24 #ifndef TVM_TOPI_DETAIL_EXTERN_H_
25 #define TVM_TOPI_DETAIL_EXTERN_H_
44 using FExtern = std::function<PrimExpr(Array<Buffer>, Array<Buffer>)>;
63 inline Array<Tensor> make_extern(
const Array<Array<PrimExpr>>& out_shapes,
64 const std::vector<DataType>& out_types,
65 const Array<Tensor>& inputs, FExtern fextern, std::string name,
67 ICHECK_EQ(out_shapes.size(), out_types.size())
68 <<
"make_extern: out_shapes and out_types must have equal size";
70 Array<Buffer> input_placeholders;
71 for (
auto t : inputs) {
74 Array<Buffer> output_placeholders;
75 for (
size_t i = 0; i < out_shapes.size(); ++i) {
79 auto body = fextern(input_placeholders, output_placeholders);
82 auto op =
ExternOp(name, tag, attrs, inputs, input_placeholders, output_placeholders, body_stmt);
84 Array<Tensor> outputs;
85 for (
size_t i = 0; i < output_placeholders.size(); ++i) {
86 outputs.push_back(op.output(i));
99 inline PrimExpr pack_buffer(
Buffer buf) {
100 ICHECK_GT(buf->shape.size(), 0) <<
"buf shape must have at least one element";
104 if (buf->strides.size() > 0) {
110 Array<PrimExpr> pack_args{buf->data,
128 inline PrimExpr call_packed(Array<PrimExpr> args) {
static DataType Int(int bits, int lanes=1)
Construct an int type.
Definition: data_type.h:219
static DataType Handle(int bits=64, int lanes=1)
Construct a handle type.
Definition: data_type.h:271
Map container of NodeRef->NodeRef in DSL graph. Map implements copy on write semantics,...
Definition: map.h:1271
Managed reference to ExternOpNode.
Definition: operation.h:460
Buffer is a symbolic n-darray structure. It is a composition of primitive symbolic types,...
Definition: buffer.h:174
Managed reference to CallNode.
Definition: expr.h:918
void Evaluate(PrimExpr value)
Evaluate the input expression.
Tensor expression language DSL.
Definition: extracted_task.h:33
const Op & tvm_stack_make_array()
Allocate a NDArray(DLTensor) on stack, return the handle.
const Op & tvm_call_packed()
See pesudo code.
const Op & tvm_stack_make_shape()
Allocate a shape tuple on stack, return the handle.
PrimExpr make_const(DataType t, ValueType value, Span span=Span())
Make a const value with certain data type.
Definition: op.h:962
Buffer decl_buffer(Array< PrimExpr > shape, DataType dtype=DataType::Float(32), String name="buffer", String storage_scope="", Array< IntImm > axis_separators={}, Span span=Span())
Construct a new buffer given shape, and dtype.
Tensor shape(const Tensor &src, DataType dtype, const std::string name="T_shape", const std::string tag=kInjective)
Get the shape of input tensor.
Definition: transform.h:1913
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
Operation node can generate one or multiple Tensors.