update xlib

xlib/image/color_transfer/__init__.py

@@ -1 +1,2 @@
 from .rct import rct
+from .sot import sot

xlib/image/color_transfer/sot.py

@@ -0,0 +1,59 @@
+import cv2
+import numpy as np
+import numpy.linalg as npla
+
+def sot(src,trg, steps=10, batch_size=30, reg_sigmaXY=16.0, reg_sigmaV=5.0):
+    """
+    Color Transform via Sliced Optimal Transfer, ported from https://github.com/dcoeurjo/OTColorTransfer
+
+    src         - any float range any channel image
+    dst         - any float range any channel image, same shape as src
+    steps       - number of solver steps
+    batch_size  - solver batch size
+    reg_sigmaXY - apply regularization and sigmaXY of filter, otherwise set to 0.0
+    reg_sigmaV  - sigmaV of filter
+
+    return value - clip it manually
+    
+    TODO check why diff result on float and uint8 images
+    """
+    if not np.issubdtype(src.dtype, np.floating):
+        raise ValueError("src value must be float")
+    if not np.issubdtype(trg.dtype, np.floating):
+        raise ValueError("trg value must be float")
+
+    if len(src.shape) != 3:
+        raise ValueError("src shape must have rank 3 (h,w,c)")
+
+    if src.shape != trg.shape:
+        raise ValueError("src and trg shapes must be equal")
+
+    src_dtype = src.dtype
+    h,w,c = src.shape
+    new_src = src.copy()
+
+    advect = np.empty ( (h*w,c), dtype=src_dtype )
+    for step in range (steps):
+        advect.fill(0)
+        for batch in range (batch_size):
+            dir = np.random.normal(size=c).astype(src_dtype)
+            dir /= npla.norm(dir)
+
+            projsource = np.sum( new_src*dir, axis=-1).reshape ((h*w))
+            projtarget = np.sum( trg*dir, axis=-1).reshape ((h*w))
+
+            idSource = np.argsort (projsource)
+            idTarget = np.argsort (projtarget)
+
+            a = projtarget[idTarget]-projsource[idSource]
+            for i_c in range(c):
+                advect[idSource,i_c] += a * dir[i_c]
+        new_src += advect.reshape( (h,w,c) ) / batch_size
+
+    if reg_sigmaXY != 0.0:
+        src_diff = new_src-src
+        src_diff_filt = cv2.bilateralFilter (src_diff, 0, reg_sigmaV, reg_sigmaXY )
+        if len(src_diff_filt.shape) == 2:
+            src_diff_filt = src_diff_filt[...,None]
+        new_src = src + src_diff_filt
+    return new_src

xlib/mp/SPMTWorker.py

@@ -0,0 +1,158 @@
+import multiprocessing
+import threading
+import time
+import traceback
+import weakref
+
+def _host_thread_proc(wref):
+    while True:
+        ref = wref()
+        if ref is None:
+            break
+        ref._host_process_messages(0.005)
+        del ref
+    print('_host_thread_proc exit')
+
+class SPMTWorker:
+    def __init__(self, *sub_args, **sub_kwargs):
+        """
+        base class for single subprocess multi thread worker
+
+        provides messaging interface between host and subprocess
+        """
+        host_pipe, sub_pipe = multiprocessing.Pipe()
+        p = multiprocessing.Process(target=self._subprocess_proc, args=(sub_pipe, sub_args, sub_kwargs), daemon=True)
+        p.start()
+        self._p = p
+        self._pipe = host_pipe
+
+        threading.Thread(target=_host_thread_proc, args=(weakref.ref(self),), daemon=True).start()
+
+    def kill(self):
+        """
+        kill subprocess
+        """
+        self._p.terminate()
+        self._p.join()
+
+    def stop(self):
+        """
+        graceful stop subprocess, will wait all thread finalization
+        """
+        self._send_msg('_stop')
+        self._p.join()
+
+    # overridable
+    def _on_host_sub_message(self, name, *args, **kwargs):
+        """
+        a message from subprocess
+        """
+
+    def _host_process_messages(self, timeout : float = 0) -> bool:
+        """
+        process messages on host side
+        """
+        try:
+            pipe = self._pipe
+            if pipe.poll(timeout):
+                while True:
+                    name, args, kwargs = pipe.recv()
+                    self._on_host_sub_message(name, *args, **kwargs)
+                    if not pipe.poll():
+                        break
+        except:
+            ...
+
+    # overridable
+    def _on_sub_host_message(self, name, *args, **kwargs):
+        """
+        a message from host
+        """
+
+    # overridable
+    def _on_sub_initialize(self):
+        """
+        on subprocess initialization
+        """
+
+    def _on_sub_finalize(self):
+        """
+        on graceful subprocess finalization
+        """
+        print('_on_sub_finalize')
+
+    # overridable
+    def _on_sub_thread_initialize(self, thread_id):
+        """
+        called on subprocess thread initialization
+        """
+    # overridable
+    def _on_sub_thread_finalize(self, thread_id):
+        """
+        called on subprocess thread finalization
+        """
+    # overridable
+    def _on_sub_thread_tick(self, thread_id):
+        """
+        called on subprocess thread tick
+        """
+
+
+    def _send_msg(self, name, *args, **kwargs):
+        """
+        send message to other side (to host or to sub)
+        """
+        try:
+            self._pipe.send( (name, args, kwargs) )
+        except:
+            ...
+
+
+    def _sub_thread_proc(self, thread_id):
+        self._on_sub_thread_initialize(thread_id)
+        while self._threads_running:
+            self._on_sub_thread_tick(thread_id)
+            time.sleep(0.005)
+        self._on_sub_thread_finalize(thread_id)
+
+        self._threads_exit_barrier.wait()
+
+    def _sub_get_thread_count(self) -> int:
+        return self._thread_count
+
+    def _subprocess_proc(self, pipe, sub_args, sub_kwargs):
+        self._pipe = pipe
+        self._thread_count = multiprocessing.cpu_count()
+
+        self._on_sub_initialize(*sub_args, **sub_kwargs)
+
+        self._threads = []
+        self._threads_running = True
+        self._threads_exit_barrier = threading.Barrier(self._thread_count+1)
+
+        for thread_id in range(self._thread_count):
+            t = threading.Thread(target=self._sub_thread_proc, args=(thread_id,), daemon=True)
+            t.start()
+            self._threads.append(t)
+
+        working = True
+        while working:
+            if pipe.poll(0.005):
+                while True:
+                    name, args, kwargs = pipe.recv()
+                    if name == '_stop':
+                        working = False
+                    else:
+                        try:
+                            self._on_sub_host_message(name, *args, **kwargs)
+                        except:
+                            print(f'Error during handling host message {name} : {traceback.format_exc()}')
+
+                    if not pipe.poll():
+                        break
+
+        self._threads_running = False
+        
+        self._threads_exit_barrier.wait()
+
+        self._on_sub_finalize()

xlib/mp/__init__.py

@@ -6,3 +6,4 @@ from .PMPI import PMPI
 from .MPAtomicInt32 import MPAtomicInt32
 from .MPSPSCMRRingData import MPSPSCMRRingData
 from .MPWeakHeap import MPWeakHeap
+from .SPMTWorker import SPMTWorker

xlib/mt/AtomicInteger.py

@@ -0,0 +1,23 @@
+import threading
+
+class AtomicInteger:
+    def __init__(self, value=0):
+        self._value = int(value)
+        self._lock = threading.Lock()
+        
+    def inc(self, d = 1):
+        with self._lock:
+            self._value += int(d)
+            return self._value
+
+    def dec(self, d = 1):
+        return self.inc(-d)    
+
+    def get_value(self) -> int:
+        with self._lock:
+            return self._value
+
+    def set_value(self, v : int):
+        with self._lock:
+            self._value = int(v)
+            return self._value

xlib/mt/__init__.py

@@ -2,4 +2,5 @@
 various threading extensions
 """
 
+from .AtomicInteger import AtomicInteger
 from .MTOrderedData import MTOrderedData