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authorJeremy Johnson <jeremy.johnson@arm.com>2023-11-08 16:28:09 +0000
committerDominic Symes <dominic.symes@arm.com>2023-11-23 12:58:19 +0000
commit0601f80afd9c160a1454d5cd0f22a04f2f91eb75 (patch)
treef195afd32080442e3c181c5857bc7eaad45fdd2e /reference_model/src
parentac40bd12192b6d41afa5d969578766e050c44398 (diff)
downloadreference_model-0601f80afd9c160a1454d5cd0f22a04f2f91eb75.tar.gz
Main Compliance testing support for AVG_POOL2D
Fix test set 4 to have more symmetrical data set for AVG_POOL2D. Increased size of AVG_POOL2D test shapes to meet MIN_DOT_PRODUCTS. Print out sign of bias magnitude in verify library to help debugging. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Icf139cf5788cbc68f2c537567bdfb4cfe31274df
Diffstat (limited to 'reference_model/src')
-rw-r--r--reference_model/src/generate/generate_dot_product.cc51
-rw-r--r--reference_model/src/generate/generate_dot_product_states.cc18
-rw-r--r--reference_model/src/generate/generate_utils.cc1
-rw-r--r--reference_model/src/verify/verify_dot_product.cc5
4 files changed, 70 insertions, 5 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;
diff --git a/reference_model/src/generate/generate_dot_product_states.cc b/reference_model/src/generate/generate_dot_product_states.cc
index 53bef3a..9ce32ff 100644
--- a/reference_model/src/generate/generate_dot_product_states.cc
+++ b/reference_model/src/generate/generate_dot_product_states.cc
@@ -209,9 +209,23 @@ public:
const float s0 = _set_data0();
const float s1 = _set_data1();
if (_p == P0)
- return (k == _KS / 2) ? +0.5f : s0 < 0 ? 0.f : (_B / std::sqrt(_KS)) * s1;
+ if (k == _KS / 2)
+ {
+ return s0 < 0 ? -0.5f : +0.5f;
+ }
+ else
+ {
+ return s0 < 0 ? 0.f : (_B / std::sqrt(_KS)) * s1;
+ }
else if (_p == P1)
- return (k == _KS / 2) ? -0.5f : s0 < 0 ? (_B / std::sqrt(_KS)) * s1 : 0.f;
+ if (k == _KS / 2)
+ {
+ return s0 < 0 ? +0.5f : -0.5f;
+ }
+ else
+ {
+ return s0 < 0 ? (_B / std::sqrt(_KS)) * s1 : 0.f;
+ }
else
return 0.f;
}
diff --git a/reference_model/src/generate/generate_utils.cc b/reference_model/src/generate/generate_utils.cc
index 3b00ba1..5546269 100644
--- a/reference_model/src/generate/generate_utils.cc
+++ b/reference_model/src/generate/generate_utils.cc
@@ -41,6 +41,7 @@ NLOHMANN_JSON_SERIALIZE_ENUM(Op,
{ Op::Op_ABS, "ABS" },
{ Op::Op_ADD, "ADD" },
{ Op::Op_ARGMAX, "ARGMAX" },
+ { Op::Op_AVG_POOL2D, "AVG_POOL2D" },
{ Op::Op_CEIL, "CEIL" },
{ Op::Op_CONV2D, "CONV2D" },
{ Op::Op_EXP, "EXP" },
diff --git a/reference_model/src/verify/verify_dot_product.cc b/reference_model/src/verify/verify_dot_product.cc
index 863640f..15de427 100644
--- a/reference_model/src/verify/verify_dot_product.cc
+++ b/reference_model/src/verify/verify_dot_product.cc
@@ -86,10 +86,9 @@ bool validateData(const double* ref, const double* bnd, const AccType* imp, size
if (S >= 3 && S <= 5)
{
const double max_bias = 2 * sqrt(KS * T);
- out_err_sum = std::abs(out_err_sum);
// Check error bias magnitude for data sets S which are not positive biased
- TOSA_REF_REQUIRE(out_err_sum <= max_bias, "[DP] Bias magnitude (%g) is out of range (%g)", out_err_sum,
- max_bias);
+ TOSA_REF_REQUIRE(std::abs(out_err_sum) <= max_bias, "[DP] Bias magnitude (abs(%g)) is out of range (%g)",
+ out_err_sum, max_bias);
}
// Check error variance magnitude
const double max_error = 0.4 * KS * T;