diff --git a/drivers/ml/cnxk/cn10k_ml_model.c b/drivers/ml/cnxk/cn10k_ml_model.c
index 69a60b9b90..b765b4ada9 100644
--- a/drivers/ml/cnxk/cn10k_ml_model.c
+++ b/drivers/ml/cnxk/cn10k_ml_model.c
@@ -11,6 +11,7 @@
 #include "cnxk_ml_dev.h"
 #include "cnxk_ml_model.h"
 #include "cnxk_ml_ops.h"
+#include "cnxk_ml_utils.h"
 
 static enum rte_ml_io_type
 cn10k_ml_io_type_map(uint8_t type)
@@ -596,3 +597,120 @@ cn10k_ml_model_info_set(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_model *mo
 				 rte_ml_io_type_size_get(io_info->output[i].qtype);
 	}
 }
+
+void
+cn10k_ml_layer_print(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_layer *layer, FILE *fp)
+{
+	struct cn10k_ml_ocm *ocm;
+	char str[STR_LEN];
+	uint8_t i;
+	uint8_t j;
+
+	ocm = &cnxk_mldev->cn10k_mldev.ocm;
+
+	/* Print debug info */
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, " Layer Information (Layer ID: %u, Name: %s)\n",
+		cnxk_mldev->index_map[layer->index].layer_id, layer->name);
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "index", layer->index);
+	fprintf(fp, "%*s : %s\n", FIELD_LEN, "name", layer->name);
+	fprintf(fp, "%*s : %u.%u.%u.%u\n", FIELD_LEN, "version",
+		layer->glow.metadata.model.version[0], layer->glow.metadata.model.version[1],
+		layer->glow.metadata.model.version[2], layer->glow.metadata.model.version[3]);
+	fprintf(fp, "%*s : 0x%016lx\n", FIELD_LEN, "layer", PLT_U64_CAST(layer));
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "batch_size", layer->batch_size);
+
+	/* Print model state */
+	if (layer->state == ML_CNXK_LAYER_STATE_LOADED)
+		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "loaded");
+	if (layer->state == ML_CNXK_LAYER_STATE_JOB_ACTIVE)
+		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "job_active");
+	if (layer->state == ML_CNXK_LAYER_STATE_STARTED)
+		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "started");
+
+	/* Print OCM status */
+	fprintf(fp, "%*s : %" PRIu64 " bytes\n", FIELD_LEN, "wb_size",
+		layer->glow.metadata.model.ocm_wb_range_end -
+			layer->glow.metadata.model.ocm_wb_range_start + 1);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "wb_pages", layer->glow.ocm_map.wb_pages);
+	fprintf(fp, "%*s : %" PRIu64 " bytes\n", FIELD_LEN, "scratch_size",
+		ocm->size_per_tile - layer->glow.metadata.model.ocm_tmp_range_floor);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "scratch_pages", layer->glow.ocm_map.scratch_pages);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_tiles",
+		layer->glow.metadata.model.tile_end - layer->glow.metadata.model.tile_start + 1);
+
+	if (layer->state == ML_CNXK_LAYER_STATE_STARTED) {
+		fprintf(fp, "%*s : 0x%0*" PRIx64 "\n", FIELD_LEN, "tilemask",
+			ML_CN10K_OCM_NUMTILES / 4, layer->glow.ocm_map.tilemask);
+		fprintf(fp, "%*s : 0x%" PRIx64 "\n", FIELD_LEN, "ocm_wb_start",
+			layer->glow.ocm_map.wb_page_start * ocm->page_size);
+	}
+
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_inputs", layer->glow.metadata.model.num_input);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_outputs", layer->glow.metadata.model.num_output);
+	fprintf(fp, "\n");
+
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, "%8s  %16s  %12s  %18s\n", "input", "input_name", "input_type",
+		"model_input_type");
+	cnxk_ml_print_line(fp, LINE_LEN);
+	for (i = 0; i < layer->glow.metadata.model.num_input; i++) {
+		if (i < MRVL_ML_NUM_INPUT_OUTPUT_1) {
+			fprintf(fp, "%8u  ", i);
+			fprintf(fp, "%*s  ", 16, layer->glow.metadata.input1[i].input_name);
+			rte_ml_io_type_to_str(layer->glow.metadata.input1[i].input_type, str,
+					      STR_LEN);
+			fprintf(fp, "%*s  ", 12, str);
+			rte_ml_io_type_to_str(layer->glow.metadata.input1[i].model_input_type, str,
+					      STR_LEN);
+			fprintf(fp, "%*s  ", 18, str);
+			fprintf(fp, "\n");
+		} else {
+			j = i - MRVL_ML_NUM_INPUT_OUTPUT_1;
+
+			fprintf(fp, "%8u  ", i);
+			fprintf(fp, "%*s  ", 16, layer->glow.metadata.input2[j].input_name);
+			rte_ml_io_type_to_str(layer->glow.metadata.input2[j].input_type, str,
+					      STR_LEN);
+			fprintf(fp, "%*s  ", 12, str);
+			rte_ml_io_type_to_str(layer->glow.metadata.input2[j].model_input_type, str,
+					      STR_LEN);
+			fprintf(fp, "%*s  ", 18, str);
+			fprintf(fp, "\n");
+		}
+	}
+	fprintf(fp, "\n");
+
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, "%8s  %16s  %12s  %18s\n", "output", "output_name", "output_type",
+		"model_output_type");
+	cnxk_ml_print_line(fp, LINE_LEN);
+	for (i = 0; i < layer->glow.metadata.model.num_output; i++) {
+		if (i < MRVL_ML_NUM_INPUT_OUTPUT_1) {
+			fprintf(fp, "%8u  ", i);
+			fprintf(fp, "%*s  ", 16, layer->glow.metadata.output1[i].output_name);
+			rte_ml_io_type_to_str(layer->glow.metadata.output1[i].output_type, str,
+					      STR_LEN);
+			fprintf(fp, "%*s  ", 12, str);
+			rte_ml_io_type_to_str(layer->glow.metadata.output1[i].model_output_type,
+					      str, STR_LEN);
+			fprintf(fp, "%*s  ", 18, str);
+			fprintf(fp, "\n");
+		} else {
+			j = i - MRVL_ML_NUM_INPUT_OUTPUT_1;
+			fprintf(fp, "%8u  ", i);
+			fprintf(fp, "%*s  ", 16, layer->glow.metadata.output2[j].output_name);
+			rte_ml_io_type_to_str(layer->glow.metadata.output2[j].output_type, str,
+					      STR_LEN);
+			fprintf(fp, "%*s  ", 12, str);
+			rte_ml_io_type_to_str(layer->glow.metadata.output2[j].model_output_type,
+					      str, STR_LEN);
+			fprintf(fp, "%*s  ", 18, str);
+			fprintf(fp, "\n");
+		}
+	}
+	fprintf(fp, "\n");
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, "\n");
+}
diff --git a/drivers/ml/cnxk/cn10k_ml_model.h b/drivers/ml/cnxk/cn10k_ml_model.h
index b891c9d627..45f2ed5fcf 100644
--- a/drivers/ml/cnxk/cn10k_ml_model.h
+++ b/drivers/ml/cnxk/cn10k_ml_model.h
@@ -460,5 +460,6 @@ int cn10k_ml_model_ocm_pages_count(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_m
 void cn10k_ml_model_info_set(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_model *model,
 			     struct cnxk_ml_io_info *io_info,
 			     struct cn10k_ml_model_metadata *metadata);
+void cn10k_ml_layer_print(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_layer *layer, FILE *fp);
 
 #endif /* _CN10K_ML_MODEL_H_ */
diff --git a/drivers/ml/cnxk/cn10k_ml_ocm.c b/drivers/ml/cnxk/cn10k_ml_ocm.c
index 2197e5e0ed..dc315cce10 100644
--- a/drivers/ml/cnxk/cn10k_ml_ocm.c
+++ b/drivers/ml/cnxk/cn10k_ml_ocm.c
@@ -481,19 +481,15 @@ cn10k_ml_ocm_pagemask_to_str(struct cn10k_ml_ocm_tile_info *tile_info, uint16_t
 }
 
 void
-cn10k_ml_ocm_print(struct rte_ml_dev *dev, FILE *fp)
+cn10k_ml_ocm_print(struct cnxk_ml_dev *cnxk_mldev, FILE *fp)
 {
-	struct cn10k_ml_dev *cn10k_mldev;
-	struct cnxk_ml_dev *cnxk_mldev;
 	struct cn10k_ml_ocm *ocm;
 	uint8_t tile_id;
 	uint8_t word_id;
 	int wb_pages;
 	char *str;
 
-	cnxk_mldev = dev->data->dev_private;
-	cn10k_mldev = &cnxk_mldev->cn10k_mldev;
-	ocm = &cn10k_mldev->ocm;
+	ocm = &cnxk_mldev->cn10k_mldev.ocm;
 
 	/* Nibbles + prefix '0x' */
 	str = rte_zmalloc("ocm_mask_str", ocm->num_pages / 4 + 2, RTE_CACHE_LINE_SIZE);
diff --git a/drivers/ml/cnxk/cn10k_ml_ocm.h b/drivers/ml/cnxk/cn10k_ml_ocm.h
index 97b723a56a..bf8944f8ee 100644
--- a/drivers/ml/cnxk/cn10k_ml_ocm.h
+++ b/drivers/ml/cnxk/cn10k_ml_ocm.h
@@ -83,6 +83,6 @@ void cn10k_ml_ocm_reserve_pages(struct cnxk_ml_dev *cnxk_mldev, uint16_t model_i
 				uint16_t layer_id, uint64_t tilemask, int wb_page_start,
 				uint16_t wb_pages, uint16_t scratch_pages);
 void cn10k_ml_ocm_free_pages(struct cnxk_ml_dev *cnxk_mldev, uint16_t model_id, uint16_t layer_id);
-void cn10k_ml_ocm_print(struct rte_ml_dev *dev, FILE *fp);
+void cn10k_ml_ocm_print(struct cnxk_ml_dev *cnxk_mldev, FILE *fp);
 
 #endif /* _CN10K_ML_OCM_H_ */
diff --git a/drivers/ml/cnxk/cn10k_ml_ops.c b/drivers/ml/cnxk/cn10k_ml_ops.c
index ff190b7f86..0a3575879f 100644
--- a/drivers/ml/cnxk/cn10k_ml_ops.c
+++ b/drivers/ml/cnxk/cn10k_ml_ops.c
@@ -18,11 +18,6 @@
 /* ML layer macros */
 #define CN10K_ML_LAYER_MEMZONE_NAME "ml_cn10k_layer_mz"
 
-/* Debug print width */
-#define STR_LEN	  12
-#define FIELD_LEN 16
-#define LINE_LEN  90
-
 /* ML Job descriptor flags */
 #define ML_FLAGS_POLL_COMPL BIT(0)
 #define ML_FLAGS_SSO_COMPL  BIT(1)
@@ -70,16 +65,6 @@ static const struct cn10k_ml_stype_db_driver {
 	{ML_DRIVER_ERR_FW_ERROR, "UNKNOWN FIRMWARE ERROR"},
 };
 
-static void
-print_line(FILE *fp, int len)
-{
-	int i;
-
-	for (i = 0; i < len; i++)
-		fprintf(fp, "-");
-	fprintf(fp, "\n");
-}
-
 static inline void
 cn10k_ml_set_poll_addr(struct cnxk_ml_req *req)
 {
@@ -113,140 +98,6 @@ cn10k_ml_qp_initialize(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_qp *qp)
 	}
 }
 
-static void
-cn10k_ml_model_print(struct rte_ml_dev *dev, uint16_t model_id, FILE *fp)
-{
-	struct cn10k_ml_dev *cn10k_mldev;
-	struct cnxk_ml_dev *cnxk_mldev;
-	struct cnxk_ml_model *model;
-	struct cn10k_ml_ocm *ocm;
-	char str[STR_LEN];
-	uint8_t i;
-	uint8_t j;
-
-	cnxk_mldev = dev->data->dev_private;
-	cn10k_mldev = &cnxk_mldev->cn10k_mldev;
-	ocm = &cn10k_mldev->ocm;
-	model = dev->data->models[model_id];
-
-	/* Print debug info */
-	print_line(fp, LINE_LEN);
-	fprintf(fp, " Model Information (%s)\n", model->glow.metadata.model.name);
-	print_line(fp, LINE_LEN);
-	fprintf(fp, "%*s : %s\n", FIELD_LEN, "name", model->glow.metadata.model.name);
-	fprintf(fp, "%*s : %u.%u.%u.%u\n", FIELD_LEN, "version",
-		model->glow.metadata.model.version[0], model->glow.metadata.model.version[1],
-		model->glow.metadata.model.version[2], model->glow.metadata.model.version[3]);
-	if (strlen(model->name) != 0)
-		fprintf(fp, "%*s : %s\n", FIELD_LEN, "debug_name", model->name);
-	fprintf(fp, "%*s : 0x%016lx\n", FIELD_LEN, "model", PLT_U64_CAST(model));
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "model_id", model->model_id);
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "batch_size", model->glow.metadata.model.batch_size);
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_layers", model->glow.metadata.model.num_layers);
-
-	/* Print model state */
-	if (model->state == ML_CNXK_MODEL_STATE_LOADED)
-		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "loaded");
-	if (model->state == ML_CNXK_MODEL_STATE_JOB_ACTIVE)
-		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "job_active");
-	if (model->state == ML_CNXK_MODEL_STATE_STARTED)
-		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "started");
-
-	/* Print OCM status */
-	fprintf(fp, "%*s : %" PRIu64 " bytes\n", FIELD_LEN, "wb_size",
-		model->glow.metadata.model.ocm_wb_range_end -
-			model->glow.metadata.model.ocm_wb_range_start + 1);
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "wb_pages", model->layer[0].glow.ocm_map.wb_pages);
-	fprintf(fp, "%*s : %" PRIu64 " bytes\n", FIELD_LEN, "scratch_size",
-		ocm->size_per_tile - model->glow.metadata.model.ocm_tmp_range_floor);
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "scratch_pages",
-		model->layer[0].glow.ocm_map.scratch_pages);
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_tiles",
-		model->glow.metadata.model.tile_end - model->glow.metadata.model.tile_start + 1);
-
-	if (model->state == ML_CNXK_MODEL_STATE_STARTED) {
-		fprintf(fp, "%*s : 0x%0*" PRIx64 "\n", FIELD_LEN, "tilemask",
-			ML_CN10K_OCM_NUMTILES / 4, model->layer[0].glow.ocm_map.tilemask);
-		fprintf(fp, "%*s : 0x%" PRIx64 "\n", FIELD_LEN, "ocm_wb_start",
-			model->layer[0].glow.ocm_map.wb_page_start * cn10k_mldev->ocm.page_size);
-	}
-
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_inputs", model->glow.metadata.model.num_input);
-	fprintf(fp, "%*s : %u\n", FIELD_LEN, "num_outputs", model->glow.metadata.model.num_output);
-	fprintf(fp, "\n");
-
-	print_line(fp, LINE_LEN);
-	fprintf(fp, "%8s  %16s  %12s  %18s  %12s\n", "input", "input_name", "input_type",
-		"model_input_type", "quantize");
-	print_line(fp, LINE_LEN);
-	for (i = 0; i < model->glow.metadata.model.num_input; i++) {
-		if (i < MRVL_ML_NUM_INPUT_OUTPUT_1) {
-			fprintf(fp, "%8u  ", i);
-			fprintf(fp, "%*s  ", 16, model->glow.metadata.input1[i].input_name);
-			rte_ml_io_type_to_str(model->glow.metadata.input1[i].input_type, str,
-					      STR_LEN);
-			fprintf(fp, "%*s  ", 12, str);
-			rte_ml_io_type_to_str(model->glow.metadata.input1[i].model_input_type, str,
-					      STR_LEN);
-			fprintf(fp, "%*s  ", 18, str);
-			fprintf(fp, "%*s", 12,
-				(model->glow.metadata.input1[i].quantize == 1 ? "Yes" : "No"));
-			fprintf(fp, "\n");
-		} else {
-			j = i - MRVL_ML_NUM_INPUT_OUTPUT_1;
-
-			fprintf(fp, "%8u  ", i);
-			fprintf(fp, "%*s  ", 16, model->glow.metadata.input2[j].input_name);
-			rte_ml_io_type_to_str(model->glow.metadata.input2[j].input_type, str,
-					      STR_LEN);
-			fprintf(fp, "%*s  ", 12, str);
-			rte_ml_io_type_to_str(model->glow.metadata.input2[j].model_input_type, str,
-					      STR_LEN);
-			fprintf(fp, "%*s  ", 18, str);
-			fprintf(fp, "%*s", 12,
-				(model->glow.metadata.input2[j].quantize == 1 ? "Yes" : "No"));
-			fprintf(fp, "\n");
-		}
-	}
-	fprintf(fp, "\n");
-
-	print_line(fp, LINE_LEN);
-	fprintf(fp, "%8s  %16s  %12s  %18s  %12s\n", "output", "output_name", "output_type",
-		"model_output_type", "dequantize");
-	print_line(fp, LINE_LEN);
-	for (i = 0; i < model->glow.metadata.model.num_output; i++) {
-		if (i < MRVL_ML_NUM_INPUT_OUTPUT_1) {
-			fprintf(fp, "%8u  ", i);
-			fprintf(fp, "%*s  ", 16, model->glow.metadata.output1[i].output_name);
-			rte_ml_io_type_to_str(model->glow.metadata.output1[i].output_type, str,
-					      STR_LEN);
-			fprintf(fp, "%*s  ", 12, str);
-			rte_ml_io_type_to_str(model->glow.metadata.output1[i].model_output_type,
-					      str, STR_LEN);
-			fprintf(fp, "%*s  ", 18, str);
-			fprintf(fp, "%*s", 12,
-				(model->glow.metadata.output1[i].dequantize == 1 ? "Yes" : "No"));
-			fprintf(fp, "\n");
-		} else {
-			j = i - MRVL_ML_NUM_INPUT_OUTPUT_1;
-			fprintf(fp, "%8u  ", i);
-			fprintf(fp, "%*s  ", 16, model->glow.metadata.output2[j].output_name);
-			rte_ml_io_type_to_str(model->glow.metadata.output2[j].output_type, str,
-					      STR_LEN);
-			fprintf(fp, "%*s  ", 12, str);
-			rte_ml_io_type_to_str(model->glow.metadata.output2[j].model_output_type,
-					      str, STR_LEN);
-			fprintf(fp, "%*s  ", 18, str);
-			fprintf(fp, "%*s", 12,
-				(model->glow.metadata.output2[j].dequantize == 1 ? "Yes" : "No"));
-			fprintf(fp, "\n");
-		}
-	}
-	fprintf(fp, "\n");
-	print_line(fp, LINE_LEN);
-	fprintf(fp, "\n");
-}
-
 static void
 cn10k_ml_prep_sp_job_descriptor(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_layer *layer,
 				struct cnxk_ml_req *req, enum cn10k_ml_job_type job_type)
@@ -1120,38 +971,25 @@ cn10k_ml_dev_xstats_reset(struct rte_ml_dev *dev, enum rte_ml_dev_xstats_mode mo
 }
 
 int
-cn10k_ml_dev_dump(struct rte_ml_dev *dev, FILE *fp)
+cn10k_ml_dev_dump(struct cnxk_ml_dev *cnxk_mldev, FILE *fp)
 {
 	struct cn10k_ml_dev *cn10k_mldev;
-	struct cnxk_ml_dev *cnxk_mldev;
-	struct cnxk_ml_model *model;
 	struct cn10k_ml_fw *fw;
 
 	uint32_t head_loc;
 	uint32_t tail_loc;
-	uint16_t model_id;
 	uint32_t bufsize;
 	char *head_ptr;
 	int core_id;
 
-	if (roc_env_is_asim())
-		return 0;
-
-	cnxk_mldev = dev->data->dev_private;
 	cn10k_mldev = &cnxk_mldev->cn10k_mldev;
 	fw = &cn10k_mldev->fw;
 
-	/* Dump model info */
-	for (model_id = 0; model_id < dev->data->nb_models; model_id++) {
-		model = dev->data->models[model_id];
-		if (model != NULL) {
-			cn10k_ml_model_print(dev, model_id, fp);
-			fprintf(fp, "\n");
-		}
-	}
-
 	/* Dump OCM state */
-	cn10k_ml_ocm_print(dev, fp);
+	cn10k_ml_ocm_print(cnxk_mldev, fp);
+
+	if (roc_env_is_asim())
+		return 0;
 
 	/* Dump debug buffer */
 	for (core_id = 0; core_id <= 1; core_id++) {
@@ -1207,17 +1045,15 @@ cn10k_ml_dev_dump(struct rte_ml_dev *dev, FILE *fp)
 }
 
 int
-cn10k_ml_dev_selftest(struct rte_ml_dev *dev)
+cn10k_ml_dev_selftest(struct cnxk_ml_dev *cnxk_mldev)
 {
 	struct cn10k_ml_dev *cn10k_mldev;
-	struct cnxk_ml_dev *cnxk_mldev;
 	const struct plt_memzone *mz;
 	struct cnxk_ml_req *req;
 	uint64_t timeout_cycle;
 	bool timeout;
 	int ret;
 
-	cnxk_mldev = dev->data->dev_private;
 	cn10k_mldev = &cnxk_mldev->cn10k_mldev;
 	mz = plt_memzone_reserve_aligned("dev_selftest", sizeof(struct cnxk_ml_req), 0,
 					 ML_CN10K_ALIGN_SIZE);
diff --git a/drivers/ml/cnxk/cn10k_ml_ops.h b/drivers/ml/cnxk/cn10k_ml_ops.h
index 780e2a9f9c..5fda98ae88 100644
--- a/drivers/ml/cnxk/cn10k_ml_ops.h
+++ b/drivers/ml/cnxk/cn10k_ml_ops.h
@@ -295,8 +295,8 @@ int cn10k_ml_dev_configure(struct cnxk_ml_dev *cnxk_mldev, const struct rte_ml_d
 int cn10k_ml_dev_close(struct cnxk_ml_dev *cnxk_mldev);
 int cn10k_ml_dev_start(struct cnxk_ml_dev *cnxk_mldev);
 int cn10k_ml_dev_stop(struct cnxk_ml_dev *cnxk_mldev);
-int cn10k_ml_dev_dump(struct rte_ml_dev *dev, FILE *fp);
-int cn10k_ml_dev_selftest(struct rte_ml_dev *dev);
+int cn10k_ml_dev_dump(struct cnxk_ml_dev *cnxk_mldev, FILE *fp);
+int cn10k_ml_dev_selftest(struct cnxk_ml_dev *cnxk_mldev);
 
 int cn10k_ml_dev_stats_get(struct rte_ml_dev *dev, struct rte_ml_dev_stats *stats);
 void cn10k_ml_dev_stats_reset(struct rte_ml_dev *dev);
diff --git a/drivers/ml/cnxk/cnxk_ml_model.c b/drivers/ml/cnxk/cnxk_ml_model.c
index 3d735ced3e..b069d4e3a5 100644
--- a/drivers/ml/cnxk/cnxk_ml_model.c
+++ b/drivers/ml/cnxk/cnxk_ml_model.c
@@ -5,3 +5,36 @@
 #include <rte_mldev.h>
 
 #include "cnxk_ml_model.h"
+#include "cnxk_ml_utils.h"
+
+void
+cnxk_ml_model_dump(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_model *model, FILE *fp)
+{
+	struct cnxk_ml_layer *layer;
+	uint16_t layer_id;
+
+	/* Print debug info */
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, " Model Information (Model ID: %u, Name: %s)\n", model->model_id, model->name);
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "model_id", model->model_id);
+	fprintf(fp, "%*s : %s\n", FIELD_LEN, "name", model->name);
+	fprintf(fp, "%*s : 0x%016lx\n", FIELD_LEN, "model", PLT_U64_CAST(model));
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "batch_size", model->batch_size);
+	fprintf(fp, "%*s : %u\n", FIELD_LEN, "nb_layers", model->nb_layers);
+
+	/* Print model state */
+	if (model->state == ML_CNXK_MODEL_STATE_LOADED)
+		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "loaded");
+	if (model->state == ML_CNXK_MODEL_STATE_JOB_ACTIVE)
+		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "job_active");
+	if (model->state == ML_CNXK_MODEL_STATE_STARTED)
+		fprintf(fp, "%*s : %s\n", FIELD_LEN, "state", "started");
+	cnxk_ml_print_line(fp, LINE_LEN);
+	fprintf(fp, "\n");
+
+	for (layer_id = 0; layer_id < model->nb_layers; layer_id++) {
+		layer = &model->layer[layer_id];
+		cn10k_ml_layer_print(cnxk_mldev, layer, fp);
+	}
+}
diff --git a/drivers/ml/cnxk/cnxk_ml_model.h b/drivers/ml/cnxk/cnxk_ml_model.h
index a2994dbb71..66d979dd3c 100644
--- a/drivers/ml/cnxk/cnxk_ml_model.h
+++ b/drivers/ml/cnxk/cnxk_ml_model.h
@@ -108,4 +108,6 @@ struct cnxk_ml_model {
 	plt_spinlock_t lock;
 };
 
+void cnxk_ml_model_dump(struct cnxk_ml_dev *cnxk_mldev, struct cnxk_ml_model *model, FILE *fp);
+
 #endif /* _CNXK_ML_MODEL_H_ */
diff --git a/drivers/ml/cnxk/cnxk_ml_ops.c b/drivers/ml/cnxk/cnxk_ml_ops.c
index 63842025fc..66b88ddae1 100644
--- a/drivers/ml/cnxk/cnxk_ml_ops.c
+++ b/drivers/ml/cnxk/cnxk_ml_ops.c
@@ -409,6 +409,41 @@ cnxk_ml_dev_stop(struct rte_ml_dev *dev)
 	return 0;
 }
 
+static int
+cnxk_ml_dev_dump(struct rte_ml_dev *dev, FILE *fp)
+{
+	struct cnxk_ml_dev *cnxk_mldev;
+	struct cnxk_ml_model *model;
+	uint16_t model_id;
+
+	if ((dev == NULL) || (fp == NULL))
+		return -EINVAL;
+
+	cnxk_mldev = dev->data->dev_private;
+
+	/* Dump model info */
+	for (model_id = 0; model_id < cnxk_mldev->mldev->data->nb_models; model_id++) {
+		model = cnxk_mldev->mldev->data->models[model_id];
+		if (model != NULL)
+			cnxk_ml_model_dump(cnxk_mldev, model, fp);
+	}
+
+	return cn10k_ml_dev_dump(cnxk_mldev, fp);
+}
+
+static int
+cnxk_ml_dev_selftest(struct rte_ml_dev *dev)
+{
+	struct cnxk_ml_dev *cnxk_mldev;
+
+	if (dev == NULL)
+		return -EINVAL;
+
+	cnxk_mldev = dev->data->dev_private;
+
+	return cn10k_ml_dev_selftest(cnxk_mldev);
+}
+
 static int
 cnxk_ml_dev_queue_pair_setup(struct rte_ml_dev *dev, uint16_t queue_pair_id,
 			     const struct rte_ml_dev_qp_conf *qp_conf, int socket_id)
@@ -729,8 +764,8 @@ struct rte_ml_dev_ops cnxk_ml_ops = {
 	.dev_close = cnxk_ml_dev_close,
 	.dev_start = cnxk_ml_dev_start,
 	.dev_stop = cnxk_ml_dev_stop,
-	.dev_dump = cn10k_ml_dev_dump,
-	.dev_selftest = cn10k_ml_dev_selftest,
+	.dev_dump = cnxk_ml_dev_dump,
+	.dev_selftest = cnxk_ml_dev_selftest,
 
 	/* Queue-pair handling ops */
 	.dev_queue_pair_setup = cnxk_ml_dev_queue_pair_setup,
diff --git a/drivers/ml/cnxk/cnxk_ml_utils.c b/drivers/ml/cnxk/cnxk_ml_utils.c
new file mode 100644
index 0000000000..ca3670a9e8
--- /dev/null
+++ b/drivers/ml/cnxk/cnxk_ml_utils.c
@@ -0,0 +1,15 @@
+/* SPDX-License-Identifier: BSD-3-Clause
+ * Copyright (c) 2023 Marvell.
+ */
+
+#include "cnxk_ml_utils.h"
+
+void
+cnxk_ml_print_line(FILE *fp, int len)
+{
+	int i;
+
+	for (i = 0; i < len; i++)
+		fprintf(fp, "-");
+	fprintf(fp, "\n");
+}
diff --git a/drivers/ml/cnxk/cnxk_ml_utils.h b/drivers/ml/cnxk/cnxk_ml_utils.h
new file mode 100644
index 0000000000..ed2ab21346
--- /dev/null
+++ b/drivers/ml/cnxk/cnxk_ml_utils.h
@@ -0,0 +1,17 @@
+/* SPDX-License-Identifier: BSD-3-Clause
+ * Copyright (c) 2023 Marvell.
+ */
+
+#ifndef _CNXK_ML_UTILS_H_
+#define _CNXK_ML_UTILS_H_
+
+#include <rte_mldev.h>
+
+/* Debug print width */
+#define STR_LEN	  12
+#define FIELD_LEN 16
+#define LINE_LEN  72
+
+void cnxk_ml_print_line(FILE *fp, int len);
+
+#endif /* _CNXK_ML_UTILS_H_ */
diff --git a/drivers/ml/cnxk/meson.build b/drivers/ml/cnxk/meson.build
index 9cc4ddec70..575f08f9c0 100644
--- a/drivers/ml/cnxk/meson.build
+++ b/drivers/ml/cnxk/meson.build
@@ -17,6 +17,7 @@ driver_sdk_headers = files(
         'cnxk_ml_model.h',
         'cnxk_ml_ops.h',
         'cnxk_ml_xstats.h',
+        'cnxk_ml_utils.h',
 )
 
 sources = files(
@@ -28,6 +29,7 @@ sources = files(
         'cnxk_ml_io.c',
         'cnxk_ml_model.c',
         'cnxk_ml_ops.c',
+        'cnxk_ml_utils.c',
 )
 
 deps += ['mldev', 'common_cnxk', 'kvargs', 'hash']
