Added device argument 'cache_model_data' to enable model data caching. An inference request would be executed with dummy data in synchronous mode during model start stage. This run would cache the model weights and bias in the memory and result in improved inference throughput.
cache_model_data = 1, enable (default) cache_model_data = 0, disable Signed-off-by: Srikanth Yalavarthi <syalavar...@marvell.com> --- drivers/ml/cnxk/cn10k_ml_dev.c | 33 ++++++++++++++++++++-- drivers/ml/cnxk/cn10k_ml_dev.h | 3 ++ drivers/ml/cnxk/cn10k_ml_ops.c | 50 ++++++++++++++++++++++++++++++++++ 3 files changed, 84 insertions(+), 2 deletions(-) diff --git a/drivers/ml/cnxk/cn10k_ml_dev.c b/drivers/ml/cnxk/cn10k_ml_dev.c index ac6592891b..948708a420 100644 --- a/drivers/ml/cnxk/cn10k_ml_dev.c +++ b/drivers/ml/cnxk/cn10k_ml_dev.c @@ -20,10 +20,12 @@ #define CN10K_ML_FW_PATH "fw_path" #define CN10K_ML_FW_ENABLE_DPE_WARNINGS "enable_dpe_warnings" #define CN10K_ML_FW_REPORT_DPE_WARNINGS "report_dpe_warnings" +#define CN10K_ML_DEV_CACHE_MODEL_DATA "cache_model_data" #define CN10K_ML_FW_PATH_DEFAULT "/lib/firmware/mlip-fw.bin" #define CN10K_ML_FW_ENABLE_DPE_WARNINGS_DEFAULT 1 #define CN10K_ML_FW_REPORT_DPE_WARNINGS_DEFAULT 0 +#define CN10K_ML_DEV_CACHE_MODEL_DATA_DEFAULT 1 /* ML firmware macros */ #define FW_MEMZONE_NAME "ml_cn10k_fw_mz" @@ -38,7 +40,8 @@ #define FW_REPORT_DPE_WARNING_BITMASK BIT(1) static const char *const valid_args[] = {CN10K_ML_FW_PATH, CN10K_ML_FW_ENABLE_DPE_WARNINGS, - CN10K_ML_FW_REPORT_DPE_WARNINGS, NULL}; + CN10K_ML_FW_REPORT_DPE_WARNINGS, + CN10K_ML_DEV_CACHE_MODEL_DATA, NULL}; /* Dummy operations for ML device */ struct rte_ml_dev_ops ml_dev_dummy_ops = {0}; @@ -76,6 +79,7 @@ cn10k_mldev_parse_devargs(struct rte_devargs *devargs, struct cn10k_ml_dev *mlde { bool enable_dpe_warnings_set = false; bool report_dpe_warnings_set = false; + bool cache_model_data_set = false; struct rte_kvargs *kvlist = NULL; bool fw_path_set = false; char *fw_path = NULL; @@ -124,6 +128,18 @@ cn10k_mldev_parse_devargs(struct rte_devargs *devargs, struct cn10k_ml_dev *mlde report_dpe_warnings_set = true; } + if (rte_kvargs_count(kvlist, CN10K_ML_DEV_CACHE_MODEL_DATA) == 1) { + ret = rte_kvargs_process(kvlist, CN10K_ML_DEV_CACHE_MODEL_DATA, &parse_integer_arg, + &mldev->cache_model_data); + if (ret < 0) { + plt_err("Error processing arguments, key = %s\n", + CN10K_ML_DEV_CACHE_MODEL_DATA); + ret = -EINVAL; + goto exit; + } + cache_model_data_set = true; + } + check_args: if (!fw_path_set) mldev->fw.path = CN10K_ML_FW_PATH_DEFAULT; @@ -155,6 +171,18 @@ cn10k_mldev_parse_devargs(struct rte_devargs *devargs, struct cn10k_ml_dev *mlde } plt_info("ML: %s = %d", CN10K_ML_FW_REPORT_DPE_WARNINGS, mldev->fw.report_dpe_warnings); + if (!cache_model_data_set) { + mldev->cache_model_data = CN10K_ML_DEV_CACHE_MODEL_DATA_DEFAULT; + } else { + if ((mldev->cache_model_data < 0) || (mldev->cache_model_data > 1)) { + plt_err("Invalid argument, %s = %d\n", CN10K_ML_DEV_CACHE_MODEL_DATA, + mldev->cache_model_data); + ret = -EINVAL; + goto exit; + } + } + plt_info("ML: %s = %d", CN10K_ML_DEV_CACHE_MODEL_DATA, mldev->cache_model_data); + exit: if (kvlist) rte_kvargs_free(kvlist); @@ -694,4 +722,5 @@ RTE_PMD_REGISTER_KMOD_DEP(MLDEV_NAME_CN10K_PMD, "vfio-pci"); RTE_PMD_REGISTER_PARAM_STRING(MLDEV_NAME_CN10K_PMD, CN10K_ML_FW_PATH "=<path>" CN10K_ML_FW_ENABLE_DPE_WARNINGS - "=<0|1>" CN10K_ML_FW_REPORT_DPE_WARNINGS "=<0|1>"); + "=<0|1>" CN10K_ML_FW_REPORT_DPE_WARNINGS + "=<0|1>" CN10K_ML_DEV_CACHE_MODEL_DATA "=<0|1>"); diff --git a/drivers/ml/cnxk/cn10k_ml_dev.h b/drivers/ml/cnxk/cn10k_ml_dev.h index 9ba56ffba6..718edadde7 100644 --- a/drivers/ml/cnxk/cn10k_ml_dev.h +++ b/drivers/ml/cnxk/cn10k_ml_dev.h @@ -381,6 +381,9 @@ struct cn10k_ml_dev { /* xstats status */ bool xstats_enabled; + + /* Enable / disable model data caching */ + int cache_model_data; }; uint64_t cn10k_ml_fw_flags_get(struct cn10k_ml_fw *fw); diff --git a/drivers/ml/cnxk/cn10k_ml_ops.c b/drivers/ml/cnxk/cn10k_ml_ops.c index 5689fbfcb2..d69df42b27 100644 --- a/drivers/ml/cnxk/cn10k_ml_ops.c +++ b/drivers/ml/cnxk/cn10k_ml_ops.c @@ -488,6 +488,49 @@ cn10k_ml_model_xstat_reset(struct rte_ml_dev *dev, uint16_t model_id, } } +static int +cn10k_ml_cache_model_data(struct rte_ml_dev *dev, uint16_t model_id) +{ + struct cn10k_ml_model *model; + struct rte_ml_op op; + + char str[RTE_MEMZONE_NAMESIZE]; + const struct plt_memzone *mz; + uint64_t isize = 0; + uint64_t osize = 0; + int ret = 0; + + model = dev->data->models[model_id]; + + /* Create input and output buffers. */ + rte_ml_io_input_size_get(dev->data->dev_id, model_id, model->batch_size, &isize, NULL); + rte_ml_io_output_size_get(dev->data->dev_id, model_id, model->batch_size, &osize, NULL); + + snprintf(str, RTE_MEMZONE_NAMESIZE, "%s_%u", "ml_dummy_io", model_id); + mz = plt_memzone_reserve_aligned(str, isize + osize, 0, ML_CN10K_ALIGN_SIZE); + if (mz == NULL) + return -ENOMEM; + memset(mz->addr, 0, isize + osize); + + op.model_id = model_id; + op.nb_batches = model->batch_size; + op.mempool = NULL; + + op.input.addr = mz->addr; + op.input.length = isize; + op.input.next = NULL; + + op.output.addr = PLT_PTR_ADD(op.input.addr, isize); + op.output.length = osize; + op.output.next = NULL; + + memset(model->req, 0, sizeof(struct cn10k_ml_req)); + ret = cn10k_ml_inference_sync(dev, &op); + plt_memzone_free(mz); + + return ret; +} + static int cn10k_ml_dev_info_get(struct rte_ml_dev *dev, struct rte_ml_dev_info *dev_info) { @@ -1467,6 +1510,13 @@ cn10k_ml_model_start(struct rte_ml_dev *dev, uint16_t model_id) } } + if (ret < 0) { /* Call unload to update model and FW state, ignore error */ + rte_ml_model_stop(dev->data->dev_id, model_id); + } else { + if (mldev->cache_model_data && roc_model_is_cn10ka()) + ret = cn10k_ml_cache_model_data(dev, model_id); + } + return ret; } -- 2.17.1