From a0571f3cec77ae0c8f0ec7aef2a93b4752539d8a Mon Sep 17 00:00:00 2001
From: Matthias Hertel <11649409+MatthiasHertel80@users.noreply.github.com>
Date: Wed, 30 Sep 2026 15:27:32 +0200
Subject: [PATCH] Fit the example's memory to the Corstone-320 SRAM
The image kept 9 MB of RAM in DDR4 for a program that needs 12 KB: two
4 MiB pools and a 384 KB Ethos-U cache buffer nothing uses. The Vela
memory mode Shared_Sram described the opposite of that layout, weights in
slow memory and the scratch in SRAM, so the NPU copied weight streams
from the FPGA SRAM into DDR4 on every inference.
create_ai_layer.py now writes the bytes of the program's memory-planned
tensors and of its Ethos-U scratch into model_pte.h, and app_main.cpp
sizes the method and temp pools from them. With pools of that size all
RAM fits the two SRAM banks VM0 and VM1, so __RAM0 moves there and DDR4
is no longer used. The memory mode becomes Sram_Only, ExecuTorch's own
default for an Ethos-U85: the NPU reads the weights in place. The cache
buffer, which only the Dedicated_Sram modes use, is switched off with
ETHOS_CACHE_BUF_SIZE: 0 in the board layer.
Also removes ARM_MODEL_USE_PMU_COUNTERS from the board layer, which
nothing reads, and corrects the heap comment in regions_SSE-320.h: the
planned buffers are in the method pool, not on the heap.
Sram_Only encodes the weights for reading in place: the program grows
from 8832 to 10960 bytes, the scratch shrinks from 8704 to 8192 bytes.
---
README.md | 31 +-
ai_layer/model_pte.c | 825 ++++++++++++++----------
ai_layer/model_pte.h | 6 +
board/Corstone-320/Board-U85.clayer.yml | 5 +-
board/Corstone-320/ethos_setup.c | 7 +-
board/Corstone-320/regions_SSE-320.h | 24 +-
cmsis-executorch.csolution.yml | 5 +-
create_ai_layer.py | 43 +-
documentation/mlops-flow.md | 6 +-
src/app_main.cpp | 14 +-
10 files changed, 588 insertions(+), 378 deletions(-)
diff --git a/README.md b/README.md
index 3860c0dd..d321f181 100644
--- a/README.md
+++ b/README.md
@@ -73,7 +73,7 @@ Ethos-U version info:
Arch: v2.0.0
MACs/cc: 256
Cmd stream: v1
-ExecuTorch Ethos-U85 example: 8832 byte model
+ExecuTorch Ethos-U85 example: 10960 byte model
Output: 10 element(s): 0.0079 0.0459 0.0475 -0.0475 0.0791 0.0411 -0.0285 -0.0744 -0.2246 -0.0016
Test_result: PASS
```
@@ -172,7 +172,7 @@ mlops:
type: Ethos-U85
vela:
system: Ethos_U85_SYS_DRAM_Mid
- memory: Shared_Sram
+ memory: Sram_Only
model:
clayer: $AI-Layer$
name: TinyCNN
@@ -185,11 +185,29 @@ ExecuTorch's `EthosUCompileSpec`, so the target configuration is never
duplicated in Python. The script then writes:
- `ai_layer/ai_layer.clayer.yml`: the CMSIS components required by the model.
-- `ai_layer/model_pte.c` and `model_pte.h`: the ExecuTorch program embedded as a C array.
+- `ai_layer/model_pte.c` and `model_pte.h`: the ExecuTorch program embedded as
+ a C array, and the run-time memory it needs (its memory-planned tensors and
+ the Ethos-U scratch), from which the application sizes its two pools.
- `ai_layer/model.pte`: the program itself, for inspection.
See [the MLOps flow](documentation/mlops-flow.md) for a detailed walkthrough.
+### Fitting the model to the target
+
+The Vela memory mode and the memory the application reserves follow from where
+the image puts things on the Corstone-320 FVP
+([`regions_SSE-320.h`](board/Corstone-320/regions_SSE-320.h)):
+
+- **`memory: Sram_Only`:** code and the program with its weights are in the
+ 2 MB FPGA SRAM, all RAM in the two 2 MB SRAM banks. The NPU reads the weights
+ where they are. `Shared_Sram` assumes weights in slower memory and lets the
+ NPU copy weight streams into the scratch first, on every inference.
+- **Pools from the program:** `model_pte.h` names the bytes of the program's
+ memory-planned tensors and of its Ethos-U scratch, and `src/app_main.cpp`
+ sizes the method and temp pools from them, so they follow the model.
+- **No Ethos-U cache buffer:** only the `Dedicated_Sram` memory modes use the
+ driver's 384 KB fast scratch; the board layer sets `ETHOS_CACHE_BUF_SIZE` to 0.
+
## Component selection
The [ExecuTorch CMSIS Pack](https://www.keil.arm.com/packs/executorch-pytorch/)
@@ -213,7 +231,10 @@ and build.
To target another Ethos-U configuration, update the target and `mlops:`
settings in the CMSIS solution and re-run all three steps. The generated Vela
-options then follow that configuration automatically. Moving to a different
+options then follow that configuration automatically. Choose the memory mode
+for where the target keeps the weights and the scratch, and give a
+`Dedicated_Sram` mode its cache buffer (`ETHOS_CACHE_BUF_SIZE` in the board
+layer). Moving to a different
board or reference platform also requires the corresponding device pack, board
support, memory layout, and FVP configuration.
@@ -234,7 +255,7 @@ together. More information is available in
| `.vscode.d/tasks.json` | The VS Code tasks (venv setup, Create AI layer) merged by the CMSIS Solution extension |
| `.vscode/fvp.sh`, `.vscode/fvp.Dockerfile` | The FVP model command used by Run and Debug; runs the model in Docker on macOS |
| `board/Corstone-320/` | Corstone-320 platform support and FVP configuration |
-| `src/app_main.cpp` | Loads the model, runs inference, and prints the result; pool sizes overridable with `APP_METHOD_POOL_SIZE`, `APP_TEMP_POOL_SIZE`, `APP_POOL_SECTION` |
+| `src/app_main.cpp` | Loads the model, runs inference, and prints the result; the pools are sized from `model_pte.h`, overridable with `APP_METHOD_POOL_SIZE`, `APP_TEMP_POOL_SIZE`, `APP_POOL_SECTION` |
| `src/arm_embedded_module.*` | `EmbeddedModule`: ExecuTorch's `Module` class without the POSIX file loading (BSD-3-Clause, `src/LICENSE-ExecuTorch`) |
| `documentation/mlops-flow.md` | The MLOps flow in detail |
| `documentation/pack-provenance.md` | Where the ExecuTorch pack comes from, how to update it |
diff --git a/ai_layer/model_pte.c b/ai_layer/model_pte.c
index dd1ffd5c..bc8f789f 100644
--- a/ai_layer/model_pte.c
+++ b/ai_layer/model_pte.c
@@ -3,16 +3,16 @@ __attribute__((aligned(16))) const unsigned char model_pte[] = {
0x24, 0x00, 0x00, 0x00, 0x45, 0x54, 0x31, 0x32, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x00, 0x00, 0x00, 0x00, 0x10, 0x00, 0x18, 0x00, 0x00, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,
0x08, 0x00, 0x04, 0x00, 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
- 0x2c, 0x00, 0x00, 0x00, 0x8c, 0x1a, 0x00, 0x00, 0x8c, 0x1a, 0x00, 0x00, 0xf0, 0xe1, 0xff, 0xff,
+ 0x2c, 0x00, 0x00, 0x00, 0xdc, 0x22, 0x00, 0x00, 0xdc, 0x22, 0x00, 0x00, 0xa0, 0xd9, 0xff, 0xff,
0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
- 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x20, 0xe0, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,
- 0x04, 0x00, 0x00, 0x00, 0x72, 0xdf, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x50, 0x1a, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xd0, 0xd7, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x22, 0xd7, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0xa0, 0x22, 0x00, 0x00,
0x76, 0x65, 0x6c, 0x61, 0x5f, 0x62, 0x69, 0x6e, 0x5f, 0x73, 0x74, 0x72, 0x65, 0x61, 0x6d, 0x00,
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x63, 0x6d, 0x64, 0x5f, 0x64, 0x61, 0x74, 0x61, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
- 0x00, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0xd0, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x43, 0x4f, 0x50, 0x31, 0x01, 0x00, 0x10, 0x00, 0x18, 0x01, 0x00, 0x20, 0x00, 0x70, 0x00, 0x20,
- 0x05, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x02, 0x00, 0xf8, 0x00,
+ 0x05, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x02, 0x00, 0xec, 0x00,
0x05, 0x01, 0x01, 0x00, 0x0f, 0x01, 0x01, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00,
0x01, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x03, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0b, 0x01, 0x02, 0x00, 0x0c, 0x01, 0x02, 0x00,
@@ -28,34 +28,31 @@ __attribute__((aligned(16))) const unsigned char model_pte[] = {
0x18, 0x01, 0x00, 0x00, 0x21, 0x01, 0x00, 0x00, 0x20, 0x01, 0x00, 0x00, 0x22, 0x01, 0x00, 0x00,
0x25, 0x01, 0x00, 0x00, 0x26, 0x01, 0x80, 0xff, 0x27, 0x01, 0x7f, 0x00, 0x24, 0x40, 0x00, 0x00,
0x01, 0x00, 0x00, 0x00, 0x16, 0x01, 0x0f, 0x00, 0x15, 0x01, 0x0f, 0x00, 0x17, 0x01, 0x0f, 0x00,
- 0x24, 0x01, 0x00, 0x01, 0x2f, 0x01, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x30, 0x01, 0x00, 0x00,
- 0x30, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x31, 0x01, 0x01, 0x00, 0x31, 0x40, 0x00, 0x00,
- 0x00, 0x20, 0x00, 0x00, 0x32, 0x40, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x32, 0x01, 0x01, 0x00,
- 0x10, 0x00, 0x00, 0x00, 0x24, 0x40, 0x22, 0x20, 0x23, 0x72, 0xc9, 0x02, 0x05, 0x01, 0x41, 0x00,
- 0x00, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0b, 0x01, 0x0f, 0x00, 0x0c, 0x01, 0x0f, 0x00,
- 0x04, 0x01, 0x02, 0x00, 0x06, 0x40, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x01, 0x00,
- 0x01, 0x01, 0x01, 0x00, 0x03, 0x01, 0x01, 0x00, 0x02, 0x01, 0x01, 0x00, 0x14, 0x01, 0x41, 0x00,
- 0x10, 0x40, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x12, 0x01, 0x0f, 0x00, 0x13, 0x01, 0x07, 0x00,
+ 0x24, 0x01, 0x00, 0x01, 0x2f, 0x01, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x24, 0x40, 0x22, 0x20,
+ 0x23, 0x72, 0xc9, 0x02, 0x05, 0x01, 0x41, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x0b, 0x01, 0x0f, 0x00, 0x0c, 0x01, 0x0f, 0x00, 0x04, 0x01, 0x02, 0x00, 0x06, 0x40, 0x00, 0x00,
+ 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x01, 0x00, 0x01, 0x01, 0x01, 0x00, 0x03, 0x01, 0x01, 0x00,
+ 0x02, 0x01, 0x01, 0x00, 0x14, 0x01, 0x41, 0x00, 0x10, 0x40, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00,
+ 0x12, 0x01, 0x0f, 0x00, 0x13, 0x01, 0x07, 0x00, 0x18, 0x01, 0x80, 0xff, 0x21, 0x01, 0x02, 0x00,
+ 0x20, 0x01, 0x02, 0x00, 0x22, 0x01, 0x04, 0x00, 0x2e, 0x01, 0x00, 0x00, 0x28, 0x01, 0x00, 0x00,
+ 0x20, 0x40, 0x00, 0x00, 0xa0, 0x00, 0x00, 0x00, 0x21, 0x40, 0x00, 0x00, 0x60, 0x01, 0x00, 0x00,
+ 0x29, 0x01, 0x00, 0x00, 0x22, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x40, 0x00, 0x00,
+ 0xa0, 0x00, 0x00, 0x00, 0x16, 0x01, 0x07, 0x00, 0x24, 0x01, 0x00, 0x02, 0x02, 0x00, 0x00, 0x00,
+ 0x00, 0x40, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x04, 0x01, 0x07, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x01, 0x01, 0x00, 0x00, 0x03, 0x01, 0x00, 0x00, 0x02, 0x01, 0x00, 0x00, 0x14, 0x01, 0x41, 0x01,
+ 0x10, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x12, 0x01, 0x07, 0x00, 0x11, 0x01, 0x07, 0x00,
+ 0x1b, 0x01, 0x07, 0x00, 0x1c, 0x01, 0x07, 0x00, 0x1a, 0x01, 0x07, 0x00, 0x15, 0x40, 0x00, 0x00,
+ 0x80, 0x00, 0x00, 0x00, 0x16, 0x40, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x18, 0x01, 0x00, 0x00,
+ 0x21, 0x01, 0x01, 0x00, 0x20, 0x01, 0x01, 0x00, 0x22, 0x01, 0x03, 0x00, 0x24, 0x40, 0x00, 0x20,
+ 0x01, 0x00, 0x00, 0x00, 0x15, 0x01, 0x07, 0x00, 0x24, 0x01, 0x00, 0x01, 0x05, 0x00, 0x00, 0x00,
+ 0x24, 0x40, 0x26, 0x20, 0x9f, 0x71, 0x5e, 0x18, 0x00, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x0b, 0x01, 0x07, 0x00, 0x0c, 0x01, 0x07, 0x00, 0x0a, 0x01, 0x07, 0x00, 0x05, 0x40, 0x00, 0x00,
+ 0x80, 0x00, 0x00, 0x00, 0x06, 0x40, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x09, 0x01, 0x80, 0xff,
+ 0x00, 0x01, 0x01, 0x00, 0x01, 0x01, 0x01, 0x00, 0x03, 0x01, 0x01, 0x00, 0x02, 0x01, 0x01, 0x00,
+ 0x14, 0x01, 0x41, 0x00, 0x10, 0x40, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x13, 0x01, 0x0f, 0x00,
0x18, 0x01, 0x80, 0xff, 0x21, 0x01, 0x02, 0x00, 0x20, 0x01, 0x02, 0x00, 0x22, 0x01, 0x04, 0x00,
- 0x2e, 0x01, 0x00, 0x00, 0x28, 0x01, 0x01, 0x00, 0x20, 0x40, 0x00, 0x00, 0xa0, 0x20, 0x00, 0x00,
- 0x21, 0x40, 0x00, 0x00, 0x60, 0x01, 0x00, 0x00, 0x29, 0x01, 0x01, 0x00, 0x22, 0x40, 0x00, 0x00,
- 0x00, 0x20, 0x00, 0x00, 0x23, 0x40, 0x00, 0x00, 0xa0, 0x00, 0x00, 0x00, 0x16, 0x01, 0x07, 0x00,
- 0x24, 0x01, 0x00, 0x02, 0x11, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00,
- 0x00, 0x10, 0x00, 0x00, 0x04, 0x01, 0x07, 0x00, 0x00, 0x01, 0x00, 0x00, 0x01, 0x01, 0x00, 0x00,
- 0x03, 0x01, 0x00, 0x00, 0x02, 0x01, 0x00, 0x00, 0x14, 0x01, 0x41, 0x01, 0x10, 0x40, 0x00, 0x00,
- 0x00, 0x00, 0x00, 0x00, 0x12, 0x01, 0x07, 0x00, 0x11, 0x01, 0x07, 0x00, 0x1b, 0x01, 0x07, 0x00,
- 0x1c, 0x01, 0x07, 0x00, 0x1a, 0x01, 0x07, 0x00, 0x15, 0x40, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00,
- 0x16, 0x40, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x18, 0x01, 0x00, 0x00, 0x21, 0x01, 0x01, 0x00,
- 0x20, 0x01, 0x01, 0x00, 0x22, 0x01, 0x03, 0x00, 0x24, 0x40, 0x00, 0x20, 0x01, 0x00, 0x00, 0x00,
- 0x15, 0x01, 0x07, 0x00, 0x24, 0x01, 0x00, 0x01, 0x05, 0x00, 0x00, 0x00, 0x24, 0x40, 0x26, 0x20,
- 0x9f, 0x71, 0x5e, 0x18, 0x00, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0b, 0x01, 0x07, 0x00,
- 0x0c, 0x01, 0x07, 0x00, 0x0a, 0x01, 0x07, 0x00, 0x05, 0x40, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00,
- 0x06, 0x40, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x09, 0x01, 0x80, 0xff, 0x00, 0x01, 0x01, 0x00,
- 0x01, 0x01, 0x01, 0x00, 0x03, 0x01, 0x01, 0x00, 0x02, 0x01, 0x01, 0x00, 0x14, 0x01, 0x41, 0x00,
- 0x10, 0x40, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x13, 0x01, 0x0f, 0x00, 0x18, 0x01, 0x80, 0xff,
- 0x21, 0x01, 0x02, 0x00, 0x20, 0x01, 0x02, 0x00, 0x22, 0x01, 0x04, 0x00, 0x28, 0x01, 0x00, 0x00,
- 0x20, 0x40, 0x00, 0x00, 0xa0, 0x02, 0x00, 0x00, 0x21, 0x40, 0x00, 0x00, 0xc0, 0x05, 0x00, 0x00,
- 0x29, 0x01, 0x00, 0x00, 0x22, 0x40, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x24, 0x01, 0x00, 0x02,
+ 0x2e, 0x01, 0x01, 0x00, 0x20, 0x40, 0x00, 0x00, 0xa0, 0x02, 0x00, 0x00, 0x21, 0x40, 0x00, 0x00,
+ 0x20, 0x0a, 0x00, 0x00, 0x22, 0x40, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x24, 0x01, 0x00, 0x02,
0x02, 0x00, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x04, 0x01, 0x0f, 0x00,
0x09, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x01, 0x01, 0x00, 0x00, 0x03, 0x01, 0x00, 0x00,
0x02, 0x01, 0x00, 0x00, 0x14, 0x01, 0x01, 0x31, 0x10, 0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
@@ -72,11 +69,11 @@ __attribute__((aligned(16))) const unsigned char model_pte[] = {
0x12, 0x01, 0x00, 0x00, 0x11, 0x01, 0x00, 0x00, 0x13, 0x01, 0x09, 0x00, 0x1b, 0x01, 0x00, 0x00,
0x1c, 0x01, 0x00, 0x00, 0x1a, 0x01, 0x00, 0x00, 0x15, 0x40, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00,
0x14, 0x40, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x18, 0x01, 0x4d, 0x00, 0x21, 0x01, 0x00, 0x00,
- 0x20, 0x01, 0x00, 0x00, 0x22, 0x01, 0x00, 0x00, 0x20, 0x40, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00,
- 0x21, 0x40, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x22, 0x40, 0x00, 0x00, 0x60, 0x08, 0x00, 0x00,
+ 0x20, 0x01, 0x00, 0x00, 0x22, 0x01, 0x00, 0x00, 0x20, 0x40, 0x00, 0x00, 0x60, 0x0d, 0x00, 0x00,
+ 0x21, 0x40, 0x00, 0x00, 0x20, 0x10, 0x00, 0x00, 0x22, 0x40, 0x00, 0x00, 0xc0, 0x0c, 0x00, 0x00,
0x16, 0x01, 0x00, 0x00, 0x24, 0x01, 0x00, 0x02, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0xff,
0x77, 0x65, 0x69, 0x67, 0x68, 0x74, 0x5f, 0x64, 0x61, 0x74, 0x61, 0x00, 0x00, 0x00, 0x00, 0x00,
- 0x00, 0x15, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x80, 0x1d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x5f, 0x98, 0xff, 0xff, 0x23, 0x72, 0xc9, 0x02, 0x22, 0x00, 0x45, 0xbd, 0xff, 0xff, 0xb9, 0x1d,
0xcd, 0x5c, 0x27, 0x00, 0x70, 0x6a, 0x00, 0x00, 0xbd, 0x10, 0xa2, 0x59, 0x27, 0x00, 0x08, 0x99,
0xff, 0xff, 0xf7, 0x1e, 0x8f, 0x2e, 0x26, 0x00, 0x87, 0xf6, 0xff, 0xff, 0x41, 0x6f, 0x31, 0x0b,
@@ -119,98 +116,168 @@ __attribute__((aligned(16))) const unsigned char model_pte[] = {
0xff, 0xff, 0x31, 0x8e, 0x72, 0x18, 0x26, 0x00, 0x69, 0x6c, 0xff, 0xff, 0xf9, 0xbd, 0x3e, 0x0c,
0x25, 0x00, 0xb6, 0xac, 0x00, 0x00, 0xdd, 0x24, 0xf2, 0x60, 0x28, 0x00, 0x85, 0xef, 0xff, 0xff,
0xbb, 0x83, 0xc8, 0x61, 0x28, 0x00, 0x4b, 0xe3, 0x00, 0x00, 0xa9, 0x82, 0x3d, 0x18, 0x26, 0x00,
- 0xc8, 0x23, 0x5c, 0x01, 0x0c, 0x00, 0xdd, 0xe4, 0x51, 0x20, 0x93, 0x44, 0x1d, 0x4a, 0x00, 0xe0,
- 0xba, 0xeb, 0x25, 0xc1, 0x9f, 0x95, 0x85, 0x03, 0x00, 0xad, 0xce, 0x82, 0xa8, 0x66, 0x08, 0x0c,
- 0x5c, 0xf5, 0xe5, 0xcb, 0xa9, 0xd9, 0xc2, 0xd4, 0x96, 0x00, 0x50, 0xd4, 0xc3, 0xef, 0xd2, 0x75,
- 0x73, 0x03, 0x0d, 0x00, 0x13, 0xf2, 0xb3, 0xc9, 0x77, 0x0f, 0xc3, 0xd4, 0x28, 0xf2, 0x64, 0x0d,
- 0xa6, 0x58, 0x21, 0xdc, 0xf0, 0x8f, 0x99, 0x6b, 0x8a, 0xa3, 0x25, 0x88, 0x01, 0xf5, 0xff, 0x7c,
- 0x9a, 0xd2, 0x92, 0x79, 0x48, 0x39, 0xbd, 0xff, 0xff, 0xff, 0xff, 0xff, 0x4f, 0x00, 0x00, 0x00,
- 0x28, 0xa8, 0xae, 0xa0, 0xce, 0xc4, 0xab, 0x29, 0xb4, 0x9c, 0xb2, 0xbf, 0xb3, 0x78, 0xd6, 0xf7,
- 0x00, 0x20, 0x9d, 0x54, 0x6c, 0xc7, 0xb9, 0x61, 0xdd, 0x05, 0x00, 0x58, 0xf6, 0x83, 0xf8, 0xa0,
- 0x2d, 0x55, 0x83, 0x72, 0xf4, 0xd8, 0xf4, 0xa2, 0x6e, 0xcf, 0xee, 0x00, 0x30, 0x62, 0x2c, 0x47,
- 0x7f, 0xbe, 0x07, 0x3d, 0xf8, 0xff, 0x48, 0x85, 0x6d, 0xb1, 0x9c, 0x0c, 0xf0, 0xb5, 0xff, 0x1f,
- 0x2a, 0x98, 0x64, 0x78, 0x67, 0xb0, 0x60, 0xf6, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x6a,
- 0x83, 0xe2, 0xaf, 0x8c, 0x2d, 0xf9, 0xa5, 0x00, 0x20, 0x7c, 0xb5, 0x21, 0x3f, 0xc5, 0xe7, 0x30,
- 0x03, 0x00, 0x88, 0xf9, 0x4d, 0x8f, 0x8c, 0xd5, 0x89, 0x3e, 0xb7, 0xbf, 0x36, 0xf1, 0x0a, 0xc6,
- 0xeb, 0x32, 0x00, 0x00, 0xf7, 0x16, 0xc7, 0x23, 0x94, 0xd9, 0xb3, 0x07, 0xf0, 0xc8, 0x25, 0xb0,
- 0x14, 0x3a, 0xe1, 0xbf, 0x31, 0xff, 0x3f, 0xbb, 0xe1, 0x5b, 0x13, 0xba, 0x28, 0x54, 0xf2, 0xff,
- 0x6b, 0xd3, 0xfd, 0x55, 0x8f, 0xca, 0x50, 0x2c, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0xf0,
- 0x2c, 0x41, 0xc7, 0x8f, 0xa7, 0x86, 0xb8, 0x07, 0x00, 0x6e, 0x3b, 0xa0, 0x8c, 0x16, 0xbb, 0x36,
- 0xd2, 0xa7, 0xc7, 0x90, 0x7d, 0x37, 0xe8, 0x4b, 0x14, 0x00, 0x80, 0x1e, 0x00, 0xf2, 0x59, 0x25,
- 0x79, 0x84, 0x0c, 0x40, 0xf4, 0x77, 0x82, 0xb1, 0x60, 0x10, 0xd8, 0x37, 0xfb, 0x45, 0x7e, 0xbf,
- 0x20, 0x3f, 0x93, 0x16, 0xf0, 0x8f, 0x6c, 0x92, 0xc4, 0x7f, 0x1f, 0x5a, 0x55, 0xfb, 0xff, 0xb8,
- 0x5d, 0x5a, 0x36, 0xcf, 0x54, 0x79, 0x1f, 0xff, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0x68, 0x20, 0xbe, 0xe2, 0x2c, 0xc6, 0xbf, 0x41, 0x1c, 0xc2, 0x5b, 0x31, 0x2d, 0x5b, 0xf1, 0x80,
- 0x00, 0x60, 0xa3, 0x3f, 0xfb, 0x04, 0x6e, 0xb6, 0x17, 0x08, 0x00, 0xbf, 0x7b, 0xf8, 0x95, 0xd6,
- 0xf6, 0xce, 0xf0, 0x86, 0xe0, 0x49, 0x16, 0x52, 0x69, 0x41, 0xd0, 0x00, 0x00, 0x7b, 0x4d, 0xbb,
- 0xc1, 0x9f, 0x99, 0xe3, 0xf0, 0xff, 0xcb, 0xaf, 0xc3, 0x95, 0x49, 0x67, 0x47, 0x70, 0xff, 0x7f,
- 0x7f, 0x29, 0x1c, 0xbf, 0xba, 0x59, 0x25, 0xf6, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0x94, 0x62, 0x97, 0x60, 0xcb, 0xae, 0xe0, 0x00, 0x80, 0x37, 0xe9, 0x3b, 0x74, 0x9e, 0xaa, 0xca,
- 0x0f, 0x00, 0x63, 0x6e, 0x78, 0x06, 0x89, 0x4e, 0x58, 0x95, 0xcd, 0x39, 0xf3, 0xf7, 0x7e, 0x66,
- 0x60, 0xe1, 0x00, 0x50, 0xa7, 0xd5, 0x0f, 0x45, 0xc2, 0xc8, 0xf5, 0x04, 0xf0, 0x09, 0x29, 0xf1,
- 0xa3, 0xed, 0x29, 0xc8, 0xc9, 0xff, 0xff, 0x94, 0xa6, 0xcd, 0x9f, 0xd6, 0x05, 0xa0, 0xf4, 0xff,
- 0x02, 0x72, 0x47, 0xe3, 0x28, 0x05, 0x83, 0x27, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x40,
- 0xb1, 0xc7, 0x8d, 0x58, 0xc5, 0x5e, 0x0f, 0x0e, 0x00, 0x8f, 0x10, 0x8f, 0xe8, 0x6b, 0xc1, 0x65,
- 0xd4, 0x50, 0x1b, 0xd1, 0x20, 0xeb, 0x54, 0x92, 0x43, 0x00, 0xf0, 0x03, 0xed, 0xe2, 0xd7, 0x14,
- 0x5d, 0xa2, 0x0e, 0x00, 0x7f, 0x22, 0xe2, 0x3f, 0xa7, 0xb3, 0xbe, 0x25, 0xe2, 0x4c, 0x3a, 0xdc,
- 0x0a, 0x3c, 0xb1, 0x47, 0xf0, 0xef, 0x6b, 0x29, 0x35, 0xcf, 0xf0, 0x2a, 0x2d, 0xf5, 0xff, 0x2b,
- 0x7b, 0x4a, 0xde, 0xd2, 0x39, 0x38, 0x56, 0xff, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0x1e, 0xd1, 0xc2, 0x9f, 0x7a, 0xca, 0x8f, 0x52, 0x8d, 0x77, 0x27, 0x0c, 0x5a, 0x7c, 0x48, 0x0c,
- 0x20, 0x80, 0x88, 0x45, 0xc8, 0x27, 0x9b, 0x94, 0x51, 0x0a, 0x00, 0xab, 0x15, 0xa3, 0xa7, 0xe5,
- 0xe5, 0xdb, 0x15, 0xdc, 0x29, 0x67, 0xf6, 0xd9, 0xc9, 0x2d, 0xad, 0x00, 0x60, 0x46, 0xb2, 0x47,
- 0x24, 0x6f, 0x6d, 0x47, 0xfd, 0xff, 0xe5, 0xdd, 0xe1, 0x2a, 0x27, 0x1e, 0xbe, 0x85, 0xff, 0xbf,
- 0x0a, 0x5d, 0x5a, 0xd5, 0x09, 0xb3, 0x75, 0xfc, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0xd9,
- 0x39, 0x46, 0xb1, 0xe1, 0xce, 0xfc, 0xc3, 0x00, 0x80, 0x6e, 0xbd, 0x39, 0x5b, 0xae, 0x80, 0x27,
- 0x02, 0x00, 0xf9, 0x19, 0xb3, 0x7e, 0x9c, 0x4c, 0x7b, 0x5b, 0x0a, 0x35, 0xee, 0x11, 0x3e, 0xeb,
- 0x61, 0x19, 0x00, 0x00, 0xd2, 0x3e, 0x7f, 0x59, 0xa7, 0x21, 0xb5, 0x01, 0xf4, 0x9f, 0x79, 0xa4,
- 0xae, 0xcf, 0x1f, 0xd8, 0x16, 0xff, 0x4f, 0xae, 0xa8, 0xb9, 0x02, 0xc7, 0xf1, 0xf0, 0xf5, 0xff,
- 0x1e, 0x3d, 0x6e, 0x11, 0xfd, 0xe9, 0x8d, 0x4a, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff,
- 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x04,
- 0x1b, 0xb7, 0x5e, 0x9a, 0x63, 0xcb, 0xe6, 0x36, 0x00, 0x90, 0x24, 0xb9, 0xaa, 0x1d, 0xbf, 0x10,
- 0x09, 0xaa, 0xcd, 0x83, 0xf1, 0x90, 0x7e, 0x7c, 0xff, 0x0e, 0x00, 0xe6, 0x8b, 0xf1, 0xf7, 0x93,
- 0x3d, 0xc6, 0xa8, 0x00, 0x90, 0xf6, 0x2e, 0x31, 0x06, 0x07, 0x09, 0x0d, 0x6d, 0xd7, 0x54, 0xcd,
- 0xba, 0x7b, 0xd2, 0x1d, 0xfa, 0xff, 0xf6, 0x60, 0x5f, 0x6d, 0x77, 0x72, 0x3a, 0x65, 0xff, 0xcf,
- 0xd6, 0xad, 0xcf, 0x70, 0x0b, 0x2e, 0x9d, 0xf8, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0xe0, 0x56, 0x6c, 0x7a, 0x62, 0x99, 0xcf, 0x9f, 0x4f, 0xf1, 0xd2, 0x13, 0x31, 0xc9, 0x82, 0x87,
- 0x0b, 0x00, 0x68, 0x19, 0x60, 0x9f, 0x01, 0xd9, 0x1e, 0x23, 0x00, 0x30, 0x14, 0x58, 0x1d, 0x55,
- 0xb5, 0x09, 0x7e, 0x35, 0xda, 0xbf, 0x71, 0xa4, 0x05, 0xdf, 0xae, 0x0d, 0xf0, 0xa2, 0xd4, 0x5e,
- 0x70, 0x4e, 0xb3, 0xbe, 0x3e, 0xff, 0x3f, 0x47, 0xb3, 0xac, 0x7c, 0xa5, 0x8f, 0x50, 0xf5, 0xff,
- 0xba, 0x02, 0x6d, 0x07, 0xec, 0x40, 0xf8, 0x80, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0xe2, 0x5b, 0x1d, 0x0f, 0xd8, 0x4f, 0x6a, 0x03, 0x00, 0xc4, 0x15, 0x45, 0x93, 0x66, 0xc3, 0x24,
- 0xdf, 0x00, 0x40, 0xcf, 0xb7, 0xbb, 0x95, 0xc1, 0x74, 0x3b, 0xba, 0xa7, 0x27, 0x10, 0xa8, 0xdc,
- 0xf2, 0x4d, 0x08, 0x00, 0xf6, 0x6c, 0x80, 0x7e, 0xed, 0x72, 0x18, 0x1f, 0xf0, 0xcf, 0x3a, 0xd4,
- 0x56, 0x27, 0xfa, 0x8e, 0xe6, 0xf0, 0xff, 0xf4, 0x8c, 0xcc, 0xe4, 0x28, 0x49, 0x18, 0xa4, 0xff,
- 0x8f, 0xd0, 0x3e, 0x42, 0xcf, 0x48, 0x07, 0xcb, 0xf3, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0xe9, 0xf9, 0x36, 0x6b, 0x52, 0x99, 0x80, 0xa5, 0x00, 0xa0, 0x3a, 0x0d, 0xf8, 0x89, 0xac, 0x59,
- 0x0f, 0xd6, 0xd1, 0x4f, 0xc6, 0x89, 0x5c, 0x9f, 0x32, 0x0c, 0x00, 0xc0, 0xc5, 0x71, 0xbb, 0x4f,
- 0xf9, 0x70, 0xe6, 0x00, 0x10, 0xe7, 0x03, 0xa9, 0x73, 0x0b, 0x26, 0x95, 0x48, 0xa2, 0x3a, 0xa2,
- 0xc0, 0xfb, 0x25, 0x17, 0xf4, 0xff, 0x17, 0x86, 0xf5, 0xb1, 0x88, 0x33, 0x2d, 0x30, 0xff, 0x6f,
- 0xfa, 0x06, 0x6c, 0xb8, 0x86, 0x6a, 0xd2, 0xff, 0xff, 0xff, 0xff, 0xff, 0x1f, 0x00, 0x00, 0x00,
- 0xa0, 0xff, 0x0e, 0xb6, 0xe8, 0x4b, 0x21, 0x12, 0x15, 0x80, 0x02, 0xe9, 0x3a, 0x8d, 0x06, 0x3d,
- 0x0a, 0x00, 0xf8, 0x1b, 0x65, 0x31, 0x75, 0x61, 0x62, 0x00, 0x00, 0xa0, 0x93, 0x8d, 0x76, 0xeb,
- 0x6c, 0xc9, 0x96, 0xfa, 0x09, 0x48, 0x96, 0xee, 0x97, 0xdb, 0xde, 0x01, 0xf0, 0xac, 0xcb, 0xe5,
- 0xb5, 0x1d, 0x57, 0x5d, 0xee, 0xff, 0x1f, 0x2a, 0x3a, 0x4b, 0xd4, 0x04, 0x0a, 0xa4, 0xf0, 0xff,
- 0x75, 0x13, 0x24, 0x92, 0xb0, 0xe6, 0x58, 0x7a, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0xe0,
- 0x64, 0xfb, 0x0e, 0xe2, 0xf1, 0x98, 0xe8, 0x02, 0x00, 0xc5, 0x2a, 0x48, 0x55, 0x3d, 0xae, 0x17,
- 0x69, 0x00, 0x10, 0xca, 0x45, 0x5a, 0x21, 0xf0, 0xfd, 0x7a, 0x31, 0x6f, 0x8c, 0x7d, 0x7b, 0xb6,
- 0xf0, 0x53, 0x01, 0x00, 0x7e, 0xad, 0xc7, 0x8d, 0xe3, 0xd8, 0xd4, 0xbd, 0xf0, 0x1f, 0xab, 0x7c,
- 0xdb, 0x8f, 0x1a, 0x08, 0x2e, 0xfe, 0xff, 0xf2, 0x91, 0xfc, 0x6c, 0x25, 0x5f, 0x0c, 0xae, 0xff,
- 0x8f, 0x69, 0x53, 0x99, 0x1c, 0xfe, 0xe1, 0xad, 0xf9, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0xf3, 0xa5, 0x99, 0x0a, 0x36, 0xde, 0xbf, 0x0c, 0x00, 0x50, 0xf3, 0x3a, 0x49, 0x12, 0x0a, 0x6a,
- 0xfd, 0x3e, 0x2f, 0x5b, 0xa6, 0x1b, 0x76, 0x1e, 0xdc, 0x0f, 0x00, 0x7c, 0xde, 0x28, 0x02, 0xa3,
- 0xd2, 0xee, 0x8d, 0x00, 0xc0, 0xbb, 0x09, 0x3a, 0x47, 0xec, 0x56, 0x03, 0xf4, 0x44, 0x80, 0xaf,
- 0x13, 0xf4, 0xc5, 0x8d, 0xfe, 0xff, 0x54, 0x2b, 0x93, 0x63, 0x2b, 0xd5, 0x5e, 0x6b, 0xff, 0xaf,
- 0x0f, 0xf2, 0x80, 0xf1, 0x50, 0xac, 0x05, 0xfa, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0xa0, 0x3a, 0x36, 0x56, 0x0b, 0xdb, 0x5f, 0xe1, 0x22, 0x19, 0xe1, 0x36, 0x81, 0xfe, 0x72, 0x25,
- 0x06, 0x00, 0x3b, 0x6e, 0x3b, 0xab, 0x54, 0xa9, 0x90, 0x11, 0x00, 0x90, 0x9d, 0x12, 0x40, 0x14,
- 0x7d, 0x90, 0x8e, 0x46, 0x02, 0xdd, 0x2d, 0xbd, 0x0f, 0xb4, 0x24, 0x08, 0xf0, 0x33, 0x82, 0x2f,
- 0x0f, 0x8b, 0x42, 0xd1, 0x6f, 0xff, 0x6f, 0x08, 0xc0, 0x22, 0x1d, 0x60, 0xe6, 0x76, 0xf8, 0xff,
- 0x32, 0x2f, 0x65, 0xea, 0x52, 0x5d, 0xdd, 0xe5, 0xff, 0xff, 0xff, 0xff, 0x0f, 0x00, 0x00, 0x00,
- 0xae, 0xf2, 0x4c, 0xc3, 0x84, 0x58, 0x15, 0x05, 0x00, 0xb1, 0x8c, 0x11, 0x51, 0x41, 0x6f, 0x8b,
- 0xba, 0x00, 0xe0, 0x5c, 0x41, 0x40, 0xb7, 0xee, 0xe0, 0xe2, 0xa6, 0x89, 0x96, 0x66, 0xf0, 0xd2,
- 0x9a, 0xfa, 0x0d, 0x00, 0x35, 0xfc, 0xd3, 0x31, 0x9c, 0xfc, 0xea, 0x65, 0xf0, 0xbf, 0xcb, 0x9c,
- 0xc0, 0xb2, 0x44, 0x04, 0x71, 0xf5, 0xff, 0x78, 0x2a, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff,
- 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0x0f, 0xf0,
+ 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xdf, 0xcc,
+ 0x4d, 0x11, 0x51, 0xc9, 0xc8, 0x07, 0x26, 0xb0, 0x7a, 0x81, 0xa1, 0xe0, 0x6f, 0x8b, 0x8e, 0x57,
+ 0x91, 0x73, 0xd7, 0x11, 0xb6, 0x23, 0xf1, 0x26, 0x58, 0xa2, 0x30, 0x0a, 0x7f, 0xd3, 0xd3, 0x1d,
+ 0xa9, 0x68, 0x42, 0x55, 0x34, 0x05, 0x07, 0x2f, 0x85, 0x8d, 0x9a, 0xab, 0x93, 0x62, 0x6b, 0x4c,
+ 0xdd, 0xe1, 0x7f, 0x18, 0xd1, 0xe4, 0xe4, 0x69, 0xf6, 0x7a, 0xa6, 0x9b, 0xc4, 0xf8, 0x9e, 0x6b,
+ 0x15, 0x7a, 0x33, 0xf9, 0x54, 0x2d, 0xef, 0x6f, 0x4d, 0xa3, 0x54, 0x1d, 0x2e, 0x42, 0x0d, 0x29,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x3f, 0x4e, 0x00, 0x6a, 0x4a, 0xc3, 0x25, 0xe3, 0xa1, 0x15, 0x55, 0x58, 0x51, 0x68, 0x63, 0xaa,
+ 0xeb, 0x5b, 0x4f, 0x5a, 0xa0, 0xa6, 0x3d, 0x6c, 0x84, 0x6a, 0xdb, 0x9d, 0x3c, 0x4f, 0xf2, 0x6c,
+ 0xd1, 0x2d, 0x7c, 0xbe, 0x7d, 0x51, 0xe9, 0xd5, 0xbe, 0x3a, 0x7b, 0x6d, 0x7b, 0x52, 0x38, 0x98,
+ 0x78, 0xee, 0x64, 0x3a, 0x7b, 0x8c, 0xc2, 0x69, 0xbe, 0x25, 0xbd, 0xc9, 0xa7, 0x4f, 0x07, 0x79,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
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+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0xb6, 0xce, 0xea, 0x95, 0x30, 0xca, 0x7e, 0x11, 0xf8, 0x0d, 0xf8, 0x9d, 0x2e, 0x51, 0x56, 0xce,
+ 0xce, 0xa5, 0x59, 0x81, 0xf5, 0x18, 0x4a, 0xf7, 0x38, 0xf6, 0x75, 0xe8, 0xd4, 0x32, 0xe2, 0x38,
+ 0xe2, 0xaa, 0x2b, 0xab, 0x49, 0xf7, 0x93, 0xeb, 0xff, 0x23, 0x97, 0xfc, 0x8b, 0x35, 0x13, 0x69,
+ 0x91, 0x6a, 0x82, 0x21, 0xda, 0x42, 0xe6, 0x42, 0xe8, 0xf8, 0xba, 0x22, 0x97, 0xc8, 0x44, 0x01,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x17, 0x6a, 0xff, 0x34, 0x38, 0xbc, 0x1a, 0xe8, 0xcd, 0x76, 0x2a, 0xd1, 0x91, 0x8d, 0x71, 0x16,
+ 0x98, 0x1b, 0x27, 0x45, 0xd5, 0xd7, 0xa7, 0x47, 0xf7, 0xd7, 0xdf, 0xc8, 0xba, 0x5e, 0x68, 0xf5,
+ 0x03, 0x3b, 0x8a, 0x08, 0x18, 0x38, 0x4e, 0x35, 0xcb, 0x04, 0xe8, 0xa9, 0xab, 0x90, 0xe5, 0x7f,
+ 0x96, 0xe7, 0x4f, 0x7f, 0x76, 0xcd, 0xa2, 0x67, 0xfb, 0x17, 0xda, 0x23, 0x09, 0xd4, 0x3d, 0x16,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0xbb, 0xf7, 0xfe, 0xff, 0x8d, 0xa0, 0x86, 0x34, 0x29, 0x00, 0xd8, 0x70, 0x01, 0x00, 0xa7, 0x3f,
0x36, 0x34, 0x29, 0x00, 0x56, 0x05, 0x01, 0x00, 0x81, 0x58, 0xbc, 0x68, 0x2a, 0x00, 0x31, 0xf9,
0xfe, 0xff, 0xcf, 0xea, 0xef, 0x68, 0x2a, 0x00, 0xcb, 0xa8, 0x00, 0x00, 0x49, 0x3e, 0x33, 0x34,
@@ -221,201 +288,267 @@ __attribute__((aligned(16))) const unsigned char model_pte[] = {
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
- 0x88, 0x4f, 0x5c, 0x01, 0x0c, 0x00, 0x8e, 0xdc, 0xc8, 0xa5, 0x48, 0x69, 0x7e, 0x15, 0x00, 0xf0,
- 0x35, 0x0a, 0xc6, 0x72, 0x7b, 0x6a, 0x07, 0x0c, 0x00, 0x1e, 0x81, 0x15, 0x1f, 0xef, 0xaa, 0x19,
- 0xdb, 0xb8, 0x07, 0x73, 0x2a, 0xd3, 0x43, 0x44, 0x0f, 0x00, 0x10, 0xe8, 0x95, 0xed, 0x47, 0x51,
- 0xdd, 0xef, 0x04, 0x10, 0x4e, 0x42, 0xcd, 0x3e, 0x9a, 0x1c, 0x17, 0xc0, 0xbe, 0x10, 0x12, 0xd7,
- 0xbe, 0x25, 0x69, 0xc9, 0x00, 0x60, 0x5d, 0x03, 0xd0, 0xd6, 0x63, 0x54, 0x4f, 0x01, 0x00, 0xaf,
- 0xe3, 0x5e, 0x3a, 0x14, 0xaa, 0x69, 0x12, 0x7f, 0x7a, 0x2a, 0xdf, 0xa5, 0x36, 0x9c, 0xc8, 0x00,
- 0x90, 0x88, 0xa5, 0xaf, 0x80, 0x44, 0xe6, 0x9b, 0x01, 0x00, 0x9a, 0xc1, 0x7f, 0xf4, 0x30, 0x29,
- 0x82, 0x76, 0x33, 0xe1, 0x93, 0x1a, 0x08, 0x40, 0x2c, 0xdd, 0x00, 0x30, 0x17, 0xa7, 0x5d, 0x8f,
- 0x51, 0x7f, 0x00, 0x0d, 0x00, 0x76, 0x98, 0x18, 0xab, 0x66, 0x1c, 0x54, 0xc0, 0xb6, 0x6a, 0xbc,
- 0x4f, 0x38, 0x0a, 0xaf, 0x58, 0x00, 0xb0, 0x28, 0x93, 0x03, 0xcb, 0xad, 0xad, 0x10, 0x05, 0x00,
- 0x7a, 0x9d, 0xf2, 0xb4, 0x2e, 0x70, 0x58, 0x4d, 0x8f, 0x13, 0xc6, 0x14, 0xb0, 0x01, 0x4c, 0x98,
- 0x00, 0x90, 0x92, 0x96, 0xa2, 0xf5, 0x21, 0xf9, 0xdc, 0x80, 0x08, 0x84, 0xf6, 0xd4, 0xe6, 0x55,
- 0x57, 0x1b, 0x5c, 0x3b, 0xf4, 0x81, 0x40, 0x82, 0x3f, 0x77, 0xce, 0x00, 0x40, 0x75, 0x46, 0x71,
- 0x53, 0x11, 0x96, 0xf5, 0x03, 0x00, 0xe1, 0xb3, 0x17, 0x25, 0xe7, 0x94, 0xfd, 0x95, 0x2c, 0x00,
- 0xc7, 0x6f, 0x75, 0x95, 0x01, 0x42, 0x00, 0x90, 0x43, 0x1f, 0x36, 0x9e, 0x67, 0x40, 0x10, 0x0f,
- 0x00, 0xdd, 0x14, 0x7c, 0xaa, 0x0a, 0x7b, 0xc0, 0x20, 0x32, 0x52, 0x3b, 0x65, 0x48, 0x4a, 0x66,
- 0x15, 0x00, 0x52, 0x1a, 0x4c, 0x3f, 0x14, 0x82, 0xfd, 0xa9, 0x06, 0x01, 0x8e, 0x7c, 0x46, 0xc7,
- 0x8c, 0xc9, 0xe4, 0xaa, 0x00, 0x70, 0x26, 0x73, 0x4a, 0x83, 0x28, 0x4d, 0x1d, 0x1b, 0x75, 0xc7,
- 0xb2, 0x6f, 0xc1, 0x6a, 0x76, 0x07, 0x00, 0xe9, 0xcd, 0x02, 0xed, 0xd0, 0x71, 0xb3, 0x1b, 0x00,
- 0xb0, 0x5a, 0x08, 0xa8, 0x86, 0xb6, 0xfd, 0x5d, 0x2c, 0x10, 0x1a, 0x35, 0x94, 0x06, 0xc2, 0x53,
- 0x01, 0x00, 0xab, 0x25, 0x8f, 0x9b, 0x7d, 0x36, 0x6a, 0x65, 0x00, 0xd0, 0x85, 0x3c, 0x78, 0xfc,
- 0xf0, 0xa1, 0x6b, 0xab, 0x3a, 0x77, 0x4c, 0x5a, 0xe8, 0x92, 0x8f, 0x07, 0x00, 0xaa, 0xbc, 0x12,
- 0x42, 0x36, 0x92, 0x84, 0x87, 0x80, 0xe0, 0xaa, 0x0a, 0xc2, 0x5a, 0x96, 0x78, 0x58, 0x11, 0xff,
- 0x8d, 0xff, 0x6b, 0x87, 0x0b, 0xf7, 0x08, 0x04, 0xc6, 0xf6, 0x25, 0x62, 0x3a, 0xea, 0xe4, 0xa1,
- 0x00, 0x80, 0x42, 0x78, 0x8a, 0x4c, 0x96, 0xad, 0xbb, 0xdf, 0xd0, 0x7b, 0x22, 0x6f, 0x23, 0xf2,
- 0xe1, 0x09, 0x00, 0x7d, 0xed, 0x5a, 0xe3, 0xfd, 0x7f, 0xd5, 0x63, 0x00, 0xf0, 0x49, 0x49, 0x85,
- 0xea, 0xd8, 0x8d, 0x51, 0x95, 0xd7, 0xbd, 0x69, 0x64, 0xc5, 0x0e, 0xa8, 0x05, 0x00, 0x07, 0x79,
- 0x2d, 0x43, 0xdf, 0x2b, 0x4c, 0x67, 0x00, 0x90, 0xa0, 0x83, 0xde, 0xbf, 0x01, 0xd3, 0xad, 0x17,
- 0xc6, 0xfd, 0x34, 0x16, 0xaa, 0x7b, 0xf4, 0x05, 0x00, 0xaa, 0x9d, 0xd9, 0x18, 0x7b, 0xb6, 0xc7,
- 0xd2, 0x00, 0x80, 0xc9, 0xaa, 0xa3, 0x21, 0xd2, 0xc9, 0x4b, 0x78, 0x1c, 0x08, 0xff, 0x02, 0x4d,
- 0xf0, 0x91, 0x04, 0x00, 0xb5, 0xb0, 0x23, 0x26, 0x9e, 0xaa, 0x86, 0x2b, 0x00, 0x10, 0xce, 0xba,
- 0x65, 0x96, 0x17, 0x40, 0x29, 0x97, 0x13, 0xd0, 0x6f, 0xcb, 0xcc, 0x3a, 0x25, 0x08, 0x00, 0xed,
- 0x5b, 0xc9, 0x66, 0xb9, 0x35, 0x70, 0xbe, 0x00, 0x80, 0x83, 0x9e, 0x30, 0xeb, 0x7c, 0x55, 0x37,
- 0x9b, 0xc7, 0x9d, 0xb4, 0x99, 0x2a, 0xdd, 0xf7, 0x01, 0x00, 0x27, 0xed, 0x41, 0xa8, 0x7d, 0xec,
- 0x7f, 0xe7, 0x00, 0xe0, 0xb6, 0xec, 0xda, 0x74, 0x8f, 0x2e, 0x90, 0x7a, 0x3c, 0xef, 0x34, 0xf0,
- 0xe9, 0x46, 0x2e, 0x09, 0x00, 0x23, 0x03, 0x8d, 0x74, 0xaa, 0x56, 0xf5, 0xb5, 0x00, 0x80, 0x6a,
- 0xab, 0xdd, 0xb5, 0x87, 0x82, 0xc8, 0x53, 0xb3, 0xf1, 0x77, 0x9f, 0x0e, 0x36, 0xd7, 0xf6, 0xff,
- 0x93, 0xa1, 0xd8, 0xa5, 0xf5, 0x65, 0x30, 0x5c, 0xff, 0x0f, 0xc6, 0xdc, 0x43, 0x8a, 0x5c, 0xcc,
- 0xfb, 0xf2, 0xff, 0xff, 0x0f, 0x00, 0xf0, 0xff, 0xff, 0xf2, 0x93, 0x61, 0x71, 0x7b, 0xd5, 0x32,
- 0x49, 0xff, 0x5f, 0x0f, 0x78, 0xef, 0x82, 0xb5, 0x05, 0x3c, 0xfd, 0xff, 0x0f, 0x00, 0xf0, 0xff,
- 0xff, 0x34, 0x99, 0xd9, 0xd6, 0xb9, 0xa2, 0xd5, 0xfc, 0xff, 0x15, 0xf0, 0xf8, 0x7e, 0x97, 0xdb,
- 0xcf, 0x3f, 0xff, 0xff, 0x0f, 0x00, 0xf0, 0xff, 0x8e, 0x49, 0x81, 0x37, 0x6b, 0x06, 0xb7, 0x2e,
- 0xff, 0x8f, 0xee, 0xd4, 0x41, 0x6e, 0x7c, 0xd7, 0x16, 0xf0, 0xff, 0xff, 0x0f, 0x00, 0xf0, 0xff,
- 0xff, 0x32, 0xd2, 0x71, 0x4c, 0xef, 0xd4, 0xfd, 0xe3, 0xff, 0x3f, 0x1e, 0x00, 0xe6, 0xda, 0xc2,
- 0x07, 0x02, 0xf6, 0xff, 0x0f, 0x00, 0xf0, 0xff, 0x6f, 0xb6, 0x0e, 0x32, 0xc4, 0xf3, 0x50, 0xb0,
- 0xf5, 0xff, 0x97, 0x43, 0x71, 0x6c, 0xa3, 0x84, 0xa3, 0xac, 0xff, 0xff, 0x0f, 0x00, 0xf0, 0xff,
- 0x64, 0xd5, 0x7e, 0x83, 0x33, 0x7a, 0x3f, 0x3f, 0xff, 0x9f, 0xda, 0x03, 0x39, 0x45, 0xa3, 0x84,
- 0x21, 0xf3, 0xff, 0xff, 0x0f, 0x00, 0xf0, 0xff, 0xff, 0x05, 0x3d, 0x33, 0x59, 0x68, 0x73, 0x1d,
- 0x49, 0xff, 0xdf, 0xfe, 0xf5, 0xe6, 0xe8, 0x62, 0xed, 0xc5, 0xfc, 0xff, 0x0f, 0x00, 0x00, 0x04,
- 0xd0, 0x7c, 0x3c, 0x79, 0x3e, 0x43, 0x16, 0xdc, 0x05, 0x00, 0x2a, 0xcf, 0xcc, 0xbb, 0xf8, 0x63,
- 0x71, 0x21, 0x99, 0x27, 0x4f, 0x13, 0xdd, 0xe9, 0x6c, 0x1b, 0x00, 0x50, 0xdd, 0x4d, 0xee, 0x2a,
- 0x71, 0x1d, 0xd4, 0x0e, 0x00, 0x20, 0xa1, 0x76, 0xc5, 0xae, 0x73, 0x63, 0xd5, 0x23, 0x9a, 0xba,
- 0x49, 0x95, 0xef, 0x60, 0x80, 0x00, 0x90, 0x72, 0x2d, 0x69, 0xc8, 0x5e, 0xa5, 0x00, 0x03, 0x00,
- 0xcc, 0x75, 0x43, 0x00, 0x2f, 0x30, 0xe2, 0x97, 0x7a, 0xda, 0x21, 0x7f, 0xc3, 0x95, 0x48, 0x38,
- 0x00, 0xa0, 0xf4, 0xd2, 0x2f, 0xab, 0xef, 0x87, 0x4f, 0x04, 0x00, 0x99, 0x05, 0xe9, 0x42, 0x78,
- 0xf6, 0xcf, 0x1f, 0x56, 0x43, 0x35, 0x4f, 0x76, 0x88, 0x36, 0x1f, 0x00, 0xd0, 0x73, 0x51, 0x47,
- 0x0b, 0xf9, 0x9d, 0x41, 0x05, 0x00, 0x2b, 0xf7, 0xa3, 0x0d, 0x72, 0x55, 0xa3, 0xb1, 0xfc, 0xe8,
- 0x83, 0xd7, 0xe5, 0x79, 0xd4, 0x54, 0x00, 0xe0, 0xd4, 0x6c, 0x02, 0xad, 0xaa, 0x8d, 0x58, 0x01,
- 0x00, 0x88, 0x25, 0x82, 0xe3, 0x42, 0xf6, 0xfb, 0x83, 0x13, 0xc9, 0xdd, 0xaf, 0x3f, 0x92, 0x69,
- 0x09, 0x00, 0x80, 0x88, 0x5e, 0xab, 0x86, 0x86, 0xf9, 0x4a, 0x0b, 0x00, 0x19, 0x03, 0xbd, 0xf6,
- 0x6d, 0x92, 0x8d, 0x00, 0xf4, 0x3b, 0x9a, 0x0d, 0x61, 0x9a, 0xe1, 0xd4, 0x08, 0x20, 0xae, 0xf5,
- 0xdc, 0x79, 0x2d, 0x72, 0x46, 0x0f, 0x00, 0xba, 0x02, 0x9d, 0xf6, 0xca, 0x6c, 0x89, 0x40, 0x69,
- 0xd8, 0x7e, 0xbb, 0xdc, 0x03, 0x0b, 0xa2, 0x00, 0x70, 0x72, 0xa8, 0x09, 0x81, 0xd0, 0xe4, 0x3b,
- 0x00, 0x00, 0xa5, 0x05, 0xf4, 0xca, 0xc0, 0x19, 0x02, 0x6f, 0x9d, 0x30, 0xd6, 0xa9, 0x86, 0x1d,
- 0x50, 0x54, 0x00, 0x90, 0x2e, 0x17, 0x2c, 0x12, 0x03, 0x49, 0xcf, 0x0f, 0x00, 0x45, 0x62, 0xfc,
- 0x4a, 0x62, 0x5c, 0x67, 0x27, 0xdf, 0xe3, 0xc5, 0x69, 0x26, 0x77, 0x09, 0xc6, 0x00, 0x60, 0x61,
- 0x8a, 0x46, 0xf8, 0xbd, 0x68, 0x59, 0x04, 0x00, 0x43, 0x0a, 0x7b, 0xed, 0x83, 0x31, 0xc0, 0x8c,
- 0x2c, 0x24, 0x82, 0x9c, 0x67, 0x1b, 0x6e, 0x8a, 0x00, 0x30, 0x75, 0x86, 0xcd, 0xb0, 0x4a, 0x8d,
- 0x62, 0x0c, 0x00, 0x44, 0xd3, 0x4d, 0x30, 0xd7, 0x28, 0x89, 0x38, 0x07, 0x7d, 0x5c, 0x79, 0x66,
- 0x6d, 0xaa, 0x3c, 0x00, 0x70, 0x88, 0xbd, 0x86, 0x93, 0xe4, 0x27, 0xd0, 0x01, 0x00, 0xe8, 0x73,
- 0xee, 0xc3, 0xd3, 0x50, 0x93, 0x33, 0xdd, 0xe6, 0x05, 0xcc, 0xc5, 0x56, 0x5f, 0xba, 0x00, 0x90,
- 0x99, 0x90, 0x74, 0xb8, 0x72, 0xc5, 0xb8, 0x07, 0x00, 0xec, 0xad, 0x74, 0xb7, 0x50, 0xb0, 0x1c,
- 0x86, 0xdd, 0x2e, 0x9a, 0x23, 0x8f, 0xca, 0x74, 0x31, 0x00, 0xa0, 0xd5, 0x3c, 0x2a, 0xd7, 0xef,
- 0x5a, 0x0c, 0x0c, 0x00, 0x9a, 0x00, 0x74, 0xe7, 0xcc, 0x41, 0x5a, 0x8a, 0x43, 0x95, 0x60, 0x8f,
- 0xcf, 0x60, 0x97, 0x80, 0x00, 0xd0, 0x68, 0x4c, 0xef, 0x40, 0xc3, 0x6e, 0x99, 0x06, 0x00, 0x35,
- 0x5d, 0x8a, 0x2f, 0xbe, 0x38, 0x27, 0x7d, 0x26, 0x8f, 0x4f, 0xc8, 0x7d, 0x0f, 0xf2, 0x19, 0x00,
- 0x00, 0x7a, 0xbb, 0x9a, 0xbd, 0x49, 0x30, 0x67, 0x04, 0x00, 0x3a, 0x04, 0x90, 0x37, 0x95, 0x60,
- 0x42, 0x03, 0x32, 0x62, 0x9d, 0x20, 0x6c, 0xda, 0xbf, 0x2b, 0x00, 0x50, 0x75, 0x27, 0x9a, 0xb8,
- 0xe2, 0x87, 0xf1, 0x05, 0x00, 0x3f, 0x10, 0x57, 0x5b, 0x3f, 0xb0, 0x4a, 0xdd, 0x07, 0xe5, 0xc0,
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+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x6d, 0x02, 0x46, 0x54, 0xcf, 0x0b, 0xae, 0x6a, 0x43, 0xcc, 0x0a, 0x73, 0xb8, 0xaa, 0x9e, 0x4c,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0xbd, 0x55, 0x20, 0x4f, 0xa6, 0xfc, 0x42, 0xfb, 0x8b, 0xc2, 0x56, 0xb4, 0x68, 0xc4, 0x14, 0x11,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0xfe, 0x3e, 0xa1, 0xe6, 0x3a, 0x3f, 0x76, 0xe7, 0xfd, 0x4f, 0x6c, 0xb0, 0x48, 0x22, 0xfe, 0xa7,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x1e, 0xc1, 0xeb, 0xc0, 0x5e, 0x01, 0x34, 0x46, 0x26, 0x5d, 0x93, 0x8a, 0x83, 0x1d, 0xdb, 0xd8,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x18, 0x0e, 0xf7, 0x94, 0x15, 0xe4, 0x95, 0x77, 0x77, 0xdf, 0xaf, 0x0b, 0xba, 0xdb, 0x43, 0x1d,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x73, 0x63, 0x72, 0x61, 0x74, 0x63, 0x68, 0x5f, 0x73, 0x69, 0x7a, 0x65, 0x00, 0x00, 0x00, 0x00,
0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
- 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x69, 0x6e, 0x70, 0x75, 0x74, 0x73, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x28, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
@@ -430,35 +563,35 @@ __attribute__((aligned(16))) const unsigned char model_pte[] = {
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, 0x00,
0x28, 0x00, 0x24, 0x00, 0x20, 0x00, 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,
- 0x08, 0x00, 0x04, 0x00, 0x16, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00,
+ 0x08, 0x00, 0x04, 0x00, 0x16, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00,
0x28, 0x02, 0x00, 0x00, 0xb8, 0x02, 0x00, 0x00, 0x90, 0x03, 0x00, 0x00, 0x94, 0x03, 0x00, 0x00,
0x98, 0x03, 0x00, 0x00, 0x20, 0x06, 0x00, 0x00, 0x6c, 0x07, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
- 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x72, 0xfd, 0xff, 0xff, 0x0c, 0x00, 0x00, 0x00,
- 0xd0, 0x01, 0x00, 0x00, 0xd0, 0x01, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x88, 0x01, 0x00, 0x00,
- 0xd0, 0x00, 0x00, 0x00, 0xa4, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00,
- 0x04, 0x00, 0x00, 0x00, 0x38, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,
- 0x0d, 0x00, 0x00, 0x00, 0x65, 0x74, 0x68, 0x6f, 0x73, 0x2d, 0x75, 0x38, 0x35, 0x2d, 0x32, 0x35,
- 0x36, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x74, 0x61, 0x72, 0x67, 0x65, 0x74, 0x00, 0x00,
- 0x64, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00,
- 0x46, 0x61, 0x6c, 0x73, 0x65, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x70, 0x72, 0x65, 0x73,
- 0x65, 0x72, 0x76, 0x65, 0x5f, 0x69, 0x6f, 0x5f, 0x71, 0x75, 0x61, 0x6e, 0x74, 0x69, 0x7a, 0x61,
- 0x74, 0x69, 0x6f, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x9c, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,
- 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x6f, 0x75, 0x70, 0x75,
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- 0xf4, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0x8d, 0x00, 0x00, 0x00,
- 0x2d, 0x2d, 0x61, 0x63, 0x63, 0x65, 0x6c, 0x65, 0x72, 0x61, 0x74, 0x6f, 0x72, 0x2d, 0x63, 0x6f,
- 0x6e, 0x66, 0x69, 0x67, 0x3d, 0x65, 0x74, 0x68, 0x6f, 0x73, 0x2d, 0x75, 0x38, 0x35, 0x2d, 0x32,
- 0x35, 0x36, 0x20, 0x2d, 0x2d, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x3d, 0x41, 0x72, 0x6d, 0x2f,
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- 0x74, 0x2d, 0x66, 0x6f, 0x72, 0x6d, 0x61, 0x74, 0x3d, 0x72, 0x61, 0x77, 0x20, 0x2d, 0x2d, 0x73,
- 0x79, 0x73, 0x74, 0x65, 0x6d, 0x2d, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x3d, 0x45, 0x74, 0x68,
- 0x6f, 0x73, 0x5f, 0x55, 0x38, 0x35, 0x5f, 0x53, 0x59, 0x53, 0x5f, 0x44, 0x52, 0x41, 0x4d, 0x5f,
- 0x4d, 0x69, 0x64, 0x20, 0x2d, 0x2d, 0x6d, 0x65, 0x6d, 0x6f, 0x72, 0x79, 0x2d, 0x6d, 0x6f, 0x64,
- 0x65, 0x3d, 0x53, 0x68, 0x61, 0x72, 0x65, 0x64, 0x5f, 0x53, 0x72, 0x61, 0x6d, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x76, 0xfd, 0xff, 0xff,
+ 0x0c, 0x00, 0x00, 0x00, 0xcc, 0x01, 0x00, 0x00, 0xcc, 0x01, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
+ 0x84, 0x01, 0x00, 0x00, 0xd0, 0x00, 0x00, 0x00, 0xa4, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00,
+ 0x34, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x3c, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,
+ 0x18, 0x00, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x65, 0x74, 0x68, 0x6f, 0x73, 0x2d, 0x75, 0x38,
+ 0x35, 0x2d, 0x32, 0x35, 0x36, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x74, 0x61, 0x72, 0x67,
+ 0x65, 0x74, 0x00, 0x00, 0x68, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x05, 0x00, 0x00, 0x00, 0x46, 0x61, 0x6c, 0x73, 0x65, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,
+ 0x70, 0x72, 0x65, 0x73, 0x65, 0x72, 0x76, 0x65, 0x5f, 0x69, 0x6f, 0x5f, 0x71, 0x75, 0x61, 0x6e,
+ 0x74, 0x69, 0x7a, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x00, 0x00, 0x00, 0x00, 0xa0, 0xfa, 0xff, 0xff,
+ 0x08, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,
+ 0x6f, 0x75, 0x70, 0x75, 0x74, 0x5f, 0x72, 0x65, 0x6f, 0x72, 0x64, 0x65, 0x72, 0x5f, 0x77, 0x6f,
+ 0x72, 0x6b, 0x61, 0x72, 0x6f, 0x75, 0x6e, 0x64, 0x00, 0x00, 0x00, 0x00, 0xd0, 0xfa, 0xff, 0xff,
+ 0x08, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x76, 0x65, 0x6c, 0x61,
+ 0x0d, 0x00, 0x00, 0x00, 0x6f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x5f, 0x66, 0x6f, 0x72, 0x6d, 0x61,
+ 0x74, 0x00, 0x00, 0x00, 0xf8, 0xfa, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x94, 0x00, 0x00, 0x00,
+ 0x8b, 0x00, 0x00, 0x00, 0x2d, 0x2d, 0x61, 0x63, 0x63, 0x65, 0x6c, 0x65, 0x72, 0x61, 0x74, 0x6f,
+ 0x72, 0x2d, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x3d, 0x65, 0x74, 0x68, 0x6f, 0x73, 0x2d, 0x75,
+ 0x38, 0x35, 0x2d, 0x32, 0x35, 0x36, 0x20, 0x2d, 0x2d, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x3d,
+ 0x41, 0x72, 0x6d, 0x2f, 0x76, 0x65, 0x6c, 0x61, 0x2e, 0x69, 0x6e, 0x69, 0x20, 0x2d, 0x2d, 0x6f,
+ 0x75, 0x74, 0x70, 0x75, 0x74, 0x2d, 0x66, 0x6f, 0x72, 0x6d, 0x61, 0x74, 0x3d, 0x72, 0x61, 0x77,
+ 0x20, 0x2d, 0x2d, 0x73, 0x79, 0x73, 0x74, 0x65, 0x6d, 0x2d, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67,
+ 0x3d, 0x45, 0x74, 0x68, 0x6f, 0x73, 0x5f, 0x55, 0x38, 0x35, 0x5f, 0x53, 0x59, 0x53, 0x5f, 0x44,
+ 0x52, 0x41, 0x4d, 0x5f, 0x4d, 0x69, 0x64, 0x20, 0x2d, 0x2d, 0x6d, 0x65, 0x6d, 0x6f, 0x72, 0x79,
+ 0x2d, 0x6d, 0x6f, 0x64, 0x65, 0x3d, 0x53, 0x72, 0x61, 0x6d, 0x5f, 0x4f, 0x6e, 0x6c, 0x79, 0x00,
0x0d, 0x00, 0x00, 0x00, 0x63, 0x6f, 0x6d, 0x70, 0x69, 0x6c, 0x65, 0x5f, 0x66, 0x6c, 0x61, 0x67,
0x73, 0x00, 0x00, 0x00, 0xa8, 0xfb, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
0x1a, 0x00, 0x00, 0x00, 0x54, 0x4f, 0x53, 0x41, 0x2d, 0x31, 0x2e, 0x30, 0x2b, 0x49, 0x4e, 0x54,
diff --git a/ai_layer/model_pte.h b/ai_layer/model_pte.h
index 56c31d29..25eaf506 100644
--- a/ai_layer/model_pte.h
+++ b/ai_layer/model_pte.h
@@ -1,5 +1,11 @@
// Generated by create_ai_layer.py -- do not edit.
#pragma once
+
+// Run-time memory of the program: its memory-planned tensors, and the scratch
+// the Ethos-U backend takes from the temp allocator for an inference.
+#define MODEL_PTE_PLANNED_SIZE 3840
+#define MODEL_PTE_SCRATCH_SIZE 8192
+
#ifdef __cplusplus
extern "C" {
#endif
diff --git a/board/Corstone-320/Board-U85.clayer.yml b/board/Corstone-320/Board-U85.clayer.yml
index 3ba21104..b19b9d3d 100644
--- a/board/Corstone-320/Board-U85.clayer.yml
+++ b/board/Corstone-320/Board-U85.clayer.yml
@@ -21,7 +21,10 @@ layer:
define:
- CMSIS_target_header: \"Corstone-320.h\"
- ETHOSU85
- - ARM_MODEL_USE_PMU_COUNTERS
+ # No Ethos-U cache buffer: only the Dedicated_Sram memory modes of Vela use
+ # one, and the csolution's mlops: node selects Sram_Only. Remove this
+ # define for the 384 KB default that Dedicated_Sram_384KB needs.
+ - ETHOS_CACHE_BUF_SIZE: 0
packs:
- pack: ARM::CMSIS
diff --git a/board/Corstone-320/ethos_setup.c b/board/Corstone-320/ethos_setup.c
index ca26dfac..dd2d24de 100644
--- a/board/Corstone-320/ethos_setup.c
+++ b/board/Corstone-320/ethos_setup.c
@@ -25,7 +25,8 @@
#include "main.h"
#if defined(ETHOSU65) || defined(ETHOSU85)
-/* Define Ethos-U NPU cache buffer size */
+/* Define Ethos-U NPU cache buffer size: the fast scratch (base address 2) of a
+ model compiled for a Dedicated_Sram memory mode, 0 for no buffer. */
#ifndef ETHOS_CACHE_BUF_SIZE
#define ETHOS_CACHE_BUF_SIZE 393216
#endif
@@ -54,7 +55,7 @@
/* Ethos NPU driver instance. */
static struct ethosu_driver EthosDriver;
-#if defined(ETHOSU65) || defined(ETHOSU85)
+#if (defined(ETHOSU65) || defined(ETHOSU85)) && (ETHOS_CACHE_BUF_SIZE > 0)
static uint8_t ethos_cache[ETHOS_CACHE_BUF_SIZE] ETHOS_CACHE_BUF_ATTRIBUTES;
#endif
@@ -76,7 +77,7 @@ void ethos_setup (void) {
/* Initialize Ethos-U NPU driver. */
rval = ethosu_init(&EthosDriver, /* Ethos-U device driver */
ethos_base_addr, /* Ethos-U base address */
- #if defined(ETHOSU65) || defined(ETHOSU85)
+ #if (defined(ETHOSU65) || defined(ETHOSU85)) && (ETHOS_CACHE_BUF_SIZE > 0)
ethos_cache, /* Cache memory pointer */
sizeof(ethos_cache), /* Cache memory size */
#else
diff --git a/board/Corstone-320/regions_SSE-320.h b/board/Corstone-320/regions_SSE-320.h
index fa441955..4d223e35 100644
--- a/board/Corstone-320/regions_SSE-320.h
+++ b/board/Corstone-320/regions_SSE-320.h
@@ -69,35 +69,38 @@
// __RAM0
// Base address
// Defines base address of memory region.
-// Pack default: 0x10000000 (ITCM). 256 MB DDR4 here holds .data/.bss, the two
-// 4 MB inference pools, the Ethos-U cache buffer, heap and stack
-#define __RAM0_BASE DDR4_1_S_BASE
+// Pack default: 0x10000000 (ITCM). The two adjacent 2 MB SRAM banks VM0 and
+// VM1 here hold .data/.bss, the inference pools (with the Ethos-U scratch),
+// heap and stack: all of the example's RAM. The Vela memory mode Sram_Only
+// in the csolution's mlops: node relies on the scratch being in SRAM.
+#define __RAM0_BASE SRAM_VM0_S_BASE
// Region size [bytes]
// Defines size of memory region.
// Pack default: 0x00008000
-#define __RAM0_SIZE DDR4_1_S_SIZE
+#define __RAM0_SIZE (SRAM_VM0_S_SIZE + SRAM_VM1_S_SIZE)
//
// __RAM1
// Base address
// Defines base address of memory region.
-// Pack default: 0x12000000 (FPGA SRAM)
-#define __RAM1_BASE SRAM_VM0_S_BASE
+// Pack default: 0x12000000 (FPGA SRAM). 256 MB DDR4 here, unused: the
+// linker scripts place everything in __RAM0 and fail when it is full.
+#define __RAM1_BASE DDR4_1_S_BASE
// Region size [bytes]
// Defines size of memory region.
// Pack default: 0x00200000
-#define __RAM1_SIZE SRAM_VM0_S_SIZE
+#define __RAM1_SIZE DDR4_1_S_SIZE
//
// __RAM2
// Base address
// Defines base address of memory region.
-// Pack default: 0x30000000 (DTCM)
+// Pack default: 0x30000000 (DTCM). Unused: SRAM VM1 is part of __RAM0.
#define __RAM2_BASE SRAM_VM1_S_BASE
// Region size [bytes]
// Defines size of memory region.
// Pack default: 0x00008000
-#define __RAM2_SIZE SRAM_VM1_S_SIZE
+#define __RAM2_SIZE 0
//
// __RAM3
@@ -115,7 +118,8 @@
// Stack / Heap Configuration
// Pack defaults: 0x600 stack, 0xC00 heap. The runner's EmbeddedModule
-// keeps its method table and planned buffers on the heap.
+// keeps the program and its method table on the heap; the planned
+// buffers are in the method pool of app_main.cpp.
// Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
// Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
#define __STACK_SIZE 0x00001000
diff --git a/cmsis-executorch.csolution.yml b/cmsis-executorch.csolution.yml
index acb57444..c23068bf 100644
--- a/cmsis-executorch.csolution.yml
+++ b/cmsis-executorch.csolution.yml
@@ -79,7 +79,10 @@ solution:
type: Ethos-U85
vela:
system: Ethos_U85_SYS_DRAM_Mid # system-config from the Vela config
- memory: Shared_Sram # memory-mode from the Vela config
+ # memory-mode from the Vela config. Sram_Only: weights and scratch are
+ # both in SRAM on this target (regions_SSE-320.h), so the NPU reads the
+ # weights in place. Shared_Sram would copy them to the scratch first.
+ memory: Sram_Only
model:
clayer: $AI-Layer$
name: TinyCNN
diff --git a/create_ai_layer.py b/create_ai_layer.py
index d231470c..ee37c273 100644
--- a/create_ai_layer.py
+++ b/create_ai_layer.py
@@ -20,7 +20,8 @@
ai_layer.clayer.yml runtime, kernel utilities and registration, Ethos-U
backend and the operator components the exported
program actually uses
- model_pte.c / .h the ExecuTorch program as a C array
+ model_pte.c / .h the ExecuTorch program as a C array, and the
+ run-time memory it needs
model.pte the program itself, for inspection
The script runs itself in the solution's .venv (see setup_venv.py) when it is
@@ -202,8 +203,42 @@ def c_array(pte: bytes) -> str:
)
-HEADER = f"""// Generated by create_ai_layer.py -- do not edit.
+def memory_needs(pte: bytes) -> tuple[int, int]:
+ """Bytes of the program's memory-planned buffers, and of the largest Ethos-U scratch among its delegates.
+
+ The application sizes its method and temp allocator pools from them. The
+ scratch size is a block of the delegate blob (16-byte name, 32-bit size,
+ data from offset 32, padded to 16 bytes; see VelaBinStream.cpp in the pack).
+ """
+ from executorch.exir._serialize._program import deserialize_pte_binary
+
+ result = deserialize_pte_binary(pte)
+ plan = getattr(result, "program", result).execution_plan[0]
+ scratch = 0
+ for stream in re.finditer(rb"vela_bin_stream\0", pte):
+ pos = stream.start()
+ while True:
+ name = pte[pos : pos + 16].split(b"\0")[0]
+ size = int.from_bytes(pte[pos + 16 : pos + 20], "little")
+ if name == b"scratch_size":
+ scratch = max(scratch, int.from_bytes(pte[pos + 32 : pos + 36], "little"))
+ if name == b"vela_end_stream":
+ break
+ pos += 32 + ((size + 15) & ~15)
+ return sum(plan.non_const_buffer_sizes), scratch
+
+
+def header(pte: bytes) -> str:
+ planned, scratch = memory_needs(pte)
+ macro = SYMBOL.upper()
+ return f"""// Generated by create_ai_layer.py -- do not edit.
#pragma once
+
+// Run-time memory of the program: its memory-planned tensors, and the scratch
+// the Ethos-U backend takes from the temp allocator for an inference.
+#define {macro}_PLANNED_SIZE {planned}
+#define {macro}_SCRATCH_SIZE {scratch}
+
#ifdef __cplusplus
extern "C" {{
#endif
@@ -266,10 +301,12 @@ def main() -> None:
layer_dir.mkdir(parents=True, exist_ok=True)
(layer_dir / "model.pte").write_bytes(pte)
(layer_dir / f"{SYMBOL}.c").write_text(c_array(pte), newline="\n")
- (layer_dir / f"{SYMBOL}.h").write_text(HEADER, newline="\n")
+ (layer_dir / f"{SYMBOL}.h").write_text(header(pte), newline="\n")
layer_file.write_text(clayer(mlops, runtime, operators, mlops_file, version), newline="\n")
+ planned, scratch = memory_needs(pte)
print(f"[ai_layer] {len(pte)} byte program, operators: {operators}")
+ print(f"[ai_layer] run-time memory: {planned} bytes planned tensors, {scratch} bytes Ethos-U scratch")
print(f"[ai_layer] wrote {layer_file}")
diff --git a/documentation/mlops-flow.md b/documentation/mlops-flow.md
index acb7d0a4..18bae35c 100644
--- a/documentation/mlops-flow.md
+++ b/documentation/mlops-flow.md
@@ -30,7 +30,7 @@ solution:
type: Ethos-U85
vela:
system: Ethos_U85_SYS_DRAM_Mid # system-config from the Vela config
- memory: Shared_Sram # memory-mode from the Vela config
+ memory: Sram_Only # memory-mode from the Vela config
model:
clayer: $AI-Layer$
name: TinyCNN
@@ -51,7 +51,7 @@ cbuild-mlops:
npu:
type: Ethos-U85
vela:
- options: --system-config Ethos_U85_SYS_DRAM_Mid --memory-mode Shared_Sram
+ options: --system-config Ethos_U85_SYS_DRAM_Mid --memory-mode Sram_Only
model:
clayer: ai_layer/ai_layer.clayer.yml
name: TinyCNN
@@ -97,7 +97,7 @@ for an MLOps system. It reads the file and:
| File | Content |
|------|---------|
| `ai_layer/ai_layer.clayer.yml` | runtime, kernel utilities and registration, Ethos-U backend and the operator components the program uses |
-| `ai_layer/model_pte.c` / `.h` | the program as a 16-byte-aligned C array, `model_pte` / `model_pte_size` |
+| `ai_layer/model_pte.c` / `.h` | the program as a 16-byte-aligned C array, `model_pte` / `model_pte_size`, and its run-time memory, `MODEL_PTE_PLANNED_SIZE` / `MODEL_PTE_SCRATCH_SIZE`, for the application's pools |
| `ai_layer/model.pte` | the program itself, for inspection (not committed) |
The clayer and the C array are committed, so a checkout builds without
diff --git a/src/app_main.cpp b/src/app_main.cpp
index 54d1e758..c9674fa1 100644
--- a/src/app_main.cpp
+++ b/src/app_main.cpp
@@ -36,15 +36,17 @@ using executorch::runtime::MemoryAllocator;
namespace {
-// Pool sizes and placement are board-overridable: a board layer that cannot
-// fit 8 MB of .bss in its default RAM sets APP_*_POOL_SIZE and, via
-// APP_POOL_SECTION, the linker section its linker script routes to a larger
-// (NPU-accessible) memory.
+// The pools follow the program: model_pte.h names the bytes of its
+// memory-planned tensors, which the method pool holds next to the loaded
+// method itself, and of the Ethos-U scratch, which is drawn from the temp pool
+// for each inference. Sizes and placement are board-overridable: a board layer
+// sets APP_*_POOL_SIZE and, via APP_POOL_SECTION, the linker section its
+// linker script routes to another (NPU-accessible) memory.
#ifndef APP_METHOD_POOL_SIZE
-#define APP_METHOD_POOL_SIZE (4 * 1024 * 1024)
+#define APP_METHOD_POOL_SIZE (MODEL_PTE_PLANNED_SIZE + 16 * 1024)
#endif
#ifndef APP_TEMP_POOL_SIZE
-#define APP_TEMP_POOL_SIZE (4 * 1024 * 1024) // Ethos-U scratch is drawn from here.
+#define APP_TEMP_POOL_SIZE (MODEL_PTE_SCRATCH_SIZE + 16 * 1024)
#endif
#ifdef APP_POOL_SECTION
#define APP_POOL_ATTRIBUTES __attribute__((section(APP_POOL_SECTION)))