Added header files for internal ML utility routines to convert IO type and format to string, IO type to size and routines to convert data types.
Signed-off-by: Srikanth Yalavarthi <syalavar...@marvell.com> --- Depends-on: series-26858 ("Implementation of mldev test application") v6: * Updated release notes and series dependencies v5: * Moved the code from drivers/common/ml to lib/mldev * Added rte_ml_io_ prefix to the functions v3: * Skip installation of internal common/ml headers v2: * Moved implementation out of patch. Only headers are included. doc/guides/rel_notes/release_23_03.rst | 5 + lib/mldev/meson.build | 2 + lib/mldev/mldev_utils.c | 5 + lib/mldev/mldev_utils.h | 345 +++++++++++++++++++++++++ 4 files changed, 357 insertions(+) create mode 100644 lib/mldev/mldev_utils.c create mode 100644 lib/mldev/mldev_utils.h diff --git a/doc/guides/rel_notes/release_23_03.rst b/doc/guides/rel_notes/release_23_03.rst index cd1ac98abe..425323241e 100644 --- a/doc/guides/rel_notes/release_23_03.rst +++ b/doc/guides/rel_notes/release_23_03.rst @@ -95,6 +95,11 @@ New Features * Test case for inferences from multiple models in ordered mode. * Test case for inferences from multiple models.in interleaving mode. +* **Added common driver functions for machine learning device library.** + + * Added functions to translate IO type and format to string. + * Added functions to quantize and dequantize inference IO data. + Removed Items ------------- diff --git a/lib/mldev/meson.build b/lib/mldev/meson.build index 5c99532c1a..452b83a480 100644 --- a/lib/mldev/meson.build +++ b/lib/mldev/meson.build @@ -4,6 +4,7 @@ sources = files( 'rte_mldev_pmd.c', 'rte_mldev.c', + 'mldev_utils.c', ) headers = files( @@ -16,6 +17,7 @@ indirect_headers += files( driver_sdk_headers += files( 'rte_mldev_pmd.h', + 'mldev_utils.h', ) deps += ['mempool'] diff --git a/lib/mldev/mldev_utils.c b/lib/mldev/mldev_utils.c new file mode 100644 index 0000000000..9dbbf013a0 --- /dev/null +++ b/lib/mldev/mldev_utils.c @@ -0,0 +1,5 @@ +/* SPDX-License-Identifier: BSD-3-Clause + * Copyright (c) 2022 Marvell. + */ + +#include "mldev_utils.h" diff --git a/lib/mldev/mldev_utils.h b/lib/mldev/mldev_utils.h new file mode 100644 index 0000000000..04cdaab567 --- /dev/null +++ b/lib/mldev/mldev_utils.h @@ -0,0 +1,345 @@ +/* SPDX-License-Identifier: BSD-3-Clause + * Copyright (c) 2022 Marvell. + */ + +#ifndef _RTE_MLDEV_UTILS_H_ +#define _RTE_MLDEV_UTILS_H_ + +#ifdef __cplusplus +extern "C" { +#endif + +/** + * @file + * + * RTE ML Device PMD utility API + * + * These APIs for the use from ML drivers, user applications shouldn't use them. + * + */ + +#include <rte_compat.h> +#include <rte_mldev.h> + +/** + * @internal + * + * Get the size an ML IO type in bytes. + * + * @param[in] type + * Enumeration of ML IO data type. + * + * @return + * - > 0, Size of the data type in bytes. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_type_size_get(enum rte_ml_io_type type); + +/** + * @internal + * + * Get the name of an ML IO type. + * + * @param[in] type + * Enumeration of ML IO data type. + * @param[in] str + * Address of character array. + * @param[in] len + * Length of character array. + */ +__rte_internal +void +rte_ml_io_type_to_str(enum rte_ml_io_type type, char *str, int len); + +/** + * @internal + * + * Get the name of an ML IO format. + * + * @param[in] type + * Enumeration of ML IO format. + * @param[in] str + * Address of character array. + * @param[in] len + * Length of character array. + */ +__rte_internal +void +rte_ml_io_format_to_str(enum rte_ml_io_format format, char *str, int len); + +/** + * @internal + * + * Convert a buffer containing numbers in single precision floating format (float32) to signed 8-bit + * integer format (INT8). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * @param[out] output + * Output buffer to store INT8 numbers. Size of buffer is equal to (nb_elements * 1) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float32_to_int8(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in signed 8-bit integer format (INT8) to single precision + * floating format (float32). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing INT8 numbers. Size of buffer is equal to (nb_elements * 1) bytes. + * @param[out] output + * Output buffer to store float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_int8_to_float32(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in single precision floating format (float32) to unsigned + * 8-bit integer format (UINT8). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * @param[out] output + * Output buffer to store UINT8 numbers. Size of buffer is equal to (nb_elements * 1) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float32_to_uint8(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in unsigned 8-bit integer format (UINT8) to single precision + * floating format (float32). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing UINT8 numbers. Size of buffer is equal to (nb_elements * 1) bytes. + * @param[out] output + * Output buffer to store float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_uint8_to_float32(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in single precision floating format (float32) to signed + * 16-bit integer format (INT16). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * @param[out] output + * Output buffer to store INT16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float32_to_int16(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in signed 16-bit integer format (INT16) to single precision + * floating format (float32). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing INT16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * @param[out] output + * Output buffer to store float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_int16_to_float32(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in single precision floating format (float32) to unsigned + * 16-bit integer format (UINT16). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * @param[out] output + * Output buffer to store UINT16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float32_to_uint16(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in unsigned 16-bit integer format (UINT16) to single + * precision floating format (float32). + * + * @param[in] scale + * Scale factor for conversion. + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing UINT16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * @param[out] output + * Output buffer to store float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_uint16_to_float32(float scale, uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in single precision floating format (float32) to half + * precision floating point format (FP16). + * + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float32 numbers. Size of buffer is equal to (nb_elements *4) bytes. + * @param[out] output + * Output buffer to store float16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float32_to_float16(uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in half precision floating format (FP16) to single precision + * floating point format (float32). + * + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * @param[out] output + * Output buffer to store float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float16_to_float32(uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in single precision floating format (float32) to brain + * floating point format (bfloat16). + * + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing float32 numbers. Size of buffer is equal to (nb_elements *4) bytes. + * @param[out] output + * Output buffer to store bfloat16 numbers. Size of buffer is equal to (nb_elements * 2) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_float32_to_bfloat16(uint64_t nb_elements, void *input, void *output); + +/** + * @internal + * + * Convert a buffer containing numbers in brain floating point format (bfloat16) to single precision + * floating point format (float32). + * + * @param[in] nb_elements + * Number of elements in the buffer. + * @param[in] input + * Input buffer containing bfloat16 numbers. Size of buffer is equal to (nb_elements * 2) + * bytes. + * @param[out] output + * Output buffer to store float32 numbers. Size of buffer is equal to (nb_elements * 4) bytes. + * + * @return + * - 0, Success. + * - < 0, Error code on failure. + */ +__rte_internal +int +rte_ml_io_bfloat16_to_float32(uint64_t nb_elements, void *input, void *output); + +#ifdef __cplusplus +} +#endif + +#endif /* _RTE_MLDEV_UTILS_H_ */ -- 2.17.1