[PATCH v6 09/12] app/mldev: enable support for inference batches
Srikanth Yalavarthi
syalavarthi at marvell.com
Sat Mar 11 16:09:02 CET 2023
Enabled support to execute multiple batches of inferences
per each enqueue request. Input and reference for the test
should be appropriately provided for multi-batch run. Number
of batches can be specified through "--batches" option.
Signed-off-by: Srikanth Yalavarthi <syalavarthi at marvell.com>
Acked-by: Anup Prabhu <aprabhu at marvell.com>
---
app/test-mldev/ml_options.c | 15 ++++++++++++---
app/test-mldev/ml_options.h | 2 ++
app/test-mldev/test_inference_common.c | 22 +++++++++++++---------
app/test-mldev/test_model_common.c | 6 ++++++
app/test-mldev/test_model_common.h | 1 +
5 files changed, 34 insertions(+), 12 deletions(-)
diff --git a/app/test-mldev/ml_options.c b/app/test-mldev/ml_options.c
index c81dec6e30..499bfde899 100644
--- a/app/test-mldev/ml_options.c
+++ b/app/test-mldev/ml_options.c
@@ -27,6 +27,7 @@ ml_options_default(struct ml_options *opt)
opt->burst_size = 1;
opt->queue_pairs = 1;
opt->queue_size = 1;
+ opt->batches = 0;
opt->debug = false;
}
@@ -170,6 +171,12 @@ ml_parse_queue_size(struct ml_options *opt, const char *arg)
return parser_read_uint16(&opt->queue_size, arg);
}
+static int
+ml_parse_batches(struct ml_options *opt, const char *arg)
+{
+ return parser_read_uint16(&opt->batches, arg);
+}
+
static void
ml_dump_test_options(const char *testname)
{
@@ -190,7 +197,8 @@ ml_dump_test_options(const char *testname)
"\t\t--repetitions : number of inference repetitions\n"
"\t\t--burst_size : inference burst size\n"
"\t\t--queue_pairs : number of queue pairs to create\n"
- "\t\t--queue_size : size fo queue-pair\n");
+ "\t\t--queue_size : size fo queue-pair\n"
+ "\t\t--batches : number of batches of input\n");
printf("\n");
}
}
@@ -214,7 +222,8 @@ static struct option lgopts[] = {
{ML_TEST, 1, 0, 0}, {ML_DEVICE_ID, 1, 0, 0}, {ML_SOCKET_ID, 1, 0, 0},
{ML_MODELS, 1, 0, 0}, {ML_FILELIST, 1, 0, 0}, {ML_REPETITIONS, 1, 0, 0},
{ML_BURST_SIZE, 1, 0, 0}, {ML_QUEUE_PAIRS, 1, 0, 0}, {ML_QUEUE_SIZE, 1, 0, 0},
- {ML_DEBUG, 0, 0, 0}, {ML_HELP, 0, 0, 0}, {NULL, 0, 0, 0}};
+ {ML_BATCHES, 1, 0, 0}, {ML_DEBUG, 0, 0, 0}, {ML_HELP, 0, 0, 0},
+ {NULL, 0, 0, 0}};
static int
ml_opts_parse_long(int opt_idx, struct ml_options *opt)
@@ -226,7 +235,7 @@ ml_opts_parse_long(int opt_idx, struct ml_options *opt)
{ML_SOCKET_ID, ml_parse_socket_id}, {ML_MODELS, ml_parse_models},
{ML_FILELIST, ml_parse_filelist}, {ML_REPETITIONS, ml_parse_repetitions},
{ML_BURST_SIZE, ml_parse_burst_size}, {ML_QUEUE_PAIRS, ml_parse_queue_pairs},
- {ML_QUEUE_SIZE, ml_parse_queue_size},
+ {ML_QUEUE_SIZE, ml_parse_queue_size}, {ML_BATCHES, ml_parse_batches},
};
for (i = 0; i < RTE_DIM(parsermap); i++) {
diff --git a/app/test-mldev/ml_options.h b/app/test-mldev/ml_options.h
index c4018ee9d1..48fe064150 100644
--- a/app/test-mldev/ml_options.h
+++ b/app/test-mldev/ml_options.h
@@ -21,6 +21,7 @@
#define ML_BURST_SIZE ("burst_size")
#define ML_QUEUE_PAIRS ("queue_pairs")
#define ML_QUEUE_SIZE ("queue_size")
+#define ML_BATCHES ("batches")
#define ML_DEBUG ("debug")
#define ML_HELP ("help")
@@ -40,6 +41,7 @@ struct ml_options {
uint16_t burst_size;
uint16_t queue_pairs;
uint16_t queue_size;
+ uint16_t batches;
bool debug;
};
diff --git a/app/test-mldev/test_inference_common.c b/app/test-mldev/test_inference_common.c
index b4ad3c4b72..0f281aed6c 100644
--- a/app/test-mldev/test_inference_common.c
+++ b/app/test-mldev/test_inference_common.c
@@ -50,7 +50,7 @@ ml_enqueue_single(void *arg)
goto retry;
op->model_id = t->model[fid].id;
- op->nb_batches = t->model[fid].info.batch_size;
+ op->nb_batches = t->model[fid].nb_batches;
op->mempool = t->op_pool;
op->input.addr = req->input;
@@ -163,7 +163,7 @@ ml_enqueue_burst(void *arg)
for (i = 0; i < ops_count; i++) {
args->enq_ops[i]->model_id = t->model[fid].id;
- args->enq_ops[i]->nb_batches = t->model[fid].info.batch_size;
+ args->enq_ops[i]->nb_batches = t->model[fid].nb_batches;
args->enq_ops[i]->mempool = t->op_pool;
args->enq_ops[i]->input.addr = args->reqs[i]->input;
@@ -359,6 +359,11 @@ test_inference_opt_dump(struct ml_options *opt)
ml_dump("queue_pairs", "%u", opt->queue_pairs);
ml_dump("queue_size", "%u", opt->queue_size);
+ if (opt->batches == 0)
+ ml_dump("batches", "%u (default)", opt->batches);
+ else
+ ml_dump("batches", "%u", opt->batches);
+
ml_dump_begin("filelist");
for (i = 0; i < opt->nb_filelist; i++) {
ml_dump_list("model", i, opt->filelist[i].model);
@@ -528,8 +533,8 @@ ml_request_initialize(struct rte_mempool *mp, void *opaque, void *obj, unsigned
req->niters = 0;
/* quantize data */
- rte_ml_io_quantize(t->cmn.opt->dev_id, t->model[t->fid].id,
- t->model[t->fid].info.batch_size, t->model[t->fid].input, req->input);
+ rte_ml_io_quantize(t->cmn.opt->dev_id, t->model[t->fid].id, t->model[t->fid].nb_batches,
+ t->model[t->fid].input, req->input);
}
int
@@ -547,7 +552,7 @@ ml_inference_iomem_setup(struct ml_test *test, struct ml_options *opt, uint16_t
int ret;
/* get input buffer size */
- ret = rte_ml_io_input_size_get(opt->dev_id, t->model[fid].id, t->model[fid].info.batch_size,
+ ret = rte_ml_io_input_size_get(opt->dev_id, t->model[fid].id, t->model[fid].nb_batches,
&t->model[fid].inp_qsize, &t->model[fid].inp_dsize);
if (ret != 0) {
ml_err("Failed to get input size, model : %s\n", opt->filelist[fid].model);
@@ -555,9 +560,8 @@ ml_inference_iomem_setup(struct ml_test *test, struct ml_options *opt, uint16_t
}
/* get output buffer size */
- ret = rte_ml_io_output_size_get(opt->dev_id, t->model[fid].id,
- t->model[fid].info.batch_size, &t->model[fid].out_qsize,
- &t->model[fid].out_dsize);
+ ret = rte_ml_io_output_size_get(opt->dev_id, t->model[fid].id, t->model[fid].nb_batches,
+ &t->model[fid].out_qsize, &t->model[fid].out_dsize);
if (ret != 0) {
ml_err("Failed to get input size, model : %s\n", opt->filelist[fid].model);
return ret;
@@ -702,7 +706,7 @@ ml_request_finish(struct rte_mempool *mp, void *opaque, void *obj, unsigned int
return;
t->nb_used++;
- rte_ml_io_dequantize(t->cmn.opt->dev_id, model->id, t->model[req->fid].info.batch_size,
+ rte_ml_io_dequantize(t->cmn.opt->dev_id, model->id, t->model[req->fid].nb_batches,
req->output, model->output);
}
diff --git a/app/test-mldev/test_model_common.c b/app/test-mldev/test_model_common.c
index b94d46154d..c28e452f29 100644
--- a/app/test-mldev/test_model_common.c
+++ b/app/test-mldev/test_model_common.c
@@ -71,6 +71,12 @@ ml_model_load(struct ml_test *test, struct ml_options *opt, struct ml_model *mod
return ret;
}
+ /* Update number of batches */
+ if (opt->batches == 0)
+ model->nb_batches = model->info.batch_size;
+ else
+ model->nb_batches = opt->batches;
+
model->state = MODEL_LOADED;
return 0;
diff --git a/app/test-mldev/test_model_common.h b/app/test-mldev/test_model_common.h
index 5ee975109d..19429ce142 100644
--- a/app/test-mldev/test_model_common.h
+++ b/app/test-mldev/test_model_common.h
@@ -30,6 +30,7 @@ struct ml_model {
uint8_t *output;
struct rte_mempool *io_pool;
+ uint32_t nb_batches;
};
int ml_model_load(struct ml_test *test, struct ml_options *opt, struct ml_model *model,
--
2.17.1
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