Add FP16 support (#257)

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Micah Chambers authored and GitHub committed 2025-02-04 19:12:01 -08:00
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extern crate tiff;
use tiff::decoder::{Decoder, DecodingResult};
use tiff::ColorType;
use std::fs::File;
use std::path::PathBuf;
const TEST_IMAGE_DIR: &str = "./tests/images/";
/// Test a basic all white image
#[test]
fn test_white_ieee_fp16() {
let filenames = ["white-fp16.tiff"];
for filename in filenames.iter() {
let path = PathBuf::from(TEST_IMAGE_DIR).join(filename);
let img_file = File::open(path).expect("Cannot find test image!");
let mut decoder = Decoder::new(img_file).expect("Cannot create decoder");
assert_eq!(
decoder.dimensions().expect("Cannot get dimensions"),
(256, 256)
);
assert_eq!(
decoder.colortype().expect("Cannot get colortype"),
ColorType::Gray(16)
);
if let DecodingResult::F16(img) = decoder.read_image().unwrap() {
for p in img {
assert!(p == half::f16::from_f32_const(1.0));
}
} else {
panic!("Wrong data type");
}
}
}
/// Test a single black pixel, to make sure scaling is ok
#[test]
fn test_one_black_pixel_ieee_fp16() {
let filenames = ["single-black-fp16.tiff"];
for filename in filenames.iter() {
let path = PathBuf::from(TEST_IMAGE_DIR).join(filename);
let img_file = File::open(path).expect("Cannot find test image!");
let mut decoder = Decoder::new(img_file).expect("Cannot create decoder");
assert_eq!(
decoder.dimensions().expect("Cannot get dimensions"),
(256, 256)
);
assert_eq!(
decoder.colortype().expect("Cannot get colortype"),
ColorType::Gray(16)
);
if let DecodingResult::F16(img) = decoder.read_image().unwrap() {
for (i, p) in img.iter().enumerate() {
if i == 0 {
assert!(p < &half::f16::from_f32_const(0.001));
} else {
assert!(p == &half::f16::from_f32_const(1.0));
}
}
} else {
panic!("Wrong data type");
}
}
}
/// Test white with horizontal differencing predictor
#[test]
fn test_pattern_horizontal_differencing_ieee_fp16() {
let filenames = ["white-fp16-pred2.tiff"];
for filename in filenames.iter() {
let path = PathBuf::from(TEST_IMAGE_DIR).join(filename);
let img_file = File::open(path).expect("Cannot find test image!");
let mut decoder = Decoder::new(img_file).expect("Cannot create decoder");
assert_eq!(
decoder.dimensions().expect("Cannot get dimensions"),
(256, 256)
);
assert_eq!(
decoder.colortype().expect("Cannot get colortype"),
ColorType::Gray(16)
);
if let DecodingResult::F16(img) = decoder.read_image().unwrap() {
// 0, 2, 5, 8, 12, 16, 255 are black
let black = [0, 2, 5, 8, 12, 16, 255];
for (i, p) in img.iter().enumerate() {
if black.contains(&i) {
assert!(p < &half::f16::from_f32_const(0.001));
} else {
assert!(p == &half::f16::from_f32_const(1.0));
}
}
} else {
panic!("Wrong data type");
}
}
}
/// Test white with floating point predictor
#[test]
fn test_pattern_predictor_ieee_fp16() {
let filenames = ["white-fp16-pred3.tiff"];
for filename in filenames.iter() {
let path = PathBuf::from(TEST_IMAGE_DIR).join(filename);
let img_file = File::open(path).expect("Cannot find test image!");
let mut decoder = Decoder::new(img_file).expect("Cannot create decoder");
assert_eq!(
decoder.dimensions().expect("Cannot get dimensions"),
(256, 256)
);
assert_eq!(
decoder.colortype().expect("Cannot get colortype"),
ColorType::Gray(16)
);
if let DecodingResult::F16(img) = decoder.read_image().unwrap() {
// 0, 2, 5, 8, 12, 16, 255 are black
let black = [0, 2, 5, 8, 12, 16, 255];
for (i, p) in img.iter().enumerate() {
if black.contains(&i) {
assert!(p < &half::f16::from_f32_const(0.001));
} else {
assert!(p == &half::f16::from_f32_const(1.0));
}
}
} else {
panic!("Wrong data type");
}
}
}
/// Test several random images
/// we'rell compare against a pnm file, that scales from 0 (for 0.0) to 65767 (for 1.0)
#[test]
fn test_predictor_ieee_fp16() {
// first parse pnm, skip the first 4 \n
let pnm_path = PathBuf::from(TEST_IMAGE_DIR).join("random-fp16.pgm");
let pnm_bytes = std::fs::read(pnm_path).expect("Failed to read expected PNM file");
// PGM looks like this:
// ---
// P5
// #Created with GIMP
// 16 16
// 65535
// ... <big-endian bytes>
// ---
// get index of 4th \n
let byte_start = pnm_bytes
.iter()
.enumerate()
.filter(|(_, &v)| v == b'\n')
.map(|(i, _)| i)
.nth(3)
.expect("Must be 4 \\n's");
let pnm_values: Vec<f32> = pnm_bytes[(byte_start + 1)..]
.chunks(2)
.map(|slice| {
let bts = [slice[0], slice[1]];
(u16::from_be_bytes(bts) as f32) / (u16::MAX as f32)
})
.collect();
assert!(pnm_values.len() == 256);
let filenames = [
"random-fp16-pred2.tiff",
"random-fp16-pred3.tiff",
"random-fp16.tiff",
];
for filename in filenames.iter() {
let path = PathBuf::from(TEST_IMAGE_DIR).join(filename);
let img_file = File::open(path).expect("Cannot find test image!");
let mut decoder = Decoder::new(img_file).expect("Cannot create decoder");
assert_eq!(
decoder.dimensions().expect("Cannot get dimensions"),
(16, 16)
);
assert_eq!(
decoder.colortype().expect("Cannot get colortype"),
ColorType::Gray(16)
);
if let DecodingResult::F16(img) = decoder.read_image().unwrap() {
for (exp, found) in std::iter::zip(pnm_values.iter(), img.iter()) {
assert!((exp - found.to_f32()).abs() < 0.0001);
}
} else {
panic!("Wrong data type");
}
}
}
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