mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-04 21:51:28 +00:00
Conv:TF32: add more instances - 2 (#2879)
* add instances of device_grouped_conv_fwd_xdl_f32_comp_instances * add instances of device_grouped_conv_fwd_xdl_f32_tf32_mem_instances * add instances of device_grouped_conv_fwd_xdl_large_tensor_f32_tf32_instances * tf32:conv:add instances for base class DeviceConvFwd * tf32:conv:add instances for base class DeviceGroupedConvBwdDataMultipleD * tf32:conv:add instances for base class DeviceGroupedConvBwdWeight * add tf32 in profiler * remove gnhwc/ngchw/ngcdhw instances * remove non-ndhwgc/nhwgc/nhwc instances * add check in IsSupportedArgument()
This commit is contained in:
@@ -31,13 +31,15 @@ double get_relative_threshold(const int number_of_accumulations = 1)
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using F16 = ck::half_t;
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using BF16 = ck::bhalf_t;
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using F32 = float;
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using TF32 = ck::tf32_t;
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using I8 = int8_t;
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using I32 = int32_t;
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static_assert(is_same_v<ComputeDataType, F4> || is_same_v<ComputeDataType, F8> ||
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is_same_v<ComputeDataType, F16> || is_same_v<ComputeDataType, BF16> ||
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is_same_v<ComputeDataType, F32> || is_same_v<ComputeDataType, I8> ||
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is_same_v<ComputeDataType, I32> || is_same_v<ComputeDataType, int>,
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is_same_v<ComputeDataType, F32> || is_same_v<ComputeDataType, TF32> ||
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is_same_v<ComputeDataType, I8> || is_same_v<ComputeDataType, I32> ||
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is_same_v<ComputeDataType, int>,
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"Warning: Unhandled ComputeDataType for setting up the relative threshold!");
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double compute_error = 0;
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if constexpr(is_same_v<ComputeDataType, I8> || is_same_v<ComputeDataType, I32> ||
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@@ -52,8 +54,9 @@ double get_relative_threshold(const int number_of_accumulations = 1)
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static_assert(is_same_v<OutDataType, F4> || is_same_v<OutDataType, F8> ||
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is_same_v<OutDataType, F16> || is_same_v<OutDataType, BF16> ||
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is_same_v<OutDataType, F32> || is_same_v<OutDataType, I8> ||
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is_same_v<OutDataType, I32> || is_same_v<OutDataType, int>,
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is_same_v<OutDataType, F32> || is_same_v<ComputeDataType, TF32> ||
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is_same_v<OutDataType, I8> || is_same_v<OutDataType, I32> ||
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is_same_v<OutDataType, int>,
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"Warning: Unhandled OutDataType for setting up the relative threshold!");
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double output_error = 0;
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if constexpr(is_same_v<OutDataType, I8> || is_same_v<OutDataType, I32> ||
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@@ -69,8 +72,9 @@ double get_relative_threshold(const int number_of_accumulations = 1)
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static_assert(is_same_v<AccDataType, F4> || is_same_v<AccDataType, F8> ||
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is_same_v<AccDataType, F16> || is_same_v<AccDataType, BF16> ||
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is_same_v<AccDataType, F32> || is_same_v<AccDataType, I8> ||
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is_same_v<AccDataType, I32> || is_same_v<AccDataType, int>,
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is_same_v<AccDataType, F32> || is_same_v<ComputeDataType, TF32> ||
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is_same_v<AccDataType, I8> || is_same_v<AccDataType, I32> ||
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is_same_v<AccDataType, int>,
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"Warning: Unhandled AccDataType for setting up the relative threshold!");
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double acc_error = 0;
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if constexpr(is_same_v<AccDataType, I8> || is_same_v<AccDataType, I32> ||
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@@ -93,13 +97,15 @@ double get_absolute_threshold(const double max_possible_num, const int number_of
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using F16 = ck::half_t;
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using BF16 = ck::bhalf_t;
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using F32 = float;
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using TF32 = ck::tf32_t;
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using I8 = int8_t;
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using I32 = int32_t;
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static_assert(is_same_v<ComputeDataType, F4> || is_same_v<ComputeDataType, F8> ||
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is_same_v<ComputeDataType, F16> || is_same_v<ComputeDataType, BF16> ||
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is_same_v<ComputeDataType, F32> || is_same_v<ComputeDataType, I8> ||
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is_same_v<ComputeDataType, I32> || is_same_v<ComputeDataType, int>,
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is_same_v<ComputeDataType, F32> || is_same_v<ComputeDataType, TF32> ||
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is_same_v<ComputeDataType, I8> || is_same_v<ComputeDataType, I32> ||
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is_same_v<ComputeDataType, int>,
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"Warning: Unhandled ComputeDataType for setting up the absolute threshold!");
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auto expo = std::log2(std::abs(max_possible_num));
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double compute_error = 0;
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@@ -115,8 +121,9 @@ double get_absolute_threshold(const double max_possible_num, const int number_of
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static_assert(is_same_v<OutDataType, F4> || is_same_v<OutDataType, F8> ||
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is_same_v<OutDataType, F16> || is_same_v<OutDataType, BF16> ||
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is_same_v<OutDataType, F32> || is_same_v<OutDataType, I8> ||
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is_same_v<OutDataType, I32> || is_same_v<OutDataType, int>,
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is_same_v<OutDataType, F32> || is_same_v<ComputeDataType, TF32> ||
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is_same_v<OutDataType, I8> || is_same_v<OutDataType, I32> ||
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is_same_v<OutDataType, int>,
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"Warning: Unhandled OutDataType for setting up the absolute threshold!");
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double output_error = 0;
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if constexpr(is_same_v<OutDataType, I8> || is_same_v<OutDataType, I32> ||
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@@ -132,8 +139,9 @@ double get_absolute_threshold(const double max_possible_num, const int number_of
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static_assert(is_same_v<AccDataType, F4> || is_same_v<AccDataType, F8> ||
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is_same_v<AccDataType, F16> || is_same_v<AccDataType, BF16> ||
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is_same_v<AccDataType, F32> || is_same_v<AccDataType, I8> ||
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is_same_v<AccDataType, I32> || is_same_v<AccDataType, int>,
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is_same_v<AccDataType, F32> || is_same_v<ComputeDataType, TF32> ||
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is_same_v<AccDataType, I8> || is_same_v<AccDataType, I32> ||
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is_same_v<AccDataType, int>,
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"Warning: Unhandled AccDataType for setting up the absolute threshold!");
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double acc_error = 0;
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if constexpr(is_same_v<AccDataType, I8> || is_same_v<AccDataType, I32> ||
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@@ -149,11 +157,67 @@ double get_absolute_threshold(const double max_possible_num, const int number_of
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return std::max(acc_error, midway_error);
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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typename std::enable_if<
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std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_same_v<ranges::range_value_t<Range>, float> &&
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std::is_same_v<ComputeDataType, ck::tf32_t>,
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bool>::type
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check_err(const Range& out,
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const RefRange& ref,
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const std::string& msg = "Error: Incorrect results!",
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double rtol = 1e-5,
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double atol = 3e-5)
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{
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if(out.size() != ref.size())
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{
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std::cerr << msg << " out.size() != ref.size(), :" << out.size() << " != " << ref.size()
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<< std::endl;
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return false;
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}
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bool res{true};
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int err_count = 0;
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double err = 0;
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double max_err = std::numeric_limits<double>::min();
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for(std::size_t i = 0; i < ref.size(); ++i)
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{
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const double o = *std::next(std::begin(out), i);
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const double r = *std::next(std::begin(ref), i);
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err = std::abs(o - r);
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if(err > atol + rtol * std::abs(r) || !std::isfinite(o) || !std::isfinite(r))
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{
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max_err = err > max_err ? err : max_err;
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if(err_count < 5)
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{
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std::cerr << msg << std::setw(12) << std::setprecision(7) << " out[" << i
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<< "] != ref[" << i << "]: " << o << " != " << r << std::endl;
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}
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res = false;
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err_count++;
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}
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}
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if(!res)
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{
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const float error_percent =
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static_cast<float>(err_count) / static_cast<float>(out.size()) * 100.f;
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std::cerr << "max err: " << max_err;
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std::cerr << ", number of errors: " << err_count;
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std::cerr << ", " << error_percent << "% wrong values" << std::endl;
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}
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return res;
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}
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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typename std::enable_if<
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std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_floating_point_v<ranges::range_value_t<Range>> &&
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!std::is_same_v<ranges::range_value_t<Range>, half_t>,
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!std::is_same_v<ranges::range_value_t<Range>, half_t> &&
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!std::is_same_v<ComputeDataType, ck::tf32_t>,
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bool>::type
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check_err(const Range& out,
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const RefRange& ref,
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@@ -200,7 +264,9 @@ check_err(const Range& out,
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return res;
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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typename std::enable_if<
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std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_same_v<ranges::range_value_t<Range>, bhalf_t>,
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@@ -251,7 +317,9 @@ check_err(const Range& out,
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return res;
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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typename std::enable_if<
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std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_same_v<ranges::range_value_t<Range>, half_t>,
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@@ -301,7 +369,9 @@ check_err(const Range& out,
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return res;
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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std::enable_if_t<(std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_integral_v<ranges::range_value_t<Range>> &&
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!std::is_same_v<ranges::range_value_t<Range>, bhalf_t> &&
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@@ -358,7 +428,9 @@ check_err(const Range& out,
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return res;
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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std::enable_if_t<(std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_same_v<ranges::range_value_t<Range>, f8_t>),
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bool>
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@@ -407,7 +479,9 @@ check_err(const Range& out,
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return res;
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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std::enable_if_t<(std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_same_v<ranges::range_value_t<Range>, bf8_t>),
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bool>
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@@ -452,7 +526,9 @@ check_err(const Range& out,
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return res;
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}
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template <typename Range, typename RefRange>
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template <typename Range,
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typename RefRange,
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typename ComputeDataType = ranges::range_value_t<Range>>
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std::enable_if_t<(std::is_same_v<ranges::range_value_t<Range>, ranges::range_value_t<RefRange>> &&
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std::is_same_v<ranges::range_value_t<Range>, f4_t>),
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bool>
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