[PATCH] D96796: [mlgo] Fetch models from path / URL
Mircea Trofin via Phabricator via llvm-commits
llvm-commits at lists.llvm.org
Tue Feb 16 09:10:48 PST 2021
mtrofin created this revision.
mtrofin added a reviewer: phosek.
Herald added subscribers: hiraditya, mgorny.
mtrofin requested review of this revision.
Herald added a project: LLVM.
Herald added a subscriber: llvm-commits.
Allow custom location for pre-trained models used when AOT-compiling
policies. The location may be a directory (relative or absolute paths)
or a http/s URL. In the latter case, it is assumed the URL points at an
archive which, when uncompressed, expands to a saved model (i.e. the
root of the archive contains saved_model.pb[txt] and the variables
directory)
Repository:
rG LLVM Github Monorepo
https://reviews.llvm.org/D96796
Files:
llvm/cmake/modules/TensorFlowCompile.cmake
llvm/lib/Analysis/CMakeLists.txt
Index: llvm/lib/Analysis/CMakeLists.txt
===================================================================
--- llvm/lib/Analysis/CMakeLists.txt
+++ llvm/lib/Analysis/CMakeLists.txt
@@ -1,7 +1,10 @@
if (DEFINED LLVM_HAVE_TF_AOT OR DEFINED LLVM_HAVE_TF_API)
if (DEFINED LLVM_HAVE_TF_AOT)
+ set(LLVM_INLINER_MODEL_PATH "models/inliner"
+ CACHE STRING
+ "ML-driven inliner policy location - URL to archive; or path to saved model (relative to this directory, or absolute)")
include(TensorFlowCompile)
- tfcompile(models/inliner serve action InlinerSizeModel llvm::InlinerSizeModel)
+ tfcompile(${LLVM_INLINER_MODEL_PATH} serve action InlinerSizeModel llvm::InlinerSizeModel)
list(APPEND GeneratedMLSources
$<TARGET_OBJECTS:tf_xla_runtime_objects>
${GENERATED_OBJS}
Index: llvm/cmake/modules/TensorFlowCompile.cmake
===================================================================
--- llvm/cmake/modules/TensorFlowCompile.cmake
+++ llvm/cmake/modules/TensorFlowCompile.cmake
@@ -1,3 +1,36 @@
+# Ensure the ${model} is available at ${final_path}.
+#
+# If the model is a url (starts with http/https), then it's assumed to reference
+# an archive. The last path component is assumed to be the name of the archive.
+# The archive is downloaded and deflated under the ${CMAKE_CURRENT_BINARY_DIR}
+# directory, and the resulting directory is the ${final_path}.
+#
+# If the model is not a url, we assume it's a directory, resolve the absolute
+# path and return it.
+function(tfgetmodel model final_path)
+ string(FIND ${model} "http:" pos_http)
+ string(FIND ${model} "https:" pos_https)
+ if (${pos_http} EQUAL 0 OR ${pos_https} EQUAL 0)
+ message("Downloading model " ${model})
+ string(FIND ${model} "/" fname_start REVERSE)
+ MATH(EXPR fname_start "${fname_start}+1")
+ string(SUBSTRING ${model} ${fname_start}+1 -1 fname)
+ message("Model archive: " ${fname})
+ file(DOWNLOAD ${model} ${CMAKE_CURRENT_BINARY_DIR}/${fname})
+ file(ARCHIVE_EXTRACT INPUT
+ ${CMAKE_CURRENT_BINARY_DIR}/${fname}
+ DESTINATION ${CMAKE_CURRENT_BINARY_DIR}/${fname}_model)
+ set(${final_path} ${CMAKE_CURRENT_BINARY_DIR}/${fname}_model PARENT_SCOPE)
+ else()
+ if (IS_ABSOLUTE ${model})
+ set(${final_path} ${model} PARENT_SCOPE)
+ else()
+ set(${final_path}
+ ${CMAKE_CURRENT_SOURCE_DIR}/${model} PARENT_SCOPE)
+ endif()
+ endif()
+endfunction()
+
# Run the tensorflow compiler (saved_model_cli) on the saved model in the
# ${model} directory, looking for the ${tag_set} tag set, and the SignatureDef
# ${signature_def_key}.
@@ -5,13 +38,8 @@
# ${CMAKE_CURRENT_BINARY_DIR}. The generated header will define a C++ class
# called ${cpp_class} - which may be a namespace-qualified class name.
function(tfcompile model tag_set signature_def_key fname cpp_class)
- if (IS_ABSOLUTE ${model})
- set(LLVM_ML_MODELS_ABSOLUTE ${model})
- else()
- set(LLVM_ML_MODELS_ABSOLUTE
- ${CMAKE_CURRENT_SOURCE_DIR}/${model})
- endif()
-
+ tfgetmodel(${model} LLVM_ML_MODELS_ABSOLUTE)
+ message("Using model at " ${LLVM_ML_MODELS_ABSOLUTE})
set(prefix ${CMAKE_CURRENT_BINARY_DIR}/${fname})
set(obj_file ${prefix}.o)
set(hdr_file ${prefix}.h)
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