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Merge pull request #17421 from branfosj/20230223170804_new_pr_jax044
{tools}[foss/2022a] jax v0.4.4 w/ Python 3.10.4 w/ CUDA 11.7.0
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easybuild/easyconfigs/j/jax/jax-0.4.4-foss-2022a-CUDA-11.7.0.eb
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# This file is an EasyBuild reciPY as per https://github.com/easybuilders/easybuild | ||
# Author: Denis Kristak | ||
# Updated by: Alex Domingo (Vrije Universiteit Brussel) | ||
easyblock = 'PythonBundle' | ||
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name = 'jax' | ||
version = '0.4.4' | ||
versionsuffix = '-CUDA-%(cudaver)s' | ||
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homepage = 'https://pypi.python.org/pypi/jax' | ||
description = """Composable transformations of Python+NumPy programs: | ||
differentiate, vectorize, JIT to GPU/TPU, and more""" | ||
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toolchain = {'name': 'foss', 'version': '2022a'} | ||
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builddependencies = [ | ||
('Bazel', '5.1.1'), | ||
('pytest-xdist', '2.5.0'), | ||
# git 2.x required to fetch repository 'io_bazel_rules_docker' | ||
('git', '2.36.0', '-nodocs'), | ||
('matplotlib', '3.5.2'), # required for tests/lobpcg_test.py | ||
] | ||
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dependencies = [ | ||
('CUDA', '11.7.0', '', SYSTEM), | ||
('cuDNN', '8.4.1.50', versionsuffix, SYSTEM), | ||
('NCCL', '2.12.12', versionsuffix), | ||
('Python', '3.10.4'), | ||
('SciPy-bundle', '2022.05'), | ||
('flatbuffers-python', '2.0'), | ||
] | ||
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# downloading TensorFlow tarball to avoid that Bazel downloads it during the build | ||
# note: this *must* be the exact same commit as used in WORKSPACE | ||
local_tf_commit = '43e9d313548ded301fa54f25a4192d3bcb123330' | ||
local_tf_dir = 'tensorflow-%s' % local_tf_commit | ||
local_tf_builddir = '%(builddir)s/' + local_tf_dir | ||
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# replace remote TensorFlow repository with the local one from EB | ||
local_jax_prebuildopts = "sed -i -f jaxlib_local-tensorflow-repo.sed WORKSPACE && " | ||
local_jax_prebuildopts += "sed -i 's|EB_TF_REPOPATH|%s|' WORKSPACE && " % local_tf_builddir | ||
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use_pip = True | ||
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default_easyblock = 'PythonPackage' | ||
default_component_specs = { | ||
'sources': [SOURCE_TAR_GZ], | ||
'source_urls': [PYPI_SOURCE], | ||
'start_dir': '%(name)s-%(version)s', | ||
'use_pip': True, | ||
'sanity_pip_check': True, | ||
'download_dep_fail': True, | ||
} | ||
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components = [ | ||
('absl-py', '1.4.0', { | ||
'options': {'modulename': 'absl'}, | ||
'checksums': ['d2c244d01048ba476e7c080bd2c6df5e141d211de80223460d5b3b8a2a58433d'], | ||
}), | ||
('jaxlib', '0.4.4', { | ||
'sources': [ | ||
'%(name)s-v%(version)s.tar.gz', | ||
{ | ||
'download_filename': '%s.tar.gz' % local_tf_commit, | ||
'filename': 'tensorflow-%s.tar.gz' % local_tf_commit, | ||
} | ||
], | ||
'source_urls': [ | ||
'https://github.com/google/jax/archive/', | ||
'https://github.com/tensorflow/tensorflow/archive/' | ||
], | ||
'patches': [ | ||
('jaxlib_local-tensorflow-repo.sed', '.'), | ||
('TensorFlow-2.7.0_cuda-noncanonical-include-paths.patch', '../' + local_tf_dir), | ||
], | ||
'checksums': [ | ||
{'jaxlib-v0.4.4.tar.gz': '881f402c7983b56b185e182d5315dd64c9f5320be96213d0415996ece1826806'}, | ||
{'tensorflow-43e9d313548ded301fa54f25a4192d3bcb123330.tar.gz': | ||
'23aae276b2705bfbdaea3c472da24130598f13ac0439cfb7149befb781d97a8f'}, | ||
{'jaxlib_local-tensorflow-repo.sed': 'abb5c3b97f4e317bce9f22ed3eeea3b9715365818d8b50720d937e2d41d5c4e5'}, | ||
{'TensorFlow-2.7.0_cuda-noncanonical-include-paths.patch': | ||
'0a759010c253d49755955cd5f028e75de4a4c447dcc8f5a0d9f47cce6881a9db'}, | ||
], | ||
'start_dir': 'jax-jaxlib-v%(version)s', | ||
'prebuildopts': local_jax_prebuildopts, | ||
}), | ||
] | ||
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exts_list = [ | ||
('opt_einsum', '3.3.0', { | ||
'checksums': ['59f6475f77bbc37dcf7cd748519c0ec60722e91e63ca114e68821c0c54a46549'], | ||
}), | ||
('etils', '1.0.0', { | ||
'checksums': ['d10982f7702422bea8635d5284b8bed629f51919fc122ac1e1e4abf45ec8f785'], | ||
}), | ||
(name, version, { | ||
'patches': [ | ||
'jax-0.3.23_relax-testPoly5-tolerance.patch', | ||
'jax-0.4.4_cusparse.patch', | ||
], | ||
'runtest': "NVIDIA_TF32_OVERRIDE=0 CUDA_VISIBLE_DEVICES=0 XLA_PYTHON_CLIENT_ALLOCATOR=platform " + | ||
"JAX_ENABLE_X64=true pytest -vv tests", | ||
'source_tmpl': '%(name)s-v%(version)s.tar.gz', | ||
'source_urls': ['https://github.com/google/jax/archive/'], | ||
'checksums': [ | ||
{'jax-v0.4.4.tar.gz': '755eb9b12ab4880e78690f28fc7bd2b491be4e551d8b966e6974753c878dd2c0'}, | ||
{'jax-0.3.23_relax-testPoly5-tolerance.patch': | ||
'be64bf36dde4884a97b6c8bb22c6b14ab5b24033cd40bfe7ce18363c55c30e87'}, | ||
{'jax-0.4.4_cusparse.patch': '7414115533cce9f37c60850c09c69563a0ed6477c73f03c4132b9c2ae75ae60f'}, | ||
], | ||
}), | ||
] | ||
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sanity_pip_check = True | ||
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moduleclass = 'tools' |
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Skip tests: | ||
** On entry to cusparseSpMM_bufferSize(): matrix B and C must be in column-major order | ||
cuSparseTest.test_coo_matmat1 | ||
cuSparseTest.test_coo_matmat3 | ||
cuSparseTest.test_coo_matmat5 | ||
test_coo_sorted_indices_gpu_lowerings | ||
** On entry to cusparseSpMM_bufferSize(): opA != CUSPARSE_OPERATION_NON_TRANSPOSE is not supported with CUSPARSE_SPMM_COO_ALG2 | ||
cuSparseTest.test_coo_matmat6 | ||
cuSparseTest.test_coo_matmat7 | ||
** On entry to cusparseSpMM_bufferSize(): CUSPARSE_SPMM_COO_ALG2 does not support 64-bit indices | ||
test_coo_matmat_layout | ||
Patch by Simon Branford (University of Birmingham) | ||
--- tests/sparse_test.py.orig 2023-02-23 08:59:00.381238000 +0000 | ||
+++ tests/sparse_test.py 2023-02-23 10:39:59.054404886 +0000 | ||
@@ -445,6 +445,8 @@ | ||
with self.gpu_matmul_dtype_warning_context(dtype): | ||
self.assertAllClose(op(M) @ v, jit(matvec)(*args), rtol=MATMUL_TOL) | ||
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+ @unittest.skip("""1, 3, 5: On entry to cusparseSpMM_bufferSize(): matrix B and C must be in column-major order; | ||
+6, 7: On entry to cusparseSpMM_bufferSize(): opA != CUSPARSE_OPERATION_NON_TRANSPOSE is not supported with CUSPARSE_SPMM_COO_ALG2""") | ||
@jtu.sample_product( | ||
shape=[(5, 8), (8, 5), (5, 5), (8, 8)], | ||
dtype=all_dtypes, | ||
@@ -465,6 +467,7 @@ | ||
with self.gpu_matmul_dtype_warning_context(dtype): | ||
self.assertAllClose(op(M) @ B, jit(matmat)(*args), rtol=MATMUL_TOL) | ||
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+ @unittest.skip("On entry to cusparseSpMM_bufferSize(): CUSPARSE_SPMM_COO_ALG2 does not support 64-bit indices") | ||
def test_coo_matmat_layout(self): | ||
# Regression test for https://github.com/google/jax/issues/7533 | ||
d = jnp.array([1.0, 2.0, 3.0, 4.0]) | ||
@@ -494,6 +497,7 @@ | ||
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@unittest.skipIf(not GPU_LOWERING_ENABLED, "test requires cusparse/hipsparse") | ||
@unittest.skipIf(jtu.device_under_test() != "gpu", "test requires GPU") | ||
+ @unittest.skip("On entry to cusparseSpMM_bufferSize(): matrix B and C must be in column-major order") | ||
def test_coo_sorted_indices_gpu_lowerings(self): | ||
dtype = jnp.float32 | ||
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