TFLM Person Detection

- Add WORKSPACE imports for Tensorflow Lite for Microcontrollers,
  some python support repos, and patches to build for Kelvin.
- Add a sample application that executes the sample person detection
  model on a fixed input.

Change-Id: Iee176e48b5316758c610b4a72a00e9ee041a4537
11 files changed
tree: a6b6eefb0012978ea393d6a22d92e063c08a8554
  1. build_tools/
  2. crt/
  3. docs/
  4. examples/
  5. host_tools/
  6. platforms/
  7. tests/
  8. third_party/
  9. toolchains/
  10. .bazelrc
  11. .bazelversion
  12. .gitignore
  13. README.md
  14. WORKSPACE
README.md

Kelvin SW Repository

This project contains the BSP to build the SW artifact that can run on the Kelvin core, and integrated as part of the Shodan repository.

The project supports two build systems -- Bazel and CMake -- for OSS integration reasons. Bazel is used by TFLM flow, while CMake is the build system for IREE.

Prerequisite

If you get this project from Project Shodan manifest, you are all set. If not, you need to have following projects as well to build the project successfully.

  • Kelvin crosscompile toolchain: Under <dir>/cache/toolchain_kelvin

This project needs to be at <dir>/sw/kelvin.

Code structure

  • build_tools: Build tool/rules for both Bazel and CMake
  • crt: Kelvin BSP
  • examples: Source code to build Kelvin SW artifacts.
  • platforms: Crosscompile platform setup for Bazel.
  • third_party: Third party repositories for Bazel.
  • toolchains: Crosscomple toolchain setup for Bazel.
  • host_tools: host tool to generate the intrinsic header and toolchain op files

Build the project

Bazel

The project uses Bazel 5.1.1, to align with OpenTitan build system requirements.

bazel build //...

To run the unit tests (with the kelvin_sim ISS)

bazel test --test_env=ROOTDIR=${ROOTDIR} //...

CMake

TODO: Add CMake flow

Run the executable

The binaries can be simulated with the kelvin simulator, located at <dir>/sim/kelvin.

sim_kelvin <elf location>

Load the generated .bin binaries to the FPGA emulator/Renode simulator.