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AI Engine API User Guide (AIE-API) 2024.2
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Floating-point Conversion
Overview
| bfloat16 | float | |||||
|---|---|---|---|---|---|---|
| Output bits | Type | Arch. | Implementation | Notes | Implementation | Notes |
| 4b | Scalar | AIE | ||||
| AIE-ML XDNA 1 | Runs on vector unit | Runs on vector unit | ||||
| Vector | AIE | |||||
| AIE-ML XDNA 1 | Emulated | Uses aie::rounding_mode::symmetric_zero | Emulated | Uses aie::rounding_mode::symmetric_zero | ||
| 8b | Scalar | AIE | Native to 32b + cast | |||
| AIE-ML XDNA 1 | Runs on vector unit | Runs on vector unit | ||||
| Vector | AIE | Element-wise scalar | ||||
| AIE-ML XDNA 1 | Emulated | Uses aie::rounding_mode::symmetric_zero | Emulated | Uses aie::rounding_mode::symmetric_zero | ||
| 16b | Scalar | AIE | Native to 32b + cast | |||
| AIE-ML XDNA 1 | Runs on vector unit | Runs on vector unit | ||||
| Vector | AIE | Vectorized emulated impl | ||||
| AIE-ML XDNA 1 | Native to 32b + extract lower 16b1 | Uses aie::rounding_mode::floor | Emulated | Uses aie::rounding_mode::symmetric_zero | ||
| 32b | Scalar | AIE | Native | |||
| AIE-ML XDNA 1 | Runs on vector unit | Runs on vector unit | ||||
| Vector | AIE | Vectorized emulated impl | ||||
| AIE-ML XDNA 1 | Native | Uses aie::rounding_mode::floor | Emulated | Uses aie::rounding_mode::symmetric_zero | ||
- Note
- 1 - Unsigned conversions are emulated and use aie::rounding_mode::symmetric_zero.
| Output type | Type | Arch. | int4 | int8 | int16 | int32 |
|---|---|---|---|---|---|---|
| bfloat16 | Scalar | AIE | ||||
| AIE-ML XDNA 1 | Runs on vector unit | Runs on vector unit | Runs on vector unit | Runs on vector unit | ||
| Vector | AIE | |||||
| AIE-ML XDNA 1 | Emulated | Emulated | Emulated | Emulated | ||
| float | Scalar | AIE | Cast to int32 + native | Cast to int32 + native | Native | |
| AIE-ML XDNA 1 | Runs on vector unit | Runs on vector unit | Runs on vector unit | Runs on vector unit | ||
| Vector | AIE | Element-wise scalar | Emulated | Element-wise scalar | ||
| AIE-ML XDNA 1 | Emulated | Emulated | Emulated | Emulated |
Functions | |
| template<typename TR = cint32> requires (arch::is(arch::AIE, arch::AIE_ML) && Utils::is_one_of_v<TR, cint16, cint32>) | |
| auto | aie::to_fixed (cfloat a, int shift=0) |
| Convert a floating point value into a fixed-point value. | |
| template<typename TR = int32, unsigned Elems> requires (arch::is(arch::Gen2)) | |
| auto | aie::to_fixed (const vector< bfloat16, Elems > &v, int shift=0) -> vector< TR, Elems > |
| Convert the elements in a bfloat16 vector into fixed-point values. | |
| template<typename TR = cint32, unsigned Elems> requires ((arch::is(arch::AIE) || (arch::is(arch::AIE_ML) && __AIE_API_COMPLEX_FP32_EMULATION__ == 1)) && Utils::is_one_of_v<TR, cint16, cint32>) | |
| auto | aie::to_fixed (const vector< cfloat, Elems > &v, int shift=0) -> vector< TR, Elems > |
| Convert the elements in a floating point vector into fixed-point values. | |
| template<typename TR = int32, unsigned Elems> requires (Utils::is_one_of_v<TR, int16, int32>) | |
| auto | aie::to_fixed (const vector< float, Elems > &v, int shift=0) -> vector< TR, Elems > |
| Convert the elements in a floating point vector into fixed-point values. | |
| template<typename TR = int32> requires (Utils::is_one_of_v<TR, int8, int16, int32>) | |
| auto | aie::to_fixed (float a, int shift=0) |
| Convert a floating point value into a fixed-point value. | |
| template<typename TR = float, Accum Acc> requires (std::is_same_v<TR, float> && arch::is(arch::Gen2)) | |
| auto | aie::to_float (const Acc &acc, int shift=0) -> vector< TR, Acc::size()> |
| Convert the elements in a real fixed-point accumulator into floating point values. | |
| template<typename TR = float, VectorOrOp Vec> requires (Utils::is_one_of_v<typename Vec::value_type, int16, int32>) | |
| auto | aie::to_float (const Vec &v, int shift=0) -> vector< TR, Vec::size()> |
| Convert the elements in a real fixed-point vector into floating point values. | |
| template<typename TR = cfloat, typename T , unsigned Elems> requires (Utils::is_one_of_v<T, cint16, cint32>) | |
| auto | aie::to_float (const vector< T, Elems > &v, int shift=0) -> vector< TR, Elems > |
| Convert the elements in a complex fixed-point vector into floating point values. | |
| template<typename TR = float> | |
| auto | aie::to_float (int a, int shift=0) |
| Convert a fixed-point value into a floating point value. | |
| template<typename TR = cfloat, typename T > requires (Utils::is_one_of_v<T, cint16, cint32>) | |
| auto | aie::to_float (T a, int shift=0) |
| Convert a complex fixed-point value into a floating point value. | |
Function Documentation
◆ to_fixed() [1/5]
template<typename TR = cint32>
requires (arch::is(arch::AIE, arch::AIE_ML) && Utils::is_one_of_v<TR, cint16, cint32>)
requires (arch::is(arch::AIE, arch::AIE_ML) && Utils::is_one_of_v<TR, cint16, cint32>)
| auto aie::to_fixed | ( | cfloat | a, |
| int | shift = 0 |
||
| ) |
Convert a floating point value into a fixed-point value.
- Parameters
-
a Input value. shift Position of the point in the output value.
- Template Parameters
-
TR Type of the returned fixed-point value.
◆ to_fixed() [2/5]
template<typename TR = int32, unsigned Elems>
requires (arch::is(arch::Gen2))
requires (arch::is(arch::Gen2))
| auto aie::to_fixed | ( | const vector< bfloat16, Elems > & | v, |
| int | shift = 0 |
||
| ) | -> vector<TR, Elems> |
Convert the elements in a bfloat16 vector into fixed-point values.
- Note
- This conversion performs floor rounding, regardless of the rounding_mode configured by the user.
- Parameters
-
v Input vector. shift Position of the point in the output values.
- Template Parameters
-
TR Type of the returned fixed-point values.
◆ to_fixed() [3/5]
template<typename TR = cint32, unsigned Elems>
requires ((arch::is(arch::AIE) || (arch::is(arch::AIE_ML) && __AIE_API_COMPLEX_FP32_EMULATION__ == 1)) && Utils::is_one_of_v<TR, cint16, cint32>)
requires ((arch::is(arch::AIE) || (arch::is(arch::AIE_ML) && __AIE_API_COMPLEX_FP32_EMULATION__ == 1)) && Utils::is_one_of_v<TR, cint16, cint32>)
| auto aie::to_fixed | ( | const vector< cfloat, Elems > & | v, |
| int | shift = 0 |
||
| ) | -> vector<TR, Elems> |
Convert the elements in a floating point vector into fixed-point values.
- Parameters
-
v Input vector. shift Position of the point in the output values.
- Template Parameters
-
TR Type of the returned fixed-point values.
◆ to_fixed() [4/5]
template<typename TR = int32, unsigned Elems>
requires (Utils::is_one_of_v<TR, int16, int32>)
requires (Utils::is_one_of_v<TR, int16, int32>)
| auto aie::to_fixed | ( | const vector< float, Elems > & | v, |
| int | shift = 0 |
||
| ) | -> vector<TR, Elems> |
Convert the elements in a floating point vector into fixed-point values.
- Parameters
-
v Input vector. shift Position of the point in the output values.
- Template Parameters
-
TR Type of the returned fixed-point values.
◆ to_fixed() [5/5]
template<typename TR = int32>
requires (Utils::is_one_of_v<TR, int8, int16, int32>)
requires (Utils::is_one_of_v<TR, int8, int16, int32>)
| auto aie::to_fixed | ( | float | a, |
| int | shift = 0 |
||
| ) |
Convert a floating point value into a fixed-point value.
- Parameters
-
a Input value. shift Position of the point in the output value.
- Template Parameters
-
TR Type of the returned fixed-point value.
◆ to_float() [1/5]
template<typename TR = float, Accum Acc>
requires (std::is_same_v<TR, float> && arch::is(arch::Gen2))
requires (std::is_same_v<TR, float> && arch::is(arch::Gen2))
| auto aie::to_float | ( | const Acc & | acc, |
| int | shift = 0 |
||
| ) | -> vector<TR, Acc::size()> |
Convert the elements in a real fixed-point accumulator into floating point values.
- Parameters
-
acc Input accumulator. shift Position of the point in the input values.
◆ to_float() [2/5]
template<typename TR = float, VectorOrOp Vec>
requires (Utils::is_one_of_v<typename Vec::value_type, int16, int32>)
requires (Utils::is_one_of_v<typename Vec::value_type, int16, int32>)
| auto aie::to_float | ( | const Vec & | v, |
| int | shift = 0 |
||
| ) | -> vector<TR, Vec::size()> |
Convert the elements in a real fixed-point vector into floating point values.
- Parameters
-
v Input vector. shift Position of the point in the input values.
◆ to_float() [3/5]
template<typename TR = cfloat, typename T , unsigned Elems>
requires (Utils::is_one_of_v<T, cint16, cint32>)
requires (Utils::is_one_of_v<T, cint16, cint32>)
| auto aie::to_float | ( | const vector< T, Elems > & | v, |
| int | shift = 0 |
||
| ) | -> vector<TR, Elems> |
Convert the elements in a complex fixed-point vector into floating point values.
- Parameters
-
v Input vector. shift Position of the point in the input values.
◆ to_float() [4/5]
template<typename TR = float>
| auto aie::to_float | ( | int | a, |
| int | shift = 0 |
||
| ) |
Convert a fixed-point value into a floating point value.
- Parameters
-
a Input value. shift Position of the point in the input value.
◆ to_float() [5/5]
template<typename TR = cfloat, typename T >
requires (Utils::is_one_of_v<T, cint16, cint32>)
requires (Utils::is_one_of_v<T, cint16, cint32>)
| auto aie::to_float | ( | T | a, |
| int | shift = 0 |
||
| ) |
Convert a complex fixed-point value into a floating point value.
- Parameters
-
a Input value. shift Position of the point in the input value.