diff --git a/ipynb/Examples/CodeSizeComparison/CodeSizeComparison.ipynb b/ipynb/Examples/CodeSizeComparison/CodeSizeComparison.ipynb
index 5f60e7ec8..2dceded33 100644
--- a/ipynb/Examples/CodeSizeComparison/CodeSizeComparison.ipynb
+++ b/ipynb/Examples/CodeSizeComparison/CodeSizeComparison.ipynb
@@ -4,7 +4,14 @@
"cell_type": "code",
"execution_count": 1,
"id": "5aa9b7aa-5bf6-4435-981f-bcb91132020a",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-30T23:42:10.695559Z",
+ "iopub.status.busy": "2023-12-30T23:42:10.695354Z",
+ "iopub.status.idle": "2023-12-30T23:42:10.701599Z",
+ "shell.execute_reply": "2023-12-30T23:42:10.701062Z"
+ }
+ },
"outputs": [],
"source": [
"from IPython.display import Code"
@@ -70,7 +77,14 @@
"cell_type": "code",
"execution_count": 2,
"id": "a969b1c7-26b1-47d5-91d4-d94397bf7c08",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-30T23:42:10.704566Z",
+ "iopub.status.busy": "2023-12-30T23:42:10.704185Z",
+ "iopub.status.idle": "2023-12-30T23:42:10.786034Z",
+ "shell.execute_reply": "2023-12-30T23:42:10.785391Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -182,7 +196,14 @@
"cell_type": "code",
"execution_count": 3,
"id": "ab05b643-f644-4c38-8768-04a3e488ddc4",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-30T23:42:10.788730Z",
+ "iopub.status.busy": "2023-12-30T23:42:10.788362Z",
+ "iopub.status.idle": "2023-12-30T23:42:10.832424Z",
+ "shell.execute_reply": "2023-12-30T23:42:10.831657Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -592,29 +613,36 @@
"cell_type": "code",
"execution_count": 4,
"id": "43576c35",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-30T23:42:10.835670Z",
+ "iopub.status.busy": "2023-12-30T23:42:10.835442Z",
+ "iopub.status.idle": "2023-12-30T23:52:42.738843Z",
+ "shell.execute_reply": "2023-12-30T23:52:42.738149Z"
+ }
+ },
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "INFO - Loading environment cache from file\n",
- "INFO - Successfully initialized cache\n",
- "INFO - [session-4] Processing stage LOAD\n",
- "INFO - [session-4] Processing stage BUILD\n",
- "INFO - [session-4] Processing stage COMPILE\n",
- "INFO - [session-4] Processing stage RUN\n",
- "INFO - All runs completed successfuly!\n",
- "INFO - Postprocessing session report\n",
- "INFO - [session-4] Done processing runs\n",
- "INFO - Report:\n",
- " Session Run Model Frontend Framework Backend Platform Target Total Cycles Total Instructions Total CPI Validation Total ROM Total RAM ROM read-only ROM code ROM misc RAM data RAM zero-init data Features Config Postprocesses Comment\n",
- "0 4 0 aww tflite tflm tflmi mlif spike 45594676 45594676 1.0 True 153225 36168 63557 89652 16 2800 33368 [] {'aww.output_shapes': {'Identity': [1, 12]}, '... [] -\n",
- "1 4 1 aww tflite tflm tflmi mlif spike 15248124 15248124 1.0 True 179322 36176 63560 115746 16 2808 33368 [muriscvnn] {'aww.output_shapes': {'Identity': [1, 12]}, '... [] -\n",
- "2 4 2 aww tflite tflm tflmi mlif spike 16597146 16597146 1.0 True 179525 36176 63557 115952 16 2808 33368 [cmsisnn] {'aww.output_shapes': {'Identity': [1, 12]}, '... [] -\n",
- "3 4 3 resnet tflite tflm tflmi mlif spike 145098497 145098497 1.0 True 200371 68940 102405 97950 16 2804 66136 [] {'resnet.output_shapes': {'Identity_int8': [1,... [] -\n",
- "4 4 4 resnet tflite tflm tflmi mlif spike 54977756 54977756 1.0 True 217830 68932 102408 115406 16 2796 66136 [muriscvnn] {'resnet.output_shapes': {'Identity_int8': [1,... [] -\n",
- "5 4 5 resnet tflite tflm tflmi mlif spike 63907632 63907632 1.0 True 218937 68932 102405 116516 16 2796 66136 [cmsisnn] {'resnet.output_shapes': {'Identity_int8': [1,... [] -\n"
+ "INFO - Loading environment cache from file\r\n",
+ "INFO - Successfully initialized cache\r\n",
+ "INFO - Processing stage LOAD\r\n",
+ "INFO - Processing stage BUILD\r\n",
+ "INFO - Processing stage COMPILE\r\n",
+ "INFO - Processing stage RUN\r\n",
+ "INFO - All runs completed successfuly!\r\n",
+ "INFO - Postprocessing session report\r\n",
+ "INFO - Done processing runs\r\n",
+ "INFO - Report:\r\n",
+ " Session Run Model Frontend Framework Backend Platform Target Total Cycles Total Instructions Total CPI Validation Total ROM Total RAM ROM read-only ROM code ROM misc RAM data RAM zero-init data Features Config Postprocesses Comment\r\n",
+ "0 0 0 aww tflite tflm tflmi mlif spike 45594676 45594676 1.0 True 153225 36168 63557 89652 16 2800 33368 [] {'aww.output_shapes': {'Identity': [1, 12]}, '... [] -\r\n",
+ "1 0 1 aww tflite tflm tflmi mlif spike 15248124 15248124 1.0 True 179322 36176 63560 115746 16 2808 33368 [muriscvnn] {'aww.output_shapes': {'Identity': [1, 12]}, '... [] -\r\n",
+ "2 0 2 aww tflite tflm tflmi mlif spike 16597146 16597146 1.0 True 179525 36176 63557 115952 16 2808 33368 [cmsisnn] {'aww.output_shapes': {'Identity': [1, 12]}, '... [] -\r\n",
+ "3 0 3 resnet tflite tflm tflmi mlif spike 145098497 145098497 1.0 True 200371 68940 102405 97950 16 2804 66136 [] {'resnet.output_shapes': {'Identity_int8': [1,... [] -\r\n",
+ "4 0 4 resnet tflite tflm tflmi mlif spike 54977756 54977756 1.0 True 217830 68932 102408 115406 16 2796 66136 [muriscvnn] {'resnet.output_shapes': {'Identity_int8': [1,... [] -\r\n",
+ "5 0 5 resnet tflite tflm tflmi mlif spike 63907632 63907632 1.0 True 218937 68932 102405 116516 16 2796 66136 [cmsisnn] {'resnet.output_shapes': {'Identity_int8': [1,... [] -\r\n"
]
}
],
@@ -635,30 +663,37 @@
"cell_type": "code",
"execution_count": 5,
"id": "53c89e22",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-30T23:52:42.742190Z",
+ "iopub.status.busy": "2023-12-30T23:52:42.741740Z",
+ "iopub.status.idle": "2023-12-31T00:03:12.544136Z",
+ "shell.execute_reply": "2023-12-31T00:03:12.543463Z"
+ }
+ },
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "INFO - Loading environment cache from file\n",
- "INFO - Successfully initialized cache\n",
- "INFO - [session-5] Processing stage LOAD\n",
- "INFO - [session-5] Processing stage BUILD\n",
- "INFO - [session-5] Processing stage COMPILE\n",
- "INFO - [session-5] Processing stage RUN\n",
- "INFO - [session-5] Processing stage POSTPROCESS\n",
- "INFO - All runs completed successfuly!\n",
- "INFO - Postprocessing session report\n",
- "INFO - [session-5] Done processing runs\n",
- "INFO - Report:\n",
- " Model Total ROM ROM read-only ROM code Features\n",
- "0 aww 153225 63557 89652 []\n",
- "1 aww 179322 63560 115746 [muriscvnn]\n",
- "2 aww 179525 63557 115952 [cmsisnn]\n",
- "3 resnet 200371 102405 97950 []\n",
- "4 resnet 217830 102408 115406 [muriscvnn]\n",
- "5 resnet 218937 102405 116516 [cmsisnn]\n"
+ "INFO - Loading environment cache from file\r\n",
+ "INFO - Successfully initialized cache\r\n",
+ "INFO - [session-1] Processing stage LOAD\r\n",
+ "INFO - [session-1] Processing stage BUILD\r\n",
+ "INFO - [session-1] Processing stage COMPILE\r\n",
+ "INFO - [session-1] Processing stage RUN\r\n",
+ "INFO - [session-1] Processing stage POSTPROCESS\r\n",
+ "INFO - All runs completed successfuly!\r\n",
+ "INFO - Postprocessing session report\r\n",
+ "INFO - [session-1] Done processing runs\r\n",
+ "INFO - Report:\r\n",
+ " Model Total Cycles Total ROM ROM read-only ROM code Features\r\n",
+ "0 aww 45594676 153225 63557 89652 []\r\n",
+ "1 aww 15248124 179322 63560 115746 [muriscvnn]\r\n",
+ "2 aww 16597146 179525 63557 115952 [cmsisnn]\r\n",
+ "3 resnet 145098497 200371 102405 97950 []\r\n",
+ "4 resnet 54977756 217830 102408 115406 [muriscvnn]\r\n",
+ "5 resnet 63907632 218937 102405 116516 [cmsisnn]\r\n"
]
}
],
@@ -681,30 +716,37 @@
"cell_type": "code",
"execution_count": 6,
"id": "230211f7",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-31T00:03:12.547189Z",
+ "iopub.status.busy": "2023-12-31T00:03:12.546982Z",
+ "iopub.status.idle": "2023-12-31T00:13:30.469633Z",
+ "shell.execute_reply": "2023-12-31T00:13:30.468823Z"
+ }
+ },
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "INFO - Loading environment cache from file\n",
- "INFO - Successfully initialized cache\n",
- "INFO - [session-6] Processing stage LOAD\n",
- "INFO - [session-6] Processing stage BUILD\n",
- "INFO - [session-6] Processing stage COMPILE\n",
- "INFO - [session-6] Processing stage RUN\n",
- "INFO - [session-6] Processing stage POSTPROCESS\n",
- "INFO - All runs completed successfuly!\n",
- "INFO - Postprocessing session report\n",
- "INFO - [session-6] Done processing runs\n",
- "INFO - Report:\n",
- " Model Total ROM ROM read-only ROM code Features\n",
- "0 aww 142627 63521 79090 []\n",
- "1 aww 161266 63524 97726 [muriscvnn]\n",
- "2 aww 172819 63521 109282 [cmsisnn]\n",
- "3 resnet 183107 102369 80722 []\n",
- "4 resnet 195608 102372 93220 [muriscvnn]\n",
- "5 resnet 205073 102369 102688 [cmsisnn]\n"
+ "INFO - Loading environment cache from file\r\n",
+ "INFO - Successfully initialized cache\r\n",
+ "INFO - [session-2] Processing stage LOAD\r\n",
+ "INFO - [session-2] Processing stage BUILD\r\n",
+ "INFO - [session-2] Processing stage COMPILE\r\n",
+ "INFO - [session-2] Processing stage RUN\r\n",
+ "INFO - [session-2] Processing stage POSTPROCESS\r\n",
+ "INFO - All runs completed successfuly!\r\n",
+ "INFO - Postprocessing session report\r\n",
+ "INFO - [session-2] Done processing runs\r\n",
+ "INFO - Report:\r\n",
+ " Model Total Cycles Total ROM ROM read-only ROM code Features\r\n",
+ "0 aww 172565059 142627 63521 79090 []\r\n",
+ "1 aww 17175092 161266 63524 97726 [muriscvnn]\r\n",
+ "2 aww 16711296 172819 63521 109282 [cmsisnn]\r\n",
+ "3 resnet 769033691 183107 102369 80722 []\r\n",
+ "4 resnet 81588051 195608 102372 93220 [muriscvnn]\r\n",
+ "5 resnet 63995913 205073 102369 102688 [cmsisnn]\r\n"
]
}
],
@@ -742,7 +784,14 @@
"cell_type": "code",
"execution_count": 7,
"id": "78c53970",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-31T00:13:30.472958Z",
+ "iopub.status.busy": "2023-12-31T00:13:30.472762Z",
+ "iopub.status.idle": "2023-12-31T00:13:30.857902Z",
+ "shell.execute_reply": "2023-12-31T00:13:30.857139Z"
+ }
+ },
"outputs": [],
"source": [
"from tempfile import TemporaryDirectory\n",
@@ -762,9 +811,16 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 8,
"id": "2f6c5e5a",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-31T00:13:30.861284Z",
+ "iopub.status.busy": "2023-12-31T00:13:30.860798Z",
+ "iopub.status.idle": "2023-12-31T00:13:30.864892Z",
+ "shell.execute_reply": "2023-12-31T00:13:30.864341Z"
+ }
+ },
"outputs": [],
"source": [
"FRONTEND = \"tflite\"\n",
@@ -790,9 +846,16 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 9,
"id": "ebe63369",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-31T00:13:30.867414Z",
+ "iopub.status.busy": "2023-12-31T00:13:30.867006Z",
+ "iopub.status.idle": "2023-12-31T00:23:45.267721Z",
+ "shell.execute_reply": "2023-12-31T00:23:45.267088Z"
+ }
+ },
"outputs": [
{
"name": "stdout",
@@ -800,10 +863,10 @@
"text": [
"INFO - Loading environment cache from file\n",
"INFO - Successfully initialized cache\n",
- "INFO - [session-8] Processing all stages\n",
+ "INFO - [session-3] Processing all stages\n",
"INFO - All runs completed successfuly!\n",
"INFO - Postprocessing session report\n",
- "INFO - [session-8] Done processing runs\n"
+ "INFO - [session-3] Done processing runs\n"
]
},
{
@@ -855,18 +918,42 @@
" | 97726 | \n",
" [muriscvnn] | \n",
" \n",
+ " \n",
+ " | 3 | \n",
+ " resnet | \n",
+ " 769033691 | \n",
+ " 80722 | \n",
+ " [] | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " resnet | \n",
+ " 63995913 | \n",
+ " 102688 | \n",
+ " [cmsisnn] | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " resnet | \n",
+ " 81588051 | \n",
+ " 93220 | \n",
+ " [muriscvnn] | \n",
+ "
\n",
" \n",
"\n",
""
],
"text/plain": [
- " Model Total Cycles ROM code Features\n",
- "0 aww 172565059 79090 []\n",
- "1 aww 16711296 109282 [cmsisnn]\n",
- "2 aww 17175092 97726 [muriscvnn]"
+ " Model Total Cycles ROM code Features\n",
+ "0 aww 172565059 79090 []\n",
+ "1 aww 16711296 109282 [cmsisnn]\n",
+ "2 aww 17175092 97726 [muriscvnn]\n",
+ "3 resnet 769033691 80722 []\n",
+ "4 resnet 63995913 102688 [cmsisnn]\n",
+ "5 resnet 81588051 93220 [muriscvnn]"
]
},
- "execution_count": 13,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -903,9 +990,16 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 10,
"id": "9171e9aa",
- "metadata": {},
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-12-31T00:23:45.270225Z",
+ "iopub.status.busy": "2023-12-31T00:23:45.270044Z",
+ "iopub.status.idle": "2023-12-31T00:23:45.282504Z",
+ "shell.execute_reply": "2023-12-31T00:23:45.281937Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -968,19 +1062,55 @@
" 10.047402 | \n",
" 0.809304 | \n",
" \n",
+ " \n",
+ " | default | \n",
+ " resnet | \n",
+ " 769033691 | \n",
+ " 80722 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ " | cmsisnn | \n",
+ " resnet | \n",
+ " 63995913 | \n",
+ " 102688 | \n",
+ " 12.016919 | \n",
+ " 0.786090 | \n",
+ "
\n",
+ " \n",
+ " | muriscvnn | \n",
+ " resnet | \n",
+ " 81588051 | \n",
+ " 93220 | \n",
+ " 9.425813 | \n",
+ " 0.865930 | \n",
+ "
\n",
" \n",
"\n",
""
],
"text/plain": [
- " Model Total Cycles ROM code Total Cycles (rel.) ROM code (rel.)\n",
- "Features \n",
- "default aww 172565059 79090 1.000000 1.000000\n",
- "cmsisnn aww 16711296 109282 10.326252 0.723724\n",
- "muriscvnn aww 17175092 97726 10.047402 0.809304"
+ " Model Total Cycles ROM code Total Cycles (rel.) \\\n",
+ "Features \n",
+ "default aww 172565059 79090 1.000000 \n",
+ "cmsisnn aww 16711296 109282 10.326252 \n",
+ "muriscvnn aww 17175092 97726 10.047402 \n",
+ "default resnet 769033691 80722 1.000000 \n",
+ "cmsisnn resnet 63995913 102688 12.016919 \n",
+ "muriscvnn resnet 81588051 93220 9.425813 \n",
+ "\n",
+ " ROM code (rel.) \n",
+ "Features \n",
+ "default 1.000000 \n",
+ "cmsisnn 0.723724 \n",
+ "muriscvnn 0.809304 \n",
+ "default 1.000000 \n",
+ "cmsisnn 0.786090 \n",
+ "muriscvnn 0.865930 "
]
},
- "execution_count": 19,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -1021,7 +1151,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.10"
+ "version": "3.8.18"
}
},
"nbformat": 4,