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mirror of https://github.com/opencv/opencv.git synced 2026-07-29 15:23:05 +04:00

Merge pull request #22037 from xiong-jie-y:py_gapi_add_state_kernel

Add stateful kernel to python G-API
This commit is contained in:
Alexander Smorkalov
2022-09-09 15:13:22 +03:00
committed by GitHub
5 changed files with 297 additions and 51 deletions
+111 -33
View File
@@ -660,7 +660,8 @@ static cv::GRunArgs run_py_kernel(cv::detail::PyObjectHolder kernel,
// NB: Doesn't increase reference counter (false),
// because PyObject already have ownership.
// In case exception decrement reference counter.
cv::detail::PyObjectHolder args(PyTuple_New(ins.size()), false);
cv::detail::PyObjectHolder args(
PyTuple_New(ctx.m_state.has_value() ? ins.size() + 1 : ins.size()), false);
for (size_t i = 0; i < ins.size(); ++i)
{
// NB: If meta is monostate then object isn't associated with G-TYPE.
@@ -690,6 +691,12 @@ static cv::GRunArgs run_py_kernel(cv::detail::PyObjectHolder kernel,
}
++in_idx;
}
if (ctx.m_state.has_value())
{
PyTuple_SetItem(args.get(), ins.size(), pyopencv_from(ctx.m_state.value()));
}
// NB: Doesn't increase reference counter (false).
// In case PyObject_CallObject return NULL, do nothing in destructor.
cv::detail::PyObjectHolder result(
@@ -736,6 +743,86 @@ static cv::GRunArgs run_py_kernel(cv::detail::PyObjectHolder kernel,
return outs;
}
static void unpackMetasToTuple(const cv::GMetaArgs& meta,
const cv::GArgs& gargs,
cv::detail::PyObjectHolder& tuple)
{
size_t idx = 0;
for (auto&& m : meta)
{
switch (m.index())
{
case cv::GMetaArg::index_of<cv::GMatDesc>():
PyTuple_SetItem(tuple.get(), idx, pyopencv_from(cv::util::get<cv::GMatDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::GScalarDesc>():
PyTuple_SetItem(tuple.get(), idx,
pyopencv_from(cv::util::get<cv::GScalarDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::GArrayDesc>():
PyTuple_SetItem(tuple.get(), idx,
pyopencv_from(cv::util::get<cv::GArrayDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::GOpaqueDesc>():
PyTuple_SetItem(tuple.get(), idx,
pyopencv_from(cv::util::get<cv::GOpaqueDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::util::monostate>():
PyTuple_SetItem(tuple.get(), idx, pyopencv_from(gargs[idx]));
break;
case cv::GMetaArg::index_of<cv::GFrameDesc>():
util::throw_error(
std::logic_error("GFrame isn't supported for custom operation"));
break;
}
++idx;
}
}
static cv::GArg setup_py(cv::detail::PyObjectHolder setup,
const cv::GMetaArgs& meta,
const cv::GArgs& gargs)
{
PyGILState_STATE gstate;
gstate = PyGILState_Ensure();
cv::GArg out;
try
{
// NB: Doesn't increase reference counter (false),
// because PyObject already have ownership.
// In case exception decrement reference counter.
cv::detail::PyObjectHolder args(PyTuple_New(meta.size()), false);
unpackMetasToTuple(meta, gargs, args);
// NB: Take an onwership because this state is "Python" type so it will be wrapped as-is
// into cv::GArg and stored in GPythonBackend. Object without ownership can't
// be dealocated outside this function.
cv::detail::PyObjectHolder result(PyObject_CallObject(setup.get(), args.get()), true);
if (PyErr_Occurred())
{
PyErr_PrintEx(0);
PyErr_Clear();
throw std::logic_error("Python kernel failed with error!");
}
// NB: In fact it's impossible situation, because errors were handled above.
GAPI_Assert(result.get() && "Python kernel returned NULL!");
if (!pyopencv_to(result.get(), out, ArgInfo("arg", false)))
{
util::throw_error(std::logic_error("Unsupported output meta type"));
}
}
catch (...)
{
PyGILState_Release(gstate);
throw;
}
PyGILState_Release(gstate);
return out;
}
static GMetaArg get_meta_arg(PyObject* obj)
{
cv::GMetaArg arg;
@@ -761,8 +848,8 @@ static cv::GMetaArgs get_meta_args(PyObject* tuple)
}
static GMetaArgs run_py_meta(cv::detail::PyObjectHolder out_meta,
const cv::GMetaArgs &meta,
const cv::GArgs &gargs)
const cv::GMetaArgs &meta,
const cv::GArgs &gargs)
{
PyGILState_STATE gstate;
gstate = PyGILState_Ensure();
@@ -774,32 +861,7 @@ static GMetaArgs run_py_meta(cv::detail::PyObjectHolder out_meta,
// because PyObject already have ownership.
// In case exception decrement reference counter.
cv::detail::PyObjectHolder args(PyTuple_New(meta.size()), false);
size_t idx = 0;
for (auto&& m : meta)
{
switch (m.index())
{
case cv::GMetaArg::index_of<cv::GMatDesc>():
PyTuple_SetItem(args.get(), idx, pyopencv_from(cv::util::get<cv::GMatDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::GScalarDesc>():
PyTuple_SetItem(args.get(), idx, pyopencv_from(cv::util::get<cv::GScalarDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::GArrayDesc>():
PyTuple_SetItem(args.get(), idx, pyopencv_from(cv::util::get<cv::GArrayDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::GOpaqueDesc>():
PyTuple_SetItem(args.get(), idx, pyopencv_from(cv::util::get<cv::GOpaqueDesc>(m)));
break;
case cv::GMetaArg::index_of<cv::util::monostate>():
PyTuple_SetItem(args.get(), idx, pyopencv_from(gargs[idx]));
break;
case cv::GMetaArg::index_of<cv::GFrameDesc>():
util::throw_error(std::logic_error("GFrame isn't supported for custom operation"));
break;
}
++idx;
}
unpackMetasToTuple(meta, gargs, args);
// NB: Doesn't increase reference counter (false).
// In case PyObject_CallObject return NULL, do nothing in destructor.
cv::detail::PyObjectHolder result(
@@ -860,6 +922,10 @@ static PyObject* pyopencv_cv_gapi_kernels(PyObject* , PyObject* py_args, PyObjec
"Python kernel should contain run, please use cv.gapi.kernel to define kernel");
return NULL;
}
PyObject* setup = nullptr;
if (PyObject_HasAttrString(user_kernel, "setup")) {
setup = PyObject_GetAttrString(user_kernel, "setup");
}
std::string id;
if (!pyopencv_to(id_obj, id, ArgInfo("id", false)))
@@ -869,10 +935,22 @@ static PyObject* pyopencv_cv_gapi_kernels(PyObject* , PyObject* py_args, PyObjec
}
using namespace std::placeholders;
gapi::python::GPythonFunctor f(id.c_str(),
std::bind(run_py_meta , cv::detail::PyObjectHolder{out_meta}, _1, _2),
std::bind(run_py_kernel, cv::detail::PyObjectHolder{run} , _1));
pkg.include(f);
if (setup)
{
gapi::python::GPythonFunctor f(
id.c_str(), std::bind(run_py_meta, cv::detail::PyObjectHolder{out_meta}, _1, _2),
std::bind(run_py_kernel, cv::detail::PyObjectHolder{run}, _1),
std::bind(setup_py, cv::detail::PyObjectHolder{setup}, _1, _2));
pkg.include(f);
}
else
{
gapi::python::GPythonFunctor f(
id.c_str(), std::bind(run_py_meta, cv::detail::PyObjectHolder{out_meta}, _1, _2),
std::bind(run_py_kernel, cv::detail::PyObjectHolder{run}, _1));
pkg.include(f);
}
}
return pyopencv_from(pkg);
}
@@ -432,7 +432,7 @@ try:
with self.assertRaises(Exception): create_op([cv.GMat, int], [cv.GMat]).on(cv.GMat())
def test_stateful_kernel(self):
def test_state_in_class(self):
@cv.gapi.op('custom.sum', in_types=[cv.GArray.Int], out_types=[cv.GOpaque.Int])
class GSum:
@staticmethod
@@ -0,0 +1,142 @@
#!/usr/bin/env python
import numpy as np
import cv2 as cv
import os
import sys
import unittest
from tests_common import NewOpenCVTests
try:
if sys.version_info[:2] < (3, 0):
raise unittest.SkipTest('Python 2.x is not supported')
class CounterState:
def __init__(self):
self.counter = 0
@cv.gapi.op('stateful_counter',
in_types=[cv.GOpaque.Int],
out_types=[cv.GOpaque.Int])
class GStatefulCounter:
"""Accumulate state counter on every call"""
@staticmethod
def outMeta(desc):
return cv.empty_gopaque_desc()
@cv.gapi.kernel(GStatefulCounter)
class GStatefulCounterImpl:
"""Implementation for GStatefulCounter operation."""
@staticmethod
def setup(desc):
return CounterState()
@staticmethod
def run(value, state):
state.counter += value
return state.counter
class gapi_sample_pipelines(NewOpenCVTests):
def test_stateful_kernel_single_instance(self):
g_in = cv.GOpaque.Int()
g_out = GStatefulCounter.on(g_in)
comp = cv.GComputation(cv.GIn(g_in), cv.GOut(g_out))
pkg = cv.gapi.kernels(GStatefulCounterImpl)
nums = [i for i in range(10)]
acc = 0
for v in nums:
acc = comp.apply(cv.gin(v), args=cv.gapi.compile_args(pkg))
self.assertEqual(sum(nums), acc)
def test_stateful_kernel_multiple_instances(self):
# NB: Every counter has his own independent state.
g_in = cv.GOpaque.Int()
g_out0 = GStatefulCounter.on(g_in)
g_out1 = GStatefulCounter.on(g_in)
comp = cv.GComputation(cv.GIn(g_in), cv.GOut(g_out0, g_out1))
pkg = cv.gapi.kernels(GStatefulCounterImpl)
nums = [i for i in range(10)]
acc0 = acc1 = 0
for v in nums:
acc0, acc1 = comp.apply(cv.gin(v), args=cv.gapi.compile_args(pkg))
ref = sum(nums)
self.assertEqual(ref, acc0)
self.assertEqual(ref, acc1)
def test_stateful_throw_setup(self):
@cv.gapi.kernel(GStatefulCounter)
class GThrowStatefulCounterImpl:
"""Implementation for GStatefulCounter operation
that throw exception in setup method"""
@staticmethod
def setup(desc):
raise Exception('Throw from setup method')
@staticmethod
def run(value, state):
raise Exception('Unreachable')
g_in = cv.GOpaque.Int()
g_out = GStatefulCounter.on(g_in)
comp = cv.GComputation(cv.GIn(g_in), cv.GOut(g_out))
pkg = cv.gapi.kernels(GThrowStatefulCounterImpl)
with self.assertRaises(Exception): comp.apply(cv.gin(42),
args=cv.gapi.compile_args(pkg))
def test_stateful_reset(self):
g_in = cv.GOpaque.Int()
g_out = GStatefulCounter.on(g_in)
comp = cv.GComputation(cv.GIn(g_in), cv.GOut(g_out))
pkg = cv.gapi.kernels(GStatefulCounterImpl)
cc = comp.compileStreaming(args=cv.gapi.compile_args(pkg))
cc.setSource(cv.gin(1))
cc.start()
for i in range(1, 10):
_, actual = cc.pull()
self.assertEqual(i, actual)
cc.stop()
cc.setSource(cv.gin(2))
cc.start()
for i in range(2, 10, 2):
_, actual = cc.pull()
self.assertEqual(i, actual)
cc.stop()
except unittest.SkipTest as e:
message = str(e)
class TestSkip(unittest.TestCase):
def setUp(self):
self.skipTest('Skip tests: ' + message)
def test_skip():
pass
pass
if __name__ == '__main__':
NewOpenCVTests.bootstrap()