From 0fcd8c3b85fcb2b5b4c8ef7a23c22bf32365e6c3 Mon Sep 17 00:00:00 2001 From: panickal-xmos Date: Fri, 19 Jul 2024 14:36:43 +0100 Subject: [PATCH 01/10] DDR example --- .../Makefile | 43 + .../generate_optimized_cpp_for_xcore.py | 41 + .../mobilenetv2.tflite | Bin 0 -> 3991632 bytes .../src/config.xscope | 21 + .../src/image.h | 486 + .../src/main.xc | 52 + .../src/model.tflite.cpp | 2302 + .../src/model.tflite.h | 86 + .../src/model_weights.c | 44296 ++++++++++++++++ .../src/support.cpp | 83 + 10 files changed, 47410 insertions(+) create mode 100644 examples/app_single_model_on_one_tile_and_DDR/Makefile create mode 100644 examples/app_single_model_on_one_tile_and_DDR/generate_optimized_cpp_for_xcore.py create mode 100644 examples/app_single_model_on_one_tile_and_DDR/mobilenetv2.tflite create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/config.xscope create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/image.h create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/main.xc create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/model.tflite.cpp create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/model.tflite.h create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/model_weights.c create mode 100644 examples/app_single_model_on_one_tile_and_DDR/src/support.cpp diff --git a/examples/app_single_model_on_one_tile_and_DDR/Makefile b/examples/app_single_model_on_one_tile_and_DDR/Makefile new file mode 100644 index 000000000..d114f6f9e --- /dev/null +++ b/examples/app_single_model_on_one_tile_and_DDR/Makefile @@ -0,0 +1,43 @@ +TARGET = XCORE-AI-EXPLORER +APP_NAME = app_device + +APP_FLAGS = -report \ +-O3 -fcomment-asm -mcmodel=large -fxscope -Wno-xcore-fptrgroup \ +-Wno-unknown-pragmas \ +-Wno-bidirectional-buffered-port \ +-lquadflash \ +-g +#-Wm,--image-size,8388608,--image-base,8388608 + +# Comment out the below TFLMC_XCORE_PROFILE definition to disable profiling +APP_FLAGS += -DTFLMC_XCORE_PROFILE + +# Enable the below SHARED_TENSOR_ARENA definition for multiple models +# or to manage tensor arena array yourself +#APP_FLAGS += -DSHARED_TENSOR_ARENA + +# ******************************************************* +# Include AI Tools library and headers +# ******************************************************* +# The following variables are defined for AI Tools library +# and should be included when building the app. +# XMOS_AITOOLSLIB_DEFINITIONS +# XMOS_AITOOLSLIB_INCLUDES +# XMOS_AITOOLSLIB_LIBRARIES +# +ifeq ($(XMOS_AITOOLSLIB_PATH),) +$(error Path to XMOS AI Tools library and headers not set correctly!) +endif +include ${XMOS_AITOOLSLIB_PATH}/buildfiles/aitoolslib.make + +XCC_FLAGS = $(APP_FLAGS) $(XMOS_AITOOLSLIB_DEFINITIONS) $(XMOS_AITOOLSLIB_INCLUDES) +XCC_CPP_FLAGS = $(APP_FLAGS) -std=c++14 $(XMOS_AITOOLSLIB_DEFINITIONS) $(XMOS_AITOOLSLIB_INCLUDES) +XCC_MAP_FLAGS = $(APP_FLAGS) $(XMOS_AITOOLSLIB_LIBRARIES) + +#============================================================================= +# The following part of the Makefile includes the common build infrastructure +# for compiling XMOS applications. You should not need to edit below here. + +XMOS_MAKE_PATH ?= ../.. +include $(XMOS_MAKE_PATH)/xcommon/module_xcommon/build/Makefile.common + diff --git a/examples/app_single_model_on_one_tile_and_DDR/generate_optimized_cpp_for_xcore.py b/examples/app_single_model_on_one_tile_and_DDR/generate_optimized_cpp_for_xcore.py new file mode 100644 index 000000000..0dc3b9c1a --- /dev/null +++ b/examples/app_single_model_on_one_tile_and_DDR/generate_optimized_cpp_for_xcore.py @@ -0,0 +1,41 @@ +from xmos_ai_tools import xformer + +TFLITE_MODEL_PATH = "mobilenetv2.tflite" +OPTIMIZED_MODEL_PATH = "src/model.tflite" + +OPTIMIZED_MODEL_PATH = "src/model.tflite" +WEIGHT_PARAMS_PATH = "src/model_weights.c" +FLASH_IMAGE_PATH = "src/xcore_flash_binary.out" +print("Generating app cpp files for model...") +xformer.convert( + TFLITE_MODEL_PATH, + OPTIMIZED_MODEL_PATH, + { + "xcore-thread-count": "5", + # set conv err threshold + "xcore-conv-err-threshold": "3", + # operation splitting to reduce tensor arena size + "xcore-op-split-tensor-arena": "True", + "xcore-op-split-top-op": "0,7", + "xcore-op-split-bottom-op": "6,14", + "xcore-op-split-num-splits": "8,4", + # write weights as an array to be + # placed on second tile + "xcore-load-tile" : "True", + # roughly(tensors are not split) specifies + # size of weights to move out to header file + # "xcore-max-load-external-size" : "270000", + # move weights to this file + "xcore-weights-file" : WEIGHT_PARAMS_PATH, + }, +) +xformer.print_optimization_report() + +# # Generate flash image to be flashed using xflash +# xformer.generate_flash( +# output_file=FLASH_IMAGE_PATH, +# model_files=[OPTIMIZED_MODEL_PATH], +# param_files=[WEIGHT_PARAMS_PATH], +# ) + +print("Done!") diff --git a/examples/app_single_model_on_one_tile_and_DDR/mobilenetv2.tflite b/examples/app_single_model_on_one_tile_and_DDR/mobilenetv2.tflite new file mode 100644 index 0000000000000000000000000000000000000000..e1286128f957193b58d238a6c4b4d551cd779a5a GIT binary patch literal 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