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Building TensorFlow C-library for Nvidia Jetson Nano
Raw
JetsonNanoTensorFlowBuildGPU.md

Steps to build TensorFlow v1.12.0 C-library on Jetson Nano for GPU

Jetson Nano configuration

  • ARM 64 (aarch64)
  • gcc 7.3
  • cuda 10
  • cudnn 7

TensorFlow configuration

Steps

  • Enable at least 6GB swap space per: https://www.jetsonhacks.com/2019/04/14/jetson-nano-use-more-memory/
  • Build bazel 0.18 from source. Newer bazel versions may have issues.
  • Checkout v1.12.0 from tensorflow github repo
  • Apply diff shown below (tf_jetson_nano_build_112.diff). This was derived from tensorflow/tensorflow#21852 (comment)
  • Configure build using command ./configure from within the TF folder.
  • Set GPU capability value to 5.3 and disable NCCL when possible or choose a value of 1.3
  • Answer No whenever possible except of-course yes to cuda support.
  • Cuda is installed at default location, however location for cudnn should be /usr
  • Start build using command: nohup bazel build --config=cuda --config=noaws //tensorflow:libtensorflow.so &
  • Patience...
  • After several hours you should see libtensorflow.so and libtensorflow_framework.so files in bazel-bin folder
Raw
tf_jetson_nano_build_112.diff
diff --git a/configure.py b/configure.py
index b45b191dc1..d47177980c 100644
--- a/configure.py
+++ b/configure.py
@@ -1579,8 +1579,6 @@ def main():
if is_ppc64le():
write_action_env_to_bazelrc('OMP_NUM_THREADS', 1)
- set_build_var(environ_cp, 'TF_NEED_IGNITE', 'Apache Ignite',
- 'with_ignite_support', True, 'ignite')
xla_enabled_by_default = is_linux()
set_build_var(environ_cp, 'TF_ENABLE_XLA', 'XLA JIT', 'with_xla_support',
xla_enabled_by_default, 'xla')
@@ -1687,6 +1685,12 @@ def main():
config_info_line('gdr', 'Build with GDR support.')
config_info_line('verbs', 'Build with libverbs support.')
config_info_line('ngraph', 'Build with Intel nGraph support.')
+ print('Preconfigured Bazel build configs to DISABLE default on features:')
+ config_info_line('noaws', 'Disable AWS S3 filesystem support.')
+ config_info_line('nogcp', 'Disable GCP support.')
+ config_info_line('nohdfs', 'Disable HDFS support.')
+ config_info_line('noignite', 'Disable Apacha Ignite support.')
+ config_info_line('nokafka', 'Disable Apache Kafka support.')
if __name__ == '__main__':
diff --git a/tensorflow/BUILD b/tensorflow/BUILD
index 9b62a50452..de1ffaae46 100644
--- a/tensorflow/BUILD
+++ b/tensorflow/BUILD
@@ -45,6 +45,32 @@ TENSORFLOW_API_INIT_FILES_V2 = (
# Config setting used when building for products
# which requires restricted licenses to be avoided.
+# Features that are default ON are handled differently below.
+#
+config_setting(
+ name = "no_aws_support",
+ define_values = {"no_aws_support": "true"},
+ visibility = ["//visibility:public"],
+)
+
+config_setting(
+ name = "no_gcp_support",
+ define_values = {"no_gcp_support": "true"},
+ visibility = ["//visibility:public"],
+)
+
+config_setting(
+ name = "no_hdfs_support",
+ define_values = {"no_hdfs_support": "true"},
+ visibility = ["//visibility:public"],
+)
+
+config_setting(
+ name = "no_ignite_support",
+ define_values = {"no_ignite_support": "true"},
+ visibility = ["//visibility:public"],
+)
+
config_setting(
name = "no_lgpl_deps",
values = {"define": "__TENSORFLOW_NO_LGPL_DEPS__=1"},
@@ -210,8 +236,8 @@ config_setting(
)
config_setting(
- name = "with_ignite_support",
- define_values = {"with_ignite_support": "true"},
+ name = "no_kafka_support",
+ define_values = {"no_kafka_support": "true"},
visibility = ["//visibility:public"],
)
diff --git a/tensorflow/contrib/BUILD b/tensorflow/contrib/BUILD
index fa06d351d4..a3d0e4a19d 100644
--- a/tensorflow/contrib/BUILD
+++ b/tensorflow/contrib/BUILD
@@ -113,22 +113,52 @@ py_library(
"//tensorflow/python:util",
"//tensorflow/python/estimator:estimator_py",
] + if_mpi(["//tensorflow/contrib/mpi_collectives:mpi_collectives_py"]) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
"//tensorflow:linux_s390x": [],
"//tensorflow:windows": [],
+ "//tensorflow:no_kafka_support": [],
"//conditions:default": [
- "//tensorflow/contrib/bigtable",
- "//tensorflow/contrib/cloud:cloud_py",
- "//tensorflow/contrib/fused_conv:fused_conv_py", # unresolved symbols, need to export more symbols
"//tensorflow/contrib/kafka",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
"//tensorflow/contrib/kinesis",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//conditions:default": [
+ "//tensorflow/contrib/fused_conv:fused_conv_py",
"//tensorflow/contrib/tensorrt:init_py",
"//tensorflow/contrib/ffmpeg:ffmpeg_ops_py",
],
}) + select({
- "//tensorflow:with_ignite_support": [
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_gcp_support": [],
+ "//conditions:default": [
+ "//tensorflow/contrib/bigtable",
+ "//tensorflow/contrib/cloud:cloud_py",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_ignite_support": [],
+ "//conditions:default": [
"//tensorflow/contrib/ignite",
],
- "//conditions:default": [],
}),
)
@@ -152,14 +182,26 @@ cc_library(
] + if_mpi(["//tensorflow/contrib/mpi_collectives:mpi_collectives_py"]) + if_cuda([
"//tensorflow/contrib/nccl:nccl_kernels",
]) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
"//tensorflow:linux_s390x": [],
"//tensorflow:windows": [],
+ "//tensorflow:no_kafka_support": [],
"//conditions:default": [
"//tensorflow/contrib/kafka:dataset_kernels",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
"//tensorflow/contrib/kinesis:dataset_kernels",
- "//tensorflow/contrib/tensorrt:trt_engine_op_kernel",
],
- }),
+ }) + if_not_windows([
+ "//tensorflow/contrib/tensorrt:trt_engine_op_kernel",
+ ]),
)
cc_library(
@@ -183,17 +225,33 @@ cc_library(
"//tensorflow/contrib/text:all_ops",
"//tensorflow/contrib/tpu:all_ops",
] + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
"//tensorflow:linux_s390x": [],
"//tensorflow:windows": [],
+ "//tensorflow:no_kafka_support": [],
"//conditions:default": [
"//tensorflow/contrib/kafka:dataset_ops_op_lib",
- "//tensorflow/contrib/kinesis:dataset_ops_op_lib",
- "//tensorflow/contrib/tensorrt:trt_engine_op_op_lib",
],
}) + select({
- "//tensorflow:with_ignite_support": [
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
+ "//tensorflow/contrib/kinesis:dataset_ops_op_lib",
+ ],
+ }) + if_not_windows([
+ "//tensorflow/contrib/tensorrt:trt_engine_op_op_lib",
+ ]) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_ignite_support": [],
+ "//conditions:default": [
"//tensorflow/contrib/ignite:dataset_ops_op_lib",
],
- "//conditions:default": [],
}),
)
diff --git a/tensorflow/core/platform/default/build_config.bzl b/tensorflow/core/platform/default/build_config.bzl
index d884c1aa7c..ef76f1d3b3 100644
--- a/tensorflow/core/platform/default/build_config.bzl
+++ b/tensorflow/core/platform/default/build_config.bzl
@@ -166,10 +166,10 @@ def cc_proto_library(
proto_gen(
name = name + "_genproto",
srcs = srcs,
- deps = [s + "_genproto" for s in deps],
includes = includes,
protoc = protoc,
visibility = ["//visibility:public"],
+ deps = [s + "_genproto" for s in deps],
)
# An empty cc_library to make rule dependency consistent.
@@ -193,15 +193,15 @@ def cc_proto_library(
proto_gen(
name = name + "_genproto",
srcs = srcs,
- deps = [s + "_genproto" for s in deps],
+ outs = outs,
+ gen_cc = 1,
includes = includes,
- protoc = protoc,
plugin = grpc_cpp_plugin,
plugin_language = "grpc",
plugin_options = plugin_options,
- gen_cc = 1,
- outs = outs,
+ protoc = protoc,
visibility = ["//visibility:public"],
+ deps = [s + "_genproto" for s in deps],
)
if use_grpc_plugin:
@@ -286,14 +286,14 @@ def py_proto_library(
proto_gen(
name = name + "_genproto",
srcs = srcs,
- deps = [s + "_genproto" for s in deps],
- includes = includes,
- protoc = protoc,
- gen_py = 1,
outs = outs,
- visibility = ["//visibility:public"],
+ gen_py = 1,
+ includes = includes,
plugin = grpc_python_plugin,
plugin_language = "grpc",
+ protoc = protoc,
+ visibility = ["//visibility:public"],
+ deps = [s + "_genproto" for s in deps],
)
if default_runtime and not default_runtime in py_libs + deps:
@@ -345,14 +345,13 @@ def tf_proto_library_cc(
# libraries containing all the sources.
proto_gen(
name = cc_name + "_genproto",
- deps = [s + "_genproto" for s in cc_deps],
protoc = "@protobuf_archive//:protoc",
visibility = ["//visibility:public"],
+ deps = [s + "_genproto" for s in cc_deps],
)
native.cc_library(
name = cc_name,
- deps = cc_deps + ["@protobuf_archive//:protobuf_headers"] +
- if_static([name + "_cc_impl"]),
+ deps = cc_deps + ["@protobuf_archive//:protobuf_headers"] + if_static([name + "_cc_impl"]),
testonly = testonly,
visibility = visibility,
)
@@ -365,8 +364,8 @@ def tf_proto_library_cc(
cc_proto_library(
name = cc_name,
+ testonly = testonly,
srcs = srcs,
- deps = cc_deps + ["@protobuf_archive//:cc_wkt_protos"],
cc_libs = cc_libs + if_static(
["@protobuf_archive//:protobuf"],
["@protobuf_archive//:protobuf_headers"],
@@ -376,11 +375,11 @@ def tf_proto_library_cc(
"-Wno-unused-but-set-variable",
"-Wno-sign-compare",
]),
+ default_header = default_header,
protoc = "@protobuf_archive//:protoc",
use_grpc_plugin = use_grpc_plugin,
- testonly = testonly,
visibility = visibility,
- default_header = default_header,
+ deps = cc_deps + ["@protobuf_archive//:cc_wkt_protos"],
)
def tf_proto_library_py(
@@ -413,14 +412,14 @@ def tf_proto_library_py(
py_proto_library(
name = py_name,
+ testonly = testonly,
srcs = srcs,
- srcs_version = srcs_version,
- deps = deps + py_deps + ["@protobuf_archive//:protobuf_python"],
- protoc = "@protobuf_archive//:protoc",
default_runtime = "@protobuf_archive//:protobuf_python",
- visibility = visibility,
- testonly = testonly,
+ protoc = "@protobuf_archive//:protoc",
+ srcs_version = srcs_version,
use_grpc_plugin = use_grpc_plugin,
+ visibility = visibility,
+ deps = deps + py_deps + ["@protobuf_archive//:protobuf_python"],
)
def tf_jspb_proto_library(**kwargs):
@@ -452,23 +451,23 @@ def tf_proto_library(
tf_proto_library_cc(
name = name,
+ testonly = testonly,
srcs = srcs,
- protodeps = protodeps,
cc_grpc_version = cc_grpc_version,
cc_libs = cc_libs,
- testonly = testonly,
- visibility = visibility,
default_header = default_header,
+ protodeps = protodeps,
+ visibility = visibility,
)
tf_proto_library_py(
name = name,
+ testonly = testonly,
srcs = srcs,
protodeps = protodeps,
srcs_version = "PY2AND3",
- testonly = testonly,
- visibility = visibility,
use_grpc_plugin = has_services,
+ visibility = visibility,
)
# A list of all files under platform matching the pattern in 'files'. In
@@ -632,23 +631,41 @@ def tf_additional_lib_deps():
def tf_additional_core_deps():
return select({
"//tensorflow:android": [],
- "//tensorflow:windows": [],
"//tensorflow:ios": [],
"//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_gcp_support": [],
"//conditions:default": [
"//tensorflow/core/platform/cloud:gcs_file_system",
- "//tensorflow/core/platform/s3:s3_file_system",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_hdfs_support": [],
+ "//conditions:default": [
"//tensorflow/core/platform/hadoop:hadoop_file_system",
],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
+ "//tensorflow/core/platform/s3:s3_file_system",
+ ],
})
# TODO(jart, jhseu): Delete when GCP is default on.
def tf_additional_cloud_op_deps():
return select({
"//tensorflow:android": [],
- "//tensorflow:windows": [],
"//tensorflow:ios": [],
"//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_gcp_support": [],
"//conditions:default": [
"//tensorflow/contrib/cloud:bigquery_reader_ops_op_lib",
"//tensorflow/contrib/cloud:gcs_config_ops_op_lib",
diff --git a/tensorflow/tools/lib_package/BUILD b/tensorflow/tools/lib_package/BUILD
index 85514b8629..aff26bf0fb 100644
--- a/tensorflow/tools/lib_package/BUILD
+++ b/tensorflow/tools/lib_package/BUILD
@@ -137,6 +137,24 @@ genrule(
"@snappy//:COPYING",
"@zlib_archive//:zlib.h",
] + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
+ "@aws//:LICENSE",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_gcp_support": [],
+ "//conditions:default": [
+ "@com_github_googlecloudplatform_google_cloud_cpp//:LICENSE",
+ ],
+ }) + select({
"//tensorflow/core/kernels:xsmm": [
"@libxsmm_archive//:LICENSE.md",
],
@@ -153,14 +171,7 @@ genrule(
"@grpc//third_party/nanopb:LICENSE.txt",
"@grpc//third_party/address_sorting:LICENSE",
],
- ) + select({
- "//tensorflow:linux_s390x": [],
- "//tensorflow:windows": [],
- "//conditions:default": [
- "@aws//:LICENSE",
- "@com_github_googlecloudplatform_google_cloud_cpp//:LICENSE",
- ],
- }),
+ ),
outs = ["include/tensorflow/c/LICENSE"],
cmd = "$(location :concat_licenses.sh) $(SRCS) >$@",
tools = [":concat_licenses.sh"],
@@ -194,6 +205,24 @@ genrule(
"@snappy//:COPYING",
"@zlib_archive//:zlib.h",
] + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
+ "@aws//:LICENSE",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_gcp_support": [],
+ "//conditions:default": [
+ "@com_github_googlecloudplatform_google_cloud_cpp//:LICENSE",
+ ],
+ }) + select({
"//tensorflow/core/kernels:xsmm": [
"@libxsmm_archive//:LICENSE.md",
],
@@ -203,14 +232,7 @@ genrule(
]) + if_mkl([
"//third_party/mkl:LICENSE",
"//third_party/mkl_dnn:LICENSE",
- ]) + select({
- "//tensorflow:linux_s390x": [],
- "//tensorflow:windows": [],
- "//conditions:default": [
- "@aws//:LICENSE",
- "@com_github_googlecloudplatform_google_cloud_cpp//:LICENSE",
- ],
- }),
+ ]),
outs = ["include/tensorflow/jni/LICENSE"],
cmd = "$(location :concat_licenses.sh) $(SRCS) >$@",
tools = [":concat_licenses.sh"],
diff --git a/tensorflow/tools/pip_package/BUILD b/tensorflow/tools/pip_package/BUILD
index 164b3d8303..970dd49e11 100644
--- a/tensorflow/tools/pip_package/BUILD
+++ b/tensorflow/tools/pip_package/BUILD
@@ -167,6 +167,34 @@ filegroup(
"@zlib_archive//:zlib.h",
"@org_python_pypi_backports_weakref//:LICENSE",
] + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_aws_support": [],
+ "//conditions:default": [
+ "@aws//:LICENSE",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_gcp_support": [],
+ "//conditions:default": [
+ "@com_github_googleapis_googleapis//:LICENSE",
+ "@com_github_googlecloudplatform_google_cloud_cpp//:LICENSE",
+ ],
+ }) + select({
+ "//tensorflow:android": [],
+ "//tensorflow:ios": [],
+ "//tensorflow:linux_s390x": [],
+ "//tensorflow:windows": [],
+ "//tensorflow:no_kafka_support": [],
+ "//conditions:default": [
+ "@kafka//:LICENSE",
+ ],
+ }) + select({
"//tensorflow/core/kernels:xsmm": [
"@libxsmm_archive//:LICENSE.md",
],
@@ -189,16 +217,7 @@ filegroup(
"@ngraph_tf//:LICENSE",
"@nlohmann_json_lib//:LICENSE.MIT",
"@tbb//:LICENSE",
- ]) + tf_additional_license_deps() + select({
- "//tensorflow:linux_s390x": [],
- "//tensorflow:windows": [],
- "//conditions:default": [
- "@aws//:LICENSE",
- "@com_github_googleapis_googleapis//:LICENSE",
- "@com_github_googlecloudplatform_google_cloud_cpp//:LICENSE",
- "@kafka//:LICENSE",
- ],
- }),
+ ]) + tf_additional_license_deps(),
)
sh_binary(
diff --git a/third_party/gpus/crosstool/CROSSTOOL.tpl b/third_party/gpus/crosstool/CROSSTOOL.tpl
index 3189cf8e31..1cf2655e92 100644
--- a/third_party/gpus/crosstool/CROSSTOOL.tpl
+++ b/third_party/gpus/crosstool/CROSSTOOL.tpl
@@ -10,6 +10,10 @@ default_toolchain {
cpu: "piii"
toolchain_identifier: "local_linux"
}
+default_toolchain {
+ cpu: "aarch64"
+ toolchain_identifier: "local_linux"
+}
default_toolchain {
cpu: "arm"
toolchain_identifier: "local_linux"
diff --git a/tools/bazel.rc b/tools/bazel.rc
index 3734fab715..cee0b0b064 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -66,6 +66,13 @@ build:gdr --define=with_gdr_support=true
build:ngraph --define=with_ngraph_support=true
build:verbs --define=with_verbs_support=true
+# Options to disable default on features
+build:noaws --define=no_aws_support=true
+build:nogcp --define=no_gcp_support=true
+build:nohdfs --define=no_hdfs_support=true
+build:nokafka --define=no_kafka_support=true
+build:noignite --define=no_ignite_support=true
+
build --define=use_fast_cpp_protos=true
build --define=allow_oversize_protos=true
build --define=grpc_no_ares=true
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