- frame caching
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@@ -1,9 +1,9 @@
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use crate::axes::{Ax, Axis, Operation, Shape, Slice, SliceInfoElemDef, slice_info};
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use crate::error::Error;
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use crate::metadata::Metadata;
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use crate::readers::{Dimensions, DynReader, Reader};
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use crate::readers::{Dimensions, DynReader, Frame, Reader};
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use crate::stats::MinMax;
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use indexmap::IndexMap;
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use indexmap::{Equivalent, IndexMap};
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use itertools::{Itertools, iproduct};
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use ndarray::{
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Array, Array0, Array1, Array2, ArrayD, Dimension, IntoDimension, Ix0, Ix1, Ix2, Ix5, IxDyn,
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@@ -15,12 +15,13 @@ use serde::{Deserialize, Serialize};
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use serde_with::serde_as;
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use std::any::type_name;
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use std::collections::{HashMap, HashSet};
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use std::fmt::{Display, Formatter};
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use std::fmt::{Debug, Display, Formatter};
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use std::hash::{Hash, Hasher};
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use std::iter::Sum;
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use std::marker::PhantomData;
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use std::ops::{AddAssign, Deref, Div};
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use std::path::Path;
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use std::path::{Path, PathBuf};
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use std::sync::{Arc, Mutex, OnceLock};
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fn idx_bnd(idx: isize, bnd: isize) -> Result<isize, Error> {
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if idx < -bnd {
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@@ -62,9 +63,157 @@ impl<T> Number for T where
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{
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}
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/// maximum number of frames held in the cache
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const DEFAULT_FRAME_CACHE_SIZE: usize = 128;
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/// identity of the reader a frame was read from
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#[derive(Debug, Clone, PartialEq, Eq, Hash)]
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struct ReaderKey {
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name: String,
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path: PathBuf,
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series: usize,
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position: usize,
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}
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type FrameKey = (ReaderKey, usize, usize, usize);
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/// borrowed view of [`FrameKey`] for cache lookups without allocation.
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/// hashes byte-identically to [`FrameKey`] (str/String and Path/PathBuf hash
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/// the same), so it only matches the same reader identity.
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#[derive(Debug, PartialEq, Eq)]
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struct FrameKeyRef<'a> {
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name: &'a str,
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path: &'a Path,
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series: usize,
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position: usize,
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c: usize,
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z: usize,
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t: usize,
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}
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impl Hash for FrameKeyRef<'_> {
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fn hash<H: Hasher>(&self, state: &mut H) {
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self.name.hash(state);
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self.path.hash(state);
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self.series.hash(state);
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self.position.hash(state);
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self.c.hash(state);
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self.z.hash(state);
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self.t.hash(state);
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}
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}
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impl Equivalent<FrameKey> for FrameKeyRef<'_> {
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fn equivalent(&self, key: &FrameKey) -> bool {
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let (rk, c, z, t) = key;
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self.name == rk.name
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&& self.path == rk.path.as_path()
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&& self.series == rk.series
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&& self.position == rk.position
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&& self.c == *c
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&& self.z == *z
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&& self.t == *t
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}
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}
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impl FrameKeyRef<'_> {
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fn to_owned(&self) -> FrameKey {
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(
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ReaderKey {
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name: self.name.to_string(),
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path: self.path.to_path_buf(),
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series: self.series,
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position: self.position,
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},
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self.c,
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self.z,
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self.t,
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)
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}
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}
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/// process-wide LRU cache of frames, shared between all views and threads
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static GLOBAL_FRAME_CACHE: OnceLock<FrameCache> = OnceLock::new();
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/// thread-safe LRU cache of frames read from the underlying reader
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struct FrameCache {
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inner: Mutex<FrameCacheInner>,
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}
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struct FrameCacheInner {
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map: IndexMap<FrameKey, Arc<Frame>>,
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capacity: usize,
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}
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impl Default for FrameCache {
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fn default() -> Self {
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Self::new(DEFAULT_FRAME_CACHE_SIZE)
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}
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}
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impl FrameCache {
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fn new(capacity: usize) -> Self {
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Self {
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inner: Mutex::new(FrameCacheInner {
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map: IndexMap::with_capacity(capacity),
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capacity,
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}),
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}
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}
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fn global() -> &'static FrameCache {
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GLOBAL_FRAME_CACHE.get_or_init(FrameCache::default)
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}
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fn capacity(&self) -> usize {
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self.inner.lock().unwrap().capacity
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}
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fn set_capacity(&self, capacity: usize) {
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let mut inner = self.inner.lock().unwrap();
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inner.capacity = capacity;
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while inner.map.len() > inner.capacity {
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inner.map.shift_remove_index(0);
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}
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}
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fn get<Q>(&self, key: &Q) -> Option<Arc<Frame>>
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where
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Q: ?Sized + Hash + Equivalent<FrameKey>,
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{
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let mut inner = self.inner.lock().unwrap();
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if let Some(idx) = inner.map.get_index_of(key) {
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let (key, frame) = inner.map.shift_remove_index(idx).unwrap();
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inner.map.insert(key, frame.clone());
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Some(frame)
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} else {
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None
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}
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}
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fn insert(&self, key: FrameKey, frame: Arc<Frame>) {
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let mut inner = self.inner.lock().unwrap();
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inner.map.insert(key, frame);
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while inner.map.len() > inner.capacity {
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inner.map.shift_remove_index(0);
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}
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}
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#[cfg(test)]
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fn len(&self) -> usize {
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self.inner.lock().unwrap().map.len()
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}
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}
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impl Debug for FrameCache {
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fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
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f.debug_struct("FrameCache").finish_non_exhaustive()
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}
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}
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/// sliceable view on an image file
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#[serde_as]
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#[derive(Clone, Debug, Serialize, Deserialize, PartialEq, Eq)]
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#[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)]
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pub struct View<D: Dimension, R: Reader = DynReader> {
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reader: R,
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/// same order as axes
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@@ -176,6 +325,18 @@ impl<D: Dimension, R: Reader> View<D, R> {
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self.reader.series()
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}
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/// set the maximum number of frames the process-wide cache may hold,
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/// evicting the least recently used frames
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pub fn with_cache_capacity(self, capacity: usize) -> Self {
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FrameCache::global().set_capacity(capacity);
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self
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}
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/// the maximum number of frames the process-wide cache may hold
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pub fn cache_capacity(&self) -> usize {
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FrameCache::global().capacity()
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}
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fn with_operations(mut self, operations: IndexMap<Axis, Operation>) -> Self {
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self.operations = operations;
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self
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@@ -744,13 +905,13 @@ impl<D: Dimension, R: Reader> View<D, R> {
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if let Some(i) = axes_out_idx[2] {
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slice[i] = SliceInfoElem::Index(t)
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};
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let frame = self.reader.get_frame(
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let frame = self.get_cached_frame(
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(c % shape.c as isize) as usize,
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(z % shape.z as isize) as usize,
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(t % shape.t as isize) as usize,
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)?;
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let arr_frame: Array2<T> = frame.try_into()?;
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let arr_frame: Array2<T> = frame.as_ref().try_into()?;
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let arr_frame = match xy_dim {
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0 => {
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if op_xy.contains_key(&Axis::X) && op_xy.contains_key(&Axis::Y) {
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@@ -888,6 +1049,28 @@ impl<D: Dimension, R: Reader> View<D, R> {
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.collect())
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}
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fn frame_key(&self, c: usize, z: usize, t: usize) -> FrameKeyRef<'_> {
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FrameKeyRef {
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name: self.reader.reader_name(),
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path: self.reader.path(),
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series: self.reader.series(),
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position: self.reader.position(),
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c,
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z,
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t,
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}
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}
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fn get_cached_frame(&self, c: usize, z: usize, t: usize) -> Result<Arc<Frame>, Error> {
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let key = self.frame_key(c, z, t);
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if let Some(frame) = FrameCache::global().get(&key) {
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return Ok(frame);
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}
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let frame = Arc::new(self.reader.get_frame(c, z, t)?);
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FrameCache::global().insert(key.to_owned(), frame.clone());
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Ok(frame)
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}
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/// retrieve a single frame at czt, sliced accordingly
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pub fn get_frame<T, N>(&self, c: N, z: N, t: N) -> Result<Array2<T>, Error>
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where
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@@ -1116,11 +1299,13 @@ to_bytes_vec_impl!(
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mod tests {
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use crate::axes::Axis;
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use crate::error::Error;
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use crate::readers::{DynReader, Reader};
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use crate::readers::{DynReader, Frame, Reader};
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use crate::stats::MinMax;
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use crate::view::Item;
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use crate::view::{FrameCache, Item, ReaderKey};
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use ndarray::{Array, Array4, Array5, NewAxis};
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use ndarray::{Array2, s};
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use std::path::PathBuf;
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use std::sync::Arc;
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fn open(file: &str) -> Result<DynReader, Error> {
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let path = std::env::current_dir()?
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@@ -1388,4 +1573,60 @@ mod tests {
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assert_eq!(a.shape(), [1280, 1280]);
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Ok(())
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}
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#[test]
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fn frame_cache() -> Result<(), Error> {
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let cache = FrameCache::new(2);
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let key = |c: usize, z: usize, t: usize| {
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(
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ReaderKey {
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name: "test".to_string(),
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path: PathBuf::from("test.tif"),
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series: 0,
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position: 0,
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},
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c,
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z,
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t,
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)
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};
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cache.insert(
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key(0, 0, 0),
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Arc::new(Frame::from(Array2::from_elem((2, 2), 1u16))),
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);
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cache.insert(
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key(0, 0, 1),
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Arc::new(Frame::from(Array2::from_elem((2, 2), 2u16))),
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);
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assert!(cache.get(&key(0, 0, 0)).is_some());
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cache.insert(
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key(0, 0, 2),
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Arc::new(Frame::from(Array2::from_elem((2, 2), 3u16))),
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);
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assert!(cache.get(&key(0, 0, 0)).is_some());
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assert!(cache.get(&key(0, 0, 1)).is_none());
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assert!(cache.get(&key(0, 0, 2)).is_some());
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assert_eq!(cache.len(), 2);
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Ok(())
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}
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#[test]
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fn as_array_caches_frames() -> Result<(), Error> {
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let file = "tiffseq/YTL1841B2-2-1_1hr_DMSO_galinduction_1";
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let reader = open(file)?;
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let view = reader.view();
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let shape = view.shape();
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let (c, z, t) = (shape[0] - 1, shape[1] - 1, shape[2] - 1);
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let cache = FrameCache::global();
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let a: Array5<usize> = view.clone().try_into()?;
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assert!(cache.get(&view.frame_key(c, z, t)).is_some());
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let b: Array5<usize> = view.clone().try_into()?;
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assert_eq!(a, b);
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// a fresh reader on the same file shares the same cache key
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let view2 = open(file)?.view();
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assert_eq!(view.frame_key(c, z, t), view2.frame_key(c, z, t));
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let c2: Array5<usize> = view2.clone().try_into()?;
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assert_eq!(a, c2);
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Ok(())
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}
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}
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