[llvm] 9d93a98 - [MLGO] Force persistency in tflite buffers.
Jacob Hegna via llvm-commits
llvm-commits at lists.llvm.org
Wed Oct 12 12:50:49 PDT 2022
Author: Jacob Hegna
Date: 2022-10-12T19:50:36Z
New Revision: 9d93a98f853a5c5cf02c0e5e794c8a80fb11fa3a
URL: https://github.com/llvm/llvm-project/commit/9d93a98f853a5c5cf02c0e5e794c8a80fb11fa3a
DIFF: https://github.com/llvm/llvm-project/commit/9d93a98f853a5c5cf02c0e5e794c8a80fb11fa3a.diff
LOG: [MLGO] Force persistency in tflite buffers.
When training large models, we encounter use-after-free bugs when
writing to the input tensors for various MLGO models. This patch fixes the
issue by marking the tensors as "persistent".
Differential Revision: https://reviews.llvm.org/D135739
Added:
Modified:
llvm/lib/Analysis/TFLiteUtils.cpp
Removed:
################################################################################
diff --git a/llvm/lib/Analysis/TFLiteUtils.cpp b/llvm/lib/Analysis/TFLiteUtils.cpp
index 41c9847ad64af..9a7a441e0d269 100644
--- a/llvm/lib/Analysis/TFLiteUtils.cpp
+++ b/llvm/lib/Analysis/TFLiteUtils.cpp
@@ -121,6 +121,15 @@ TFModelEvaluatorImpl::TFModelEvaluatorImpl(
tflite::InterpreterBuilder Builder(*Model, Resolver);
Builder(&Interpreter);
+ // We assume the input buffers are valid for the lifetime of the interpreter.
+ // By default, tflite allocates memory in an arena and will periodically take
+ // away memory and reallocate it in a
diff erent location after evaluations in
+ // order to improve utilization of the buffers owned in the arena. So, we
+ // explicitly mark our input buffers as persistent to avoid this behavior.
+ for (size_t I = 0; I < Interpreter->inputs().size(); ++I)
+ Interpreter->tensor(I)->allocation_type =
+ TfLiteAllocationType::kTfLiteArenaRwPersistent;
+
if (!Interpreter ||
Interpreter->AllocateTensors() != TfLiteStatus::kTfLiteOk) {
invalidate();
More information about the llvm-commits
mailing list