diff --git a/examples/app_flash_single_model/Makefile b/examples/app_flash_single_model/Makefile
index 238e35b62..d03c1d73e 100644
--- a/examples/app_flash_single_model/Makefile
+++ b/examples/app_flash_single_model/Makefile
@@ -1,4 +1,4 @@
-TARGET = XCORE-AI-EXPLORER
+TARGET = XCORE-AI-EXPLORER-800
APP_NAME =
APP_FLAGS = -report \
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..688881386
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/Makefile
@@ -0,0 +1,43 @@
+TARGET = XCORE-AI-EXPLORER-800
+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..ee2efa3b5
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/generate_optimized_cpp_for_xcore.py
@@ -0,0 +1,43 @@
+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"
+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 in DDR
+ "xcore-write-weights-as-array" : "True",
+ "xcore-weights-in-external-memory" : "True",
+ # For DDR, we want to ideally reduce loads smaller
+ # than 4000 bytes, as they are slower.
+ # But this would increase memory usage on tile
+ # and so it is a tradeoff
+ "xcore-load-externally-if-larger" : "1500",
+ # 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 000000000..e1286128f
Binary files /dev/null and b/examples/app_single_model_on_one_tile_and_DDR/mobilenetv2.tflite differ
diff --git a/examples/app_single_model_on_one_tile_and_DDR/src/XCORE-AI-EXPLORER-800.xn b/examples/app_single_model_on_one_tile_and_DDR/src/XCORE-AI-EXPLORER-800.xn
new file mode 100644
index 000000000..075a48f6b
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/src/XCORE-AI-EXPLORER-800.xn
@@ -0,0 +1,104 @@
+
+
+ Board
+ xcore.ai Explorer Kit
+
+
+ tileref tile[2]
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/examples/app_single_model_on_one_tile_and_DDR/src/config.xscope b/examples/app_single_model_on_one_tile_and_DDR/src/config.xscope
new file mode 100644
index 000000000..3ec328050
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/src/config.xscope
@@ -0,0 +1,21 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/examples/app_single_model_on_one_tile_and_DDR/src/image.h b/examples/app_single_model_on_one_tile_and_DDR/src/image.h
new file mode 100644
index 000000000..71fbb211d
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/src/image.h
@@ -0,0 +1,486 @@
+#define LION_HEIGHT 160
+#define LION_WIDTH 160
+
+// array size is 76800
+const char lion[] = {
+ 51, 108, 172, 46, 95, 139, 64, 112, 161, 85, 144, 198, 91, 170, 241, 98, 178, 248, 104, 183, 248, 82, 163, 234, 10, 29, 67, 80, 131, 165, 77, 156, 231, 47, 107, 160, 30, 54, 68, 68, 89, 92, 89, 118, 133, 96, 117, 122, 75, 78, 51, 79, 76, 37, 83, 81, 47, 71, 69, 45, 56, 59, 41, 69, 95, 98, 97, 169, 224, 112, 189, 247, 99, 165, 218, 107, 186, 247, 108, 187, 249, 107, 187, 250, 108, 187, 250, 107, 187, 250, 109, 186, 250, 108, 187, 251, 108, 188, 251, 109, 187, 248, 108, 187, 251, 109, 188, 249, 107, 188, 248, 110, 188, 250, 111, 188, 249, 112, 189, 250, 113, 190, 250, 112, 189, 247, 102, 181, 240, 88, 150, 205, 73, 107, 136, 66, 76, 72, 77, 109, 112, 99, 175, 225, 117, 195, 248, 106, 182, 239, 34, 72, 103, 14, 21, 4, 15, 21, 5, 20,
+ 20, 8, 22, 21, 13, 31, 30, 22, 52, 64, 65, 108, 182, 239, 121, 196, 249, 117, 194, 250, 116, 190, 248, 111, 189, 247, 111, 186, 248, 107, 183, 247, 103, 180, 249, 102, 178, 250, 101, 177, 250, 103, 175, 251, 101, 173, 249, 102, 171, 244, 109, 174, 244, 89, 140, 208, 94, 132, 198, 98, 156, 225, 107, 173, 247, 102, 165, 239, 101, 163, 235, 95, 151, 221, 96, 138, 198, 90, 128, 185, 92, 134, 198, 102, 155, 220, 100, 152, 219, 102, 155, 221, 103, 159, 228, 104, 154, 221, 103, 154, 220, 101, 155, 224, 102, 157, 227, 103, 155, 227, 101, 155, 226, 101, 157, 225, 103, 158, 227, 102, 160, 231, 103, 161, 232, 102, 162, 232, 99, 163, 234, 99, 164, 237, 98, 159, 234, 97, 159, 233, 97, 160, 235, 98, 163, 239, 103, 169, 243, 101, 170, 245, 102, 169, 246, 99, 171, 246, 102, 172,
+ 248, 101, 174, 249, 101, 175, 249, 99, 178, 249, 100, 179, 250, 101, 180, 251, 103, 182, 250, 106, 184, 247, 106, 184, 249, 106, 184, 250, 104, 184, 248, 102, 184, 250, 103, 183, 250, 104, 184, 251, 104, 183, 250, 104, 183, 250, 104, 184, 251, 103, 183, 250, 101, 184, 249, 103, 183, 250, 101, 183, 249, 101, 183, 249, 102, 182, 249, 103, 182, 249, 103, 182, 249, 103, 182, 249, 102, 183, 250, 102, 183, 251, 102, 182, 251, 104, 175, 244, 102, 175, 247, 103, 182, 249, 102, 181, 250, 95, 164, 237, 57, 113, 168, 74, 154, 226, 100, 182, 247, 100, 183, 251, 100, 181, 250, 101, 181, 250, 99, 183, 250, 101, 181, 250, 100, 180, 249, 100, 181, 249, 98, 181, 251, 99, 180, 251, 98, 180, 251, 98, 179, 250, 97, 179, 250, 97, 179, 251, 98, 178, 251, 96, 179, 251, 96, 178, 251, 94, 173, 249,
+ 65, 136, 201, 76, 148, 221, 83, 158, 228, 99, 177, 245, 100, 179, 249, 101, 182, 249, 102, 186, 248, 56, 123, 192, 42, 42, 41, 102, 179, 230, 112, 189, 248, 92, 168, 238, 49, 96, 155, 57, 65, 54, 78, 75, 39, 115, 114, 54, 88, 85, 42, 76, 73, 38, 69, 69, 41, 68, 77, 58, 87, 146, 186, 103, 185, 244, 113, 191, 250, 110, 188, 248, 98, 152, 208, 106, 173, 237, 107, 181, 247, 109, 187, 249, 110, 187, 250, 111, 188, 250, 108, 189, 250, 109, 187, 249, 110, 187, 249, 111, 189, 251, 113, 188, 249, 110, 190, 249, 110, 190, 249, 112, 190, 250, 113, 189, 249, 107, 185, 248, 89, 166, 241, 58, 121, 182, 40, 65, 82, 49, 57, 44, 70, 110, 112, 88, 155, 216, 113, 189, 244, 121, 196, 249, 121, 197, 249, 66, 127, 188, 13, 24, 24, 10, 17, 7, 8, 15, 1, 18,
+ 19, 11, 26, 25, 18, 36, 33, 27, 70, 105, 127, 119, 197, 247, 119, 195, 249, 117, 192, 249, 110, 190, 249, 110, 186, 248, 106, 182, 247, 103, 181, 248, 104, 179, 250, 103, 177, 249, 103, 176, 248, 102, 173, 249, 101, 173, 247, 103, 170, 245, 108, 174, 246, 94, 135, 194, 106, 137, 191, 101, 154, 218, 104, 170, 243, 101, 160, 229, 99, 154, 224, 93, 132, 191, 104, 124, 156, 95, 107, 138, 104, 145, 201, 102, 156, 224, 98, 147, 213, 98, 144, 208, 104, 157, 225, 107, 151, 212, 109, 152, 214, 104, 151, 220, 102, 154, 224, 101, 157, 224, 104, 152, 219, 104, 157, 228, 104, 160, 230, 103, 161, 231, 104, 162, 234, 102, 162, 233, 103, 161, 232, 98, 148, 219, 98, 153, 220, 97, 162, 234, 103, 169, 244, 102, 166, 244, 101, 167, 243, 100, 169, 246, 101, 169, 246, 102, 170, 246, 102, 171,
+ 249, 101, 171, 249, 99, 174, 250, 99, 177, 248, 101, 178, 250, 100, 179, 250, 99, 180, 249, 103, 182, 249, 102, 183, 249, 104, 184, 249, 105, 184, 249, 104, 184, 251, 102, 184, 250, 103, 185, 251, 103, 184, 251, 103, 185, 250, 102, 183, 250, 102, 183, 249, 104, 184, 249, 101, 183, 249, 103, 183, 250, 102, 183, 250, 101, 184, 250, 103, 183, 250, 102, 183, 249, 104, 183, 250, 103, 184, 251, 103, 184, 250, 104, 183, 249, 103, 177, 249, 101, 175, 246, 104, 182, 249, 105, 182, 250, 96, 173, 244, 60, 120, 183, 58, 130, 201, 100, 181, 247, 98, 180, 251, 94, 176, 247, 100, 182, 250, 102, 181, 250, 101, 180, 249, 102, 181, 250, 102, 181, 250, 102, 181, 250, 99, 182, 250, 99, 181, 249, 98, 181, 249, 99, 179, 250, 98, 180, 251, 98, 180, 251, 98, 179, 250, 98, 178, 249, 94, 175, 250,
+ 65, 129, 203, 82, 151, 224, 99, 179, 249, 104, 185, 250, 105, 184, 248, 105, 187, 249, 104, 185, 246, 39, 82, 127, 79, 113, 130, 92, 169, 236, 80, 138, 199, 61, 97, 125, 64, 73, 63, 72, 71, 45, 75, 73, 39, 97, 92, 45, 107, 106, 63, 64, 62, 27, 67, 87, 96, 92, 161, 213, 109, 191, 248, 115, 193, 250, 112, 191, 249, 109, 187, 246, 88, 146, 202, 107, 182, 246, 101, 172, 238, 108, 184, 248, 110, 189, 249, 110, 188, 249, 112, 189, 249, 112, 189, 249, 112, 189, 249, 111, 189, 250, 109, 187, 248, 101, 178, 243, 95, 162, 222, 83, 136, 188, 67, 106, 145, 44, 73, 95, 28, 48, 56, 28, 43, 41, 54, 92, 112, 92, 160, 203, 110, 191, 247, 95, 168, 233, 117, 192, 247, 121, 197, 249, 91, 162, 226, 20, 43, 65, 10, 18, 11, 12, 17, 9, 12, 15, 7, 18,
+ 19, 11, 29, 29, 22, 42, 41, 30, 59, 70, 61, 81, 129, 167, 97, 163, 218, 105, 174, 239, 103, 174, 238, 102, 178, 244, 103, 179, 247, 100, 174, 244, 105, 176, 249, 103, 174, 249, 104, 173, 249, 101, 170, 246, 101, 165, 239, 99, 166, 238, 103, 165, 237, 97, 124, 173, 100, 116, 152, 103, 151, 213, 101, 155, 224, 96, 136, 200, 93, 133, 195, 101, 124, 166, 109, 111, 132, 108, 118, 141, 105, 150, 208, 108, 158, 222, 104, 149, 213, 107, 149, 210, 113, 151, 209, 110, 138, 187, 107, 143, 201, 107, 156, 220, 110, 152, 213, 111, 150, 208, 108, 155, 216, 106, 160, 229, 107, 161, 232, 108, 164, 231, 111, 155, 217, 111, 155, 213, 107, 148, 206, 103, 143, 205, 102, 156, 224, 103, 164, 237, 102, 160, 229, 100, 164, 238, 103, 168, 245, 102, 168, 245, 101, 167, 244, 101, 168, 246, 100, 169,
+ 247, 101, 170, 249, 102, 171, 249, 101, 172, 249, 100, 175, 249, 100, 177, 250, 101, 177, 249, 101, 180, 250, 101, 181, 249, 103, 183, 249, 103, 185, 249, 104, 184, 250, 103, 185, 251, 104, 184, 250, 104, 184, 251, 104, 185, 250, 103, 184, 250, 104, 184, 251, 101, 184, 250, 103, 183, 250, 102, 183, 250, 103, 183, 250, 101, 183, 249, 102, 184, 249, 101, 184, 249, 101, 184, 250, 103, 183, 250, 102, 184, 249, 103, 183, 248, 102, 181, 250, 104, 175, 246, 105, 182, 248, 104, 182, 250, 91, 170, 245, 56, 112, 174, 35, 90, 150, 73, 147, 219, 79, 153, 226, 88, 169, 240, 101, 183, 249, 102, 182, 250, 102, 182, 250, 102, 182, 250, 102, 182, 250, 101, 181, 250, 100, 182, 250, 100, 182, 250, 100, 181, 250, 99, 181, 250, 98, 180, 250, 98, 180, 250, 98, 180, 250, 99, 180, 250, 93, 175, 250,
+ 66, 132, 202, 77, 133, 176, 99, 176, 247, 102, 181, 247, 104, 180, 244, 102, 179, 243, 82, 157, 226, 37, 53, 70, 61, 97, 117, 49, 74, 98, 49, 55, 50, 54, 56, 39, 59, 59, 37, 57, 55, 29, 53, 52, 23, 53, 53, 28, 85, 101, 82, 97, 111, 82, 60, 79, 77, 77, 123, 169, 104, 179, 243, 116, 193, 248, 115, 192, 247, 111, 190, 247, 84, 147, 210, 83, 144, 219, 101, 173, 233, 106, 172, 241, 112, 188, 249, 112, 189, 247, 110, 187, 246, 106, 182, 242, 96, 166, 232, 78, 137, 198, 65, 104, 152, 52, 72, 83, 46, 54, 50, 43, 55, 45, 52, 78, 70, 69, 124, 154, 85, 163, 226, 76, 157, 221, 86, 153, 217, 109, 186, 248, 116, 194, 248, 87, 160, 228, 111, 188, 245, 110, 185, 241, 36, 73, 108, 13, 17, 9, 10, 15, 8, 13, 16, 9, 19, 20, 16, 21,
+ 21, 17, 30, 31, 25, 63, 85, 85, 87, 156, 197, 91, 168, 230, 88, 164, 223, 83, 146, 198, 77, 113, 135, 90, 136, 177, 95, 138, 182, 93, 151, 214, 103, 172, 245, 102, 170, 246, 102, 168, 244, 96, 157, 229, 96, 143, 196, 96, 152, 219, 97, 151, 220, 87, 94, 123, 105, 114, 137, 101, 133, 189, 101, 138, 198, 102, 129, 181, 98, 120, 161, 104, 112, 128, 106, 97, 98, 116, 135, 163, 111, 160, 223, 103, 146, 209, 114, 148, 204, 105, 154, 219, 119, 146, 196, 120, 136, 171, 118, 145, 193, 118, 136, 181, 123, 148, 198, 118, 150, 202, 113, 157, 219, 110, 156, 219, 111, 155, 217, 122, 151, 192, 124, 139, 176, 113, 145, 197, 116, 152, 205, 106, 150, 213, 103, 159, 227, 104, 155, 216, 107, 148, 194, 101, 162, 231, 102, 167, 245, 103, 168, 244, 103, 169, 245, 102, 167, 247, 100, 168,
+ 247, 101, 169, 247, 102, 169, 248, 102, 171, 249, 101, 172, 249, 101, 173, 249, 100, 176, 249, 99, 178, 250, 100, 179, 249, 101, 180, 249, 102, 182, 249, 105, 183, 249, 103, 184, 250, 104, 185, 250, 103, 185, 251, 105, 184, 250, 104, 184, 250, 103, 184, 250, 103, 184, 250, 103, 184, 250, 103, 183, 250, 104, 183, 250, 104, 184, 249, 101, 184, 249, 103, 184, 249, 103, 184, 250, 104, 183, 250, 100, 183, 249, 102, 183, 248, 102, 183, 250, 107, 176, 247, 103, 176, 244, 96, 180, 249, 91, 171, 245, 70, 140, 208, 36, 91, 143, 81, 164, 237, 97, 179, 247, 102, 183, 249, 103, 183, 249, 102, 183, 250, 102, 183, 249, 102, 183, 249, 102, 183, 249, 101, 182, 250, 102, 182, 251, 99, 181, 250, 102, 181, 250, 98, 178, 248, 90, 167, 241, 95, 175, 247, 99, 180, 250, 98, 180, 250, 94, 175, 250,
+ 86, 160, 227, 84, 131, 175, 91, 128, 154, 87, 114, 130, 88, 115, 119, 83, 103, 103, 54, 71, 63, 42, 44, 27, 42, 45, 30, 40, 42, 27, 36, 37, 21, 35, 36, 18, 37, 37, 19, 40, 40, 21, 61, 86, 86, 83, 146, 191, 98, 177, 238, 96, 164, 218, 82, 105, 96, 54, 61, 37, 79, 124, 164, 102, 171, 237, 109, 184, 247, 106, 178, 243, 70, 132, 186, 93, 148, 208, 110, 188, 249, 110, 178, 244, 100, 168, 232, 71, 124, 169, 61, 96, 130, 46, 69, 90, 40, 48, 52, 46, 54, 43, 56, 82, 81, 68, 125, 156, 84, 155, 200, 98, 174, 229, 105, 187, 245, 113, 191, 248, 116, 192, 249, 113, 191, 248, 99, 178, 243, 87, 164, 231, 99, 173, 237, 75, 146, 222, 95, 172, 241, 62, 118, 175, 18, 29, 24, 17, 20, 8, 18, 19, 11, 19, 20, 17, 21, 22, 19, 23,
+ 26, 22, 68, 104, 120, 112, 191, 246, 120, 195, 249, 112, 189, 247, 109, 187, 248, 108, 184, 249, 99, 169, 234, 102, 171, 240, 101, 171, 239, 94, 153, 222, 102, 164, 237, 99, 160, 233, 98, 151, 220, 91, 139, 204, 98, 146, 204, 98, 154, 221, 87, 122, 180, 85, 80, 87, 105, 105, 116, 99, 120, 155, 106, 140, 196, 104, 124, 167, 101, 120, 157, 108, 96, 92, 106, 91, 83, 118, 147, 189, 106, 139, 194, 112, 147, 199, 114, 143, 191, 109, 144, 199, 120, 132, 163, 128, 129, 148, 128, 139, 169, 132, 142, 177, 126, 146, 184, 121, 146, 191, 123, 147, 194, 119, 150, 202, 124, 146, 187, 126, 127, 143, 125, 149, 190, 124, 155, 203, 121, 152, 205, 114, 154, 215, 107, 160, 225, 104, 154, 213, 104, 162, 227, 101, 169, 241, 104, 168, 245, 103, 168, 245, 102, 167, 245, 102, 167, 244, 102, 168,
+ 244, 101, 167, 245, 99, 169, 245, 102, 169, 247, 102, 170, 247, 103, 171, 248, 100, 174, 249, 100, 174, 248, 100, 177, 249, 100, 179, 250, 99, 181, 249, 101, 182, 248, 102, 184, 248, 104, 185, 248, 104, 185, 250, 106, 184, 250, 106, 184, 250, 105, 184, 250, 105, 185, 248, 105, 184, 251, 104, 184, 251, 104, 183, 251, 100, 185, 250, 103, 184, 249, 102, 184, 250, 103, 184, 249, 102, 184, 250, 105, 185, 250, 101, 183, 249, 102, 183, 249, 101, 180, 250, 100, 174, 245, 103, 182, 248, 101, 184, 249, 92, 174, 249, 58, 121, 183, 83, 164, 232, 104, 183, 250, 103, 184, 250, 102, 184, 249, 104, 183, 250, 102, 183, 249, 101, 183, 249, 103, 184, 251, 103, 183, 250, 104, 183, 248, 102, 180, 248, 99, 173, 243, 97, 168, 239, 95, 172, 244, 98, 179, 248, 100, 182, 250, 100, 181, 250, 95, 177, 251,
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+ 114, 50, 131, 97, 41, 136, 107, 49, 149, 119, 53, 129, 103, 40, 118, 92, 34, 126, 102, 48, 133, 104, 47, 178, 144, 71, 142, 116, 51, 184, 157, 76, 207, 179, 96, 210, 182, 95, 169, 144, 64, 170, 147, 65, 150, 136, 51, 163, 143, 66, 176, 151, 80, 183, 158, 88, 183, 159, 84, 162, 145, 77, 171, 158, 90, 165, 148, 82, 153, 133, 69, 133, 116, 45, 139, 118, 49, 156, 134, 56, 164, 143, 61, 158, 136, 51, 166, 144, 62, 146, 125, 41, 147, 127, 48, 155, 131, 54, 62, 52, 17, 23, 23, 6, 22, 22, 9, 11, 9, 0, 10, 8, 0, 8, 7, 0, 6, 5, 0, 9, 7, 0, 10, 7, 0, 10, 8, 0, 20, 16, 3, 25, 22, 8, 44, 41, 19, 38, 38, 17, 82, 71, 25, 124, 109, 48, 165, 140, 69, 183, 154, 80, 129, 112, 49, 166, 141, 74, 188, 158,
+ 92, 200, 169, 92, 147, 128, 48, 144, 127, 45, 154, 138, 57, 156, 135, 63, 173, 148, 75, 187, 160, 79, 158, 137, 63, 134, 118, 45, 156, 134, 54, 177, 146, 61, 160, 135, 56, 134, 112, 40, 159, 131, 55, 159, 132, 63, 146, 120, 53, 169, 139, 63, 163, 133, 65, 153, 129, 66, 160, 138, 74, 159, 140, 62, 173, 145, 65, 161, 136, 61, 178, 151, 75, 166, 142, 77, 174, 147, 75, 187, 157, 82, 173, 145, 70, 142, 117, 50, 124, 104, 37, 134, 114, 47, 139, 116, 54, 142, 122, 61, 146, 129, 71, 119, 97, 51, 112, 95, 42, 136, 118, 58, 143, 119, 66, 125, 110, 64, 131, 113, 66, 118, 100, 49, 101, 86, 41, 103, 87, 46, 85, 73, 36, 81, 74, 34, 70, 63, 24, 72, 60, 16, 87, 72, 22, 75, 64, 15, 88, 74, 25, 110, 93, 36, 108, 94, 39, 59, 51, 17,
+ 6, 8, 0, 1, 3, 0, 8, 8, 0, 16, 12, 1, 57, 47, 16, 128, 112, 38, 102, 94, 21, 96, 90, 28, 153, 135, 52, 124, 119, 35, 43, 41, 12, 112, 97, 31, 152, 134, 47, 72, 67, 22, 125, 114, 43, 105, 99, 37, 76, 73, 18, 24, 25, 11, 99, 86, 48, 104, 89, 38, 128, 112, 51, 118, 106, 39, 60, 53, 15, 26, 22, 4, 42, 36, 9, 41, 41, 11, 60, 52, 12, 32, 30, 11, 58, 53, 16, 114, 103, 41, 142, 125, 45, 124, 108, 35, 48, 39, 9, 44, 30, 2, 48, 33, 4, 69, 50, 11, 78, 54, 19, 111, 79, 31, 121, 87, 35, 138, 109, 45, 117, 101, 30, 120, 102, 34, 115, 98, 31, 136, 118, 41, 132, 115, 42, 102, 79, 29, 83, 56, 20, 110, 87, 28, 125, 106, 40, 117, 100, 39, 118, 99, 30, 144, 126, 48, 145, 121, 55, 153,
+ 117, 57, 144, 114, 55, 137, 108, 45, 145, 118, 50, 169, 140, 70, 148, 120, 57, 133, 111, 49, 123, 101, 44, 159, 126, 57, 135, 113, 52, 180, 156, 83, 200, 172, 92, 181, 162, 81, 188, 165, 88, 183, 161, 80, 162, 146, 60, 163, 142, 61, 191, 164, 84, 163, 145, 72, 183, 163, 83, 182, 164, 92, 186, 172, 99, 185, 165, 94, 176, 155, 84, 152, 132, 58, 135, 119, 48, 175, 155, 81, 168, 145, 67, 162, 142, 62, 166, 147, 66, 154, 133, 53, 153, 133, 55, 139, 117, 39, 127, 107, 41, 101, 87, 35, 118, 104, 52, 57, 50, 17, 102, 86, 38, 83, 74, 35, 59, 52, 20, 48, 42, 12, 87, 72, 27, 106, 88, 40, 151, 125, 64, 170, 145, 70, 180, 151, 74, 173, 146, 66, 181, 151, 73, 182, 149, 75, 175, 144, 76, 157, 127, 62, 142, 119, 60, 180, 149, 79, 213, 178,
+ 99, 213, 176, 91, 152, 127, 55, 145, 121, 46, 148, 124, 50, 158, 133, 60, 181, 154, 77, 173, 150, 78, 157, 133, 63, 152, 131, 55, 161, 137, 57, 159, 135, 52, 144, 122, 50, 154, 129, 51, 142, 119, 39, 150, 121, 46, 161, 133, 62, 155, 128, 60, 157, 129, 62, 156, 130, 65, 177, 150, 85, 180, 156, 83, 172, 143, 67, 162, 135, 62, 162, 136, 69, 168, 143, 74, 191, 162, 91, 163, 135, 65, 164, 135, 66, 141, 118, 52, 117, 101, 40, 138, 114, 52, 116, 98, 42, 146, 125, 60, 157, 136, 72, 145, 125, 65, 139, 121, 60, 142, 120, 58, 122, 102, 47, 115, 99, 52, 120, 101, 62, 116, 100, 54, 102, 87, 39, 114, 95, 49, 102, 87, 48, 96, 81, 48, 74, 64, 32, 83, 72, 24, 94, 82, 30, 95, 84, 23, 117, 99, 36, 111, 94, 31, 114, 100, 37, 108, 93, 39
+};
\ No newline at end of file
diff --git a/examples/app_single_model_on_one_tile_and_DDR/src/main.xc b/examples/app_single_model_on_one_tile_and_DDR/src/main.xc
new file mode 100644
index 000000000..04f1a9deb
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/src/main.xc
@@ -0,0 +1,26 @@
+#include
+#include
+#include
+
+extern void model_init(unsigned);
+extern void inference();
+
+// Hack for xc to be happy with EXTMEM
+// Have to specify the extern array size
+#include "model_weights.h"
+extern const int8_t weights[WEIGHTS_SIZE];
+int8_t* weights_ptr = (int8_t*)&weights;
+
+int main(void) {
+
+ par {
+
+ on tile[0]: {
+ unsafe {
+ model_init((unsigned)(weights_ptr));
+ inference();
+ }
+ }
+ }
+ return 0;
+}
diff --git a/examples/app_single_model_on_one_tile_and_DDR/src/support.cpp b/examples/app_single_model_on_one_tile_and_DDR/src/support.cpp
new file mode 100644
index 000000000..7ab5b1c1e
--- /dev/null
+++ b/examples/app_single_model_on_one_tile_and_DDR/src/support.cpp
@@ -0,0 +1,83 @@
+#include
+#include
+#include
+#include
+#include
+#include "model.tflite.h"
+#include "image.h"
+
+// Simple checksum calc
+unsigned char checksum_calc(char *data, unsigned int length)
+{
+ static char sum;
+ static char * end;
+ sum = 0;
+ end = data + length;
+
+ do
+ {
+ sum -= *data++;
+ } while (data != end);
+ return sum;
+}
+
+// Quantize float to int8
+int quantize_input(float n) {
+ return n/model_input_scale(0) + model_input_zeropoint(0);
+}
+
+// Dequantize int8 to float
+float dequantize_output(int n) {
+ return (n - model_output_zeropoint(0)) * model_output_scale(0);
+}
+
+void init(unsigned weights_data_ptr) { model_init((void *)weights_data_ptr); }
+
+void run() {
+ printf("\nBefore model init");
+
+
+ // Set input
+ int8_t *in = model_input(0)->data.int8;
+ int size = model_input_size(0);
+ for (int i=0;idata.int8;
+ for (int i = 0; i < model_output_size(0); ++i) {
+ if (out[i] > max1) {
+ max3 = max2;
+ maxIndex3 = maxIndex2;
+ max2 = max1;
+ maxIndex2 = maxIndex1;
+ max1 = out[i];
+ maxIndex1 = i;
+ }
+ }
+
+ printf("\nClass with max1 value = %d and probability = %f", maxIndex1, dequantize_output(max1));
+ printf("\nClass with max2 value = %d and probability = %f", maxIndex2, dequantize_output(max2));
+ printf("\nClass with max3 value = %d and probability = %f", maxIndex3, dequantize_output(max3));
+}
+
+extern "C" {
+void model_init(unsigned weights_data_ptr) { init(weights_data_ptr); }
+
+void inference() { run(); }
+}
\ No newline at end of file
diff --git a/third_party/lib_tflite_micro b/third_party/lib_tflite_micro
index 44594f52e..105420122 160000
--- a/third_party/lib_tflite_micro
+++ b/third_party/lib_tflite_micro
@@ -1 +1 @@
-Subproject commit 44594f52ee5b6dfbdf3a16e47d6c4667661afee4
+Subproject commit 1054201227b35e75dd40a8c8db8f424007ba7599
diff --git a/xformer/IR/XCoreOps.td b/xformer/IR/XCoreOps.td
index eaa6a247d..4b302ef26 100644
--- a/xformer/IR/XCoreOps.td
+++ b/xformer/IR/XCoreOps.td
@@ -453,12 +453,15 @@ def XC_LoadConstantOp
let results = (outs AnyTensor : $output);
}
-def XC_LoadFlashOp : XC_Op<"ld_flash", [Pure]> {
- let summary = "Load from flash op";
+def XC_LoadWeightsOp : XC_Op<"ld_weights", [Pure]> {
+ let summary = "Load weights op";
- let description = [{Load from flash op.}];
+ let description = [{Load weights op.}];
- let arguments = (ins I32Attr : $address, I32ArrayAttr : $sizes);
+ let arguments = (ins I32Attr
+ : $address, I32ArrayAttr
+ : $sizes, BoolAttr
+ : $in_ddr);
let results = (outs Variadic : $output);
}
diff --git a/xformer/Test/invalid-loadconstantop.mlir b/xformer/Test/invalid-loadconstantop.mlir
index a6b1535f3..782952568 100644
--- a/xformer/Test/invalid-loadconstantop.mlir
+++ b/xformer/Test/invalid-loadconstantop.mlir
@@ -1,6 +1,6 @@
// RUN: xcore-opt --mlir-io %s --xcore-apply-loadconstantop-patterns -verify-diagnostics
-// expected-error@+1 {{Flash image file option should be provided to run this pass!}}
+// expected-error@+1 {{Weights file option should be provided to run this pass!}}
func.func @invalid(%arg0: tensor>) -> tensor> attributes {tf.entry_function = {inputs = "flatten_input", outputs = "Identity"}} {
%cst = arith.constant dense<[1, 2, 3, 4, 5, 6, 7, 8, 9, 0]> : tensor<10xi8>
%cst_0 = arith.constant dense<[[11, 12, 13, 14, 15, 16, 17, 18, 19, 10]]> : tensor<1x10xi16>
diff --git a/xformer/Test/invalid-loadflashop.mlir b/xformer/Test/invalid-loadflashop.mlir
index 3ba4eb258..8495a387b 100644
--- a/xformer/Test/invalid-loadflashop.mlir
+++ b/xformer/Test/invalid-loadflashop.mlir
@@ -1,6 +1,6 @@
-// RUN: xcore-opt --mlir-io %s --xcore-write-flash-image -verify-diagnostics
+// RUN: xcore-opt --mlir-io %s --xcore-write-weights -verify-diagnostics
-// expected-error@+1 {{Flash image file option should be provided to run this pass!}}
+// expected-error@+1 {{Weights file option should be provided to run this pass!}}
func.func @valid(%arg0: tensor>) -> tensor> attributes {tf.entry_function = {inputs = "flatten_input", outputs = "Identity"}} {
%cst = arith.constant dense<[1, 2, 3, 4, 5, 6, 7, 8, 9, 0]> : tensor<10xi8>
%cst_0 = arith.constant dense<[[11, 12, 13, 14, 15, 16, 17, 18, 19, 10]]> : tensor<1x10xi16>
diff --git a/xformer/Test/loadflashop.mlir b/xformer/Test/loadweightsop.mlir
similarity index 98%
rename from xformer/Test/loadflashop.mlir
rename to xformer/Test/loadweightsop.mlir
index 011abbcd5..a57257912 100644
--- a/xformer/Test/loadflashop.mlir
+++ b/xformer/Test/loadweightsop.mlir
@@ -1,4 +1,4 @@
-// RUN: xcore-opt --mlir-io %s --xcore-write-flash-image --xcore-weights-file=/dev/null | FileCheck %s
+// RUN: xcore-opt --mlir-io %s --xcore-write-weights --xcore-weights-file=/dev/null | FileCheck %s
// CHECK-LABEL: valid
func.func @valid(%arg0: tensor>) -> tensor> attributes {tf.entry_function = {inputs = "flatten_input", outputs = "Identity"}} {
@@ -10,8 +10,8 @@ func.func @valid(%arg0: tensor none
%0 = "tfl.reshape"(%arg0, %cst_3) : (tensor>, tensor<2xi32>) -> tensor>
%1 = "tfl.reshape"(%0, %cst_1) : (tensor>, tensor<4xi64>) -> tensor>
- // CHECK: xc.ld_flash
- // CHECK-NOT: xc.ld_flash
+ // CHECK: xc.ld_weights
+ // CHECK-NOT: xc.ld_weights
// CHECK: xc.conv2d_v2
%2 = "xc.ld_constant"(%cst) : (tensor<10xi8>) -> tensor<10xi8>
%3 = "xc.ld_constant"(%cst_0) : (tensor<1x10xi16>) -> tensor<1x10xi16>
diff --git a/xformer/Transforms/ApplyLoadConstantOpPatterns.cpp b/xformer/Transforms/ApplyLoadConstantOpPatterns.cpp
index b203d4569..91b09748d 100644
--- a/xformer/Transforms/ApplyLoadConstantOpPatterns.cpp
+++ b/xformer/Transforms/ApplyLoadConstantOpPatterns.cpp
@@ -62,7 +62,7 @@ bool isNotUsedByLoadConstantOp(Value result) {
void ApplyLoadConstantOpPatterns::runOnOperation() {
func::FuncOp f = getOperation();
if (weightsFilenameOption.empty()) {
- f.emitError("Flash image file option should be provided to run this pass!");
+ f.emitError("Weights file option should be provided to run this pass!");
signalPassFailure();
return;
}
diff --git a/xformer/Transforms/Passes.cpp b/xformer/Transforms/Passes.cpp
index d0cad10e2..f87f1facc 100644
--- a/xformer/Transforms/Passes.cpp
+++ b/xformer/Transforms/Passes.cpp
@@ -46,7 +46,7 @@ void buildXCoreRemainingPassPipeline(OpPassManager &pm) {
pm.addPass(createReplaceBroadcastPass());
pm.addPass(createReplaceConcatPass());
pm.addPass(createApplyXCPatternsPass());
- // Add to pipeline only if flash image file option is provided
+ // Add to pipeline only if weights file option is provided
if (!weightsFilenameOption.empty()) {
pm.addPass(createApplyLoadConstantOpPatternsPass());
pm.addPass(createWriteWeightsPass());
diff --git a/xformer/Transforms/TranslateToCustomOp.cpp b/xformer/Transforms/TranslateToCustomOp.cpp
index 7672418cb..5a4ba6eef 100644
--- a/xformer/Transforms/TranslateToCustomOp.cpp
+++ b/xformer/Transforms/TranslateToCustomOp.cpp
@@ -121,7 +121,7 @@ std::vector ConcatOp::buildCustomOptions() {
return fbb.GetBuffer();
}
-std::vector LoadFlashOp::buildCustomOptions() {
+std::vector LoadWeightsOp::buildCustomOptions() {
flexbuffers::Builder fbb;
auto rootMap = fbb.StartMap();
fbb.Int("addr", (int32_t)getAddress());
@@ -130,6 +130,7 @@ std::vector LoadFlashOp::buildCustomOptions() {
fbb.Int(getSizes().cast()[i].cast().getInt());
}
fbb.EndVector(sizesVec, false, false);
+ fbb.Bool("ddr", (bool)getInDdr());
fbb.EndMap(rootMap);
fbb.Finish();
return fbb.GetBuffer();
@@ -244,7 +245,7 @@ void TranslateToCustomOp::runOnOperation() {
patterns.insert>(ctx);
patterns.insert>(ctx);
patterns.insert>(ctx);
- patterns.insert>(ctx);
+ patterns.insert>(ctx);
patterns.insert>(ctx);
patterns.insert>(ctx);
patterns.insert>(ctx);
diff --git a/xformer/Transforms/WriteWeights.cpp b/xformer/Transforms/WriteWeights.cpp
index e832cb636..338be6389 100644
--- a/xformer/Transforms/WriteWeights.cpp
+++ b/xformer/Transforms/WriteWeights.cpp
@@ -15,7 +15,7 @@
namespace mlir::xcore {
namespace {
-// Write flash image
+// Write weights to a file
struct WriteWeights
: public PassWrapper> {
MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(WriteWeights)
@@ -23,8 +23,8 @@ struct WriteWeights
void getDependentDialects(DialectRegistry ®istry) const final {
registry.insert();
}
- StringRef getArgument() const final { return "xcore-write-flash-image"; }
- StringRef getDescription() const final { return "Write flash image"; }
+ StringRef getArgument() const final { return "xcore-write-weights"; }
+ StringRef getDescription() const final { return "Write weights"; }
void runOnOperation() override;
};
@@ -66,7 +66,11 @@ struct WriteWeightsPattern : public OpRewritePattern {
address += t.size();
}
- if (loadOp.getResult().hasOneUse()) {
+ // We try to combine loads to one op if the load has only one use or if the
+ // load is not from external memory.
+ // External memory loads have to be aligned to 32 bytes/256 bits for max
+ // speed
+ if (loadOp.getResult().hasOneUse() && !weightsInExternalMemory) {
auto use = loadOp->use_begin();
Operation *ownerOp = use->getOwner();
@@ -87,36 +91,43 @@ struct WriteWeightsPattern : public OpRewritePattern {
}
}
- auto loadFlashOp =
- rewriter.create(loadOp.getLoc(), outputTypes, address,
- rewriter.getArrayAttr(dataSizes));
+ auto loadWeightsOp = rewriter.create(
+ loadOp.getLoc(), outputTypes, address,
+ rewriter.getArrayAttr(dataSizes), /*in_ddr=*/false);
for (int i = 0; i < opNums.size(); i++) {
- ownerOp->setOperand(opNums[i], loadFlashOp.getResult(i));
+ ownerOp->setOperand(opNums[i], loadWeightsOp.getResult(i));
}
- loadFlashOp->moveBefore(ownerOp);
+ loadWeightsOp->moveBefore(ownerOp);
loadOp.erase();
} else {
std::vector loadOpData = getTensorData(loadOp);
dataSizes.push_back(rewriter.getI32IntegerAttr(loadOpData.size()));
tensorData.insert(tensorData.end(), loadOpData.begin(), loadOpData.end());
- auto loadFlashOp = rewriter.create(
+ if (weightsInExternalMemory) {
+ // Pad tensordata to 32 bytes alignment
+ auto alignedSize = ((loadOpData.size() + 31) / 32) * 32;
+ auto toBePaddedSize = alignedSize - loadOpData.size();
+ // Pad with zeros
+ tensorData.insert(tensorData.end(), toBePaddedSize, 0);
+ }
+ auto loadWeightsOp = rewriter.create(
loadOp.getLoc(), loadOp.getType(), address,
- rewriter.getArrayAttr(dataSizes));
- rewriter.replaceOp(loadOp, loadFlashOp.getOutput());
+ rewriter.getArrayAttr(dataSizes), /*in_ddr=*/weightsInExternalMemory);
+ rewriter.replaceOp(loadOp, loadWeightsOp.getOutput());
- // Find all uses of loadFlashOp and find the first Owner op
+ // Find all uses of loadWeightsOp and find the first Owner op
// so that we can move the loading to just before that op.
mlir::Operation *firstOwnerOp =
- loadFlashOp->getResult(0).getUses().begin()->getOwner();
- for (const mlir::OpOperand &use : loadFlashOp->getResult(0).getUses()) {
+ loadWeightsOp->getResult(0).getUses().begin()->getOwner();
+ for (const mlir::OpOperand &use : loadWeightsOp->getResult(0).getUses()) {
mlir::Operation *op = use.getOwner();
if (op->isBeforeInBlock(firstOwnerOp)) {
firstOwnerOp = op;
}
}
- loadFlashOp->moveBefore(firstOwnerOp);
+ loadWeightsOp->moveBefore(firstOwnerOp);
}
tensorsVec_->push_back(tensorData);
@@ -131,7 +142,7 @@ struct WriteWeightsPattern : public OpRewritePattern {
void WriteWeights::runOnOperation() {
func::FuncOp f = getOperation();
if (weightsFilenameOption.empty()) {
- f.emitError("Flash image file option should be provided to run this pass!");
+ f.emitError("Weights file option should be provided to run this pass!");
signalPassFailure();
return;
}
@@ -139,25 +150,16 @@ void WriteWeights::runOnOperation() {
auto *ctx = &getContext();
func::FuncOp func = getOperation();
// For each LoadOp in the graph, save the tensor data, and replace the LoadOp
- // with a LoadFlashOp
+ // with a LoadWeightsOp
std::vector> tensorsVec;
RewritePatternSet patterns(ctx);
patterns.insert(&tensorsVec, ctx);
(void)applyPatternsAndFoldGreedily(func, std::move(patterns));
- if (weightsAsArrayOption) {
- if (failed(utils::writeTileServerDataToFile(weightsFilenameOption,
- tensorsVec,
- weightsInExternalMemory))) {
- f.emitError("Failed to write tile data!");
- signalPassFailure();
- return;
- }
- }
- // Write tensor data to flash image file
- else if (failed(
- utils::writeWeightsToFile(weightsFilenameOption, tensorsVec))) {
- f.emitError("Failed to write flash image!");
+ if (failed(utils::writeWeightsToFile(weightsFilenameOption, tensorsVec,
+ weightsAsArrayOption,
+ weightsInExternalMemory))) {
+ f.emitError("Failed to write weights to file!");
signalPassFailure();
return;
}
diff --git a/xformer/Utils/FileIO.cpp b/xformer/Utils/FileIO.cpp
index b06445ef2..0918d7954 100644
--- a/xformer/Utils/FileIO.cpp
+++ b/xformer/Utils/FileIO.cpp
@@ -24,63 +24,68 @@ LogicalResult writeDataToFile(const std::string &filename, std::string data) {
}
LogicalResult writeWeightsToFile(const std::string &filename,
- std::vector> tensorsVec) {
- // Combine data for the tensors
- std::string data;
- for (auto const &tensor : tensorsVec) {
- data += std::string(tensor.data(), tensor.size());
- }
-
- return utils::writeDataToFile(filename, data);
-}
-
-LogicalResult
-writeTileServerDataToFile(const std::string &filename,
- std::vector> tensorsVec,
- bool placeInExternalMemory) {
- // Add header
- auto tileHeader = utils::tileRamHeader();
- tensorsVec.insert(tensorsVec.begin(), tileHeader);
-
- std::ostringstream cOut;
- cOut << R"(#include )";
-
- if (placeInExternalMemory) {
- cOut << "\n\n" << R"(__attribute__ ((section(".ExtMem.data"))))" << "\n";
- }
+ std::vector> tensorsVec,
+ bool writeWeightsAsArray,
+ bool placeInExternalMemory) {
+ if (writeWeightsAsArray) {
+ std::ostringstream cOut;
+ cOut << R"(#include )";
+
+ if (placeInExternalMemory) {
+ cOut << "\n\n"
+ << R"(__attribute__ ((section(".ExtMem.data"))))"
+ << "\n";
+ } else {
+ // Weights are to be placed in SRAM tile
+ // Add tile ram server header
+ auto tileHeader = utils::tileRamServerHeader();
+ tensorsVec.insert(tensorsVec.begin(), tileHeader);
+ }
- cOut << "const int8_t tile_server_weights[] = {\n";
- int lineEnding = 0;
- int weightsSize = 0;
- for (auto const &tensor : tensorsVec) {
- for (auto const &i : tensor) {
- cOut << (int)i << ", ";
- lineEnding++;
- weightsSize++;
- if (lineEnding > 80) {
- cOut << "\n";
- lineEnding = 0;
+ cOut << "const int8_t weights[] = {\n";
+ int lineEnding = 0;
+ int weightsSize = 0;
+ for (auto const &tensor : tensorsVec) {
+ for (auto const &i : tensor) {
+ cOut << (int)i << ", ";
+ lineEnding++;
+ weightsSize++;
+ if (lineEnding > 80) {
+ cOut << "\n";
+ lineEnding = 0;
+ }
}
}
- }
- cOut << R"(};
+ cOut << R"(};
)";
- if (failed(utils::writeDataToFile(filename + ".c", cOut.str()))) {
- return failure();
- }
+ if (failed(utils::writeDataToFile(filename + ".c", cOut.str()))) {
+ return failure();
+ }
- std::ostringstream hOut;
- hOut << R"(#ifndef TILESERVERGEN_H
-#define TILESERVERGEN_H
+ std::ostringstream hOut;
+ hOut << R"(#ifndef WEIGHTSGEN_H
+#define WEIGHTSGEN_H
-#define TILE_SERVER_WEIGHTS_SIZE ()" << weightsSize << R"(U)
+#define WEIGHTS_SIZE ()"
+ << weightsSize << R"(U)
-#endif // TILESERVERGEN_H
+#endif // WEIGHTSGEN_H
)";
- return utils::writeDataToFile(filename + ".h", hOut.str());
+ return utils::writeDataToFile(filename + ".h", hOut.str());
+
+ } else {
+ // Write data for flash image
+ // Combine data for the tensors
+ std::string data;
+ for (auto const &tensor : tensorsVec) {
+ data += std::string(tensor.data(), tensor.size());
+ }
+
+ return utils::writeDataToFile(filename, data);
+ }
}
LogicalResult getFlatBufferStringFromMLIR(
diff --git a/xformer/Utils/FileIO.h b/xformer/Utils/FileIO.h
index a1345d389..3224c1e59 100644
--- a/xformer/Utils/FileIO.h
+++ b/xformer/Utils/FileIO.h
@@ -11,12 +11,9 @@ namespace mlir::xcore::utils {
LogicalResult writeDataToFile(const std::string &filename, std::string data);
LogicalResult writeWeightsToFile(const std::string &filename,
- std::vector> tensorsVec);
-
-LogicalResult
-writeTileServerDataToFile(const std::string &filename,
- std::vector> tensorsVec,
- bool placeInExternalMemory);
+ std::vector> tensorsVec,
+ bool writeWeightsAsArray,
+ bool placeInExternalMemory);
LogicalResult getFlatBufferStringFromMLIR(
mlir::ModuleOp module, std::map metadata,
diff --git a/xformer/Utils/TileRamSupport.cpp b/xformer/Utils/TileRamSupport.cpp
index ef630c1fe..db02754b5 100644
--- a/xformer/Utils/TileRamSupport.cpp
+++ b/xformer/Utils/TileRamSupport.cpp
@@ -2,7 +2,7 @@
namespace mlir::xcore::utils {
-std::vector tileRamHeader() {
+std::vector tileRamServerHeader() {
// TODO: Change flash_t struct to mem_server_header_t
// We are reusing the flash_t struct in lib_tflite_micro as the header
// The header version is stored as one integer
diff --git a/xformer/Utils/TileRamSupport.h b/xformer/Utils/TileRamSupport.h
index c049359ea..09ae1cefb 100644
--- a/xformer/Utils/TileRamSupport.h
+++ b/xformer/Utils/TileRamSupport.h
@@ -7,7 +7,7 @@ namespace mlir::xcore::utils {
/** Function that creates a tile_ram_header
*/
-std::vector tileRamHeader();
+std::vector tileRamServerHeader();
} // namespace mlir::xcore::utils
diff --git a/xformer/XCoreOptMain.cpp b/xformer/XCoreOptMain.cpp
index 682d2dad4..da9297a96 100644
--- a/xformer/XCoreOptMain.cpp
+++ b/xformer/XCoreOptMain.cpp
@@ -72,13 +72,18 @@ cl::alias aliasWeightsFilenameOption("f",
cl::desc("Alias for --xcore-weights-file"),
cl::aliasopt(weightsFilenameOption));
-cl::opt weightsAsArrayOption("xcore-write-weights-as-array",
- cl::desc("Write the weights in the form of an array in a source file (creates .c/.h files with as the file name)."),
- cl::init(false), cl::cat(XformerCategory));
+cl::opt weightsAsArrayOption(
+ "xcore-write-weights-as-array",
+ cl::desc(
+ "Write the weights in the form of an array in a source file (creates "
+ ".c/.h files with as the file name)."),
+ cl::init(false), cl::cat(XformerCategory));
-cl::opt weightsInExternalMemory("xcore-weights-in-external-memory",
- cl::desc("Annotate the generated weights array with an attribute to place it in external memory."),
- cl::init(false), cl::cat(XformerCategory));
+cl::opt weightsInExternalMemory(
+ "xcore-weights-in-external-memory",
+ cl::desc("Annotate the generated weights array with an attribute to place "
+ "it in external memory."),
+ cl::init(false), cl::cat(XformerCategory));
cl::opt loadExternallyIfLargerOption(
"xcore-load-externally-if-larger",
@@ -457,18 +462,11 @@ int main(int argc, char **argv) {
"Please specify an output filename using the -o option!");
}
- if (mlir::xcore::weightsAsArrayOption.getNumOccurrences() > 0 &&
- mlir::xcore::threadCountOption < 4) {
- // TODO: This feels wrong considering this is just about the export format of the weights
- return failedMessage("Please specify at least four threads using "
- "xcore-thread-count option when using the "
- "xcore-write-weights-as-array option!");
- }
-
if (mlir::xcore::weightsInExternalMemory.getNumOccurrences() > 0 &&
mlir::xcore::weightsAsArrayOption.getNumOccurrences() == 0) {
- return failedMessage("Please specify the xcore-write-weights-as-array"
- "when using the xcore-weights-in-external-memory option!");
+ return failedMessage(
+ "Please specify the xcore-write-weights-as-array"
+ "when using the xcore-weights-in-external-memory option!");
}
if (mlir::xcore::loadExternallyIfLargerOption.getNumOccurrences() > 0 &&
diff --git a/xformer/lib_tflite_micro.BUILD b/xformer/lib_tflite_micro.BUILD
index bafd75ca4..23612a7b1 100644
--- a/xformer/lib_tflite_micro.BUILD
+++ b/xformer/lib_tflite_micro.BUILD
@@ -30,7 +30,7 @@ filegroup(
"lib_tflite_micro/src/tflite-xcore-kernels/xcore_conv2d_v2.cc",
"lib_tflite_micro/src/tflite-xcore-kernels/xcore_maxpool2d.cc",
"lib_tflite_micro/src/tflite-xcore-kernels/xcore_detection_post.cc",
- "lib_tflite_micro/src/tflite-xcore-kernels/xcore_load_from_flash.cc",
+ "lib_tflite_micro/src/tflite-xcore-kernels/xcore_load_weights.cc",
"lib_tflite_micro/src/tflite-xcore-kernels/xcore_lookup.cc",
"lib_tflite_micro/src/tflite-xcore-kernels/xcore_softmax.cc",
"lib_tflite_micro/src/tflite-xcore-kernels/xcore_batched_softmax.cc",