Lite Rt Build Cross Compile Toolchain version incompatible

[pkgoogle]

Original Issue: tensorflow/tensorflow#82920
Original Author: @YigitKaanBingol

Issue type

Build/Install

Have you reproduced the bug with TensorFlow Nightly?

No

Source

source

TensorFlow version

2.18

Custom code

No

OS platform and distribution

Linux Ubuntu 22.04

Mobile device

No response

Python version

No response

Bazel version

No response

GCC/compiler version

8.3.0

CUDA/cuDNN version

No response

GPU model and memory

No response

Current behavior?

I am trying to build with cross compile for armv6 raspberry pi 0. In the instruction of the cross compile lite rt, given toolchain link is not compatible with armv6, its not even running simple cross compiled hello_world.cpp, When we check the attributes of file, the arch of toolchain is armv7, but raspberry pi zero's arch is armv6.

Standalone code to reproduce the issue

#In the host computer:
 ~/toolchains/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/arm-linux-gnueabihf-g++ hello.cpp -march=armv6 -mfpu=vfp -mfloat-abi=hard -funsafe-math-optimizations  -o hello 

#Raspberry Pi Zero:
./hello

readelf -A hello

Relevant log output

Raspberry Pi Zero output:
Illegal instruction

File attributes
  Tag_CPU_name: "7-A"
  Tag_CPU_arch: v7
  Tag_CPU_arch_profile: Application
  Tag_ARM_ISA_use: Yes
  Tag_THUMB_ISA_use: Thumb-2
  Tag_FP_arch: VFPv3
  Tag_Advanced_SIMD_arch: NEONv1
  Tag_ABI_PCS_wchar_t: 4
  Tag_ABI_FP_rounding: Needed
  Tag_ABI_FP_denormal: Needed
  Tag_ABI_FP_exceptions: Needed
  Tag_ABI_FP_number_model: IEEE 754
  Tag_ABI_align_needed: 8-byte
  Tag_ABI_align_preserved: 8-byte, except leaf SP
  Tag_ABI_enum_size: int
  Tag_ABI_VFP_args: VFP registers
  Tag_CPU_unaligned_access: v6