Enhanced Data Transfer
Applicability
The enhanced data transfer function is supported only in the CO1 -> CO2 (L0C buffer -> UB) path of the
Product |
Supports Prototypes With Identical Data Types for Source and Destination Operands |
Supports Prototypes With Different Data Types for Source and Destination Operands |
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Atlas 350 Accelerator Card |
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Function Usage
Enhances the data transfer capability. Compared with basic data transfer APIs, the enhanced data transfer API adds real-time computation over the CO1 -> CO2 path.
Prototype
- Global Memory -> Local Memory
1 2
template <typename T> __aicore__ inline void DataCopy(const LocalTensor<T>& dst, const GlobalTensor<T>& src, const DataCopyParams& intriParams, const DataCopyEnhancedParams& enhancedParams)
- Local Memory -> Local Memory
1 2
template <typename T> __aicore__ inline void DataCopy(const LocalTensor<T>& dst, const LocalTensor<T>& src, const DataCopyParams& intriParams, const DataCopyEnhancedParams& enhancedParams)
- Local Memory -> Global Memory
1 2
template <typename T> __aicore__ inline void DataCopy(const GlobalTensor<T>& dst, const LocalTensor<T>& src, const DataCopyParams& intriParams, const DataCopyEnhancedParams& enhancedParams)
- Local Memory -> Local Memory: supporting different data types for source and destination operands
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template <typename T, typename U> __aicore__ inline void DataCopy(const LocalTensor<T>& dst, const LocalTensor<U>& src, const DataCopyParams& intriParams, const DataCopyEnhancedParams& enhancedParams)
For details about supported transfer paths and data types of each prototype, see Supported Paths and Data Types.
Parameters
Parameter |
Description |
|---|---|
T, U |
Operand data type. For details about supported data types, see Supported Paths and Data Types. |
Parameter |
Input/Output |
Description |
|---|---|---|
dst |
Output |
Destination operand, which is of the LocalTensor or GlobalTensor type. |
src |
Input |
Source operand, which is of the LocalTensor or GlobalTensor type. |
intriParams |
Input |
Data transfer parameters, which are of the DataCopyParams type. |
enhancedParams |
Input |
Enhanced information parameters, which are of the DataCopyEnhancedParams type. For details, see ${INSTALL_DIR}/include/ascendc/basic_api/interface/kernel_struct_data_copy.h. Replace ${INSTALL_DIR} with the CANN installation path. |
Parameter |
Description |
|---|---|
blockMode |
Basic block shape for data transfer. This is an enumeration of type BlockMode, with the following options:
For details about the unit of parameters such as blockLen in each mode, see Table 4. |
deqScale |
Auxiliary parameter for real-time precision conversion, namely the quantization mode. For available quantization modes and corresponding data types, see Table 5. For DEQ, DEQ8, and DEQ16 modes, you need to pass the quantization coefficient deqValue and configure the corresponding bits of deqValue. For VDEQ, VDEQ8, and VDEQ16 modes, you need to pass a quantization parameter vector consisting of 16 deqValue elements and configure the corresponding bits of deqTensorAddr. Meanwhile, ensure that each deqValue element of the dequantization parameter vector stored in DEQADDR conforms to expectations and usage restrictions. The length of the dequantization parameter vector is 32 bytes with 16 half elements in VDEQ mode, and 128 bytes with 16 64-bit dequantization elements in other modes. |
deqValue |
Quantization coefficient. For details about how to configure deqValue, see Table 6. |
deqTensorAddr |
Start address for storing the dequantization parameter vector in the UB. When deqScale is set to VDEQ, VDEQ8, or VDEQ16, the address of the parameter vector for dequantization computation must be passed in. The address must be 32-byte aligned. In VDEQ mode, this address points to a 32-byte dequantization parameter vector, where each element is 16 bits (half). In VDEQ8 and VDEQ16 modes, each element in the dequantization parameter vector is 64 bits. During the transfer, the number of data chunks transferred is blockCount, and the length of each data chunk is blockLen. Each data chunk corresponds to a 128-byte dequantization vector. For the same data chunk, 16 elements in the dequantization parameter vector are reused continuously. Different data chunks correspond to different dequantization parameter vectors, and the address is offset by 128 bytes accordingly. For example, suppose the start address is A, the start address of the 128-byte dequantization parameter vector for the first data chunk is A, and the start address of the 128-byte dequantization parameter vector for the second data chunk is A + 128 bytes. The MCB flag bits of each element in the same dequantization parameter vector must be identical. |
sidStoreMode |
Storage mode when deqScale is DEQ8 or VDEQ8. It controls how the dequantization result is stored in the dst address. For details about the configuration, see Figure 1.
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isRelu |
Whether to perform real-time ReLU operation. When deqValue is configured, if this parameter is set to true, the ReLU flag of deqValue is updated to 1. If this parameter is set to false, the ReLU flag is not modified. When deqTensorAddr is configured, the ReLU flag in the dequantization parameter vector element does not take effect. The value of isRelu is used. If only isRelu is configured and the quantization parameter is not configured (that is, deqValue is set to DEQ_NONE), the following combinations of data types of src and dst are supported: {half, half}, {float, float}, {int32_t, int32_t}, and {float, half}. If both isRelu and quantization parameters are configured, see Table 5 for the supported data type combinations. |
padMode |
Reserved parameter, not supported currently. |
blockMode |
src |
dst |
Data Type |
blockLen Unit |
srcStride Unit |
dstStride Unit |
|---|---|---|---|---|---|---|
BLOCK_MODE_NORMAL |
GM |
A1 |
int8_t, uint8_t, int16_t, uint16_t, int32_t, uint32_t, int64_t, uint64_t, half, bfloat16_t, float, double |
32B |
32B |
32B |
GM |
B1 |
int8_t, uint8_t, int16_t, uint16_t, int32_t, uint32_t, int64_t, uint64_t, half, bfloat16_t, float, double |
32B |
32B |
32B |
|
GM |
VECIN |
int8_t, uint8_t, int16_t, uint16_t, int32_t, uint32_t, int64_t, uint64_t, half, bfloat16_t, float, double |
32B |
32B |
32B |
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VECOUT |
GM |
int8_t, uint8_t, int16_t, uint16_t, int32_t, uint32_t, int64_t, uint64_t, half, bfloat16_t, float, double |
32B |
32B |
32B |
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VECIN |
VECOUT |
int8_t, uint8_t, int16_t, uint16_t, int32_t, uint32_t, int64_t, uint64_t, half, bfloat16_t, float, double |
32B |
32B |
32B |
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BLOCK_MODE_MATRIX |
CO1 |
CO2 |
half, int16_t, uint16_t |
512B |
512B |
32B |
CO1 |
CO2 |
float, int32_t, uint32_t |
1024B |
1024B |
32B |
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BLOCK_MODE_VECTOR |
CO1 |
CO2 |
half, int16_t, uint16_t |
32B |
512B |
32B |
CO1 |
CO2 |
float, int32_t, uint32_t |
64B |
1024B |
32B |
Quantization Mode |
src.dtype |
dst.dtype |
Parameters That Are Used Together |
|---|---|---|---|
DEQ |
int32_t |
half |
Variable M in deqValue |
DEQ |
half |
half |
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DEQ8 |
int32_t |
int8_t |
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DEQ8 |
int32_t |
uint8_t |
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DEQ16 |
int32_t |
half |
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DEQ16 |
int32_t |
int16_t |
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VDEQ |
int32_t |
half |
For details about the parameters that can be configured for the deqValue element in the dequantization parameter vector stored in deqTensorAddr, see the descriptions of DEQ, DEQ8, and DEQ16, respectively.
|
VDEQ8 |
int32_t |
int8_t |
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VDEQ8 |
int32_t |
uint8_t |
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VDEQ16 |
int32_t |
half |
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VDEQ16 |
int32_t |
int16_t |
Mode |
Number of Bits |
Variable |
Description |
|---|---|---|---|
DEQ8, VDEQ8, DEQ16, and VDEQ16 |
0–31 |
M |
A 32-bit value, which is treated as a float and used as the multiplier for dequantization computation. The variable M does not take effect when src is int32_t and dst is int16_t. |
32–35 |
N |
A 4-bit field with a value range of [1, 16] (binary 0000 corresponds to 1, and binary 1111 corresponds to 16). For DEQ8 and VDEQ8 modes, the input value is right-shifted by N bits when the MCB flag is set to 1. For DEQ16 and VDEQ16 modes where the data type of dst is int16_t, the data is directly right-shifted by N bits regardless of the MCB flag. |
|
36 |
MCB flag |
Mode control bit. If it is set to 0, the input int32_t data is directly converted to float. If it is set to 1, the input int32_t data is right-shifted by N bits, converted to int16_t, and then converted to float. |
|
37–45 |
Offset |
A 9-bit integer value, which is added to the result of the dequantization computation src × M. This field is only used in DEQ8 and VDEQ8 modes. Set this field to 0 if the offset is not required. |
|
46 |
Sign flag |
If it is set to 1, the dequantization result is signed(int8). If it is set to 0, the dequantization result is unsigned(uint8). This flag is only used in DEQ8 and VDEQ8 modes. |
|
47 |
ReLU flag |
If it is set to 1, the RELU operation is performed on the final result. If it is set to 0, no additional operation is performed.
|
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48–63 |
- |
Reserved. |
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DEQ and VDEQ |
Bits 0 to 15 correspond to variable M, this 16-bit field is interpreted as a half value and serves as the multiplier for dequantization computation. |
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Returns
None
Restrictions
- You must ensure that the configuration of the isRelu parameter in DataCopyEnhancedParams matches that of the ReLU flag of the quantization coefficient deqValue or quantization parameter vector deqTensorAddr.
- If real-time precision conversion is enabled for the CO1 -> CO2 path, the blockLen unit of operands over the UB path must be halved.
Supported Paths and Data Types
The following data paths are expressed using logical positions TPosition, with the corresponding physical paths noted. For details about the mapping between TPosition and the physical memory, see Table 1.
Supported Model |
Data Path |
Data Types of the Source and Destination Operands (Same) |
|---|---|---|
CO1 -> CO2 (L0C Buffer -> UB) |
half, float, int32_t, uint32_t |
Product Model |
Data Path |
Data Type of the Source Operand |
Data Type of the Destination Operand |
|---|---|---|---|
CO1 -> CO2 (L0C Buffer -> UB) |
float |
half |
|
int32_t |
int8_t, uint8_t, int16_t, half |
Supported Model |
Data Path |
|---|---|
GM -> VECIN GM -> A1, B1 VECIN -> VECCALC or VECCALC -> VECOUT VECOUT -> GM |
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GM -> VECIN GM -> A1, B1 VECIN -> VECCALC or VECCALC -> VECOUT VECIN, VECCALC, VECOUT -> A1, B1 VECOUT, CO2 -> GM |
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GM -> VECIN VECOUT -> GM |
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GM -> VECIN GM -> A1, B1 VECIN -> VECCALC or VECCALC -> VECOUT VECIN, VECCALC, VECOUT -> TSCM VECOUT -> GM A1, B1 -> GM |
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GM -> VECIN GM -> A1, B1 VECIN -> VECCALC or VECCALC -> VECOUT VECIN, VECCALC, VECOUT -> TSCM VECOUT -> GM A1, B1 -> GM |
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GM -> VECIN VECOUT -> GM |
|
Atlas 350 Accelerator Card |
GM -> VECIN GM -> A1, B1 VECIN -> VECCALC, VECCALC -> VECOUT, or VECIN -> VECOUT VECIN, VECCALC, VECOUT -> TSCM VECOUT -> GM |
Examples
- Global Memory -> Local Memory
// srcLocal is a LocalTensor of the half type, and srcGlobal is a GlobalTensor of the half type. // Use the transfer API with the DataCopyParams parameter to perform contiguous and non-contiguous data transfer. DataCopyParams intriParams; intriParams.blockCount = 1; // The number of data chunks is 1. intriParams.blockLen = 512 * sizeof(half) / 32; // Specify the length of a data chunk, in the unit of a data block. The length here is 512 half elements. intriParams.srcGap = 0; // The source operand is transferred continuously without gaps. intriParams.dstGap = 0; // The destination operand is laid out continuously without gaps. DataCopyEnhancedParams enhancedParams; enhancedParams.blockMode = BlockMode::BLOCK_MODE_MATRIX; // The transfer unit is a 16 × 16 cube tile. enhancedParams.deqScale = DeqScale::DEQ_NONE; // Not quantized. enhancedParams.deqValue = 0; enhancedParams.deqTensorAddr = 0; enhancedParams.sidStoreMode = 0; // This configuration is valid only when deqScale is set to DEQ8 or VDEQ8. enhancedParams.isRelu = false; // ReLU is not supported. enhancedParams.padMode = pad_t::PAD_NONE; // Reserved parameter. // The function is the same as that of the basic data transfer. AscendC::DataCopy(srcLocal, srcGlobal, intriParams, enhancedParams);
- Local Memory -> Local Memory
// srcLocal and dstLocal are LocalTensors of the half type. // Use the transfer API with the DataCopyParams parameter to perform contiguous and non-contiguous data transfer. DataCopyParams intriParams; intriParams.blockCount = 1; // The number of data chunks is 1. intriParams.blockLen = 512 * sizeof(half) / 32; // Specify the length of a data chunk, in the unit of a data block. The length here is 512 half elements. intriParams.srcGap = 0; // The source operand is transferred continuously without gaps. intriParams.dstGap = 0; // The destination operand is laid out continuously without gaps. DataCopyEnhancedParams enhancedParams; enhancedParams.blockMode = BlockMode::BLOCK_MODE_MATRIX; // The transfer unit is a 16 × 16 cube tile. enhancedParams.deqScale = DeqScale::DEQ_NONE; // Not quantized. enhancedParams.deqValue = 0; enhancedParams.deqTensorAddr = 0; enhancedParams.sidStoreMode = 0; // This configuration is valid only when deqScale is set to DEQ8 or VDEQ8. enhancedParams.isRelu = false; // ReLU is not supported. enhancedParams.padMode = pad_t::PAD_NONE; // Reserved parameter. // The function is the same as that of the basic data transfer. AscendC::DataCopy(dstLocal, srcLocal, intriParams, enhancedParams);
- Local Memory -> Global Memory
// dstLocal is a LocalTensor of the half type, and dstGlobal is a GlobalTensor of the half type. // Use the transfer API with the DataCopyParams parameter to perform contiguous and non-contiguous data transfer. DataCopyParams intriParams; intriParams.blockCount = 1; // The number of data chunks is 1. intriParams.blockLen = 512 * sizeof(half) / 32; // Specify the length of a data chunk, in the unit of a data block. The length here is 512 half elements. intriParams.srcGap = 0; // The source operand is transferred continuously without gaps. intriParams.dstGap = 0; // The destination operand is laid out continuously without gaps. DataCopyEnhancedParams enhancedParams; enhancedParams.blockMode = BlockMode::BLOCK_MODE_MATRIX; // The transfer unit is a 16 × 16 cube tile. enhancedParams.deqScale = DeqScale::DEQ_NONE; // Not quantized. enhancedParams.deqValue = 0; enhancedParams.deqTensorAddr = 0; enhancedParams.sidStoreMode = 0; // This configuration is valid only when deqScale is set to DEQ8 or VDEQ8. enhancedParams.isRelu = false; // ReLU is not supported. enhancedParams.padMode = pad_t::PAD_NONE; // Reserved parameter. // The function is the same as that of the basic data transfer. AscendC::DataCopy(dstGlobal, dstLocal, intriParams, enhancedParams);
- Local Memory -> Local Memory: The source operand and destination operand have different data types.
// The following example shows data transfer from L0C buffer to UB. This is supported only for theAtlas inference product AI Core. srcLocal is a LocalTensor of the int32_t type in L0C buffer, and dstLocal is a LocalTensor of the int8_t type in UB. // Use the transfer API with the DataCopyParams parameter to perform contiguous and non-contiguous data transfer. DataCopyParams intriParams; intriParams.blockCount = 1; // The number of data chunks is 1. intriParams.blockLen = 512 * sizeof(half) / 32; // Specify the length of a data chunk, in the unit of a data block. The length here is 512 half elements. intriParams.srcGap = 0; // The source operand is transferred continuously without gaps. intriParams.dstGap = 0; // The destination operand is laid out continuously without gaps. DataCopyEnhancedParams enhancedParams; enhancedParams.blockMode = BlockMode::BLOCK_MODE_MATRIX; // The transfer unit is a 16 × 16 cube tile. enhancedParams.deqScale = DeqScale::DEQ8; // int32_t -> int8_t quantization mode, used with deqValues. enhancedParams.deqValue = 70369809530880; // float 1 = uint64_t 1065353216, when s322s8 use 1065353216 | (1 << 46) enhancedParams.deqTensorAddr = 0; // This configuration is used only in VDEQ mode. enhancedParams.sidStoreMode = 2; // dstLocal data is stored in a complete data block. enhancedParams.isRelu = false; // ReLU is not supported. enhancedParams.padMode = pad_t::PAD_NONE; // Reserved parameter. //In this case, dstLocal is equal to srcLocal. AscendC::DataCopy(dstLocal, srcLocal, intriParams, enhancedParams);
Input (srcLocal): [1 2 3 ... 512] Output (dstLocal): [1 2 3 ... 512]
