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finish multiclass_metric.cu

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This commit is contained in:
amdsc21 2023-03-09 20:37:16 +01:00
parent a56055225a
commit b9d86d44d6
3 changed files with 39 additions and 8 deletions
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2
src/metric/multiclass_metric.cc
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@ -5,4 +5,4 @@
#if !defined(XGBOOST_USE_CUDA) && !defined(XGBOOST_USE_HIP) #if !defined(XGBOOST_USE_CUDA) && !defined(XGBOOST_USE_HIP)
#include "multiclass_metric.cu" #include "multiclass_metric.cu"
#endif // !defined(XGBOOST_USE_CUDA) #endif // !defined(XGBOOST_USE_CUDA) && !defined(XGBOOST_USE_HIP)

41
src/metric/multiclass_metric.cu
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@ -24,7 +24,7 @@
#endif // XGBOOST_USE_CUDA #endif // XGBOOST_USE_CUDA
#if defined(XGBOOST_USE_HIP) #if defined(XGBOOST_USE_HIP)
#include <thrust/execution_policy.h> // thrust::cuda::par #include <thrust/execution_policy.h> // thrust::hip::par
#include <thrust/functional.h> // thrust::plus<> #include <thrust/functional.h> // thrust::plus<>
#include <thrust/iterator/counting_iterator.h> #include <thrust/iterator/counting_iterator.h>
#include <thrust/transform_reduce.h> #include <thrust/transform_reduce.h>
@ -90,7 +90,7 @@ class MultiClassMetricsReduction {
return res; return res;
} }
#if defined(XGBOOST_USE_CUDA) #if defined(XGBOOST_USE_CUDA) || defined(XGBOOST_USE_HIP)
PackedReduceResult DeviceReduceMetrics( PackedReduceResult DeviceReduceMetrics(
const HostDeviceVector<bst_float>& weights, const HostDeviceVector<bst_float>& weights,
@ -111,6 +111,8 @@ class MultiClassMetricsReduction {
s_label_error[0] = 0; s_label_error[0] = 0;
dh::XGBCachingDeviceAllocator<char> alloc; dh::XGBCachingDeviceAllocator<char> alloc;
#if defined(XGBOOST_USE_CUDA)
PackedReduceResult result = thrust::transform_reduce( PackedReduceResult result = thrust::transform_reduce(
thrust::cuda::par(alloc), thrust::cuda::par(alloc),
begin, end, begin, end,
@ -128,12 +130,32 @@ class MultiClassMetricsReduction {
}, },
PackedReduceResult(), PackedReduceResult(),
thrust::plus<PackedReduceResult>()); thrust::plus<PackedReduceResult>());
#elif defined(XGBOOST_USE_HIP)
PackedReduceResult result = thrust::transform_reduce(
thrust::hip::par(alloc),
begin, end,
[=] XGBOOST_DEVICE(size_t idx) {
bst_float weight = is_null_weight ? 1.0f : s_weights[idx];
bst_float residue = 0;
auto label = static_cast<int>(s_labels[idx]);
if (label >= 0 && label < static_cast<int32_t>(n_class)) {
residue = EvalRowPolicy::EvalRow(
label, &s_preds[idx * n_class], n_class) * weight;
} else {
s_label_error[0] = label;
}
return PackedReduceResult{ residue, weight };
},
PackedReduceResult(),
thrust::plus<PackedReduceResult>());
#endif
CheckLabelError(s_label_error[0], n_class); CheckLabelError(s_label_error[0], n_class);
return result; return result;
} }
#endif // XGBOOST_USE_CUDA #endif // XGBOOST_USE_CUDA || defined(XGBOOST_USE_HIP)
PackedReduceResult Reduce(const Context& tparam, int device, size_t n_class, PackedReduceResult Reduce(const Context& tparam, int device, size_t n_class,
const HostDeviceVector<bst_float>& weights, const HostDeviceVector<bst_float>& weights,
@ -145,25 +167,30 @@ class MultiClassMetricsReduction {
result = result =
CpuReduceMetrics(weights, labels, preds, n_class, tparam.Threads()); CpuReduceMetrics(weights, labels, preds, n_class, tparam.Threads());
} }
#if defined(XGBOOST_USE_CUDA) #if defined(XGBOOST_USE_CUDA) || defined(XGBOOST_USE_HIP)
else { // NOLINT else { // NOLINT
device_ = tparam.gpu_id; device_ = tparam.gpu_id;
preds.SetDevice(device_); preds.SetDevice(device_);
labels.SetDevice(device_); labels.SetDevice(device_);
weights.SetDevice(device_); weights.SetDevice(device_);
#if defined(XGBOOST_USE_CUDA)
dh::safe_cuda(cudaSetDevice(device_)); dh::safe_cuda(cudaSetDevice(device_));
#elif defined(XGBOOST_USE_HIP)
dh::safe_cuda(hipSetDevice(device_));
#endif
result = DeviceReduceMetrics(weights, labels, preds, n_class); result = DeviceReduceMetrics(weights, labels, preds, n_class);
} }
#endif // defined(XGBOOST_USE_CUDA) #endif // defined(XGBOOST_USE_CUDA) || defined(XGBOOST_USE_HIP)
return result; return result;
} }
private: private:
#if defined(XGBOOST_USE_CUDA) #if defined(XGBOOST_USE_CUDA) || defined(XGBOOST_USE_HIP)
dh::PinnedMemory label_error_; dh::PinnedMemory label_error_;
int device_{-1}; int device_{-1};
#endif // defined(XGBOOST_USE_CUDA) #endif // defined(XGBOOST_USE_CUDA) || defined(XGBOOST_USE_HIP)
}; };
/*! /*!

4
src/metric/multiclass_metric.hip
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@ -0,0 +1,4 @@
#if defined(XGBOOST_USE_HIP)
#include "multiclass_metric.cu"
#endif // defined(XGBOOST_USE_HIP)