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-rw-r--r--reference_model/src/generate/generate_dot_product.cc51
1 files changed, 51 insertions, 0 deletions
diff --git a/reference_model/src/generate/generate_dot_product.cc b/reference_model/src/generate/generate_dot_product.cc
index 0930956..4054472 100644
--- a/reference_model/src/generate/generate_dot_product.cc
+++ b/reference_model/src/generate/generate_dot_product.cc
@@ -327,6 +327,55 @@ bool generateFullyConnected(const TosaReference::GenerateConfig& cfg,
return false;
}
}
+//---------------------------------------------------------------------------//
+// Avg Pool 2D //
+//---------------------------------------------------------------------------//
+
+bool generateAvgPool2D(const TosaReference::GenerateConfig& cfg,
+ TosaReference::IDotProductGenerator& generator,
+ void* data,
+ size_t size)
+{
+ if (cfg.dataType != DType::DType_FP32)
+ {
+ WARNING("[Generator][DP][AvgPool2D] Only supports FP32.");
+ return false;
+ }
+ if (cfg.inputPos != 0)
+ {
+ WARNING("[Generator][DP][AvgPool2D] Invalid input tensor slot position to operator.");
+ return false;
+ }
+ if (cfg.dotProductInfo.kernel.size() != 2 || cfg.dotProductInfo.kernel[0] <= 0 || cfg.dotProductInfo.kernel[1] <= 0)
+ {
+ WARNING("[Generator][DP][AvgPool2D] Missing or incorrect kernel size information.");
+ return false;
+ }
+ if (cfg.shape.size() != 4)
+ {
+ WARNING("[Generator][DP][AvgPool2D] Tensor shape expected 4 dimensions.");
+ return false;
+ }
+
+ float* input = reinterpret_cast<float*>(data);
+ const int64_t T = TosaReference::numElementsFromShape(cfg.shape);
+ const uint32_t IH = cfg.shape[1];
+ const uint32_t IW = cfg.shape[2];
+ const uint32_t C = cfg.shape[3];
+ const uint32_t KY = cfg.dotProductInfo.kernel[0];
+ const uint32_t KX = cfg.dotProductInfo.kernel[1];
+
+ for (int64_t t = 0; t < T; ++t)
+ {
+ uint32_t c = t % C;
+ uint32_t ix = (t / C) % IW;
+ uint32_t iy = ((t / C) / IW) % IH;
+ uint32_t k = ((iy % KY) * KX + (ix % KX)) * C + c;
+
+ input[t] = generator(k);
+ }
+ return true;
+}
} // namespace
namespace TosaReference
@@ -352,6 +401,8 @@ bool generateDotProduct(const GenerateConfig& cfg, void* data, size_t size)
return generateReduceSum(cfg, *generator, data, size);
case tosa::Op_FULLY_CONNECTED:
return generateFullyConnected(cfg, *generator, data, size);
+ case tosa::Op_AVG_POOL2D:
+ return generateAvgPool2D(cfg, *generator, data, size);
default:
WARNING("[Generator][DP] Unsupported operator.");
return false;