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-rw-r--r--src/mlia/target/ethos_u/performance.py48
1 files changed, 2 insertions, 46 deletions
diff --git a/src/mlia/target/ethos_u/performance.py b/src/mlia/target/ethos_u/performance.py
index 8decb75..1e2a504 100644
--- a/src/mlia/target/ethos_u/performance.py
+++ b/src/mlia/target/ethos_u/performance.py
@@ -54,7 +54,6 @@ class MemoryUsage:
sram_memory_area_size: int | float
dram_memory_area_size: int | float
- unknown_memory_area_size: int | float
on_chip_flash_memory_area_size: int | float
off_chip_flash_memory_area_size: int | float
memory_size_type: MemorySizeType = MemorySizeType.BYTES
@@ -67,27 +66,6 @@ class MemoryUsage:
"Off chip flash used",
]
- def in_kilobytes(self) -> MemoryUsage:
- """Return memory usage with values in kilobytes."""
- if self.memory_size_type == MemorySizeType.KILOBYTES:
- return self
-
- kilobytes = [
- value / BYTES_PER_KILOBYTE
- for value in [
- self.sram_memory_area_size,
- self.dram_memory_area_size,
- self.unknown_memory_area_size,
- self.on_chip_flash_memory_area_size,
- self.off_chip_flash_memory_area_size,
- ]
- ]
-
- return MemoryUsage(
- *kilobytes, # type: ignore
- memory_size_type=MemorySizeType.KILOBYTES,
- )
-
@dataclass
class PerformanceMetrics:
@@ -98,23 +76,6 @@ class PerformanceMetrics:
memory_usage: MemoryUsage | None
layerwise_perf_info: LayerwisePerfInfo | None
- def in_kilobytes(self) -> PerformanceMetrics:
- """Return metrics with memory usage in KiB."""
- if self.memory_usage is None:
- return PerformanceMetrics(
- self.target_config,
- self.npu_cycles,
- self.memory_usage,
- self.layerwise_perf_info,
- )
-
- return PerformanceMetrics(
- self.target_config,
- self.npu_cycles,
- self.memory_usage.in_kilobytes(),
- self.layerwise_perf_info,
- )
-
@dataclass
class OptimizationPerformanceMetrics:
@@ -157,7 +118,6 @@ class VelaPerformanceEstimator(
MemoryUsage(
vela_perf_metrics.sram_memory_area_size,
vela_perf_metrics.dram_memory_area_size,
- vela_perf_metrics.unknown_memory_area_size,
vela_perf_metrics.on_chip_flash_memory_area_size,
vela_perf_metrics.off_chip_flash_memory_area_size,
),
@@ -192,12 +152,8 @@ class CorstonePerformanceEstimator(
else model
)
- optimized_model_path = self.context.get_model_path(
- f"{model_path.stem}_vela.tflite"
- )
-
- vela_comp.optimize_model(
- model_path, self.target_config.compiler_options, optimized_model_path
+ optimized_model_path = vela_comp.compile_model(
+ model_path, self.target_config.compiler_options
)
corstone_perf_metrics = estimate_performance(