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TASO_03_get_costs.patch
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Index: include/taso/ops.h
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/include/taso/ops.h b/include/taso/ops.h
--- a/include/taso/ops.h (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/include/taso/ops.h (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -662,6 +662,7 @@
float total_cost(void);
float run();
void print_costs(void);
+ void get_costs(float* exe_time, float* flops, float* mem_acc, int* num_kernels);
void print_measurements(void);
#ifdef TRT
void buildTRTNetwork(INetworkDefinition *network);
Index: python/taso/_cython/CCore.pxd
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/python/taso/_cython/CCore.pxd b/python/taso/_cython/CCore.pxd
--- a/python/taso/_cython/CCore.pxd (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/python/taso/_cython/CCore.pxd (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -272,4 +272,5 @@
int get_output_dims(size_t guid, int* dims, int idx)
void print_measurements()
float total_cost()
+ void get_costs(float* exe_time, float* flops, float* mem_acc, int* num_kernels)
float run()
Index: python/taso/_cython/core.pyx
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/python/taso/_cython/core.pyx b/python/taso/_cython/core.pyx
--- a/python/taso/_cython/core.pyx (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/python/taso/_cython/core.pyx (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -662,3 +662,14 @@
return [0]
else:
assert False, 'Internal error: unknow attribute {}'.format(attrname)
+
+ def get_costs(self):
+ cdef:
+ float exe_time = 0.0, flops = 0.0, mem_acc = 0.0
+ float* exe_time_ref = &exe_time
+ float* flops_ref = &flops
+ float* mem_acc_ref = &mem_acc
+ int num_kernels
+ int* num_kernels_ref = &num_kernels
+ self.p_graph.get_costs(exe_time_ref, flops_ref, mem_acc_ref, num_kernels_ref)
+ return exe_time_ref[0], flops_ref[0], mem_acc_ref[0], num_kernels_ref[0]
Index: src/core/activation.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/activation.cc b/src/core/activation.cc
--- a/src/core/activation.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/activation.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -107,8 +107,8 @@
flops += outputSize;
mem_acc += inputSize;
num_kernels += 1;
- printf(" cost[Activation]: mode(%d) cost(%.4lf) total_cost(%.4lf)\n",
- type, runtime, exe_time);
+ // printf(" cost[Activation]: mode(%d) cost(%.4lf) total_cost(%.4lf)\n",
+ // type, runtime, exe_time);
}
// Key ordering: type, inPlace, _input
Index: src/core/batchnorm.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/batchnorm.cc b/src/core/batchnorm.cc
--- a/src/core/batchnorm.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/batchnorm.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -109,9 +109,9 @@
flops += outputSize * 2;
mem_acc += inputSize;
num_kernels += 1;
- printf(" cost[BatchNorm]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
- runtime, exe_time);
+ // printf(" cost[BatchNorm]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
+ // inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
+ // runtime, exe_time);
}
// key is (_input)
Index: src/core/broadcast_add.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/broadcast_add.cc b/src/core/broadcast_add.cc
--- a/src/core/broadcast_add.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/broadcast_add.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -72,9 +72,9 @@
flops += outputs[0].volume();
mem_acc += outputs[0].volume() * 2;
num_kernels += 1;
- printf(" cost[BroadcastAdd]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
- runtime, exe_time);
+ //printf(" cost[BroadcastAdd]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
+ // inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
+ // runtime, exe_time);
}
// key is (_conv_w)
Index: src/core/cast.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/cast.cc b/src/core/cast.cc
--- a/src/core/cast.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/cast.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -67,8 +67,8 @@
flops += outputs[0].volume();
mem_acc += inputs[0].volume();
num_kernels += 1;
- printf(" cost[Cast]: cost(%.4lf) total_cost(%.4lf)\n",
- runtime, exe_time);
+// printf(" cost[Cast]: cost(%.4lf) total_cost(%.4lf)\n",
+// runtime, exe_time);
}
CastKey::CastKey(const Tensor& _input, DataType _datatype)
Index: src/core/concat.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/concat.cc b/src/core/concat.cc
--- a/src/core/concat.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/concat.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -131,8 +131,8 @@
exe_time += runtime;
flops += 0;
num_kernels += 1;
- printf(" cost[Concat]: numInputs(%d) cost(%.4lf) total_cost(%.4lf)\n",
- numInputs, runtime, exe_time);
+// printf(" cost[Concat]: numInputs(%d) cost(%.4lf) total_cost(%.4lf)\n",
+// numInputs, runtime, exe_time);
}
int bitmask(int n, bool* bits)
Index: src/core/conv2d.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/conv2d.cc b/src/core/conv2d.cc
--- a/src/core/conv2d.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/conv2d.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -286,10 +286,10 @@
flops += outputSize;
mem_acc += inputSize + outputSize + weightSize;
num_kernels += 1;
- printf(" cost[Conv2D]: i(%d %d %d %d) w(%d %d %d %d) s(%d %d) p(%d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
- inputs[1].dim[0], inputs[1].dim[1], inputs[1].dim[2], inputs[1].dim[3],
- strideH, strideW, padding, runtime, exe_time);
+// printf(" cost[Conv2D]: i(%d %d %d %d) w(%d %d %d %d) s(%d %d) p(%d) cost(%.4lf) total_cost(%.4lf)\n",
+// inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
+// inputs[1].dim[0], inputs[1].dim[1], inputs[1].dim[2], inputs[1].dim[3],
+// strideH, strideW, padding, runtime, exe_time);
}
// keys are (inputN, inputC, inputH, inputW, outputC, kernelH, kernelW,
Index: src/core/element.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/element.cc b/src/core/element.cc
--- a/src/core/element.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/element.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -125,7 +125,7 @@
flops += outputSize;
mem_acc += inputSize * 2;
num_kernels += 1;
- printf(" cost[Element]: cost(%.4lf) total_cost(%.4lf)\n", runtime, exe_time);
+ //printf(" cost[Element]: cost(%.4lf) total_cost(%.4lf)\n", runtime, exe_time);
}
// Key ordering: type, input
Index: src/core/elementwise_unary.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/elementwise_unary.cc b/src/core/elementwise_unary.cc
--- a/src/core/elementwise_unary.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/elementwise_unary.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -99,8 +99,8 @@
flops += outputs[0].volume();
mem_acc += inputs[0].volume();
num_kernels += 1;
- printf(" cost[ElementWiseUnary]: mode(%d) cost(%.4lf) total_cost(%.4lf)\n",
- type, runtime, exe_time);
+// printf(" cost[ElementWiseUnary]: mode(%d) cost(%.4lf) total_cost(%.4lf)\n",
+// type, runtime, exe_time);
}
ElementWiseUnaryKey::ElementWiseUnaryKey(const Tensor& _input, OpType _type)
Index: src/core/fuse_conv_batchnorm.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/fuse_conv_batchnorm.cc b/src/core/fuse_conv_batchnorm.cc
--- a/src/core/fuse_conv_batchnorm.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/fuse_conv_batchnorm.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -88,9 +88,9 @@
flops += outputs[0].volume();
mem_acc += outputs[0].volume() * 2;
num_kernels += 1;
- printf(" cost[FuseConvBatchNorm]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
- runtime, exe_time);
+// printf(" cost[FuseConvBatchNorm]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
+// inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
+// runtime, exe_time);
}
// key is (_conv_w)
Index: src/core/fuse_conv_batchnorm_alpha_var.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/fuse_conv_batchnorm_alpha_var.cc b/src/core/fuse_conv_batchnorm_alpha_var.cc
--- a/src/core/fuse_conv_batchnorm_alpha_var.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/fuse_conv_batchnorm_alpha_var.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -80,9 +80,9 @@
flops += outputs[0].volume();
mem_acc += outputs[0].volume() * 2;
num_kernels += 1;
- printf(" cost[FuseConvBatchNormAlphaVar]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
- runtime, exe_time);
+// printf(" cost[FuseConvBatchNormAlphaVar]: i(%d %d %d %d) cost(%.4lf) total_cost(%.4lf)\n",
+// inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
+// runtime, exe_time);
}
// key is (_conv_w)
Index: src/core/fuse_conv_batchnorm_bias.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/fuse_conv_batchnorm_bias.cc b/src/core/fuse_conv_batchnorm_bias.cc
--- a/src/core/fuse_conv_batchnorm_bias.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/fuse_conv_batchnorm_bias.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -84,9 +84,9 @@
flops += outputs[0].volume();
mem_acc += outputs[0].volume() * 2;
num_kernels += 1;
- printf(" cost[FuseConvBatchNormBias]: i(%d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0],
- runtime, exe_time);
+// printf(" cost[FuseConvBatchNormBias]: i(%d) cost(%.4lf) total_cost(%.4lf)\n",
+// inputs[0].dim[0],
+// runtime, exe_time);
}
// key is (_conv_w)
Index: src/core/matmul.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/matmul.cc b/src/core/matmul.cc
--- a/src/core/matmul.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/matmul.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -126,10 +126,10 @@
flops += outputSize * inputs[0].dim[inputs[0].numDim-1];
mem_acc += inputSize;
num_kernels += 1;
- printf(" cost[Matmul]: %s %s cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].to_string("input").c_str(),
- inputs[1].to_string("weight").c_str(),
- runtime, exe_time);
+// printf(" cost[Matmul]: %s %s cost(%.4lf) total_cost(%.4lf)\n",
+// inputs[0].to_string("input").c_str(),
+// inputs[1].to_string("weight").c_str(),
+// runtime, exe_time);
}
// key is (inputN, inputC, outputC, acti)
Index: src/core/ops.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/ops.cc b/src/core/ops.cc
--- a/src/core/ops.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/ops.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -1401,3 +1401,13 @@
mem_acc * 4.0 / 1024.0 / 1024.0, num_kernels);
}
+void Graph::get_costs(float* exe_time, float* flops, float* mem_acc, int* num_kernels)
+{
+ std::map<Op, std::set<Edge, EdgeCompare>, OpCompare>::const_iterator it;
+ for (it = inEdges.begin(); it != inEdges.end(); it++) {
+ it->first.ptr->collect_costs(*exe_time, *flops, *mem_acc, *num_kernels);
+ }
+ *flops = *flops / 1024.0 / 1024.0 / 1024.0;
+ *mem_acc *= 4.0 / 1024.0 / 1024.0;
+}
+
Index: src/core/pad.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/pad.cc b/src/core/pad.cc
--- a/src/core/pad.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/pad.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -88,8 +88,8 @@
flops += inputs[0].volume();
mem_acc += inputs[0].volume() + outputs[0].volume();
num_kernels += 1;
- printf(" cost[Pad]: cost(%.4lf) total_cost(%.4lf)\n",
- runtime, exe_time);
+// printf(" cost[Pad]: cost(%.4lf) total_cost(%.4lf)\n",
+// runtime, exe_time);
}
PadKey::PadKey(const Tensor& _input,
Index: src/core/pool2d.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/pool2d.cc b/src/core/pool2d.cc
--- a/src/core/pool2d.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/pool2d.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -242,9 +242,9 @@
flops += outputSize * kernelH * kernelW;
mem_acc += inputSize;
num_kernels += 1;
- printf(" cost[Pool2D]: i(%d %d %d %d) k(%d %d) s(%d %d) cost(%.4lf) total_cost(%.4lf)\n",
- inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
- kernelH, kernelW, strideH, strideW, runtime, exe_time);
+// printf(" cost[Pool2D]: i(%d %d %d %d) k(%d %d) s(%d %d) cost(%.4lf) total_cost(%.4lf)\n",
+// inputs[0].dim[0], inputs[0].dim[1], inputs[0].dim[2], inputs[0].dim[3],
+// kernelH, kernelW, strideH, strideW, runtime, exe_time);
}
// keys are (kernelH, kernelW, strideH, strideW, padding, activation, _type,
Index: src/core/reduce.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/reduce.cc b/src/core/reduce.cc
--- a/src/core/reduce.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/reduce.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -170,8 +170,8 @@
flops += inputs[0].volume();
mem_acc += inputs[0].volume() + outputs[0].volume();
num_kernels += 1;
- printf(" cost[Reduce]: cost(%.4lf) total_cost(%.4lf)\n",
- runtime, exe_time);
+// printf(" cost[Reduce]: cost(%.4lf) total_cost(%.4lf)\n",
+// runtime, exe_time);
}
ReduceKey::ReduceKey(const Tensor& _input, OpType _type,
Index: src/core/shape.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/shape.cc b/src/core/shape.cc
--- a/src/core/shape.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/shape.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -76,8 +76,8 @@
{
exe_time += runtime;
num_kernels += 1;
- printf(" cost[Shape]: cost(%.4lf) total_cost(%.4lf)\n",
- runtime, exe_time);
+// printf(" cost[Shape]: cost(%.4lf) total_cost(%.4lf)\n",
+// runtime, exe_time);
}
ShapeKey::ShapeKey(const Tensor& _input, OpType _type)
Index: src/core/split.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/split.cc b/src/core/split.cc
--- a/src/core/split.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/split.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -195,8 +195,8 @@
flops += 0;
mem_acc += 0;
num_kernels += 0;
- printf(" cost[Split]: numOutputs(%d) cost(%.4lf) total_cost(%.4lf)\n",
- numOutputs, 0.0f, exe_time);
+// printf(" cost[Split]: numOutputs(%d) cost(%.4lf) total_cost(%.4lf)\n",
+// numOutputs, 0.0f, exe_time);
}
void Model::measure_split_cost(Split* split)
Index: src/core/squeeze.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/squeeze.cc b/src/core/squeeze.cc
--- a/src/core/squeeze.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/squeeze.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -82,8 +82,8 @@
{
exe_time += runtime;
num_kernels += 1;
- printf(" cost[Squeeze]: cost(%.4lf) total_cost(%.4lf)\n",
- runtime, exe_time);
+// printf(" cost[Squeeze]: cost(%.4lf) total_cost(%.4lf)\n",
+// runtime, exe_time);
}
SqueezeKey::SqueezeKey(const Tensor& input,
Index: src/core/topk.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/topk.cc b/src/core/topk.cc
--- a/src/core/topk.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/topk.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -84,8 +84,8 @@
{
exe_time += runtime;
num_kernels += 1;
- printf(" cost[TopK]: cost(%.4lf) total_cost(%.4lf)\n",
- runtime, exe_time);
+// printf(" cost[TopK]: cost(%.4lf) total_cost(%.4lf)\n",
+// runtime, exe_time);
}
TopKKey::TopKKey(const Tensor& _input,
Index: src/core/where.cc
IDEA additional info:
Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
<+>UTF-8
===================================================================
diff --git a/src/core/where.cc b/src/core/where.cc
--- a/src/core/where.cc (revision 0b01194974a1dfcf624f64f21e3fe5b99ddccec8)
+++ b/src/core/where.cc (revision d25ed2859653f6a0be000e69729b858275312b65)
@@ -132,7 +132,7 @@
flops += outputs[0].volume();
mem_acc += 4 * outputs[0].volume();
num_kernels += 1;
- printf(" cost[Where]: cost(%.4lf) total_cost(%.4lf)\n", runtime, exe_time);
+ // printf(" cost[Where]: cost(%.4lf) total_cost(%.4lf)\n", runtime, exe_time);
}
WhereKey::WhereKey(const Tensor& _cond,