From: Srikanth Yalavarthi <syalavarthi@marvell.com>
To: Srikanth Yalavarthi <syalavarthi@marvell.com>
Cc: <dev@dpdk.org>, <sshankarnara@marvell.com>, <jerinj@marvell.com>,
<aprabhu@marvell.com>
Subject: [PATCH v4 23/39] ml/cnxk: enable quantization and dequantization
Date: Wed, 1 Feb 2023 01:22:54 -0800 [thread overview]
Message-ID: <20230201092310.23252-24-syalavarthi@marvell.com> (raw)
In-Reply-To: <20230201092310.23252-1-syalavarthi@marvell.com>
Implemented driver functions to quantize / dequantize input
and output data. Support is enabled for multiple batches.
Quantization / dequantization use the type conversion functions
defined in ML common code.
Signed-off-by: Srikanth Yalavarthi <syalavarthi@marvell.com>
---
drivers/ml/cnxk/cn10k_ml_ops.c | 151 +++++++++++++++++++++++++++++++++
1 file changed, 151 insertions(+)
diff --git a/drivers/ml/cnxk/cn10k_ml_ops.c b/drivers/ml/cnxk/cn10k_ml_ops.c
index 643688e3d0..88809e6e96 100644
--- a/drivers/ml/cnxk/cn10k_ml_ops.c
+++ b/drivers/ml/cnxk/cn10k_ml_ops.c
@@ -5,6 +5,8 @@
#include <rte_mldev.h>
#include <rte_mldev_pmd.h>
+#include <mldev_utils.h>
+
#include "cn10k_ml_dev.h"
#include "cn10k_ml_model.h"
#include "cn10k_ml_ops.h"
@@ -983,6 +985,153 @@ cn10k_ml_io_output_size_get(struct rte_ml_dev *dev, int16_t model_id, uint32_t n
return 0;
}
+static int
+cn10k_ml_io_quantize(struct rte_ml_dev *dev, int16_t model_id, uint16_t nb_batches, void *dbuffer,
+ void *qbuffer)
+{
+ struct cn10k_ml_model *model;
+ uint8_t *lcl_dbuffer;
+ uint8_t *lcl_qbuffer;
+ uint32_t batch_id;
+ uint32_t i;
+ int ret;
+
+ model = dev->data->models[model_id];
+
+ if (model == NULL) {
+ plt_err("Invalid model_id = %d", model_id);
+ return -EINVAL;
+ }
+
+ lcl_dbuffer = dbuffer;
+ lcl_qbuffer = qbuffer;
+ batch_id = 0;
+
+next_batch:
+ for (i = 0; i < model->metadata.model.num_input; i++) {
+ if (model->metadata.input[i].input_type ==
+ model->metadata.input[i].model_input_type) {
+ rte_memcpy(lcl_qbuffer, lcl_dbuffer, model->addr.input[i].sz_d);
+ } else {
+ switch (model->metadata.input[i].model_input_type) {
+ case RTE_ML_IO_TYPE_INT8:
+ ret = rte_ml_io_float32_to_int8(model->metadata.input[i].qscale,
+ model->addr.input[i].nb_elements,
+ lcl_dbuffer, lcl_qbuffer);
+ break;
+ case RTE_ML_IO_TYPE_UINT8:
+ ret = rte_ml_io_float32_to_uint8(model->metadata.input[i].qscale,
+ model->addr.input[i].nb_elements,
+ lcl_dbuffer, lcl_qbuffer);
+ break;
+ case RTE_ML_IO_TYPE_INT16:
+ ret = rte_ml_io_float32_to_int16(model->metadata.input[i].qscale,
+ model->addr.input[i].nb_elements,
+ lcl_dbuffer, lcl_qbuffer);
+ break;
+ case RTE_ML_IO_TYPE_UINT16:
+ ret = rte_ml_io_float32_to_uint16(model->metadata.input[i].qscale,
+ model->addr.input[i].nb_elements,
+ lcl_dbuffer, lcl_qbuffer);
+ break;
+ case RTE_ML_IO_TYPE_FP16:
+ ret = rte_ml_io_float32_to_float16(model->addr.input[i].nb_elements,
+ lcl_dbuffer, lcl_qbuffer);
+ break;
+ default:
+ plt_err("Unsupported model_input_type[%u] : %u", i,
+ model->metadata.input[i].model_input_type);
+ ret = -ENOTSUP;
+ }
+ if (ret < 0)
+ return ret;
+ }
+
+ lcl_dbuffer += model->addr.input[i].sz_d;
+ lcl_qbuffer += model->addr.input[i].sz_q;
+ }
+
+ batch_id++;
+ if (batch_id < PLT_DIV_CEIL(nb_batches, model->batch_size))
+ goto next_batch;
+
+ return 0;
+}
+
+static int
+cn10k_ml_io_dequantize(struct rte_ml_dev *dev, int16_t model_id, uint16_t nb_batches, void *qbuffer,
+ void *dbuffer)
+{
+ struct cn10k_ml_model *model;
+ uint8_t *lcl_qbuffer;
+ uint8_t *lcl_dbuffer;
+ uint32_t batch_id;
+ uint32_t i;
+ int ret;
+
+ model = dev->data->models[model_id];
+
+ if (model == NULL) {
+ plt_err("Invalid model_id = %d", model_id);
+ return -EINVAL;
+ }
+
+ lcl_dbuffer = dbuffer;
+ lcl_qbuffer = qbuffer;
+ batch_id = 0;
+
+next_batch:
+ for (i = 0; i < model->metadata.model.num_output; i++) {
+ if (model->metadata.output[i].output_type ==
+ model->metadata.output[i].model_output_type) {
+ rte_memcpy(lcl_dbuffer, lcl_qbuffer, model->addr.output[i].sz_q);
+ } else {
+ switch (model->metadata.output[i].model_output_type) {
+ case RTE_ML_IO_TYPE_INT8:
+ ret = rte_ml_io_int8_to_float32(model->metadata.output[i].dscale,
+ model->addr.output[i].nb_elements,
+ lcl_qbuffer, lcl_dbuffer);
+ break;
+ case RTE_ML_IO_TYPE_UINT8:
+ ret = rte_ml_io_uint8_to_float32(model->metadata.output[i].dscale,
+ model->addr.output[i].nb_elements,
+ lcl_qbuffer, lcl_dbuffer);
+ break;
+ case RTE_ML_IO_TYPE_INT16:
+ ret = rte_ml_io_int16_to_float32(model->metadata.output[i].dscale,
+ model->addr.output[i].nb_elements,
+ lcl_qbuffer, lcl_dbuffer);
+ break;
+ case RTE_ML_IO_TYPE_UINT16:
+ ret = rte_ml_io_uint16_to_float32(model->metadata.output[i].dscale,
+ model->addr.output[i].nb_elements,
+ lcl_qbuffer, lcl_dbuffer);
+ break;
+ case RTE_ML_IO_TYPE_FP16:
+ ret = rte_ml_io_float16_to_float32(
+ model->addr.output[i].nb_elements, lcl_qbuffer,
+ lcl_dbuffer);
+ break;
+ default:
+ plt_err("Unsupported model_output_type[%u] : %u", i,
+ model->metadata.output[i].model_output_type);
+ ret = -ENOTSUP;
+ }
+ if (ret < 0)
+ return ret;
+ }
+
+ lcl_qbuffer += model->addr.output[i].sz_q;
+ lcl_dbuffer += model->addr.output[i].sz_d;
+ }
+
+ batch_id++;
+ if (batch_id < PLT_DIV_CEIL(nb_batches, model->batch_size))
+ goto next_batch;
+
+ return 0;
+}
+
struct rte_ml_dev_ops cn10k_ml_ops = {
/* Device control ops */
.dev_info_get = cn10k_ml_dev_info_get,
@@ -1006,4 +1155,6 @@ struct rte_ml_dev_ops cn10k_ml_ops = {
/* I/O ops */
.io_input_size_get = cn10k_ml_io_input_size_get,
.io_output_size_get = cn10k_ml_io_output_size_get,
+ .io_quantize = cn10k_ml_io_quantize,
+ .io_dequantize = cn10k_ml_io_dequantize,
};
--
2.17.1
next prev parent reply other threads:[~2023-02-01 9:26 UTC|newest]
Thread overview: 253+ messages / expand[flat|nested] mbox.gz Atom feed top
2022-12-08 20:01 [PATCH v1 00/37] Implementation of ML CNXK driver Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 01/37] ml/cnxk: add skeleton for ML cnxk driver Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 02/37] ml/cnxk: enable probe and remove of ML device Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 03/37] ml/cnxk: add driver support to get device info Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 04/37] ml/cnxk: add support for configure and close Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 05/37] ml/cnxk: parse ML firmware path from device args Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 06/37] ml/cnxk: enable firmware load and device reset Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 07/37] ml/cnxk: enable support for simulator environment Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 08/37] ml/cnxk: enable support for device start and stop Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 09/37] ml/cnxk: add support to create device queue-pairs Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 10/37] ml/cnxk: add functions to load and unload models Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 11/37] ml/cnxk: enable validity checks for model metadata Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 12/37] ml/cnxk: add internal structures for derived info Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 13/37] ml/cnxk: add internal structures for tiles and OCM Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 14/37] ml/cnxk: add structures for slow and fast path JDs Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 15/37] ml/cnxk: find OCM mask and page slots for a model Srikanth Yalavarthi
2022-12-08 20:01 ` [PATCH v1 16/37] ml/cnxk: add support to reserve and free OCM pages Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 17/37] ml/cnxk: enable support to start an ML model Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 18/37] ml/cnxk: enable support to stop an ML models Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 19/37] ml/cnxk: enable support to get model information Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 20/37] ml/cnxk: enable support to update model params Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 21/37] ml/cnxk: add support to get IO buffer sizes Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 22/37] ml/cnxk: enable quantization and dequantization Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 23/37] ml/cnxk: enable support to dump device debug info Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 24/37] ml/cnxk: add driver support for device selftest Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 25/37] ml/cnxk: enqueue a burst of inference requests Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 26/37] ml/cnxk: dequeue " Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 27/37] ml/cnxk: add internal function for sync mode run Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 28/37] ml/cnxk: enable support for firmware error codes Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 29/37] ml/cnxk: add support to get and reset device stats Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 30/37] ml/cnxk: add support to handle extended dev stats Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 31/37] ml/cnxk: enable support to get xstats in cycles Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 32/37] ml/cnxk: add support to report DPE FW warnings Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 33/37] ml/cnxk: add support to enable model data caching Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 34/37] ml/cnxk: add support to select OCM allocation mode Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 35/37] ml/cnxk: add support to use lock during jcmd enq Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 36/37] ml/cnxk: add support to select poll memory region Srikanth Yalavarthi
2022-12-08 20:02 ` [PATCH v1 37/37] ml/cnxk: add user guide for marvell cnxk ml driver Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 00/37] Implementation of ML CNXK driver Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 01/37] ml/cnxk: add skeleton for ML cnxk driver Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 02/37] ml/cnxk: enable probe and remove of ML device Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 03/37] ml/cnxk: add driver support to get device info Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 04/37] ml/cnxk: add support for configure and close Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 05/37] ml/cnxk: parse ML firmware path from device args Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 06/37] ml/cnxk: enable firmware load and device reset Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 07/37] ml/cnxk: enable support for simulator environment Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 08/37] ml/cnxk: enable support for device start and stop Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 09/37] ml/cnxk: add support to create device queue-pairs Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 10/37] ml/cnxk: add functions to load and unload models Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 11/37] ml/cnxk: enable validity checks for model metadata Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 12/37] ml/cnxk: add internal structures for derived info Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 13/37] ml/cnxk: add internal structures for tiles and OCM Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 14/37] ml/cnxk: add structures for slow and fast path JDs Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 15/37] ml/cnxk: find OCM mask and page slots for a model Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 16/37] ml/cnxk: add support to reserve and free OCM pages Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 17/37] ml/cnxk: enable support to start an ML model Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 18/37] ml/cnxk: enable support to stop an ML models Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 19/37] ml/cnxk: enable support to get model information Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 20/37] ml/cnxk: enable support to update model params Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 21/37] ml/cnxk: add support to get IO buffer sizes Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 22/37] ml/cnxk: enable quantization and dequantization Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 23/37] ml/cnxk: enable support to dump device debug info Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 24/37] ml/cnxk: add driver support for device selftest Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 25/37] ml/cnxk: enqueue a burst of inference requests Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 26/37] ml/cnxk: dequeue " Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 27/37] ml/cnxk: add internal function for sync mode run Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 28/37] ml/cnxk: enable support for firmware error codes Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 29/37] ml/cnxk: add support to get and reset device stats Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 30/37] ml/cnxk: add support to handle extended dev stats Srikanth Yalavarthi
2022-12-08 20:17 ` [PATCH v2 31/37] ml/cnxk: enable support to get xstats in cycles Srikanth Yalavarthi
2022-12-08 20:18 ` [PATCH v2 32/37] ml/cnxk: add support to report DPE FW warnings Srikanth Yalavarthi
2022-12-08 20:18 ` [PATCH v2 33/37] ml/cnxk: add support to enable model data caching Srikanth Yalavarthi
2022-12-08 20:18 ` [PATCH v2 34/37] ml/cnxk: add support to select OCM allocation mode Srikanth Yalavarthi
2022-12-08 20:18 ` [PATCH v2 35/37] ml/cnxk: add support to use lock during jcmd enq Srikanth Yalavarthi
2022-12-08 20:18 ` [PATCH v2 36/37] ml/cnxk: add support to select poll memory region Srikanth Yalavarthi
2022-12-08 20:18 ` [PATCH v2 37/37] ml/cnxk: add user guide for marvell cnxk ml driver Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 00/38] Implementation of ML CNXK driver Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 01/38] common/cnxk: add ML headers and ROC code for cnxk Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 02/38] ml/cnxk: add skeleton for ML cnxk driver Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 03/38] ml/cnxk: enable probe and remove of ML device Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 04/38] ml/cnxk: add driver support to get device info Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 05/38] ml/cnxk: add support for configure and close Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 06/38] ml/cnxk: parse ML firmware path from device args Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 07/38] ml/cnxk: enable firmware load and device reset Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 08/38] ml/cnxk: enable support for simulator environment Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 09/38] ml/cnxk: enable support for device start and stop Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 10/38] ml/cnxk: add support to create device queue-pairs Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 11/38] ml/cnxk: add functions to load and unload models Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 12/38] ml/cnxk: enable validity checks for model metadata Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 13/38] ml/cnxk: add internal structures for derived info Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 14/38] ml/cnxk: add internal structures for tiles and OCM Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 15/38] ml/cnxk: add structures for slow and fast path JDs Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 16/38] ml/cnxk: find OCM mask and page slots for a model Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 17/38] ml/cnxk: add support to reserve and free OCM pages Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 18/38] ml/cnxk: enable support to start an ML model Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 19/38] ml/cnxk: enable support to stop an ML models Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 20/38] ml/cnxk: enable support to get model information Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 21/38] ml/cnxk: enable support to update model params Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 22/38] ml/cnxk: add support to get IO buffer sizes Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 23/38] ml/cnxk: enable quantization and dequantization Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 24/38] ml/cnxk: enable support to dump device debug info Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 25/38] ml/cnxk: add driver support for device selftest Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 26/38] ml/cnxk: enqueue a burst of inference requests Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 27/38] ml/cnxk: dequeue " Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 28/38] ml/cnxk: add internal function for sync mode run Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 29/38] ml/cnxk: enable support for firmware error codes Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 30/38] ml/cnxk: add support to get and reset device stats Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 31/38] ml/cnxk: add support to handle extended dev stats Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 32/38] ml/cnxk: enable support to get xstats in cycles Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 33/38] ml/cnxk: add support to report DPE FW warnings Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 34/38] ml/cnxk: add support to enable model data caching Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 35/38] ml/cnxk: add support to select OCM allocation mode Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 36/38] ml/cnxk: add support to use lock during jcmd enq Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 37/38] ml/cnxk: add support to select poll memory region Srikanth Yalavarthi
2022-12-20 19:26 ` [PATCH v3 38/38] ml/cnxk: add user guide for marvell cnxk ml driver Srikanth Yalavarthi
2022-12-20 21:23 ` [PATCH v3 00/38] Implementation of ML CNXK driver Stephen Hemminger
2022-12-21 4:44 ` Jerin Jacob
2023-02-01 9:22 ` [PATCH v4 00/39] " Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 01/39] common/cnxk: add ML headers and ROC code for cnxk Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 02/39] ml/cnxk: add skeleton for ML cnxk driver Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 03/39] ml/cnxk: enable probe and remove of ML device Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 04/39] ml/cnxk: add driver support to get device info Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 05/39] ml/cnxk: add support for configure and close Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 06/39] ml/cnxk: parse ML firmware path from device args Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 07/39] ml/cnxk: enable firmware load and device reset Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 08/39] ml/cnxk: enable support for simulator environment Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 09/39] ml/cnxk: enable support for device start and stop Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 10/39] ml/cnxk: add support to create device queue-pairs Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 11/39] ml/cnxk: add functions to load and unload models Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 12/39] ml/cnxk: enable validity checks for model metadata Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 13/39] ml/cnxk: add internal structures for derived info Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 14/39] ml/cnxk: add internal structures for tiles and OCM Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 15/39] ml/cnxk: add structures for slow and fast path JDs Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 16/39] ml/cnxk: find OCM mask and page slots for a model Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 17/39] ml/cnxk: add support to reserve and free OCM pages Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 18/39] ml/cnxk: enable support to start an ML model Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 19/39] ml/cnxk: enable support to stop an ML models Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 20/39] ml/cnxk: enable support to get model information Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 21/39] ml/cnxk: enable support to update model params Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 22/39] ml/cnxk: add support to get IO buffer sizes Srikanth Yalavarthi
2023-02-01 9:22 ` Srikanth Yalavarthi [this message]
2023-02-01 9:22 ` [PATCH v4 24/39] ml/cnxk: enable support to dump device debug info Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 25/39] ml/cnxk: add driver support for device selftest Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 26/39] ml/cnxk: enqueue a burst of inference requests Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 27/39] ml/cnxk: dequeue " Srikanth Yalavarthi
2023-02-01 9:22 ` [PATCH v4 28/39] ml/cnxk: add internal function for sync mode run Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 29/39] ml/cnxk: enable support for firmware error codes Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 30/39] ml/cnxk: add support to get and reset device stats Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 31/39] ml/cnxk: add support to handle extended dev stats Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 32/39] ml/cnxk: enable support to get xstats in cycles Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 33/39] ml/cnxk: add support to report DPE FW warnings Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 34/39] ml/cnxk: add support to enable model data caching Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 35/39] ml/cnxk: add support to select OCM allocation mode Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 36/39] ml/cnxk: add support to use lock during jcmd enq Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 37/39] ml/cnxk: add support to select poll memory region Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 38/39] ml/cnxk: add user guide for marvell cnxk ml driver Srikanth Yalavarthi
2023-02-01 9:23 ` [PATCH v4 39/39] ml/cnxk: enable support for configurable ocm page Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 00/39] Implementation of ML CNXK driver Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 01/39] common/cnxk: add ML headers and ROC code for cnxk Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 02/39] ml/cnxk: add skeleton for ML cnxk driver Srikanth Yalavarthi
2023-03-09 22:06 ` Thomas Monjalon
2023-03-10 8:25 ` [EXT] " Srikanth Yalavarthi
2023-03-10 9:28 ` Thomas Monjalon
2023-03-10 9:31 ` Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 03/39] ml/cnxk: enable probe and remove of ML device Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 04/39] ml/cnxk: add driver support to get device info Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 05/39] ml/cnxk: add support for configure and close Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 06/39] ml/cnxk: parse ML firmware path from device args Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 07/39] ml/cnxk: enable firmware load and device reset Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 08/39] ml/cnxk: enable support for simulator environment Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 09/39] ml/cnxk: enable support for device start and stop Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 10/39] ml/cnxk: add support to create device queue-pairs Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 11/39] ml/cnxk: add functions to load and unload models Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 12/39] ml/cnxk: enable validity checks for model metadata Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 13/39] ml/cnxk: add internal structures for derived info Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 14/39] ml/cnxk: add internal structures for tiles and OCM Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 15/39] ml/cnxk: add structures for slow and fast path JDs Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 16/39] ml/cnxk: find OCM mask and page slots for a model Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 17/39] ml/cnxk: add support to reserve and free OCM pages Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 18/39] ml/cnxk: enable support to start an ML model Srikanth Yalavarthi
2023-02-07 16:06 ` [PATCH v5 19/39] ml/cnxk: enable support to stop an ML models Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 20/39] ml/cnxk: enable support to get model information Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 21/39] ml/cnxk: enable support to update model params Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 22/39] ml/cnxk: add support to get IO buffer sizes Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 23/39] ml/cnxk: enable quantization and dequantization Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 24/39] ml/cnxk: enable support to dump device debug info Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 25/39] ml/cnxk: add driver support for device selftest Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 26/39] ml/cnxk: enqueue a burst of inference requests Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 27/39] ml/cnxk: dequeue " Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 28/39] ml/cnxk: add internal function for sync mode run Srikanth Yalavarthi
2023-02-27 10:42 ` Prince Takkar
2023-02-07 16:07 ` [PATCH v5 29/39] ml/cnxk: enable support for firmware error codes Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 30/39] ml/cnxk: add support to get and reset device stats Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 31/39] ml/cnxk: add support to handle extended dev stats Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 32/39] ml/cnxk: enable support to get xstats in cycles Srikanth Yalavarthi
2023-02-15 12:33 ` Shivah Shankar Shankar Narayan Rao
2023-02-16 4:40 ` Prince Takkar
2023-02-07 16:07 ` [PATCH v5 33/39] ml/cnxk: add support to report DPE FW warnings Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 34/39] ml/cnxk: add support to enable model data caching Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 35/39] ml/cnxk: add support to select OCM allocation mode Srikanth Yalavarthi
2023-03-01 9:01 ` Prince Takkar
2023-02-07 16:07 ` [PATCH v5 36/39] ml/cnxk: add support to use lock during jcmd enq Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 37/39] ml/cnxk: add support to select poll memory region Srikanth Yalavarthi
2023-02-07 16:07 ` [PATCH v5 38/39] ml/cnxk: add user guide for marvell cnxk ml driver Srikanth Yalavarthi
2023-02-15 12:34 ` Shivah Shankar Shankar Narayan Rao
2023-02-16 4:41 ` Prince Takkar
2023-02-07 16:07 ` [PATCH v5 39/39] ml/cnxk: enable support for configurable ocm page Srikanth Yalavarthi
2023-02-15 12:33 ` Shivah Shankar Shankar Narayan Rao
2023-02-16 4:37 ` Prince Takkar
2023-03-02 6:08 ` [PATCH v5 00/39] Implementation of ML CNXK driver Prince Takkar
2023-03-10 8:19 ` [PATCH v6 " Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 01/39] common/cnxk: add ML headers and ROC code for cnxk Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 02/39] ml/cnxk: add skeleton for ML cnxk driver Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 03/39] ml/cnxk: enable probe and remove of ML device Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 04/39] ml/cnxk: add driver support to get device info Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 05/39] ml/cnxk: add support for configure and close Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 06/39] ml/cnxk: parse ML firmware path from device args Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 07/39] ml/cnxk: enable firmware load and device reset Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 08/39] ml/cnxk: enable support for simulator environment Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 09/39] ml/cnxk: enable support for device start and stop Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 10/39] ml/cnxk: add support to create device queue-pairs Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 11/39] ml/cnxk: add functions to load and unload models Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 12/39] ml/cnxk: enable validity checks for model metadata Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 13/39] ml/cnxk: add internal structures for derived info Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 14/39] ml/cnxk: add internal structures for tiles and OCM Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 15/39] ml/cnxk: add structures for slow and fast path JDs Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 16/39] ml/cnxk: find OCM mask and page slots for a model Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 17/39] ml/cnxk: add support to reserve and free OCM pages Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 18/39] ml/cnxk: enable support to start an ML model Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 19/39] ml/cnxk: enable support to stop an ML models Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 20/39] ml/cnxk: enable support to get model information Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 21/39] ml/cnxk: enable support to update model params Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 22/39] ml/cnxk: add support to get IO buffer sizes Srikanth Yalavarthi
2023-03-10 8:19 ` [PATCH v6 23/39] ml/cnxk: enable quantization and dequantization Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 24/39] ml/cnxk: enable support to dump device debug info Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 25/39] ml/cnxk: add driver support for device selftest Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 26/39] ml/cnxk: enqueue a burst of inference requests Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 27/39] ml/cnxk: dequeue " Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 28/39] ml/cnxk: add internal function for sync mode run Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 29/39] ml/cnxk: enable support for firmware error codes Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 30/39] ml/cnxk: add support to get and reset device stats Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 31/39] ml/cnxk: add support to handle extended dev stats Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 32/39] ml/cnxk: enable support to get xstats in cycles Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 33/39] ml/cnxk: add support to report DPE FW warnings Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 34/39] ml/cnxk: add support to enable model data caching Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 35/39] ml/cnxk: add support to select OCM allocation mode Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 36/39] ml/cnxk: add support to use lock during jcmd enq Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 37/39] ml/cnxk: add support to select poll memory region Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 38/39] ml/cnxk: add user guide for marvell cnxk ml driver Srikanth Yalavarthi
2023-03-10 8:20 ` [PATCH v6 39/39] ml/cnxk: add support for configurable ocm page Srikanth Yalavarthi
2023-03-10 9:31 ` [PATCH v6 00/39] Implementation of ML CNXK driver Thomas Monjalon
2023-03-10 10:30 ` [EXT] " Srikanth Yalavarthi
2023-03-10 15:24 ` Thomas Monjalon
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