MLECO-1870: Cherry pick profiling changes from dev to open source repo

* Documentation update

Change-Id: If85e7ebc44498840b291c408f14e66a5a5faa424
Signed-off-by: Isabella Gottardi <isabella.gottardi@arm.com>

6 files changed, 344 insertions, 327 deletions

diff --git a/docs/use_cases/ad.md b/docs/use_cases/ad.md
index ca95af8..1ff9c4f 100644
--- a/docs/use_cases/ad.md
+++ b/docs/use_cases/ad.md
@@ -390,41 +390,39 @@ Choice:
 4. “Show NN model info” menu option prints information about model data type, input and output tensor sizes:
 
     ```log
-    [INFO] uTFL version: 2.5.0
-    [INFO] Model info:
-    [INFO] Model INPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 1024 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:  32
-    [INFO] 		2:  32
-    [INFO] 		3:   1
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.192437
-    [INFO] ZeroPoint[0] = 11
-    [INFO] Model OUTPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 8 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:   8
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.048891
-    [INFO] ZeroPoint[0] = -30
-    [INFO] Activation buffer (a.k.a tensor arena) size used: 198016
-    [INFO] Number of operators: 1
-    [INFO] 	Operator 0: ethos-u
-    [INFO] Use of Arm uNPU is enabled
-
+    INFO - uTFL version: 2.5.0
+    INFO - Model info:
+    INFO - Model INPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 1024 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:  32
+    INFO - 		2:  32
+    INFO - 		3:   1
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.192437
+    INFO - ZeroPoint[0] = 11
+    INFO - Model OUTPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 8 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:   8
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.048891
+    INFO - ZeroPoint[0] = -30
+    INFO - Activation buffer (a.k.a tensor arena) size used: 198016
+    INFO - Number of operators: 1
+    INFO - 	Operator 0: ethos-u
     ```
 
 5. “List” menu option prints a list of pair ... indexes - the original filenames embedded in the application:
 
     ```log
-    [INFO] List of Files:
-    [INFO] 0 =>; anomaly_id_00_00000000.wav
-    [INFO] 1 =>; anomaly_id_02_00000076.wav
-    [INFO] 2 =>; normal_id_00_00000004.wav
-    [INFO] 3 =>; normal_id_02_00000001.wav
+    INFO - List of Files:
+    INFO - 0 =>; anomaly_id_00_00000000.wav
+    INFO - 1 =>; anomaly_id_02_00000076.wav
+    INFO - 2 =>; normal_id_00_00000004.wav
+    INFO - 3 =>; normal_id_02_00000001.wav
     ```
 
 ### Running Anomaly Detection
@@ -434,76 +432,30 @@ Please select the first menu option to execute Anomaly Detection.
 The following example illustrates application output:
 
 ```log
-[INFO] Running inference on audio clip 0 => anomaly_id_00_00000000.wav
-[INFO] Inference 1/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1081154
-	Idle NPU cycles:   1012
-
-[INFO] Inference 2/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080934
-	Idle NPU cycles:   232
-
-[INFO] Inference 3/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1081332
-	Idle NPU cycles:   834
-
-[INFO] Inference 4/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080748
-	Idle NPU cycles:   418
-
-[INFO] Inference 5/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080728
-	Idle NPU cycles:   438
-
-[INFO] Inference 6/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1081144
-	Idle NPU cycles:   1022
-
-[INFO] Inference 7/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080924
-	Idle NPU cycles:   242
-
-[INFO] Inference 8/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1081322
-	Idle NPU cycles:   844
-
-[INFO] Inference 9/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080738
-	Idle NPU cycles:   428
-
-[INFO] Inference 10/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080718
-	Idle NPU cycles:   448
-
-[INFO] Inference 11/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1081134
-	Idle NPU cycles:   1032
-
-[INFO] Inference 12/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1080914
-	Idle NPU cycles:   252
-
-[INFO] Inference 13/13
-[INFO] Profile for Inference:
-	Active NPU cycles: 1081312
-	Idle NPU cycles:   854
-
-[INFO] Average anomaly score is: -0.024493
+INFO - Running inference on audio clip 0 => anomaly_id_00_00000000.wav
+INFO - Inference 1/13
+INFO - Inference 2/13
+INFO - Inference 3/13
+INFO - Inference 4/13
+INFO - Inference 5/13
+INFO - Inference 6/13
+INFO - Inference 7/13
+INFO - Inference 8/13
+INFO - Inference 9/13
+INFO - Inference 10/13
+INFO - Inference 11/13
+INFO - Inference 12/13
+INFO - Inference 13/13
+INFO - Average anomaly score is: -0.024493
 Anomaly threshold is: -0.800000
 Anomaly detected!
-
+INFO - Profile for Inference:
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 628122
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 135087
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 62870
+INFO - NPU ACTIVE cycles: 1081007
+INFO - NPU IDLE cycles: 626
+INFO - NPU total cycles: 1081634
 ```
 
 As multiple inferences have to be run for one clip it will take around a minute or so for all inferences to complete.
@@ -515,9 +467,19 @@ The profiling section of the log shows that for each inference. For the last inf
 
 - Ethos-U55's PMU report:
 
-  - 1,081,312 active cycles: number of cycles that were used for computation
+  - 1,081,634 total cycle: The number of NPU cycles
+
+  - 1,081,007 active cycles: number of NPU cycles that were used for computation
+
+  - 626 idle cycles: number of cycles for which the NPU was idle
+
+  - 628,122 AXI0 read cycles: The number of cycles the NPU spends to execute AXI0 read transactions.
+    AXI0 is the bus where Ethos-U55 NPU reads and writes to the computation buffers (activation buf/tensor arenas).
+
+  - 135,087 AXI0 write cycles: The number of cycles the NPU spends to execute AXI0 write transactions.
 
-  - 854 idle cycles: number of cycles for which the NPU was idle
+  - 62,870 AXI1 read cycles: The number of cycles the NPU spends to execute AXI1 read transactions.
+    AXI1 is the bus where Ethos-U55 NPU reads the model (read only)
 
 - For FPGA platforms, CPU cycle count can also be enabled. For FVP, however, CPU cycle counters should not be used as
     the CPU model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/asr.md b/docs/use_cases/asr.md
index d224aca..4600698 100644
--- a/docs/use_cases/asr.md
+++ b/docs/use_cases/asr.md
@@ -431,7 +431,7 @@ Choice:
     compiled audio.
 
     > **Note:** Note that if the clip is over a certain length, the application will invoke multiple inference runs to
->cover the entire file.
+    >cover the entire file.
 
 2. “Classify audio clip at chosen index” menu option will run inference on the chosen audio clip.
 
@@ -444,41 +444,40 @@ Choice:
 4. “Show NN model info” menu option prints information about model data type, input and output tensor sizes:
 
     ```log
-    [INFO] uTFL version: 2.5.0
-    [INFO] Model info:
-    [INFO] Model INPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 11544 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1: 296
-    [INFO] 		2:  39
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.110316
-    [INFO] ZeroPoint[0] = -11
-    [INFO] Model OUTPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 4292 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:   1
-    [INFO] 		2: 148
-    [INFO] 		3:  29
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.003906
-    [INFO] ZeroPoint[0] = -128
-    [INFO] Activation buffer (a.k.a tensor arena) size used: 783168
-    [INFO] Number of operators: 1
-    [INFO] 	Operator 0: ethos-u
-    [INFO] Use of Arm uNPU is enabled
+    INFO - uTFL version: 2.5.0
+    INFO - Model info:
+    INFO - Model INPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 11544 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1: 296
+    INFO - 		2:  39
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.110316
+    INFO - ZeroPoint[0] = -11
+    INFO - Model OUTPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 4292 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:   1
+    INFO - 		2: 148
+    INFO - 		3:  29
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.003906
+    INFO - ZeroPoint[0] = -128
+    INFO - Activation buffer (a.k.a tensor arena) size used: 783168
+    INFO - Number of operators: 1
+    INFO - 	Operator 0: ethos-u
     ```
 
 5. “List” menu option prints a list of pair audio clip indexes - the original filenames embedded in the application:
 
     ```log
-    [INFO] List of Files:
-    [INFO] 0 => anotherdoor.wav
-    [INFO] 1 => anotherengineer.wav
-    [INFO] 2 => itellyou.wav
-    [INFO] 3 => testingroutine.wav
+    INFO - List of Files:
+    INFO - 0 => anotherdoor.wav
+    INFO - 1 => anotherengineer.wav
+    INFO - 2 => itellyou.wav
+    INFO - 3 => testingroutine.wav
     ```
 
 ### Running Automatic Speech Recognition
@@ -488,28 +487,21 @@ Please select the first menu option to execute Automatic Speech Recognition.
 The following example illustrates application output:
 
 ```log
-[INFO] Running inference on audio clip 0 => anotherdoor.wav
-[INFO] Inference 1/2
-[INFO] Profile for pre-processing:
-	Active NPU cycles: 0
-	Idle NPU cycles:   6
-
-[INFO] Profile for Inference:
-	Active NPU cycles: 28924342
-	Idle NPU cycles:   824
-
-[INFO] Inference 2/2
-[INFO] Profile for pre-processing:
-	Active NPU cycles: 0
-	Idle NPU cycles:   6
-
-[INFO] Profile for Inference:
-	Active NPU cycles: 28924298
-	Idle NPU cycles:   868
-
-[INFO] Result for inf 0: and he walked immediately out o t
-[INFO] Result for inf 1: he aparctment by anoer dor
-[INFO] Final result: and he walked immediately out o the aparctment by anoer dor
+INFO - Running inference on audio clip 0 => another_door.wav
+INFO - Inference 1/2
+INFO - Inference 2/2
+INFO - Final results:
+INFO - Total number of inferences: 2
+INFO - For timestamp: 0.000000 (inference #: 0); label: and he walked immediately out of th
+INFO - For timestamp: 0.000000 (inference #: 1); label: e apartment by another door
+INFO - Complete recognition: and he walked immediately out of the apartment by another door
+INFO - Profile for Inference :
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 6564262
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 928889
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 841712
+INFO - NPU ACTIVE cycles: 28450696
+INFO - NPU IDLE cycles: 476
+INFO - NPU total cycles: 28451172
 ```
 
 It could take several minutes to complete each inference (average time is 5-7 minutes), and on this audio clip multiple
@@ -519,9 +511,19 @@ The profiling section of the log shows that for the first inference:
 
 - Ethos-U55's PMU report:
 
-  - 28,924,298 active cycles: number of NPU cycles that were used for computation
+  - 28,451,172 total cycle: The number of NPU cycles
 
-  - 868 idle cycles: number of cycles for which the NPU was idle
+  - 28,450,696 active cycles: number of NPU cycles that were used for computation
+
+  - 476 idle cycles: number of cycles for which the NPU was idle
+
+  - 6,564,262 AXI0 read cycles: The number of cycles the NPU spends to execute AXI0 read transactions.
+    AXI0 is the bus where Ethos-U55 NPU reads and writes to the computation buffers (activation buf/tensor arenas).
+
+  - 928,889 AXI0 write cycles: The number of cycles the NPU spends to execute AXI0 write transactions.
+
+  - 841,712 AXI1 read cycles: The number of cycles the NPU spends to execute AXI1 read transactions.
+    AXI1 is the bus where Ethos-U55 NPU reads the model (read only)
 
 - For FPGA platforms, CPU cycle count can also be enabled. For FVP, however, CPU cycle counters should not be used as
     the CPU model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/img_class.md b/docs/use_cases/img_class.md
index 7a409f2..b26b746 100644
--- a/docs/use_cases/img_class.md
+++ b/docs/use_cases/img_class.md
@@ -371,40 +371,39 @@ Choice:
 4. “Show NN model info” menu option prints information about model data type, input and output tensor sizes:
 
     ```log
-    [INFO] uTFL version: 2.5.0
-    [INFO] Model info:
-    [INFO] Model INPUT tensors:
-    [INFO] 	tensor type is UINT8
-    [INFO] 	tensor occupies 150528 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1: 224
-    [INFO] 		2: 224
-    [INFO] 		3:   3
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.007812
-    [INFO] ZeroPoint[0] = 128
-    [INFO] Model OUTPUT tensors:
-    [INFO] 	tensor type is UINT8
-    [INFO] 	tensor occupies 1001 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1: 1001
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.098893
-    [INFO] ZeroPoint[0] = 58
-    [INFO] Activation buffer (a.k.a tensor arena) size used: 521760
-    [INFO] Number of operators: 1
-    [INFO] 	Operator 0: ethos-u
-    [INFO] Use of Arm uNPU is enabled
+    INFO - uTFL version: 2.5.0
+    INFO - Model info:
+    INFO - Model INPUT tensors:
+    INFO - 	tensor type is UINT8
+    INFO - 	tensor occupies 150528 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1: 224
+    INFO - 		2: 224
+    INFO - 		3:   3
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.007812
+    INFO - ZeroPoint[0] = 128
+    INFO - Model OUTPUT tensors:
+    INFO - 	tensor type is UINT8
+    INFO - 	tensor occupies 1001 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1: 1001
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.098893
+    INFO - ZeroPoint[0] = 58
+    INFO - Activation buffer (a.k.a tensor arena) size used: 521760
+    INFO - Number of operators: 1
+    INFO - 	Operator 0: ethos-u
     ```
 
 5. “List Images” menu option prints a list of pair image indexes - the original filenames embedded in the application:
 
     ```log
-    [INFO] List of Files:
-    [INFO] 0 => cat.bmp
-    [INFO] 1 => dog.bmp
-    [INFO] 2 => kimono.bmp
-    [INFO] 3 => tiger.bmp
+    INFO - List of Files:
+    INFO - 0 => cat.bmp
+    INFO - 1 => dog.bmp
+    INFO - 2 => kimono.bmp
+    INFO - 3 => tiger.bmp
     ```
 
 ### Running Image Classification
@@ -414,16 +413,21 @@ Please select the first menu option to execute Image Classification.
 The following example illustrates application output for classification:
 
 ```log
-[INFO] Running inference on image 0 => cat.bmp
-[INFO] Profile for Inference:
-	Active NPU cycles: 7622641
-	Idle NPU cycles:   525
-
-[INFO] 0) 282 (14.636096) -> tabby, tabby cat
-[INFO] 1) 286 (14.537203) -> Egyptian cat
-[INFO] 2) 283 (12.757138) -> tiger cat
-[INFO] 3) 458 (7.021370) -> bow tie, bow-tie, bowtie
-[INFO] 4) 288 (7.021370) -> lynx, catamount
+INFO - Running inference on image 0 => cat.bmp
+INFO - Final results:
+INFO - Total number of inferences: 1
+INFO - 0) 282 (14.636096) -> tabby, tabby cat
+INFO - 1) 286 (14.537203) -> Egyptian cat
+INFO - 2) 283 (12.757138) -> tiger cat
+INFO - 3) 458 (7.021370) -> bow tie, bow-tie, bowtie
+INFO - 4) 288 (7.021370) -> lynx, catamount
+INFO - Profile for Inference:
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 2489726
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 1098726
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 471129
+INFO - NPU ACTIVE cycles: 7489258
+INFO - NPU IDLE cycles: 914
+INFO - NPU total cycles: 7490172
 ```
 
 It could take several minutes to complete one inference run (average time is 2-3 minutes).
@@ -435,9 +439,19 @@ The profiling section of the log shows that for this inference:
 
 - Ethos-U55's PMU report:
 
-  - 7,622,641 active cycles: number of NPU cycles that were used for computation
+  - 7,490,172 total cycle: The number of NPU cycles
 
-  - 525 idle cycles: number of cycles for which the NPU was idle
+  - 7,489,258 active cycles: number of NPU cycles that were used for computation
+
+  - 914 idle cycles: number of cycles for which the NPU was idle
+
+  - 2,489,726 AXI0 read cycles: The number of cycles the NPU spends to execute AXI0 read transactions.
+    AXI0 is the bus where Ethos-U55 NPU reads and writes to the computation buffers (activation buf/tensor arenas).
+
+  - 1,098,726 AXI0 write cycles: The number of cycles the NPU spends to execute AXI0 write transactions.
+
+  - 471,129 AXI1 read cycles: The number of cycles the NPU spends to execute AXI1 read transactions.
+    AXI1 is the bus where Ethos-U55 NPU reads the model (read only)
 
 - For FPGA platforms, CPU cycle count can also be enabled. For FVP, however, CPU cycle counters should not be used as
     the CPU model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/inference_runner.md b/docs/use_cases/inference_runner.md
index ffb205e..350c1e8 100644
--- a/docs/use_cases/inference_runner.md
+++ b/docs/use_cases/inference_runner.md
@@ -278,9 +278,14 @@ After the application has started the inference starts immediately and it output
 The following example illustrates application output:
 
 ```log
-[INFO] Profile for Inference:
-       Active NPU cycles: 26976
-       Idle NPU cycles: 196
+INFO - Final results:
+INFO - Profile for Inference :
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 9332
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 3248
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 2219
+INFO - NPU ACTIVE cycles: 33145
+INFO - NPU IDLE cycles: 1033
+INFO - NPU total cycles: 34178
 ```
 
 After running an inference on randomly generated data, the output of the log shows the profiling results that for this
@@ -288,9 +293,19 @@ inference:
 
 - Ethos-U55's PMU report:
 
-  - 26,976 active cycles: number of cycles that were used for computation
+  - 34,178 total cycle: The number of NPU cycles
 
-  - 196 idle cycles: number of cycles for which the NPU was idle
+  - 33,145 active cycles: number of NPU cycles that were used for computation
+
+  - 1,033 idle cycles: number of cycles for which the NPU was idle
+
+  - 2,219 AXI0 read cycles: The number of cycles the NPU spends to execute AXI0 read transactions.
+    AXI0 is the bus where Ethos-U55 NPU reads and writes to the computation buffers (activation buf/tensor arenas).
+
+  - 3,248 AXI0 write cycles: The number of cycles the NPU spends to execute AXI0 write transactions.
+
+  - 9,332 AXI1 read cycles: The number of cycles the NPU spends to execute AXI1 read transactions.
+    AXI1 is the bus where Ethos-U55 NPU reads the model (read only)
 
 - For FPGA platforms, CPU cycle count can also be enabled. For FVP, however, CPU cycle counters should not be used as
     the CPU model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/kws.md b/docs/use_cases/kws.md
index 316b501..4942744 100644
--- a/docs/use_cases/kws.md
+++ b/docs/use_cases/kws.md
@@ -405,41 +405,40 @@ Choice:
 4. “Show NN model info” menu option prints information about model data type, input and output tensor sizes:
 
     ```log
-    [INFO] uTFL version: 2.5.0
-    [INFO] Model info:
-    [INFO] Model INPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 490 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:   1
-    [INFO] 		2:  49
-    [INFO] 		3:  10
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 1.107164
-    [INFO] ZeroPoint[0] = 95
-    [INFO] Model OUTPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 12 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:  12
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.003906
-    [INFO] ZeroPoint[0] = -128
-    [INFO] Activation buffer (a.k.a tensor arena) size used: 72848
-    [INFO] Number of operators: 1
-    [INFO] 	Operator 0: ethos-u
-    [INFO] Use of Arm uNPU is enabled
+    INFO - uTFL version: 2.5.0
+    INFO - Model info:
+    INFO - Model INPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 490 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:   1
+    INFO - 		2:  49
+    INFO - 		3:  10
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 1.107164
+    INFO - ZeroPoint[0] = 95
+    INFO - Model OUTPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 12 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:  12
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.003906
+    INFO - ZeroPoint[0] = -128
+    INFO - Activation buffer (a.k.a tensor arena) size used: 72848
+    INFO - Number of operators: 1
+    INFO - 	Operator 0: ethos-u
     ```
 
 5. “List audio clips” menu option prints a list of pair audio indexes - the original filenames embedded in the
     application:
 
     ```log
-    [INFO] List of Files:
-    [INFO] 0 => down.wav
-    [INFO] 1 => rightleftup.wav
-    [INFO] 2 => yes.wav
-    [INFO] 3 => yesnogostop.wav
+    INFO - List of Files:
+    INFO - 0 => down.wav
+    INFO - 1 => rightleftup.wav
+    INFO - 2 => yes.wav
+    INFO - 3 => yesnogostop.wav
     ```
 
 ### Running Keyword Spotting
@@ -448,15 +447,18 @@ Selecting the first option will run inference on the first file.
 
 The following example illustrates application output for classification:
 
-```log
-[INFO] Running inference on audio clip 0 => down.wav
-[INFO] Inference 1/1
-[INFO] Profile for Inference:
-	Active NPU cycles: 680400
-	Idle NPU cycles:   766
-
-[INFO] For timestamp: 0.000000 (inference #: 0); threshold: 0.900000
-[INFO] 		label @ 0: down, score: 0.996094
+```logINFO - Running inference on audio clip 0 => down.wav
+INFO - Inference 1/1
+INFO - Final results:
+INFO - Total number of inferences: 1
+INFO - For timestamp: 0.000000 (inference #: 0); label: down, score: 0.996094; threshold: 0.900000
+INFO - Profile for Inference:
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 217385
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 82607
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 59608
+INFO - NPU ACTIVE cycles: 680611
+INFO - NPU IDLE cycles: 561
+INFO - NPU total cycles: 681172
 ```
 
 Each inference should take less than 30 seconds on most systems running Fast Model.
@@ -464,9 +466,19 @@ The profiling section of the log shows that for this inference:
 
 - Ethos-U55's PMU report:
 
-  - 680,400 active cycles: number of cycles that were used for computation
+  - 681,172 total cycle: The number of NPU cycles
+
+  - 680,611 active cycles: The number of NPU cycles that were used for computation
+
+  - 561 idle cycles: number of cycles for which the NPU was idle
+
+  - 217,385 AXI0 read cycles: The number of cycles the NPU spends to execute AXI0 read transactions.
+    AXI0 is the bus where Ethos-U55 NPU reads and writes to the computation buffers (activation buf/tensor arenas).
+
+  - 82,607 write cycles: The number of cycles the NPU spends to execute AXI0 write transactions.
 
-  - 766 idle cycles: number of cycles for which the NPU was idle
+  - 59,608 AXI1 read cycles: The number of cycles the NPU spends to execute AXI1 read transactions.
+    AXI1 is the bus where Ethos-U55 NPU reads the model (read only)
 
 - For FPGA platforms, CPU cycle count can also be enabled. For FVP, however, CPU cycle counters should not be used as
     the CPU model is not cycle-approximate or cycle-accurate.
diff --git a/docs/use_cases/kws_asr.md b/docs/use_cases/kws_asr.md
index e79b887..132a82d 100644
--- a/docs/use_cases/kws_asr.md
+++ b/docs/use_cases/kws_asr.md
@@ -468,72 +468,72 @@ Choice:
 4. “Show NN model info” menu option prints information about model data type, input and output tensor sizes:
 
     ```log
-    [INFO] uTFL version: 2.5.0
-    [INFO] Model INPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 490 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:   1
-    [INFO] 		2:  49
-    [INFO] 		3:  10
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 1.107164
-    [INFO] ZeroPoint[0] = 95
-    [INFO] Model OUTPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 12 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:  12
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.003906
-    [INFO] ZeroPoint[0] = -128
-    [INFO] Activation buffer (a.k.a tensor arena) size used: 123616
-    [INFO] Number of operators: 16
-    [INFO] 	Operator 0: RESHAPE
-    [INFO] 	Operator 1: CONV_2D
-    [INFO] 	Operator 2: DEPTHWISE_CONV_2D
-    [INFO] 	Operator 3: CONV_2D
-    [INFO] 	Operator 4: DEPTHWISE_CONV_2D
-    [INFO] 	Operator 5: CONV_2D
-    [INFO] 	Operator 6: DEPTHWISE_CONV_2D
-    [INFO] 	Operator 7: CONV_2D
-    [INFO] 	Operator 8: DEPTHWISE_CONV_2D
-    [INFO] 	Operator 9: CONV_2D
-    [INFO] 	Operator 10: DEPTHWISE_CONV_2D
-    [INFO] 	Operator 11: CONV_2D
-    [INFO] 	Operator 12: AVERAGE_POOL_2D
-    [INFO] 	Operator 13: RESHAPE
-    [INFO] 	Operator 14: FULLY_CONNECTED
-    [INFO] 	Operator 15: SOFTMAX
-    [INFO] Model INPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 11544 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1: 296
-    [INFO] 		2:  39
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.110316
-    [INFO] ZeroPoint[0] = -11
-    [INFO] Model OUTPUT tensors:
-    [INFO] 	tensor type is INT8
-    [INFO] 	tensor occupies 4292 bytes with dimensions
-    [INFO] 		0:   1
-    [INFO] 		1:   1
-    [INFO] 		2: 148
-    [INFO] 		3:  29
-    [INFO] Quant dimension: 0
-    [INFO] Scale[0] = 0.003906
-    [INFO] ZeroPoint[0] = -128
-    [INFO] Activation buffer (a.k.a tensor arena) size used: 809808
-    [INFO] Number of operators: 1
-    [INFO] 	Operator 0: ethos-u
+    INFO - uTFL version: 2.5.0
+    INFO - Model INPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 490 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:   1
+    INFO - 		2:  49
+    INFO - 		3:  10
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 1.107164
+    INFO - ZeroPoint[0] = 95
+    INFO - Model OUTPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 12 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:  12
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.003906
+    INFO - ZeroPoint[0] = -128
+    INFO - Activation buffer (a.k.a tensor arena) size used: 123616
+    INFO - Number of operators: 16
+    INFO - 	Operator 0: RESHAPE
+    INFO - 	Operator 1: CONV_2D
+    INFO - 	Operator 2: DEPTHWISE_CONV_2D
+    INFO - 	Operator 3: CONV_2D
+    INFO - 	Operator 4: DEPTHWISE_CONV_2D
+    INFO - 	Operator 5: CONV_2D
+    INFO - 	Operator 6: DEPTHWISE_CONV_2D
+    INFO - 	Operator 7: CONV_2D
+    INFO - 	Operator 8: DEPTHWISE_CONV_2D
+    INFO - 	Operator 9: CONV_2D
+    INFO - 	Operator 10: DEPTHWISE_CONV_2D
+    INFO - 	Operator 11: CONV_2D
+    INFO - 	Operator 12: AVERAGE_POOL_2D
+    INFO - 	Operator 13: RESHAPE
+    INFO - 	Operator 14: FULLY_CONNECTED
+    INFO - 	Operator 15: SOFTMAX
+    INFO - Model INPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 11544 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1: 296
+    INFO - 		2:  39
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.110316
+    INFO - ZeroPoint[0] = -11
+    INFO - Model OUTPUT tensors:
+    INFO - 	tensor type is INT8
+    INFO - 	tensor occupies 4292 bytes with dimensions
+    INFO - 		0:   1
+    INFO - 		1:   1
+    INFO - 		2: 148
+    INFO - 		3:  29
+    INFO - Quant dimension: 0
+    INFO - Scale[0] = 0.003906
+    INFO - ZeroPoint[0] = -128
+    INFO - Activation buffer (a.k.a tensor arena) size used: 809808
+    INFO - Number of operators: 1
+    INFO - 	Operator 0: ethos-u
     ```
 
 5. “List” menu option prints a list of pair ... indexes - the original filenames embedded in the application:
 
     ```log
-    [INFO] List of Files:
-    [INFO] 0 => yesnogostop.wav
+    INFO - List of Files:
+    INFO - 0 => yesnogostop.wav
     ```
 
 ### Running Keyword Spotting and Automatic Speech Recognition
@@ -543,29 +543,31 @@ Please select the first menu option to execute Keyword Spotting and Automatic Sp
 The following example illustrates application output:
 
 ```log
-[INFO] KWS audio data window size 16000
-[INFO] Running KWS inference on audio clip 0 => yesnogostop.wav
-[INFO] Inference 1/7
-[INFO] Profile for Inference:
-	Active NPU cycles: 0
-	Idle NPU cycles:   6
-
-[INFO] For timestamp: 0.000000 (inference #: 0); threshold: 0.900000
-[INFO] 		label @ 0: yes, score: 0.996094
-[INFO] Keyword spotted
-[INFO] Inference 1/2
-[INFO] Profile for Inference:
-	Active NPU cycles: 28924742
-	Idle NPU cycles:   424
-
-[INFO] Inference 2/2
-[INFO] Profile for Inference:
-	Active NPU cycles: 28924740
-	Idle NPU cycles:   426
-
-[INFO] Result for inf 0: no gow
-[INFO] Result for inf 1:  stoppe
-[INFO] Final result: no gow stoppe
+INFO - KWS audio data window size 16000
+INFO - Running KWS inference on audio clip 0 => yesnogostop.wav
+INFO - Inference 1/7
+INFO - For timestamp: 0.000000 (inference #: 0); threshold: 0.900000
+INFO -          label @ 0: yes, score: 0.996094
+INFO - Profile for Inference:
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 217385
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 82607
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 59608
+INFO - NPU ACTIVE cycles: 680611
+INFO - NPU IDLE cycles: 561
+INFO - NPU total cycles: 681172
+INFO - Keyword spotted
+INFO - Inference 1/2
+INFO - Inference 2/2
+INFO - Result for inf 0: no gow
+INFO - Result for inf 1:  stoppe
+INFO - Final result: no gow stoppe
+INFO - Profile for Inference:
+INFO - NPU AXI0_RD_DATA_BEAT_RECEIVED cycles: 13520864
+INFO - NPU AXI0_WR_DATA_BEAT_WRITTEN cycles: 2841970
+INFO - NPU AXI1_RD_DATA_BEAT_RECEIVED cycles: 2717670
+INFO - NPU ACTIVE cycles: 28909309
+INFO - NPU IDLE cycles: 863
+INFO - NPU total cycles: 28910172
 ```
 
 It could take several minutes to complete one inference run (average time is 2-3 minutes).
@@ -578,9 +580,19 @@ The profiling section of the log shows that for the ASR inference:
 
 - Ethos-U55's PMU report:
 
-  - 28,924,740 active cycles: number of cycles that were used for computation
+  - 28,910,172 total cycle: The number of NPU cycles
 
-  - 426 idle cycles: number of cycles for which the NPU was idle
+  - 28,909,309 active cycles: number of NPU cycles that were used for computation
+
+  - 863 idle cycles: number of cycles for which the NPU was idle
+
+  - 13,520,864 AXI0 read cycles: The number of cycles the NPU spends to execute AXI0 read transactions.
+    AXI0 is the bus where Ethos-U55 NPU reads and writes to the computation buffers (activation buf/tensor arenas).
+
+  - 2,841,970 AXI0 write cycles: The number of cycles the NPU spends to execute AXI0 write transactions.
+
+  - 2,717,670 AXI1 read cycles: The number of cycles the NPU spends to execute AXI1 read transactions.
+    AXI1 is the bus where Ethos-U55 NPU reads the model (read only)
 
 - For FPGA platforms, CPU cycle count can also be enabled. For FVP, however, CPU cycle counters should not be used as
 the CPU model is not cycle-approximate or cycle-accurate.