dsv4.1: Rust extension modules for image preprocessing, KV pool names, and PD bootstrap (#39677)
This commit is contained in:
@@ -0,0 +1,139 @@
|
||||
//! V4.1 PIL bicubic resize, centered padding and CHW patch packing.
|
||||
use crate::common::{par, resize};
|
||||
use half::bf16;
|
||||
|
||||
pub struct ImagePlan {
|
||||
pub out_h: usize,
|
||||
pub out_w: usize,
|
||||
pub resize_h: usize,
|
||||
pub resize_w: usize,
|
||||
pub top: usize,
|
||||
pub left: usize,
|
||||
pub patch_size: usize,
|
||||
}
|
||||
|
||||
pub fn resize_patchify(
|
||||
rgb: &[u8],
|
||||
h: usize,
|
||||
w: usize,
|
||||
plan: ImagePlan,
|
||||
) -> Result<Vec<u16>, String> {
|
||||
let ImagePlan {
|
||||
out_h,
|
||||
out_w,
|
||||
resize_h,
|
||||
resize_w,
|
||||
top,
|
||||
left,
|
||||
patch_size: ps,
|
||||
} = plan;
|
||||
if ps == 0
|
||||
|| h == 0
|
||||
|| w == 0
|
||||
|| resize_h == 0
|
||||
|| resize_w == 0
|
||||
|| out_h == 0
|
||||
|| out_w == 0
|
||||
|| !out_h.is_multiple_of(ps)
|
||||
|| !out_w.is_multiple_of(ps)
|
||||
|| resize_h > out_h
|
||||
|| resize_w > out_w
|
||||
|| top > out_h - resize_h
|
||||
|| left > out_w - resize_w
|
||||
|| h.checked_mul(w).and_then(|n| n.checked_mul(3)) != Some(rgb.len())
|
||||
{
|
||||
return Err("invalid V4.1 image geometry".into());
|
||||
}
|
||||
let len = out_h
|
||||
.checked_mul(out_w)
|
||||
.and_then(|n| n.checked_mul(3))
|
||||
.ok_or("V4.1 output size overflow")?;
|
||||
let resized = resize::resize_rgb(
|
||||
rgb,
|
||||
h,
|
||||
w,
|
||||
resize_h,
|
||||
resize_w,
|
||||
resize::Resample::Pil(resize::Filter::Bicubic),
|
||||
);
|
||||
let lut: [u16; 256] =
|
||||
core::array::from_fn(|i| bf16::from_f32(((i as f32 / 255.0) - 0.5) / 0.5).to_bits());
|
||||
let mut out = vec![0u16; len];
|
||||
let patch_len = 3 * ps * ps;
|
||||
let grid_w = out_w / ps;
|
||||
par::for_chunks_mut(&mut out, patch_len, |index, patch| {
|
||||
let py = index / grid_w * ps;
|
||||
let px = index % grid_w * ps;
|
||||
for c in 0..3 {
|
||||
for y in 0..ps {
|
||||
for x in 0..ps {
|
||||
let iy = py + y;
|
||||
let ix = px + x;
|
||||
let value =
|
||||
if iy >= top && iy < top + resize_h && ix >= left && ix < left + resize_w {
|
||||
resized[((iy - top) * resize_w + ix - left) * 3 + c]
|
||||
} else {
|
||||
127
|
||||
};
|
||||
patch[(c * ps + y) * ps + x] = lut[value as usize];
|
||||
}
|
||||
}
|
||||
}
|
||||
});
|
||||
Ok(out)
|
||||
}
|
||||
|
||||
#[cfg(feature = "python")]
|
||||
mod python {
|
||||
use numpy::{IntoPyArray, PyArray1, PyReadonlyArray3, PyUntypedArrayMethods};
|
||||
use pyo3::{exceptions::PyValueError, prelude::*};
|
||||
|
||||
#[pyfunction]
|
||||
fn resize_patchify<'py>(
|
||||
py: Python<'py>,
|
||||
arr: PyReadonlyArray3<'py, u8>,
|
||||
output_size: (usize, usize),
|
||||
resize_size: (usize, usize),
|
||||
padding_start: (usize, usize),
|
||||
patch_size: usize,
|
||||
) -> PyResult<Bound<'py, PyArray1<u16>>> {
|
||||
let (out_h, out_w) = output_size;
|
||||
let (resize_h, resize_w) = resize_size;
|
||||
let (top, left) = padding_start;
|
||||
let shape = arr.shape();
|
||||
let (h, w) = (shape[0], shape[1]);
|
||||
if shape[2] != 3 {
|
||||
return Err(PyValueError::new_err("expected HWC RGB"));
|
||||
}
|
||||
let data = arr
|
||||
.as_slice()
|
||||
.map_err(|_| PyValueError::new_err("expected contiguous RGB"))?
|
||||
.to_vec();
|
||||
let bits = py
|
||||
.detach(move || {
|
||||
super::resize_patchify(
|
||||
&data,
|
||||
h,
|
||||
w,
|
||||
super::ImagePlan {
|
||||
out_h,
|
||||
out_w,
|
||||
resize_h,
|
||||
resize_w,
|
||||
top,
|
||||
left,
|
||||
patch_size,
|
||||
},
|
||||
)
|
||||
})
|
||||
.map_err(PyValueError::new_err)?;
|
||||
Ok(bits.into_pyarray(py))
|
||||
}
|
||||
pub fn register(parent: &Bound<'_, PyModule>) -> PyResult<()> {
|
||||
let m = PyModule::new(parent.py(), "dsv41")?;
|
||||
m.add_function(wrap_pyfunction!(resize_patchify, &m)?)?;
|
||||
parent.add_submodule(&m)
|
||||
}
|
||||
}
|
||||
#[cfg(feature = "python")]
|
||||
pub use python::register;
|
||||
@@ -8,6 +8,7 @@
|
||||
|
||||
pub mod common;
|
||||
pub mod driver;
|
||||
pub mod dsv41;
|
||||
pub mod inkling;
|
||||
pub mod pipeline;
|
||||
pub mod qwen_vl;
|
||||
@@ -21,6 +22,7 @@ use pyo3::prelude::*;
|
||||
fn _multimodal(m: &Bound<'_, PyModule>) -> PyResult<()> {
|
||||
common::register(m)?;
|
||||
inkling::register(m)?;
|
||||
dsv41::register(m)?;
|
||||
qwen_vl::register(m)?;
|
||||
Ok(())
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user