From 67fc792a47e339aa17cd635d2c498aaccee3e6c9 Mon Sep 17 00:00:00 2001 From: lykos98 Date: Thu, 18 Jan 2024 09:49:54 +0100 Subject: [PATCH 1/5] ignoring dist messing with branches --- .gitignore | 2 ++ dist/dadac-0.2.0-py3-none-any.whl | Bin 70573 -> 0 bytes dist/dadac-0.2.0.tar.gz | Bin 75543 -> 0 bytes 3 files changed, 2 insertions(+) delete mode 100644 dist/dadac-0.2.0-py3-none-any.whl delete mode 100644 dist/dadac-0.2.0.tar.gz diff --git a/.gitignore b/.gitignore index 114ae74..8673264 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,6 @@ *ipynb* +*build* +dist/* *demo_2* perf.data perf.data.old diff --git a/dist/dadac-0.2.0-py3-none-any.whl b/dist/dadac-0.2.0-py3-none-any.whl deleted file mode 100644 index 8d7296a1b1c4a28ac313a4d52a64c33707e988ee..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 70573 zcmYg#18`(r)NO2gV%rnjwylXdv2ELSCbn(cnb_7O=_H-x<@^7t_g+=ssjZKYzF&P?K*;~078Z!R&l%<=T 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u|9O2uJ6nI9wPHz$CR|SQG*9z1PxCZS^E6NMG*9z Date: Tue, 23 Jan 2024 14:52:34 +0100 Subject: [PATCH 2/5] some improvements on setup.py MANIFEST.in etc --- MANIFEST.in | 5 +++++ benchmarks/benchmarks.py | 32 ++++++++++++++++---------------- dadac/Makefile | 8 +++++--- dadac/dadac.py | 19 +++++++++++++++++-- demo.ipynb | 31 ++++++++++++++----------------- setup.py | 33 ++++++++++++++++----------------- 6 files changed, 73 insertions(+), 55 deletions(-) create mode 100644 MANIFEST.in diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..fa25279 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,5 @@ +include dadac/src/* +include dadac/bin/.placeholder +include dadac/include/* +include dadac/Makefile +include dadac/__init__.py diff --git a/benchmarks/benchmarks.py b/benchmarks/benchmarks.py index 31ffdc6..3f89efb 100644 --- a/benchmarks/benchmarks.py +++ b/benchmarks/benchmarks.py @@ -163,7 +163,7 @@ def profileAndRun(dataset,dataset_name,k,Z,results, halo = False): x2 = np.random.normal([2,0,0,0,0],1,size=(n,5)) x = np.concatenate([x1,x2]) -profileAndRun(x, "5D Gaussian", k, Z, results) +#profileAndRun(x, "5D Gaussian", k, Z, results) ## --------------------------------------------------------------------- ## @@ -172,16 +172,16 @@ def profileAndRun(dataset,dataset_name,k,Z,results, halo = False): ## --------------------------------------------------------------------- -from sklearn.datasets import fetch_openml -x, y = fetch_openml( - "mnist_784", version=1, return_X_y=True, as_frame=False, parser="pandas" -) +#from sklearn.datasets import fetch_openml +#x, y = fetch_openml( +# "mnist_784", version=1, return_X_y=True, as_frame=False, parser="pandas" +#) +# +#x = np.ascontiguousarray(x) +#x = x.astype(np.float64)/255. -x = np.ascontiguousarray(x) -x = x.astype(np.float64)/255. - -profileAndRun(x, "MNIST", k, Z, results) +#profileAndRun(x, "MNIST", k, Z, results) ## --------------------------------------------------------------------- ## @@ -191,9 +191,9 @@ def profileAndRun(dataset,dataset_name,k,Z,results, halo = False): #trying to import from dadapy examples -for ds_name in example_names[:2]: - data = getFromUrl(base_url, ds_name) - profileAndRun(data, ds_name, k, Z, results) +#for ds_name in example_names[:2]: +# data = getFromUrl(base_url, ds_name) +# profileAndRun(data, ds_name, k, Z, results) ## --------------------------------------------------------------------- ## @@ -203,11 +203,11 @@ def profileAndRun(dataset,dataset_name,k,Z,results, halo = False): data = get_example_from_drive() -profileAndRun(data[:100000], "Astro (sub)Set 1", k, Z, results) +#profileAndRun(data[:100000], "Astro (sub)Set 1", k, Z, results) -if(run_big): - profileAndRun(data[:500000], "Astro (sub)Set 1", k, Z, results) - profileAndRun(data, "Astro (sub)Set 1", k, Z, results) +#if(run_big): +# profileAndRun(data[:500000], "Astro (sub)Set 1", k, Z, results) +# profileAndRun(data, "Astro (sub)Set 1", k, Z, results) ## --------------------------------------------------------------------- diff --git a/dadac/Makefile b/dadac/Makefile index 0735f47..56c9343 100644 --- a/dadac/Makefile +++ b/dadac/Makefile @@ -24,9 +24,11 @@ COMPILING_INFO=@echo "[\e[36mCOMPILING\e[0m]: $@" LINKING_INFO=@echo "[\e[34mLINKING\e[0m]: $@" -#CFLAGS+=-O3 +CROSS_COMPILE_CFLAGS=${CFLAGS} +CROSS_COMPILE_CFLAGS+=-O2 -nostdlib -nostartfiles -nodefaultlibs +CFLAGS+=-O3 -march=native all: driver test @echo "[\e[31mFLAGS\e[0m]: ${CFLAGS}" @@ -61,11 +63,11 @@ bin/%.o : src/%.c bin/libdadac.aarch64.so : ${SOURCES} - @aarch64-linux-gnu-gcc ${SOURCES} ${CFLAGS} ${LDFLAGS} ${VERBOSE} ${DEBUG} -fpic -shared -o $@ + @aarch64-linux-gnu-gcc ${SOURCES} ${CROSS_COMPILE_FLAGS} ${LDFLAGS} ${VERBOSE} ${DEBUG} -fpic -shared -o $@ ${COMPILING_INFO} bin/libdadac.x86_64.so : ${SOURCES} - @gcc ${SOURCES} ${CFLAGS} ${LDFLAGS} ${VERBOSE} ${DEBUG} -fpic -shared -o $@ + @gcc-11 ${SOURCES} ${CROSS_COMPILE_FLAGS} ${LDFLAGS} ${VERBOSE} ${DEBUG} -fpic -shared -o $@ ${COMPILING_INFO} clean: diff --git a/dadac/dadac.py b/dadac/dadac.py index 3e415c8..b39105c 100644 --- a/dadac/dadac.py +++ b/dadac/dadac.py @@ -85,13 +85,27 @@ def __init__(self): arch = platform.machine() print(path) if not os.path.exists(path): + #print("libdadac.so not found calling make for you") + #old_dir = os.getcwd() + #os.chdir(os.path.join(os.path.dirname(__file__))) + #if not os.path.exists(os.path.join(os.path.dirname(__file__), "bin")): + # os.system("mkdir bin") + #os.system("make lib") + #os.chdir(old_dir) + print(f"Loading (maybe) precompiled binary for architecture: {arch}") print(f"If you want more perfomance you can try to install it with ") print(f"-> pip install git+https://github.com/lykos98/dadaC") print(f"Thus will trigger a recompile to native architecture :)") path = os.path.join(os.path.dirname(__file__), f"bin/libdadac.{arch}.so") + print(f"Loading: -> {path}") - self.lib = ct.CDLL(path) + try: + self.lib = ct.CDLL(path) + except: + print(f"Failed to load library please install dadac using:") + print(f" pip install git+https://github.com/lykos98/dadaC ") + raise() global ctFloatType, ctIdxType s = self.lib.FloatAndUintSize() @@ -250,6 +264,7 @@ def __init__(self, data : np.array): Raises: TypeError: Raises TypeError if a type different from a matrix is passed """ + super().__init__() #initialize class if self._useFloat32: @@ -282,7 +297,6 @@ def __init__(self, data : np.array): if len(self.data.shape) != 2: raise TypeError("Please provide a 2d numpy array") - self._datapoints = None self._clusters = None self.n = self.data.shape[0] @@ -302,6 +316,7 @@ def __init__(self, data : np.array): self.borders = None self._log_den = None self._log_den_err = None + self.blas = self._blas_in_use() != 0 self._running_in_notebook = self._is_notebook() diff --git a/demo.ipynb b/demo.ipynb index 6b2621f..f3d2114 100644 --- a/demo.ipynb +++ b/demo.ipynb @@ -23,7 +23,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -32,7 +32,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -66,42 +66,39 @@ "/home/francesco/Desktop/dssc/robavaria/cc/dadac/bin/libdadac.so\n", "You are running in a notebook maybe the timing output will break, but everything should be fine \n", "Building the KDtree v2:\n", - "\tTotal time: 0.029s\n", + "\tTotal time: 0.048s\n", "\n", "KNN search:\n", - "\tTotal time: 0.170s\n", + "\tTotal time: 0.478s\n", "\n", - "You are running in a notebook maybe the timing output will break, but everything should be fine \n", "ID estimation:\n", - "\tID value: 2.005035\n", - "\tTotal time: 0.022s\n", + "\tID value: 1.998728\n", + "\tTotal time: 0.012s\n", "\n", - "You are running in a notebook maybe the timing output will break, but everything should be fine \n", "Density and k* estimation:\n", - "\tTotal time: 0.191s\n", + "\tTotal time: 0.135s\n", "\n", - "You are running in a notebook maybe the timing output will break, but everything should be fine \n", "H1: Preliminary cluster assignment\n", "\tFinding putative centers: 0.008s\n", - "\tFinding actual centers: 0.025s\n", + "\tFinding actual centers: 0.014s\n", "\tTentative clustering: 0.006s\n", "\tFinalizing clustering: 0.000s\n", "\n", - "\tFound 33 clusters\n", - "\tTotal time: 0.039s\n", + "\tFound 39 clusters\n", + "\tTotal time: 0.027s\n", "\n", "H2: Finding border points\n", - "\tTotal time: 0.045s\n", + "\tTotal time: 0.036s\n", "\n", "Using dense implementation\n", "H3: Merging clusters\n", "\tFinding merges: 0.000s\n", "\tCluster merging: 0.000s\n", - "\tFinal operations: 0.001s\n", + "\tFinal operations: 0.004s\n", "\n", - "\tFound 45 possible merges\n", + "\tFound 63 possible merges\n", "\tSurviving clusters 3\n", - "\tTotal time: 0.001s\n", + "\tTotal time: 0.004s\n", "\n" ] } diff --git a/setup.py b/setup.py index f83ab9e..1524ba8 100644 --- a/setup.py +++ b/setup.py @@ -35,11 +35,13 @@ #compile everything -os.system("make -C $(pwd)/dadac") +#os.system("make -C $(pwd)/dadac") EXT_DIR = os.path.join(os.path.dirname(__file__), 'dadac') -class RunMake(install): +class RunMake(install): + + """Makefile on setuptools install.""" def run(self): old_dir = os.getcwd() @@ -52,24 +54,16 @@ def run(self): os.chdir(old_dir) install.run(self) -class RunMake_precompiled(Command): +class RunMake_precompiled(build): """Makefile on setuptools install.""" user_options = [] - @staticmethod - def status(s): - """Prints things in bold.""" - print('\033[1m{0}\033[0m'.format(s)) - - def initialize_options(self): - pass - - def finalize_options(self): - pass def run(self): old_dir = os.getcwd() try: + if(os.path.exists("bin/libdadac.so")): + os.system("rm bin/libdadac.so") os.chdir(EXT_DIR) print("Building C library ...") os.system("make arm") @@ -77,7 +71,7 @@ def run(self): #self.spawn(['make']) finally: os.chdir(old_dir) - #build.run(self) + build.run(self) # The rest you shouldn't have to touch too much :) # ------------------------------------------------ # Except, perhaps the License and Trove Classifiers! @@ -151,7 +145,11 @@ def run(self): author_email=EMAIL, python_requires=REQUIRES_PYTHON, url=URL, - packages=find_packages(exclude=["tests", "*.tests", "*.tests.*", "tests.*"]), + #packages=find_packages( + # include=["dadac","dadac.src"], + # exclude=["tests", "*.tests", "*.tests.*", "tests.*","*src*","*include*","*src*"] + # ), + packages=["dadac"], # If your package is a single module, use this instead of 'packages': # py_modules=['mypackage'], @@ -163,6 +161,7 @@ def run(self): include_package_data=True, license='MIT', package_data={'dadac': ["bin/*.so"]}, + exclude_package_data={"dadac": ["src/*","include/*"]}, classifiers=[ # Trove classifiers # Full list: https://pypi.python.org/pypi?%3Aaction=list_classifiers @@ -175,8 +174,8 @@ def run(self): ], # $ setup.py publish support. cmdclass={ - 'build_precompiled': RunMake_precompiled, - 'upload': UploadCommand, 'install': RunMake, + 'upload': UploadCommand, + 'build': RunMake_precompiled, }, ) From 0a007ecb56b27b93be93b5545a540c25fe9fbd9c Mon Sep 17 00:00:00 2001 From: lykos98 Date: Wed, 27 Mar 2024 13:57:29 +0100 Subject: [PATCH 3/5] maybe fixed cross compile issue --- dadac/Makefile | 2 +- setup.py | 41 +++++++++++++++++++++++++---------------- 2 files changed, 26 insertions(+), 17 deletions(-) diff --git a/dadac/Makefile b/dadac/Makefile index 56c9343..4feb5be 100644 --- a/dadac/Makefile +++ b/dadac/Makefile @@ -26,7 +26,7 @@ LINKING_INFO=@echo "[\e[34mLINKING\e[0m]: $@" CROSS_COMPILE_CFLAGS=${CFLAGS} -CROSS_COMPILE_CFLAGS+=-O2 -nostdlib -nostartfiles -nodefaultlibs +CROSS_COMPILE_CFLAGS+=-O3 -nostdlib -nostartfiles -nodefaultlibs CFLAGS+=-O3 -march=native all: driver test diff --git a/setup.py b/setup.py index 1524ba8..a80683c 100644 --- a/setup.py +++ b/setup.py @@ -9,7 +9,7 @@ import sys from shutil import rmtree -from setuptools import find_packages, setup, Command +from setuptools import find_packages, setup, Command, Extension from setuptools.command.install import install from setuptools.command.build import build @@ -39,20 +39,20 @@ EXT_DIR = os.path.join(os.path.dirname(__file__), 'dadac') -class RunMake(install): - - - """Makefile on setuptools install.""" - def run(self): - old_dir = os.getcwd() - try: - os.chdir(EXT_DIR) - print("Building C library ...") - os.system("make lib") - #self.spawn(['make']) - finally: - os.chdir(old_dir) - install.run(self) +#class RunMake(install): +# +# +# """Makefile on setuptools install.""" +# def run(self): +# old_dir = os.getcwd() +# try: +# os.chdir(EXT_DIR) +# print("Building C library ...") +# os.system("make lib") +# #self.spawn(['make']) +# finally: +# os.chdir(old_dir) +# install.run(self) class RunMake_precompiled(build): """Makefile on setuptools install.""" @@ -133,6 +133,14 @@ def run(self): sys.exit() +dadac_module = Extension( + "dadac.core", + sources = ["dadac/src/dadac.c", "dadac/src/kdtree.c", "dadac/src/kdtreeV2.c", "dadac/src/heap.c", "dadac/src/vptree.c", "dadac/src/vptreeV2.c"], + include_dirs=["dadac/include"], + extra_compile_args=["-O3","-fopenmp"], + extra_link_args=["-fopenmp", "-lm"] +) + # Where the magic happens: setup( @@ -173,8 +181,9 @@ def run(self): 'Programming Language :: Python :: Implementation :: PyPy' ], # $ setup.py publish support. + #ext_modules=[dadac_module], cmdclass={ - 'install': RunMake, + #'install': RunMake, 'upload': UploadCommand, 'build': RunMake_precompiled, }, From b9dee0afb5c832677ad017454c5b6d9e45c8869f Mon Sep 17 00:00:00 2001 From: lykos98 Date: Wed, 27 Mar 2024 14:09:19 +0100 Subject: [PATCH 4/5] fixed cross compile --- setup.py | 32 +++++++++++++++++--------------- 1 file changed, 17 insertions(+), 15 deletions(-) diff --git a/setup.py b/setup.py index a80683c..06cae0b 100644 --- a/setup.py +++ b/setup.py @@ -39,20 +39,22 @@ EXT_DIR = os.path.join(os.path.dirname(__file__), 'dadac') -#class RunMake(install): -# -# -# """Makefile on setuptools install.""" -# def run(self): -# old_dir = os.getcwd() -# try: -# os.chdir(EXT_DIR) -# print("Building C library ...") -# os.system("make lib") -# #self.spawn(['make']) -# finally: -# os.chdir(old_dir) -# install.run(self) +class RunMake(install): + + + """Makefile on setuptools install.""" + def run(self): + old_dir = os.getcwd() + try: + os.chdir(EXT_DIR) + print("Building C library ...") + os.system("make arm") + os.system("make x86") + #os.system("make lib") + #self.spawn(['make']) + finally: + os.chdir(old_dir) + install.run(self) class RunMake_precompiled(build): """Makefile on setuptools install.""" @@ -183,7 +185,7 @@ def run(self): # $ setup.py publish support. #ext_modules=[dadac_module], cmdclass={ - #'install': RunMake, + 'install': RunMake, 'upload': UploadCommand, 'build': RunMake_precompiled, }, From 661dd9499c977f5e3ec66185fe9d8bf333ed281c Mon Sep 17 00:00:00 2001 From: Francesco Tomba <72263138+lykos98@users.noreply.github.com> Date: Wed, 27 Mar 2024 16:40:59 +0100 Subject: [PATCH 5/5] Update setup.py --- setup.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/setup.py b/setup.py index f4e0d8f..70c6076 100644 --- a/setup.py +++ b/setup.py @@ -11,6 +11,8 @@ from setuptools import find_packages, setup, Command, Extension from setuptools.command.install import install +from setuptools.command.build import build + # Package meta-data. NAME = "dadac"