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Author SHA1 Message Date
Wim Pomp 2c5e1ffa9e code 2025-04-28 20:38:21 +02:00
Wim Pomp b5e583f760 first commit 2025-04-28 20:31:35 +02:00
25 changed files with 28527 additions and 1250 deletions
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name: Publish
on: [workflow_dispatch]
on: [push, pull_request, workflow_call]
permissions:
contents: read
jobs:
publish_pytest:
uses: ./.github/workflows/pytest.yml
pypi_publish:
crates_io_publish:
name: Publish (crates.io)
runs-on: ubuntu-latest
needs: [ publish_pytest ]
timeout-minutes: 25
steps:
- name: Checkout
uses: actions/checkout@v6
- name: Build sdist
uses: actions/setup-python@v6
- uses: actions/checkout@v4
- uses: dtolnay/rust-toolchain@stable
- name: cargo-release Cache
id: cargo_release_cache
uses: actions/cache@v3
with:
python-version: "3.12"
- name: Install build
run: pip install build
- name: Build a binary wheel and a source tarball
run: python -m build
- name: Publish to PyPI
uses: pypa/gh-action-pypi-publish@release/v1
with:
skip-existing: true
password: ${{ secrets.PYPI_API_TOKEN }}
env:
GITHUB_WORKFLOW_REF: 1.10.1
path: ~/.cargo/bin/cargo-release
key: ${{ runner.os }}-cargo-release
- run: cargo install cargo-release
if: steps.cargo_release_cache.outputs.cache-hit != 'true'
- name: cargo login
run: cargo login ${{ secrets.CRATES_IO_API_TOKEN }}
# allow-branch HEAD is because GitHub actions switches
# to the tag while building, which is a detached head
# Publishing is currently messy, because:
#
# * `peace_rt_model_core` exports `NativeError` or `WebError` depending on the target.
# * `peace_rt_model_web` fails to build when publishing the workspace for a native target.
# * `peace_rt_model_web` still needs its dependencies to be published before it can be
# published.
# * `peace_rt_model_hack` needs `peace_rt_model_web` to be published before it can be
# published.
#
# We *could* pass through `--no-verify` so `cargo` doesn't build the crate before publishing,
# which is reasonable, since this job only runs after the Linux, Windows, and WASM builds
# have passed.
- name: "cargo release publish"
run: |-
cargo release \
publish \
--workspace \
--all-features \
--allow-branch "main" \
--no-confirm \
--no-verify \
--execute
-26
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name: PyTest
on: [push, pull_request, workflow_call]
permissions:
contents: read
jobs:
pytest:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: [ "3.10", "3.12", "3.14" ]
os: [ ubuntu-latest ]
steps:
- name: Checkout
uses: actions/checkout@v6
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v6
with:
python-version: ${{ matrix.python-version }}
- name: Install
run: pip install .[test]
- name: Test with pytest
run: pytest
+73 -6
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@@ -1,6 +1,73 @@
/build/
/dist/
/parfor.egg-info/
/.idea/
/.pytest_cache/
._*
/target
# Byte-compiled / optimized / DLL files
__pycache__/
.pytest_cache/
*.py[cod]
# C extensions
*.so
# Distribution / packaging
.Python
.venv/
env/
bin/
build/
develop-eggs/
dist/
eggs/
lib/
lib64/
parts/
sdist/
var/
include/
man/
venv/
*.egg-info/
.installed.cfg
*.egg
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
pip-selfcheck.json
# Unit test / coverage reports
htmlcov/
.tox/
.coverage
.cache
nosetests.xml
coverage.xml
# Translations
*.mo
# Mr Developer
.mr.developer.cfg
.project
.pydevproject
# Rope
.ropeproject
# Django stuff:
*.log
*.pot
.DS_Store
# Sphinx documentation
docs/_build/
# PyCharm
.idea/
# VSCode
.vscode/
# Pyenv
.python-version
/Cargo.lock
+32
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@@ -0,0 +1,32 @@
[package]
name = "ome-metadata"
version = "0.1.0"
edition = "2024"
rust-version = "1.85.1"
authors = ["Wim Pomp <w.pomp@nki.nl>"]
license = "MIT"
description = "Ome metadata as a rust/python structure."
homepage = "https://github.com/wimpomp/ome-metadata"
repository = "https://github.com/wimpomp/ome-metadata"
readme = "README.md"
keywords = ["bioformats", "imread", "ome", "metadata"]
categories = ["multimedia::images", "science"]
exclude = ["/tests"]
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[lib]
name = "ome_metadata"
crate-type = ["cdylib", "rlib"]
[dependencies]
anyhow = "1.0.98"
serde = { version = "1.0.219", features = ["derive"] }
quick-xml = { version = "0.37.5", features = ["serialize"] }
[dependencies.pyo3]
version = "0.24.2"
features = ["extension-module", "abi3-py310", "generate-import-lib", "anyhow"]
optional = true
[features]
python = ["dep:pyo3"]
+20 -163
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@@ -1,168 +1,25 @@
[![pytest](https://git.wimpomp.nl/wim/parfor/actions/workflows/pytest.yml/badge.svg)](https://git.wimpomp.nl/wim/parfor/actions?workflow=pytest.yml)
# ome-metadata
# Parfor
Used to parallelize for-loops using parfor in Matlab? This package allows you to do the same in python.
Take any normal serial but parallelizable for-loop and execute it in parallel using easy syntax.
Don't worry about the technical details of using the multiprocessing module, race conditions, queues,
parfor handles all that. Now powered by [ray](https://pypi.org/project/ray/).
Open Microscopy XML metadata (https://www.openmicroscopy.org/Schemas/) as a collection of Rust structs and enums, with translation to Python.
Tested on linux, Windows and OSX with python 3.10 and 3.12.
## Rust
```
use std::fs::read_to_string;
use ome_metadata::Ome;
## Why is parfor better than just using multiprocessing?
- Easy to use
- Progress bars are built-in
- Retry the task in the main process upon failure for easy debugging
- Using a modified version of dill when ray fails to serialize an object:
a lot more objects can be used when parallelizing
let xml = read_to_string($file)?;
let ome: Ome = xml.parse()?;
let image = &ome.image.unwrap()[0];
println!("acquisition date: {:#?}", image.acquisition_date);
```
## How it works
[Ray](https://pypi.org/project/ray/) does all the heavy lifting. Parfor now is just a wrapper around ray, adding
some ergonomics.
## Python
```
from ome_metadata import Ome
## Installation
`pip install parfor`
## Usage
Parfor decorates a functions and returns the result of that function evaluated in parallel for each iteration of
an iterator.
## Requires
numpy, ray, tqdm
## Arguments
To functions `parfor.parfor`, `parfor.pmap` and `parfor.gmap`.
### Required:
fun: function taking arguments: iteration from iterable, other arguments defined in args & kwargs
iterable: iterable or iterator from which an item is given to fun as a first argument
### Optional:
args: tuple with other unnamed arguments to fun
kwargs: dict with other named arguments to fun
total: give the length of the iterator in cases where len(iterator) results in an error
desc: string with description of the progress bar
bar: bool enable progress bar,
or a callback function taking the number of passed iterations as an argument
serial: execute in series instead of parallel if True, None (default): let pmap decide
n_processes: number of processes to use,
the parallel pool will be restarted if the current pool does not have the right number of processes
yield_ordered: return the result in the same order as the iterable
yield_index: return the index of the result too
allow_output: allow output from subprocesses
**bar_kwargs: keyword arguments for tqdm.tqdm
### Return
list with results from applying the function 'fun' to each iteration of the iterable / iterator
## Examples
### Normal serial for loop
<<
from time import sleep
a = 3
fun = []
for i in range(10):
sleep(1)
fun.append(a * i ** 2)
print(fun)
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
### Using parfor to parallelize
<<
from time import sleep
from parfor import parfor
@parfor(range(10), (3,))
def fun(i, a):
sleep(1)
return a * i ** 2
print(fun)
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
<<
@parfor(range(10), (3,), bar=False)
def fun(i, a):
sleep(1)
return a * i ** 2
print(fun)
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
### Using parfor in a script/module/.py-file
Parfor should never be executed during the import phase of a .py-file. To prevent that from happening
use the `if __name__ == '__main__':` structure:
<<
from time import sleep
from parfor import parfor
if __name__ == '__main__':
@parfor(range(10), (3,))
def fun(i, a):
sleep(1)
return a * i ** 2
print(fun)
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
or:
<<
from time import sleep
from parfor import parfor
def my_fun(*args, **kwargs):
@parfor(range(10), (3,))
def fun(i, a):
sleep(1)
return a * i ** 2
return fun
if __name__ == '__main__':
print(my_fun())
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
### If you hate decorators not returning a function
pmap maps an iterator to a function like map does, but in parallel
<<
from parfor import pmap
from time import sleep
def fun(i, a):
sleep(1)
return a * i ** 2
print(pmap(fun, range(10), (3,)))
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
### Using generators
If iterators like lists and tuples are too big for the memory, use generators instead.
Since generators don't have a predefined length, give parfor the length (total) as an argument (optional).
<<
import numpy as np
c = (im for im in imagereader)
@parfor(c, total=len(imagereader))
def fun(im):
return np.mean(im)
>> [list with means of the images]
# Extra's
## `pmap`
The function parfor decorates, it's used similarly to `map`, it returns a list with the results.
## `gmap`
Same as pmap, but returns a generator. Useful to use the result as soon as it's generated.
## `Chunks`
Split a long iterator in bite-sized chunks to parallelize
## `ParPool`
More low-level accessibility to parallel execution. Submit tasks and request the result at any time,
(although to avoid breaking causality, submit first, then request), use different functions and function
arguments for different tasks.
## `SharedArray`
A numpy arrow that can be shared among processes.
with open($file) as f:
xml = f.read()
ome = Ome.from_xml(xml)
image = ome.image[0]
print(f"acquisition date: {image.acquisition_date}")
```
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from __future__ import annotations
import logging
import os
from collections import OrderedDict
from contextlib import ExitStack, redirect_stderr, redirect_stdout
from functools import wraps
from importlib.metadata import version
from io import StringIO
from multiprocessing.shared_memory import SharedMemory
from traceback import format_exc
from typing import (
Any,
Callable,
Generator,
Hashable,
Iterable,
Iterator,
NoReturn,
Optional,
Protocol,
Sequence,
Sized,
)
import numpy as np
import ray
from numpy.typing import ArrayLike, DTypeLike
from ray.remote_function import RemoteFunction
from ray.types import ObjectRef
from tqdm.auto import tqdm
from .pickler import dumps, loads
__version__ = version("parfor")
cpu_count = int(os.cpu_count())
class Bar(Protocol):
def update(self, n: int = 1) -> None: ...
class SharedArray(np.ndarray):
"""Numpy array whose memory can be shared between processes, so that memory use is reduced and changes in one
process are reflected in all other processes. Changes are not atomic, so protect changes with a lock to prevent
race conditions!
"""
def __new__(
cls,
shape: int | Sequence[int],
dtype: DTypeLike = float,
shm: str | SharedMemory = None,
offset: int = 0,
strides: tuple[int, int] = None,
order: str = None,
) -> SharedArray:
if isinstance(shm, str):
shm = SharedMemory(shm)
elif shm is None:
shm = SharedMemory(create=True, size=int(np.prod(shape) * np.dtype(dtype).itemsize)) # type: ignore
new = super().__new__(cls, shape, dtype, shm.buf, offset, strides, order)
new.shm = shm
return new # type: ignore
def __reduce__(
self,
) -> tuple[
Callable[[int | Sequence[int], DTypeLike, str], SharedArray],
tuple[int | tuple[int, ...], np.dtype, str],
]:
return self.__class__, (self.shape, self.dtype, self.shm.name)
def __enter__(self) -> SharedArray:
return self
def __exit__(self, *args: Any, **kwargs: Any) -> None:
if hasattr(self, "shm"):
self.shm.close()
self.shm.unlink()
def __del__(self) -> None:
if hasattr(self, "shm"):
self.shm.close()
def __array_finalize__(self, obj: np.ndarray | None) -> None:
if isinstance(obj, np.ndarray) and not isinstance(obj, SharedArray):
raise TypeError("view casting to SharedArray is not implemented because right now we need to make a copy")
@classmethod
def from_array(cls, array: ArrayLike) -> SharedArray:
"""copy existing array into a SharedArray"""
array = np.asarray(array)
new = cls(array.shape, array.dtype)
new[:] = array[:]
return new
class Chunks(Iterable):
"""Yield successive chunks from lists.
Usage: chunks(list0, list1, ...)
chunks(list0, list1, ..., size=s)
chunks(list0, list1, ..., number=n)
chunks(list0, list1, ..., ratio=r)
size: size of chunks, might change to optimize division between chunks
number: number of chunks, coerced to 1 <= n <= len(list0)
ratio: number of chunks / number of cpus, coerced to 1 <= n <= len(list0)
both size and number or ratio are given: use number or ratio, unless the chunk size would be bigger than size
both ratio and number are given: use ratio
"""
def __init__(
self,
*iterables: Iterable[Any] | Sized,
size: int = None,
number: int = None,
ratio: float = None,
length: int = None,
) -> None:
if length is None:
try:
length = min(*[len(iterable) for iterable in iterables]) if len(iterables) > 1 else len(iterables[0])
except TypeError:
raise TypeError(
"Cannot determine the length of the iterables(s), so the length must be provided as an argument."
)
if size is not None and (number is not None or ratio is not None):
if number is None:
number = int(cpu_count * ratio)
if length >= size * number:
number = round(length / size)
elif size is not None: # size of chunks
number = round(length / size)
elif ratio is not None: # number of chunks
number = int(cpu_count * ratio)
self.iterators = [iter(arg) for arg in iterables]
self.number_of_items = length
self.length = min(length, number)
self.lengths = [
((i + 1) * self.number_of_items // self.length) - (i * self.number_of_items // self.length)
for i in range(self.length)
]
def __iter__(self) -> Iterator[Any]:
for i in range(self.length):
p, q = (
(i * self.number_of_items // self.length),
((i + 1) * self.number_of_items // self.length),
)
if len(self.iterators) == 1:
yield [next(self.iterators[0]) for _ in range(q - p)]
else:
yield [[next(iterator) for _ in range(q - p)] for iterator in self.iterators]
def __len__(self) -> int:
return self.length
class ExternalBar(Iterable):
def __init__(
self,
iterable: Iterable = None,
callback: Callable[[int], None] = None,
total: int = 0,
) -> None:
self.iterable = iterable
self.callback = callback
self.total = total
self._n = 0
def __enter__(self) -> ExternalBar:
return self
def __exit__(self, *args: Any, **kwargs: Any) -> None:
return
def __iter__(self) -> Iterator[Any]:
for n, item in enumerate(self.iterable):
yield item
self.n = n + 1
def update(self, n: int = 1) -> None:
self.n += n
@property
def n(self) -> int:
return self._n
@n.setter
def n(self, n: int) -> None:
if n != self._n:
self._n = n
if self.callback is not None:
self.callback(n)
def get_worker(n_processes) -> RemoteFunction:
n_processes = n_processes or PoolSingleton.cpu_count
num_cpus = None if n_processes is None else cpu_count / n_processes
if not ray.is_initialized():
os.environ["RAY_ACCEL_ENV_VAR_OVERRIDE_ON_ZERO"] = "0"
ray.init(logging_level=logging.ERROR, log_to_driver=False, include_dashboard=False)
def worker(task):
try:
with ExitStack() as stack: # noqa
if task.allow_output:
out = StringIO()
err = StringIO()
stack.enter_context(redirect_stdout(out))
stack.enter_context(redirect_stderr(err))
else:
stack.enter_context(redirect_stdout(open(os.devnull, "w")))
stack.enter_context(redirect_stderr(open(os.devnull, "w")))
try:
task()
task.status = ("done",)
except Exception: # noqa
task.status = "task_error", format_exc()
if task.allow_output:
task.out = out.getvalue()
task.err = err.getvalue()
except KeyboardInterrupt: # noqa
pass
return task
if num_cpus:
return ray.remote(num_cpus=num_cpus)(worker) # type: ignore
else:
return ray.remote(worker) # type: ignore
class DequeDict(OrderedDict):
def __init__(self, maxlen: int = None, *args: Any, **kwargs: Any) -> None:
self.maxlen = maxlen
super().__init__(*args, **kwargs)
def __setitem__(self, *args: Any, **kwargs: Any) -> None:
super().__setitem__(*args, **kwargs)
self.truncate()
def truncate(self) -> None:
if self.maxlen is not None:
while len(self) > self.maxlen:
self.popitem(False)
def update(self, *args: Any, **kwargs: Any) -> None:
super().update(*args, **kwargs) # type: ignore
self.truncate()
cache = DequeDict(128)
class Task:
def __init__(
self,
handle: Hashable,
fun: Callable[[Any, ...], Any],
args: tuple[Any, ...] = (),
kwargs: dict[str, Any] = None,
allow_output: bool = False,
) -> None:
self.handle = handle
self.fun = fun
self.args = args
self.kwargs = kwargs or {}
self.name = fun.__name__ if hasattr(fun, "__name__") else None
self.done = False
self.result = None
self.out = None
self.err = None
self.future = None
self.status = "starting"
self.allow_output = allow_output
@staticmethod
def get(item: tuple[bool, Any]) -> Any:
if item[0]:
return loads(ray.get(item[1]))
else:
return ray.get(item[1])
@staticmethod
def put(item: Any) -> tuple[bool, Any]:
try:
h = hash(item)
if not h in cache:
try:
cache[h] = False, ray.put(item)
except Exception: # noqa
cache[h] = True, ray.put(dumps(item, recurse=True))
else:
cache.move_to_end(h)
return cache[h]
except TypeError:
try:
return False, ray.put(item)
except Exception: # noqa
return True, ray.put(dumps(item, recurse=True))
@property
def fun(self) -> Callable[[Any, ...], Any]:
return self.get(self._fun)
@fun.setter
def fun(self, fun: Callable[[Any, ...], Any]):
self._fun = self.put(fun)
@property
def args(self) -> tuple[Any, ...]:
return tuple([self.get(arg) for arg in self._args])
@args.setter
def args(self, args: tuple[Any, ...]) -> None:
self._args = [self.put(arg) for arg in args]
@property
def kwargs(self) -> dict[str, Any]:
return {key: self.get(value) for key, value in self._kwargs.items()}
@kwargs.setter
def kwargs(self, kwargs: dict[str, Any]) -> None:
self._kwargs = {key: self.put(value) for key, value in kwargs.items()}
@property
def result(self) -> Any:
return self.get(self._result)
@result.setter
def result(self, result: Any) -> None:
self._result = self.put(result)
def __call__(self) -> Task:
if not self.done:
self.result = self.fun(*self.args, **self.kwargs) # noqa
self.done = True
return self
def __repr__(self) -> str:
if self.done:
return f"Task {self.handle}, result: {self.result}"
else:
return f"Task {self.handle}"
class ParPool:
"""Parallel processing with addition of iterations at any time and request of that result any time after that.
The target function and its argument can be changed at any time.
"""
def __init__(
self,
fun: Callable[[Any, ...], Any] = None,
args: tuple[Any] = None,
kwargs: dict[str, Any] = None,
n_processes: int = None,
bar: Bar = None,
allow_output: bool = False,
):
self.handle = 0
self.tasks = {}
self.bar = bar
self.bar_lengths = {}
self.allow_output = allow_output
self.fun = fun
self.args = args
self.kwargs = kwargs
self.n_processes = n_processes or PoolSingleton.cpu_count
self.worker = get_worker(self.n_processes)
def __getstate__(self) -> NoReturn:
raise RuntimeError(f"Cannot pickle {self.__class__.__name__} object.")
def __enter__(self) -> ParPool:
return self
def __exit__(self, *args: Any, **kwargs: Any) -> None:
self.close()
def __call__(self, n: Any, handle: Hashable = None, barlength: int = 1) -> None:
self.add_task(
args=(n, *(() if self.args is None else self.args)),
handle=handle,
barlength=barlength,
)
def close(self) -> None:
cache.clear()
def add_task(
self,
fun: Callable[[Any, ...], Any] = None,
args: tuple[Any, ...] = None,
kwargs: dict[str, Any] = None,
handle: Hashable = None,
barlength: int = 1,
allow_output: bool = False,
) -> Optional[int]:
if handle is None:
new_handle = self.handle
self.handle += 1
else:
new_handle = handle
if new_handle in self:
raise ValueError(f"handle {new_handle} already present")
task = Task(
new_handle,
fun or self.fun,
args or self.args,
kwargs or self.kwargs,
allow_output or self.allow_output,
)
self.block_until_space_available()
task.future = self.worker.remote(task)
self.tasks[new_handle] = task
self.bar_lengths[new_handle] = barlength
if handle is None:
return new_handle
else:
return None
def __setitem__(self, handle: Hashable, n: Any) -> None:
"""Add new iteration."""
self(n, handle=handle)
def __getitem__(self, handle: Hashable) -> Any:
"""Request result and delete its record. Wait if result not yet available."""
if handle not in self:
raise KeyError(f"No task with handle: {handle} in pool")
task = self.finalize_task(self.tasks[handle])
self.tasks.pop(task.handle)
return task.result
def __contains__(self, handle: Hashable) -> bool:
return handle in self.tasks
def __delitem__(self, handle: Hashable) -> None:
self.tasks.pop(handle)
def finalize_task(self, future: ObjectRef | Task) -> Task:
if isinstance(future, Task):
task: Task = future
future = task.future
else:
task = None # type: ignore
if future is not None:
task: Task = ray.get(future) # type: ignore
code, *args = task.status
if task.out:
if hasattr(self.bar, "write"):
self.bar.write(task.out, end="")
else:
print(task.out, end="")
if task.err:
if hasattr(self.bar, "write"):
self.bar.write(task.err, end="")
else:
print(task.err, end="")
getattr(self, code)(task, *args)
self.tasks[task.handle] = task
return task
def block_until_space_available(self) -> None:
if len(self.tasks) < 3 * self.n_processes:
return
while True:
if self.tasks:
futures = [task.future for task in self.tasks.values() if task.future is not None]
done, busy = ray.wait(futures, num_returns=1, timeout=0.01)
for d in done:
self.finalize_task(d) # type: ignore
if len(busy) < 3 * self.n_processes:
return
def get_newest(self) -> Any:
"""Request the newest handle and result and delete its record. Wait if result not yet available."""
if self.tasks:
done = [task for task in self.tasks.values() if task.future is None]
if done:
task = done[0]
self.tasks.pop(task.handle)
return task.handle, task.result
while True:
futures = [task.future for task in self.tasks.values() if task.future is not None]
done, _ = ray.wait(futures, num_returns=1, timeout=0.01)
if done:
task = self.finalize_task(done[0])
self.tasks.pop(task.handle)
return task.handle, task.result
raise StopIteration
def task_error(self, task: Task, error: Exception) -> None:
if task.handle in self:
task = self.tasks[task.handle]
print(f"Error from process working on iteration {task.handle}:\n")
print(error)
print("Retrying in main process...")
task()
raise Exception(f"Function '{task.name}' cannot be executed by parfor, amend or execute in serial.")
def done(self, task: Task) -> None:
if task.handle in self: # if not, the task was restarted erroneously
self.tasks[task.handle] = task
if hasattr(self.bar, "update"):
self.bar.update(self.bar_lengths.pop(task.handle))
class PoolSingleton:
cpu_count: int = os.cpu_count()
@staticmethod
def close(*args, **kwargs) -> None:
pass
class Worker:
nested: bool = False
def gmap(
fun: Callable[[Any, ...], Any],
iterable: Iterable[Any] = None,
args: tuple[Any, ...] = None,
kwargs: dict[str, Any] = None,
total: int = None,
desc: str = None,
bar: Bar | bool = True,
serial: bool = None,
n_processes: int = None,
yield_ordered: bool = True,
yield_index: bool = False,
allow_output: bool = False,
**bar_kwargs: Any,
) -> Generator[Any, None, None]:
"""map a function fun to each iteration in iterable
use as a function: pmap
use as a decorator: parfor
best use: iterable is a generator and length is given to this function as 'total'
required:
fun: function taking arguments: iteration from iterable, other arguments defined in args & kwargs
iterable: iterable or iterator from which an item is given to fun as a first argument
optional:
args: tuple with other unnamed arguments to fun
kwargs: dict with other named arguments to fun
total: give the length of the iterator in cases where len(iterator) results in an error
desc: string with description of the progress bar
bar: bool enable progress bar,
or a callback function taking the number of passed iterations as an argument
serial: execute in series instead of parallel if True, None (default): let pmap decide
n_processes: number of processes to use,
the parallel pool will be restarted if the current pool does not have the right number of processes
yield_ordered: return the result in the same order as the iterable
yield_index: return the index of the result too
allow_output: allow output from subprocesses
**bar_kwargs: keywords arguments for tqdm.tqdm
output:
list (pmap) or generator (gmap) with results from applying the function \'fun\' to each iteration
of the iterable / iterator
examples:
<< from time import sleep
<<
@parfor(range(10), (3,))
def fun(i, a):
sleep(1)
return a * i ** 2
fun
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
<<
def fun(i, a):
sleep(1)
return a * i ** 2
pmap(fun, range(10), (3,))
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
equivalent to using the deco module:
<<
@concurrent
def fun(i, a):
time.sleep(1)
return a * i ** 2
@synchronized
def run(iterator, a):
res = []
for i in iterator:
res.append(fun(i, a))
return res
run(range(10), 3)
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
all equivalent to the serial for-loop:
<<
a = 3
fun = []
for i in range(10):
sleep(1)
fun.append(a * i ** 2)
fun
>> [0, 3, 12, 27, 48, 75, 108, 147, 192, 243]
"""
is_chunked = isinstance(iterable, Chunks)
if is_chunked:
chunk_fun = fun
else:
iterable = Chunks(iterable, ratio=5, length=total)
@wraps(fun)
def chunk_fun(iterable: Iterable, *args: Any, **kwargs: Any) -> list[Any]: # noqa
return [fun(iteration, *args, **kwargs) for iteration in iterable]
if args is None:
args = ()
if kwargs is None:
kwargs = {}
if "total" not in bar_kwargs:
bar_kwargs["total"] = sum(iterable.lengths)
if "desc" not in bar_kwargs:
bar_kwargs["desc"] = desc
if "disable" not in bar_kwargs:
bar_kwargs["disable"] = not bar
if serial is True or (serial is None and len(iterable) < min(cpu_count, 4)): # serial case
def tqdm_chunks(chunks: Chunks, *args, **kwargs) -> Iterable[Any]: # noqa
with tqdm(*args, **kwargs) as b:
for chunk, length in zip(chunks, chunks.lengths): # noqa
yield chunk
b.update(length)
iterable = (
ExternalBar(iterable, bar, sum(iterable.lengths)) if callable(bar) else tqdm_chunks(iterable, **bar_kwargs) # type: ignore
)
if is_chunked:
if yield_index:
for i, c in enumerate(iterable):
yield i, chunk_fun(c, *args, **kwargs)
else:
for c in iterable:
yield chunk_fun(c, *args, **kwargs)
else:
if yield_index:
for i, c in enumerate(iterable):
for q in chunk_fun(c, *args, **kwargs):
yield i, q
else:
for c in iterable:
yield from chunk_fun(c, *args, **kwargs)
else: # parallel case
with ExitStack() as stack: # noqa
if callable(bar):
bar = stack.enter_context(ExternalBar(callback=bar)) # noqa
else:
bar = stack.enter_context(tqdm(**bar_kwargs))
with ParPool(chunk_fun, args, kwargs, n_processes, bar, allow_output) as p: # type: ignore
for i, (j, l) in enumerate(zip(iterable, iterable.lengths)): # add work to the queue
p(j, handle=i, barlength=l)
if bar.total is None or bar.total < i + 1:
bar.total = i + 1
if is_chunked:
if yield_ordered:
if yield_index:
for i in range(len(iterable)):
yield i, p[i]
else:
for i in range(len(iterable)):
yield p[i]
else:
if yield_index:
for _ in range(len(iterable)):
yield p.get_newest()
else:
for _ in range(len(iterable)):
yield p.get_newest()[1]
else:
if yield_ordered:
if yield_index:
for i in range(len(iterable)):
for q in p[i]:
yield i, q
else:
for i in range(len(iterable)):
yield from p[i]
else:
if yield_index:
for _ in range(len(iterable)):
i, n = p.get_newest()
for q in n:
yield i, q
else:
for _ in range(len(iterable)):
yield from p.get_newest()[1]
def pmap(*args, **kwargs) -> list[Any]:
return list(gmap(*args, **kwargs))
def parfor(*args: Any, **kwargs: Any) -> Callable[[Callable[[Any, ...], Any]], list[Any]]:
def decfun(fun: Callable[[Any, ...], Any]) -> list[Any]:
return pmap(fun, *args, **kwargs)
return decfun
try:
parfor.__doc__ = pmap.__doc__ = gmap.__doc__
pmap.__annotations__ = gmap.__annotations__ | pmap.__annotations__
parfor.__annotations__ = {key: value for key, value in pmap.__annotations__.items() if key != "fun"}
except AttributeError:
pass
-119
View File
@@ -1,119 +0,0 @@
from __future__ import annotations
import copyreg
from io import BytesIO
from pickle import PicklingError
from typing import Any, Callable
import dill
loads = dill.loads
class CouldNotBePickled:
def __init__(self, class_name: str) -> None:
self.class_name = class_name
def __repr__(self) -> str:
return f"Item of type '{self.class_name}' could not be pickled and was omitted."
@classmethod
def reduce(cls, item: Any) -> tuple[Callable[[str], CouldNotBePickled], tuple[str]]:
return cls, (type(item).__name__,)
class Pickler(dill.Pickler):
"""Overload dill to ignore unpicklable parts of objects.
You probably didn't want to use these parts anyhow.
However, if you did, you'll have to find some way to make them picklable.
"""
def save(self, obj: Any, save_persistent_id: bool = True) -> None:
"""Copied from pickle and amended."""
self.framer.commit_frame()
# Check for persistent id (defined by a subclass)
pid = self.persistent_id(obj)
if pid is not None and save_persistent_id:
self.save_pers(pid)
return
# Check the memo
x = self.memo.get(id(obj))
if x is not None:
self.write(self.get(x[0]))
return
rv = NotImplemented
reduce = getattr(self, "reducer_override", None)
if reduce is not None:
rv = reduce(obj)
if rv is NotImplemented:
# Check the type dispatch table
t = type(obj)
f = self.dispatch.get(t)
if f is not None:
f(self, obj) # Call unbound method with explicit self
return
# Check private dispatch table if any, or else
# copyreg.dispatch_table
reduce = getattr(self, "dispatch_table", copyreg.dispatch_table).get(t)
if reduce is not None:
rv = reduce(obj)
else:
# Check for a class with a custom metaclass; treat as regular
# class
if issubclass(t, type):
self.save_global(obj)
return
# Check for a __reduce_ex__ method, fall back to __reduce__
reduce = getattr(obj, "__reduce_ex__", None)
try:
if reduce is not None:
rv = reduce(self.proto)
else:
reduce = getattr(obj, "__reduce__", None)
if reduce is not None:
rv = reduce()
else:
raise PicklingError("Can't pickle %r object: %r" % (t.__name__, obj))
except Exception: # noqa
rv = CouldNotBePickled.reduce(obj)
# Check for string returned by reduce(), meaning "save as global"
if isinstance(rv, str):
try:
self.save_global(obj, rv)
except Exception: # noqa
self.save_global(obj, CouldNotBePickled.reduce(obj))
return
# Assert that reduce() returned a tuple
if not isinstance(rv, tuple):
raise PicklingError("%s must return string or tuple" % reduce)
# Assert that it returned an appropriately sized tuple
length = len(rv)
if not (2 <= length <= 6):
raise PicklingError("Tuple returned by %s must have two to six elements" % reduce)
# Save the reduce() output and finally memoize the object
try:
self.save_reduce(obj=obj, *rv)
except Exception: # noqa
self.save_reduce(obj=obj, *CouldNotBePickled.reduce(obj))
def dumps(
obj: Any, protocol: str = None, byref: bool = None, fmode: str = None, recurse: bool = True, **kwds: Any
) -> bytes:
"""pickle an object to a string"""
protocol = dill.settings["protocol"] if protocol is None else int(protocol)
_kwds = kwds.copy()
_kwds.update(dict(byref=byref, fmode=fmode, recurse=recurse))
with BytesIO() as file:
Pickler(file, protocol, **_kwds).dump(obj)
return file.getvalue()
+38
View File
@@ -0,0 +1,38 @@
from __future__ import annotations
from . import ome_metadata_rs as rs # noqa
class Ome(dict):
@staticmethod
def from_xml(xml: str) -> Ome:
"""Create the OME structure from an XML string"""
new = Ome()
new.update(rs.ome(str(xml)))
return new
def __dir__(self) -> list[str]:
return list(self.keys()) + list(super().__dir__())
def __getattr__(self, key: str) -> Ome | OmeList | int | float | str:
try:
new = self.__getitem__(key)
except KeyError:
raise AttributeError(f"'Ome' object has no attribute '{key}'")
if isinstance(new, dict):
return Ome(**new)
elif isinstance(new, list):
return OmeList(new)
else:
return new
class OmeList(list):
def __getitem__(self, item: int) -> Ome | OmeList | int | float | str:
new = super().__getitem__(item)
if isinstance(new, dict):
return Ome(**new)
elif isinstance(new, list):
return OmeList(new)
else:
return new
+23 -21
View File
@@ -1,30 +1,32 @@
[build-system]
requires = ["maturin>=1.8,<2.0"]
build-backend = "maturin"
[project]
name = "parfor"
version = "2026.5.0"
description = "A package to mimic the use of parfor as done in Matlab."
authors = [
{ name = "Wim Pomp-Pervova", email = "wimpomp@gmail.com" }
]
license = { text = "MIT" }
readme = "README.md"
keywords = ["parfor", "concurrency", "multiprocessing", "parallel"]
name = "ome-metadata"
keywords = ["bioformats", "imread", "ome", "metadata"]
requires-python = ">=3.10"
dependencies = [
"dill >= 0.3.0",
"numpy",
"tqdm >= 4.50.0",
"ray",
classifiers = [
"License :: OSI Approved :: MIT License",
"Programming Language :: Rust",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
]
dynamic = ["version", "description", "authors", "license", "readme"]
[project.urls]
repository = "https://git.wimpomp.nl/wim/parfor"
Repository = "https://github.com/wimpomp/ome-metadata"
[project.optional-dependencies]
test = ["pytest"]
[tool.ruff]
line-length = 119
indent-width = 4
[tool.maturin]
python-source = "py"
features = ["pyo3/extension-module", "python"]
module-name = "ome_metadata.ome_metadata_rs"
[tool.isort]
line_length = 119
+51
View File
@@ -0,0 +1,51 @@
#![allow(non_camel_case_types)]
pub mod ome;
#[cfg(feature = "python")]
mod py;
use anyhow::{Error, Result};
pub use ome::Ome;
use quick_xml::de::from_str;
use std::str::FromStr;
impl FromStr for Ome {
type Err = Error;
fn from_str(s: &str) -> Result<Self> {
Ok(from_str(s)?)
}
}
#[cfg(test)]
mod tests {
use super::*;
use std::fs::read_to_string;
macro_rules! test_read {
($($name:ident: $file:expr $(,)?)*) => {
$(
#[test]
fn $name() -> Result<()> {
let file = read_to_string(format!("tests/{}.xml", $file))?;
let _ome: Ome = file.parse()?;
Ok(())
}
)*
};
}
test_read!(
a: "YTL1849A111_2023_05_04__14_46_19_cellnr_1_track"
b: "Experiment-2029"
c: "test"
d: "4-Pos_001_002"
e: "YTL1841B2-2-1_1hr_DMSO_galinduction_1"
f: "1xp53-01-AP1"
g: "YTL378_JF552"
h: "MK022_cE9_1-01-Airyscan Processing-01-Scene-2-P1"
i: "beads_2023_05_04__19_00_22"
j: "20230511-p53-4x-CMV-1min-4h-01-Airyscan Processing-01"
k: "YTL1849A131_2023_05_04__13_36_36"
);
}
+2765
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+13
View File
@@ -0,0 +1,13 @@
use crate::Ome;
use pyo3::prelude::*;
#[pymodule]
#[pyo3(name = "ome_metadata_rs")]
fn ome_metadata_rs(m: &Bound<'_, PyModule>) -> PyResult<()> {
#[pyfn(m)]
fn ome(text: &str) -> PyResult<Ome> {
Ok(text.parse()?)
}
Ok(())
}
+416
View File
@@ -0,0 +1,416 @@
<OME xmlns="http://www.openmicroscopy.org/Schemas/OME/2016-06" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openmicroscopy.org/Schemas/OME/2016-06 http://www.openmicroscopy.org/Schemas/OME/2016-06/ome.xsd">
<Experimenter ID="Experimenter:0" UserName="r.hoogstraaten"/>
<Instrument ID="Instrument:0">
<Microscope Type="Inverted"/>
<Detector Model="" Offset="0.0" Zoom="1.7" ID="Detector:Airyscan" Type="Other"/>
<Detector Model="" ID="Detector:LSM980"/>
<Objective Model="C-Apochromat 40x/1.20 W autocorr UV VIS IR" ID="Objective:1" Immersion="Water" LensNA="1.2" NominalMagnification="40.0" WorkingDistance="280.0" WorkingDistanceUnit="µm"/>
<Dichroic ID="Dichroic:3"/>
<Dichroic ID="Dichroic:4"/>
<Dichroic ID="Dichroic:5"/>
</Instrument>
<Image ID="Image:0" Name="1xp53-01-AP1.czi #1">
<AcquisitionDate>2023-12-20T09:44:49.746</AcquisitionDate>
<ExperimenterRef ID="Experimenter:0"/>
<InstrumentRef ID="Instrument:0"/>
<ObjectiveSettings ID="Objective:1" Medium="Water" RefractiveIndex="1.33"/>
<StageLabel Name="Scene position #0" X="-2097.1" XUnit="µm" Y="-12106.7" YUnit="µm" Z="-2.96" ZUnit="µm"/>
<Pixels ID="Pixels:0" DimensionOrder="XYCZT" Type="uint16" SignificantBits="16" Interleaved="false" BigEndian="false" SizeX="1000" SizeY="1000" SizeZ="15" SizeC="1" SizeT="26" PhysicalSizeX="0.12185920266544126" PhysicalSizeXUnit="µm" PhysicalSizeY="0.12185920266544126" PhysicalSizeYUnit="µm" PhysicalSizeZ="0.5" PhysicalSizeZUnit="µm" TimeIncrement="19.92016" TimeIncrementUnit="s">
<Channel ID="Channel:0:0" Name="EGFP" SamplesPerPixel="1" IlluminationType="Epifluorescence" PinholeSize="215.8910436973" PinholeSizeUnit="µm" AcquisitionMode="LaserScanningConfocalMicroscopy" ExcitationWavelength="488.0" ExcitationWavelengthUnit="nm" EmissionWavelength="509.0" EmissionWavelengthUnit="nm" Fluor="EGFP" Color="16735231">
<DetectorSettings ID="Detector:Airyscan"/>
<LightPath/>
</Channel>
<MetadataOnly/>
<Plane TheZ="0" TheT="0" TheC="0" DeltaT="3.812999963760376" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="-2.96" PositionZUnit="µm"/>
<Plane TheZ="1" TheT="0" TheC="0" DeltaT="4.766000032424927" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="-2.46" PositionZUnit="µm"/>
<Plane TheZ="2" TheT="0" TheC="0" DeltaT="5.718999862670898" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="-1.96" PositionZUnit="µm"/>
<Plane TheZ="3" TheT="0" TheC="0" DeltaT="6.671999931335449" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="-1.46" PositionZUnit="µm"/>
<Plane TheZ="4" TheT="0" TheC="0" DeltaT="7.625" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="-0.96" PositionZUnit="µm"/>
<Plane TheZ="5" TheT="0" TheC="0" DeltaT="8.577999830245972" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="-0.46" PositionZUnit="µm"/>
<Plane TheZ="6" TheT="0" TheC="0" DeltaT="9.530999898910522" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="0.04" PositionZUnit="µm"/>
<Plane TheZ="7" TheT="0" TheC="0" DeltaT="10.483999967575073" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="0.54" PositionZUnit="µm"/>
<Plane TheZ="8" TheT="0" TheC="0" DeltaT="11.437000036239624" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="1.04" PositionZUnit="µm"/>
<Plane TheZ="9" TheT="0" TheC="0" DeltaT="12.389999866485596" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="1.54" PositionZUnit="µm"/>
<Plane TheZ="10" TheT="0" TheC="0" DeltaT="13.342999935150146" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="2.04" PositionZUnit="µm"/>
<Plane TheZ="11" TheT="0" TheC="0" DeltaT="14.294999837875366" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="2.54" PositionZUnit="µm"/>
<Plane TheZ="12" TheT="0" TheC="0" DeltaT="15.247999906539917" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="3.04" PositionZUnit="µm"/>
<Plane TheZ="13" TheT="0" TheC="0" DeltaT="16.200999975204468" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="3.54" PositionZUnit="µm"/>
<Plane TheZ="14" TheT="0" TheC="0" DeltaT="17.15400004386902" DeltaTUnit="s" PositionX="-2097.1" PositionXUnit="µm" PositionY="-12106.7" PositionYUnit="µm" PositionZ="4.04" PositionZUnit="µm"/>
<Plane TheZ="0" TheT="1" TheC="0" DeltaT="22.99399995803833" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="-2.96" PositionZUnit="µm"/>
<Plane TheZ="1" TheT="1" TheC="0" DeltaT="23.94700002670288" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="-2.46" PositionZUnit="µm"/>
<Plane TheZ="2" TheT="1" TheC="0" DeltaT="24.8989999294281" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="-1.96" PositionZUnit="µm"/>
<Plane TheZ="3" TheT="1" TheC="0" DeltaT="25.85199999809265" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="-1.46" PositionZUnit="µm"/>
<Plane TheZ="4" TheT="1" TheC="0" DeltaT="26.805000066757202" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="-0.96" PositionZUnit="µm"/>
<Plane TheZ="5" TheT="1" TheC="0" DeltaT="27.757999897003174" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="-0.46" PositionZUnit="µm"/>
<Plane TheZ="6" TheT="1" TheC="0" DeltaT="28.710999965667725" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="0.04" PositionZUnit="µm"/>
<Plane TheZ="7" TheT="1" TheC="0" DeltaT="29.664000034332275" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="0.54" PositionZUnit="µm"/>
<Plane TheZ="8" TheT="1" TheC="0" DeltaT="30.616999864578247" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="1.04" PositionZUnit="µm"/>
<Plane TheZ="9" TheT="1" TheC="0" DeltaT="31.569999933242798" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="1.54" PositionZUnit="µm"/>
<Plane TheZ="10" TheT="1" TheC="0" DeltaT="32.52300000190735" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="2.04" PositionZUnit="µm"/>
<Plane TheZ="11" TheT="1" TheC="0" DeltaT="33.47599983215332" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="2.54" PositionZUnit="µm"/>
<Plane TheZ="12" TheT="1" TheC="0" DeltaT="34.42899990081787" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="3.04" PositionZUnit="µm"/>
<Plane TheZ="13" TheT="1" TheC="0" DeltaT="35.38199996948242" DeltaTUnit="s" PositionX="-2097.2" PositionXUnit="µm" PositionY="-12106.9" PositionYUnit="µm" PositionZ="3.54" PositionZUnit="µm"/>
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</OME>
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<OME xmlns="http://www.openmicroscopy.org/Schemas/OME/2016-06" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openmicroscopy.org/Schemas/OME/2016-06 http://www.openmicroscopy.org/Schemas/OME/2016-06/ome.xsd">
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+652
View File
@@ -0,0 +1,652 @@
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</Pixels>
</Image>
</OME>
+12
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@@ -0,0 +1,12 @@
<OME xmlns="http://www.openmicroscopy.org/Schemas/OME/2016-06" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openmicroscopy.org/Schemas/OME/2016-06 http://www.openmicroscopy.org/Schemas/OME/2016-06/ome.xsd">
<Image ID="Image:0" Name="test.tif">
<AcquisitionDate>2025-01-29T14:42:42</AcquisitionDate>
<Description/>
<Pixels ID="Pixels:0" DimensionOrder="XYCZT" Type="int8" SignificantBits="8" Interleaved="false" BigEndian="false" SizeX="2" SizeY="2" SizeZ="1" SizeC="1" SizeT="1">
<Channel ID="Channel:0:0" SamplesPerPixel="1">
<LightPath/>
</Channel>
<MetadataOnly/>
</Pixels>
</Image>
</OME>
-174
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@@ -1,174 +0,0 @@
from __future__ import annotations
from dataclasses import dataclass
from os import getpid
from time import sleep
from typing import Any, Iterator, Optional, Sequence
import numpy as np
import pytest
from parfor import Chunks, ParPool, SharedArray, parfor, pmap
class SequenceIterator:
def __init__(self, sequence: Sequence) -> None:
self._sequence = sequence
self._index = 0
def __iter__(self) -> SequenceIterator:
return self
def __next__(self) -> Any:
if self._index < len(self._sequence):
item = self._sequence[self._index]
self._index += 1
return item
else:
raise StopIteration
def __len__(self) -> int:
return len(self._sequence)
class Iterable:
def __init__(self, sequence: Sequence) -> None:
self.sequence = sequence
def __iter__(self) -> SequenceIterator:
return SequenceIterator(self.sequence)
def iterators() -> tuple[Iterator, Optional[int]]:
yield range(10), None
yield list(range(10)), None
yield (i for i in range(10)), 10
yield SequenceIterator(range(10)), None
yield Iterable(range(10)), 10
@pytest.mark.parametrize("iterator", iterators())
def test_chunks(iterator: tuple[Iterator, Optional[int]]) -> None:
chunks = Chunks(iterator[0], size=2, length=iterator[1])
assert list(chunks) == [[0, 1], [2, 3], [4, 5], [6, 7], [8, 9]]
def test_parpool() -> None:
def fun(i, j, k) -> int: # noqa
return i * j * k
with ParPool(fun, (3,), {"k": 2}) as pool: # noqa
for i in range(10):
pool[i] = i
assert [pool[i] for i in range(10)] == [0, 6, 12, 18, 24, 30, 36, 42, 48, 54]
def test_parfor() -> None:
@parfor(range(10), (3,), {"k": 2})
def fun(i, j, k):
return i * j * k
assert fun == [0, 6, 12, 18, 24, 30, 36, 42, 48, 54]
@pytest.mark.parametrize("serial", (True, False))
def test_pmap(serial) -> None:
def fun(i, j, k):
return i * j * k
assert pmap(fun, range(10), (3,), {"k": 2}, serial=serial) == [
0,
6,
12,
18,
24,
30,
36,
42,
48,
54,
]
@pytest.mark.parametrize("serial", (True, False))
def test_pmap_with_idx(serial) -> None:
def fun(i, j, k):
return i * j * k
assert pmap(fun, range(10), (3,), {"k": 2}, serial=serial, yield_index=True) == [
(0, 0),
(1, 6),
(2, 12),
(3, 18),
(4, 24),
(5, 30),
(6, 36),
(7, 42),
(8, 48),
(9, 54),
]
@pytest.mark.parametrize("serial", (True, False))
def test_pmap_chunks(serial) -> None:
def fun(i, j, k):
return [i_ * j * k for i_ in i]
chunks = Chunks(range(10), size=2)
assert pmap(fun, chunks, (3,), {"k": 2}, serial=serial) == [
[0, 6],
[12, 18],
[24, 30],
[36, 42],
[48, 54],
]
def test_id_reuse() -> None:
def fun(i):
return i[0].a
@dataclass
class T:
a: int = 3
def gen(total):
for i in range(total):
t = T(i)
yield t
del t
a = pmap(fun, Chunks(gen(1000), size=1, length=1000), total=1000) # noqa
assert all([i == j for i, j in enumerate(a)])
@pytest.mark.parametrize("n_processes", (2, 4, 6))
def test_n_processes(n_processes) -> None:
@parfor(range(12), n_processes=n_processes)
def fun(i): # noqa
sleep(0.25)
return getpid()
assert len(set(fun)) <= n_processes
def test_shared_array() -> None:
def fun(i, a):
a[i] = i
with SharedArray(100, int) as arr:
pmap(fun, range(len(arr)), (arr,))
b = np.array(arr)
assert np.all(b == np.arange(len(arr)))
def test_nesting() -> None:
def a(i):
return i**2
def b(i):
return pmap(a, range(i, i + 50))
assert pmap(b, range(10)) == [[i**2 for i in range(j, j + 50)] for j in range(10)]