||
|
|
||||||
|
#[error("wrong header")]
|
||||||
|
WrongHeader,
|
||||||
|
|
||||||
|
#[error("header has unsupported version")]
|
||||||
|
WrongVersion,
|
||||||
|
|
||||||
|
#[error("error using underlying reader")]
|
||||||
|
Io(#[from] io::Error),
|
||||||
|
}
|
||||||
|
|
||||||
|
pub type ProtocolReaderResult<T> = Result<T, ProtocolReaderError>;
|
||||||
|
|
||||||
|
pub struct ProtocolReader<R: Read> {
|
||||||
|
reader: R
|
||||||
|
}
|
||||||
|
|
||||||
|
impl<W: Write> ProtocolWriter<W> {
|
||||||
|
pub fn new(writer: W) -> Self {
|
||||||
|
Self { writer }
|
||||||
|
}
|
||||||
|
|
||||||
|
pub fn destroy(self) -> W {
|
||||||
|
self.writer
|
||||||
|
}
|
||||||
|
|
||||||
|
pub fn write_header(&mut self, value: Header) -> ProtocolWriterResult<()> {
|
||||||
|
self.writer.write_all(&value.bytes)?;
|
||||||
|
self.writer.write_all(&[value.version])?;
|
||||||
|
Ok(())
|
||||||
|
}
|
||||||
|
pub fn write_u32_wide(&mut self, value: u32) -> ProtocolWriterResult<()> {
|
||||||
|
self.writer.write_all(&value.to_le_bytes())?;
|
||||||
|
Ok(())
|
||||||
|
}
|
||||||
|
pub fn write_i32_packed(&mut self, value: i32) -> ProtocolWriterResult<()> {
|
||||||
|
// We reserve i8::MAX and i16::MAX as signal values that `value` is too big
|
||||||
|
// for each respective type
|
||||||
|
if (i8::MIN as i32..i8::MAX as i32).contains(&value) {
|
||||||
|
self.writer.write_all(&(value as i8).to_le_bytes())?;
|
||||||
|
return Ok(())
|
||||||
|
}
|
||||||
|
self.writer.write_all(&(i8::MAX).to_le_bytes())?;
|
||||||
|
|
||||||
|
if (i16::MIN as i32..i16::MAX as i32).contains(&value) {
|
||||||
|
self.writer.write_all(&(value as i16).to_le_bytes())?;
|
||||||
|
return Ok(())
|
||||||
|
}
|
||||||
|
self.writer.write_all(&(i16::MAX).to_le_bytes())?;
|
||||||
|
self.writer.write_all(&value.to_le_bytes())?;
|
||||||
|
Ok(())
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
impl<R: Read> ProtocolReader<R> {
|
||||||
|
pub fn new(reader: R) -> Self {
|
||||||
|
Self { reader }
|
||||||
|
}
|
||||||
|
|
||||||
|
pub fn read_header(&mut self) -> ProtocolReaderResult<Header> {
|
||||||
|
let mut bytes_buf = [0; 3];
|
||||||
|
self.read_exact(&mut bytes_buf)?;
|
||||||
|
|
||||||
|
let mut version_buf = [0; 1];
|
||||||
|
self.read_exact(&mut version_buf)?;
|
||||||
|
|
||||||
|
Ok(Header {
|
||||||
|
bytes: bytes_buf,
|
||||||
|
version: version_buf[0],
|
||||||
|
})
|
||||||
|
}
|
||||||
|
|
||||||
|
pub fn read_u32_wide(&mut self) -> ProtocolReaderResult<u32> {
|
||||||
|
let mut u32_buf = [0; 4];
|
||||||
|
self.read_exact(&mut u32_buf)?;
|
||||||
|
|
||||||
|
Ok(u32::from_le_bytes(u32_buf))
|
||||||
|
}
|
||||||
|
|
||||||
|
pub fn read_i32_packed(&mut self) -> ProtocolReaderResult<i32> {
|
||||||
|
let mut i8_buf = [0; 1];
|
||||||
|
self.read_exact(&mut i8_buf)?;
|
||||||
|
let i8_value = i8::from_le_bytes(i8_buf);
|
||||||
|
if i8_value != i8::MAX { return Ok(i8_value as i32) }
|
||||||
|
|
||||||
|
let mut i16_buf = [0; 2];
|
||||||
|
self.read_exact(&mut i16_buf)?;
|
||||||
|
let i16_value = i16::from_le_bytes(i16_buf);
|
||||||
|
if i16_value != i16::MAX { return Ok(i16_value as i32) }
|
||||||
|
|
||||||
|
let mut i32_buf = [0; 4];
|
||||||
|
self.read_exact(&mut i32_buf)?;
|
||||||
|
let i32_value = i32::from_le_bytes(i32_buf);
|
||||||
|
Ok(i32_value)
|
||||||
|
}
|
||||||
|
|
||||||
|
// wrap UnexpectedEof, since that's an error for other Io clients,
|
||||||
|
// but it's specifically not an error for us
|
||||||
|
fn read_exact(&mut self, buf: &mut [u8]) -> ProtocolReaderResult<()> {
|
||||||
|
match self.reader.read_exact(buf) {
|
||||||
|
Ok(_) => Ok(()),
|
||||||
|
Err(e) => {
|
||||||
|
if e.kind() == ErrorKind::UnexpectedEof {
|
||||||
|
return Err(ProtocolReaderError::EarlyEof)
|
||||||
|
}
|
||||||
|
return Err(ProtocolReaderError::Io(e));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
47
src/quantization.rs
Normal file
47
src/quantization.rs
Normal file
@ -0,0 +1,47 @@
|
|||||||
|
use crate::constants::TILE_SZ;
|
||||||
|
|
||||||
|
const ZIGZAG: [u8; TILE_SZ * TILE_SZ] = [
|
||||||
|
0 , 1 , 5 , 6 , 14, 15, 27, 28,
|
||||||
|
2 , 4 , 7 , 13, 16, 26, 29, 42,
|
||||||
|
3 , 8 , 12, 17, 25, 30, 41, 43,
|
||||||
|
9 , 11, 18, 24, 31, 40, 44, 53,
|
||||||
|
10, 19, 23, 32, 39, 45, 52, 54,
|
||||||
|
20, 22, 33, 38, 46, 51, 55, 60,
|
||||||
|
21, 34, 37, 47, 50, 56, 59, 61,
|
||||||
|
35, 36, 48, 49, 57, 58, 62, 63,
|
||||||
|
];
|
||||||
|
const DIVISORS: [u8; TILE_SZ * TILE_SZ] = [
|
||||||
|
// source: https://en.wikipedia.org/wiki/Quantization_(image_processing)
|
||||||
|
16, 11, 10, 16, 24, 40, 51, 61,
|
||||||
|
12, 12, 14, 19, 26, 58, 60, 55,
|
||||||
|
14, 13, 16, 24, 40, 57, 69, 56,
|
||||||
|
14, 17, 22, 29, 51, 87, 80, 62,
|
||||||
|
18, 22, 37, 56, 68, 109, 103, 77,
|
||||||
|
24, 35, 55, 64, 81, 104, 113, 92,
|
||||||
|
49, 64, 78, 87, 103, 121, 120, 101,
|
||||||
|
72, 92, 95, 98, 112, 100, 103, 99,
|
||||||
|
];
|
||||||
|
|
||||||
|
pub fn to_quantized(
|
||||||
|
coefs: [i32; TILE_SZ * TILE_SZ]
|
||||||
|
) -> [i32; TILE_SZ * TILE_SZ] {
|
||||||
|
let mut quant: [i32; TILE_SZ * TILE_SZ] = [0; TILE_SZ * TILE_SZ];
|
||||||
|
|
||||||
|
for cf_ix in 0..TILE_SZ * TILE_SZ {
|
||||||
|
quant[ZIGZAG[cf_ix] as usize] =
|
||||||
|
coefs[cf_ix]
|
||||||
|
// (coefs[cf_ix] + DIVISORS[cf_ix] as i32 / 2) /
|
||||||
|
// (DIVISORS[cf_ix] as i32);
|
||||||
|
}
|
||||||
|
quant
|
||||||
|
}
|
||||||
|
|
||||||
|
pub fn from_quantized(
|
||||||
|
quant: [i32; TILE_SZ* TILE_SZ]
|
||||||
|
) -> [i32; TILE_SZ * TILE_SZ] {
|
||||||
|
let mut coefs: [i32; TILE_SZ * TILE_SZ] = [0; TILE_SZ * TILE_SZ];
|
||||||
|
for cf_ix in 0..TILE_SZ * TILE_SZ {
|
||||||
|
coefs[cf_ix] = quant[ZIGZAG[cf_ix] as usize]; // * DIVISORS[cf_ix] as i32;
|
||||||
|
}
|
||||||
|
coefs
|
||||||
|
}
|
Loading…
Reference in New Issue
Block a user