[PATCH v1 2/4] common/ml: add data type conversion routines
Srikanth Yalavarthi
syalavarthi at marvell.com
Thu Dec 8 20:35:30 CET 2022
Type conversion routines transform data from higher to lower
precision data types or vice-versa. These conversion functions
can be used by the ML driver implementations for quantization
and de-quantization.
Added driver routines for type conversion. These driver routines
invoke the architecture specific functions.
Signed-off-by: Srikanth Yalavarthi <syalavarthi at marvell.com>
---
drivers/common/ml/ml_utils.c | 132 +++++++++++++++++++
drivers/common/ml/ml_utils.h | 233 ++++++++++++++++++++++++++++++++++
drivers/common/ml/version.map | 16 +++
3 files changed, 381 insertions(+)
diff --git a/drivers/common/ml/ml_utils.c b/drivers/common/ml/ml_utils.c
index 45c1f76a54..553e906172 100644
--- a/drivers/common/ml/ml_utils.c
+++ b/drivers/common/ml/ml_utils.c
@@ -2,6 +2,10 @@
* Copyright (c) 2022 Marvell.
*/
+#include <errno.h>
+#include <stdint.h>
+
+#include <rte_common.h>
#include <rte_mldev.h>
#include "ml_utils.h"
@@ -108,3 +112,131 @@ ml_io_format_to_str(enum rte_ml_io_format format, char *str, int len)
rte_strlcpy(str, "invalid", len);
}
}
+
+int
+ml_float32_to_int8(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_int8_to_float32(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_float32_to_uint8(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_uint8_to_float32(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_float32_to_int16(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_int16_to_float32(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_float32_to_uint16(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_uint16_to_float32(float scale, uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(scale);
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_float32_to_float16(uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_float16_to_float32(uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_float32_to_bfloat16(uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
+
+int
+ml_bfloat16_to_float32(uint64_t nb_elements, void *input, void *output)
+{
+ RTE_SET_USED(nb_elements);
+ RTE_SET_USED(input);
+ RTE_SET_USED(output);
+
+ return -ENOTSUP;
+}
diff --git a/drivers/common/ml/ml_utils.h b/drivers/common/ml/ml_utils.h
index b6adb98e04..9726c6e3b5 100644
--- a/drivers/common/ml/ml_utils.h
+++ b/drivers/common/ml/ml_utils.h
@@ -47,4 +47,237 @@ void ml_io_type_to_str(enum rte_ml_io_type type, char *str, int len);
__rte_internal
void ml_io_format_to_str(enum rte_ml_io_format format, char *str, int len);
+/**
+ * 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 ml_float32_to_int8(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_int8_to_float32(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_float32_to_uint8(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_uint8_to_float32(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_float32_to_int16(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_int16_to_float32(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_float32_to_uint16(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_uint16_to_float32(float scale, uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_float32_to_float16(uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_float16_to_float32(uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_float32_to_bfloat16(uint64_t nb_elements, void *input, void *output);
+
+/**
+ * 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 ml_bfloat16_to_float32(uint64_t nb_elements, void *input, void *output);
+
#endif /*_ML_UTILS_H_ */
diff --git a/drivers/common/ml/version.map b/drivers/common/ml/version.map
index 7e33755f2f..35f270f637 100644
--- a/drivers/common/ml/version.map
+++ b/drivers/common/ml/version.map
@@ -5,5 +5,21 @@ INTERNAL {
ml_io_type_to_str;
ml_io_format_to_str;
+ ml_float32_to_int8;
+ ml_int8_to_float32;
+ ml_float32_to_uint8;
+ ml_uint8_to_float32;
+
+ ml_float32_to_int16;
+ ml_int16_to_float32;
+ ml_float32_to_uint16;
+ ml_uint16_to_float32;
+
+ ml_float32_to_float16;
+ ml_float16_to_float32;
+
+ ml_float32_to_bfloat16;
+ ml_bfloat16_to_float32;
+
local: *;
};
--
2.17.1
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