dnn_backend_tf.c File Reference

#include "libavformat/avio.h"
#include "libavutil/avassert.h"
#include "libavutil/avstring.h"
#include "libavutil/cpu.h"
#include "libavutil/mem.h"
#include "libavutil/opt.h"
#include "libavcodec/defs.h"
#include "dnn_io_proc.h"
#include "dnn_backend_common.h"
#include "safe_queue.h"
#include <tensorflow/c/c_api.h>

Go to the source code of this file.

Data Structures
struct	TFModel
struct	TFInferRequest
	Stores execution parameters for single call to the TensorFlow C API. More...
struct	TFRequestItem

Macros
#define	OFFSET(x)   offsetof(TFOptions, x)
#define	FLAGS   AV_OPT_FLAG_FILTERING_PARAM
#define	SPACE_CHARS   " \t\r\n"

Functions
static int	execute_model_tf (TFRequestItem *request, Queue *lltask_queue)
static void	infer_completion_callback (void *args)
static void	destroy_request_item (TFRequestItem **arg)
	Free the TFRequestItem completely. More...
static void	free_buffer (void *data, size_t length)
static void	tf_free_request (TFInferRequest *request)
	Free the contents of TensorFlow inference request. More...
static TFInferRequest *	tf_create_inference_request (void)
	Create a TensorFlow inference request. More...
static int	tf_start_inference (void *args)
	Start synchronous inference for the TensorFlow model. More...
static int	extract_lltask_from_task (TaskItem *task, Queue *lltask_queue)
static TF_Buffer *	read_graph (const char *model_filename)
static TF_Tensor *	allocate_input_tensor (const DNNData *input)
static int	get_input_tf (DNNModel *model, DNNData *input, const char *input_name)
static int	get_output_tf (DNNModel *model, const char *input_name, int input_width, int input_height, const char *output_name, int *output_width, int *output_height)
static int	hex_to_data (uint8_t *data, const char *p)
static int	load_tf_model (TFModel *tf_model, const char *model_filename)
static void	dnn_free_model_tf (DNNModel **model)
static DNNModel *	dnn_load_model_tf (DnnContext *ctx, DNNFunctionType func_type, AVFilterContext *filter_ctx)
static int	fill_model_input_tf (TFModel *tf_model, TFRequestItem *request)
static int	dnn_execute_model_tf (const DNNModel *model, DNNExecBaseParams *exec_params)
static DNNAsyncStatusType	dnn_get_result_tf (const DNNModel *model, AVFrame **in, AVFrame **out)
static int	dnn_flush_tf (const DNNModel *model)

Variables
static const AVOption	dnn_tensorflow_options []
const DNNModule	ff_dnn_backend_tf

Detailed Description

DNN tensorflow backend implementation.

Definition in file dnn_backend_tf.c.

Macro Definition Documentation

OFFSET

#define OFFSET

(

x

)

offsetof(TFOptions, x)

Definition at line 67 of file dnn_backend_tf.c.

FLAGS

#define FLAGS   AV_OPT_FLAG_FILTERING_PARAM

Definition at line 68 of file dnn_backend_tf.c.

SPACE_CHARS

#define SPACE_CHARS   " \t\r\n"

Definition at line 356 of file dnn_backend_tf.c.

Function Documentation

execute_model_tf()

static int execute_model_tf ( TFRequestItem *  request, Queue *  lltask_queue  )

static

Definition at line 756 of file dnn_backend_tf.c.

Referenced by dnn_execute_model_tf(), and get_output_tf().

infer_completion_callback()

static void infer_completion_callback ( void *  args )

static

Definition at line 693 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf(), and execute_model_tf().

destroy_request_item()

static void destroy_request_item ( TFRequestItem **  arg )

inlinestatic

Free the TFRequestItem completely.

Parameters

arg	Address of the TFInferRequest instance.

Definition at line 170 of file dnn_backend_tf.c.

Referenced by dnn_flush_tf(), dnn_free_model_tf(), dnn_load_model_tf(), execute_model_tf(), and infer_completion_callback().

free_buffer()

static void free_buffer ( void *  data, size_t  length  )

static

Definition at line 79 of file dnn_backend_tf.c.

Referenced by read_graph().

tf_free_request()

static void tf_free_request ( TFInferRequest *  request )

static

Free the contents of TensorFlow inference request.

It does not free the TFInferRequest instance.

Parameters

request

pointer to TFInferRequest instance. NULL pointer is allowed.

Definition at line 91 of file dnn_backend_tf.c.

Referenced by destroy_request_item(), execute_model_tf(), fill_model_input_tf(), and infer_completion_callback().

tf_create_inference_request()

static TFInferRequest* tf_create_inference_request ( void  )

static

Create a TensorFlow inference request.

All properties are initially unallocated and set as NULL.

Returns

pointer to the allocated TFInferRequest instance.

Definition at line 119 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf().

tf_start_inference()

static int tf_start_inference ( void *  args )

static

Start synchronous inference for the TensorFlow model.

Parameters

request

pointer to the TFRequestItem for inference

Return values

0	if execution is successful
AVERROR(EINVAL)	if request is NULL
DNN_GENERIC_ERROR	if execution fails

Definition at line 140 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf(), and execute_model_tf().

extract_lltask_from_task()

static int extract_lltask_from_task ( TaskItem *  task, Queue *  lltask_queue  )

static

Definition at line 184 of file dnn_backend_tf.c.

Referenced by dnn_execute_model_tf(), and get_output_tf().

read_graph()

static TF_Buffer* read_graph ( const char *  model_filename )

static

Definition at line 204 of file dnn_backend_tf.c.

Referenced by load_tf_model().

allocate_input_tensor()

static TF_Tensor* allocate_input_tensor ( const DNNData *  input )

static

Definition at line 237 of file dnn_backend_tf.c.

Referenced by fill_model_input_tf().

get_input_tf()

static int get_input_tf ( DNNModel *  model, DNNData *  input, const char *  input_name  )

static

Definition at line 264 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf(), and fill_model_input_tf().

get_output_tf()

static int get_output_tf ( DNNModel *  model, const char *  input_name, int  input_width, int  input_height, const char *  output_name, int *  output_width, int *  output_height  )

static

Definition at line 312 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf().

hex_to_data()

static int hex_to_data ( uint8_t *  data, const char *  p  )

static

Definition at line 357 of file dnn_backend_tf.c.

Referenced by load_tf_model().

load_tf_model()

static int load_tf_model ( TFModel *  tf_model, const char *  model_filename  )

static

Definition at line 386 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf().

dnn_free_model_tf()

static void dnn_free_model_tf ( DNNModel **  model )

static

Definition at line 481 of file dnn_backend_tf.c.

Referenced by dnn_load_model_tf().

dnn_load_model_tf()

static DNNModel* dnn_load_model_tf ( DnnContext *  ctx, DNNFunctionType  func_type, AVFilterContext *  filter_ctx  )

static

Definition at line 523 of file dnn_backend_tf.c.

fill_model_input_tf()

static int fill_model_input_tf ( TFModel *  tf_model, TFRequestItem *  request  )

static

Definition at line 599 of file dnn_backend_tf.c.

Referenced by dnn_flush_tf(), and execute_model_tf().

dnn_execute_model_tf()

static int dnn_execute_model_tf ( const DNNModel *  model, DNNExecBaseParams *  exec_params  )

static

Definition at line 802 of file dnn_backend_tf.c.

dnn_get_result_tf()

static DNNAsyncStatusType dnn_get_result_tf ( const DNNModel *  model, AVFrame **  in, AVFrame **  out  )

static

Definition at line 850 of file dnn_backend_tf.c.

dnn_flush_tf()

static int dnn_flush_tf ( const DNNModel *  model )

static

Definition at line 856 of file dnn_backend_tf.c.

Variable Documentation

dnn_tensorflow_options

const AVOption dnn_tensorflow_options[]

static

Initial value:

= {
    { "sess_config", "config for SessionOptions", OFFSET(sess_config), AV_OPT_TYPE_STRING, { .str = NULL }, 0, 0, FLAGS },
    { NULL }
}

Definition at line 69 of file dnn_backend_tf.c.

ff_dnn_backend_tf

const DNNModule ff_dnn_backend_tf

Initial value:

= {
    .clazz          = DNN_DEFINE_CLASS(dnn_tensorflow),
    .type           = DNN_TF,
    .load_model     = dnn_load_model_tf,
    .execute_model  = dnn_execute_model_tf,
    .get_result     = dnn_get_result_tf,
    .flush          = dnn_flush_tf,
    .free_model     = dnn_free_model_tf,
}

Definition at line 886 of file dnn_backend_tf.c.