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einsum.h
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1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
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15 * KIND, either express or implied. See the License for the
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17 * under the License.
18 */
19
24#ifndef TVM_TOPI_EINSUM_H_
25#define TVM_TOPI_EINSUM_H_
26
27#define LABELRANGE 128
28#define NPY_MAXDIMS 16
29#define NPY_MAXARGS 16
30
31#include <tvm/te/operation.h>
35#include <tvm/topi/tags.h>
36
37#include <algorithm>
38#include <bitset>
39#include <iterator>
40#include <string>
41#include <tuple>
42#include <unordered_set>
43#include <vector>
44
45namespace tvm {
46namespace topi {
47
48using namespace tvm::te;
49using namespace topi::detail;
50
58ffi::Array<PrimExpr> InferEinsumShape(const std::string& subscripts,
59 const std::vector<ffi::Array<PrimExpr>>& operands);
60
72Tensor einsum(const std::string& subscripts_str, const ffi::Array<Tensor> inputs,
73 std::string name = "T_einsum", std::string tag = kEinsum);
74
81 static EinsumEquation FromString(const std::string& equation);
82 using Label = char;
83 using Subscript = std::vector<Label>;
84 // Special label value for ellipsis. The value is chosen to be less than any other letters so make
85 // sorting easier.
86 static constexpr Label kEllipsis = '\0';
87 // The input subscripts for each operand of the Einsum operator.
88 std::vector<Subscript> inputs;
89 // The output subscript of the Einsum equation.
91};
92
93} // namespace topi
94} // namespace tvm
95#endif // TVM_TOPI_EINSUM_H_
RAII wrapper function to enter and exit a context object similar to python's with syntax.
Definition with_context.h:59
Managed Tensor. The array is backed by reference counted blocks.
Definition tensor.h:49
Utility functions for handling constants in TVM expressions.
Tensor expression language DSL.
Definition extracted_task.h:33
Tensor einsum(const std::string &subscripts_str, const ffi::Array< Tensor > inputs, std::string name="T_einsum", std::string tag=kEinsum)
Evaluates the Einstein summation convention on the operands.
constexpr auto kEinsum
Definition tags.h:44
ffi::Array< PrimExpr > InferEinsumShape(const std::string &subscripts, const std::vector< ffi::Array< PrimExpr > > &operands)
Compute the shape of the output.
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition analyzer.h:40
Operation node can generate one or multiple Tensors.
Index ravel and unraval operations.
Definition einsum.h:75
static EinsumEquation FromString(const std::string &equation)
Create EinsumEquation from a string. The result will be converted to the explicit mode of Einsum if i...
char Label
Definition einsum.h:82
std::vector< Label > Subscript
Definition einsum.h:83
static constexpr Label kEllipsis
Definition einsum.h:86
std::vector< Subscript > inputs
Definition einsum.h:88
Subscript output
Definition einsum.h:90
Tag definitions.
Utility functions for handling tensor.