tflite: Add support for VSI delegate
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/9410>
This commit is contained in:
parent
d1b00839c3
commit
69e91b78a7
@ -30,6 +30,10 @@
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#include "gsttfliteedgetpuinference.h"
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#include "gsttfliteedgetpuinference.h"
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#endif
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#endif
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#ifdef TFLITE_VSI
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#include "gsttflitevsiinference.h"
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#endif
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static gboolean
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static gboolean
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plugin_init (GstPlugin * plugin)
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plugin_init (GstPlugin * plugin)
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{
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{
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@ -39,6 +43,10 @@ plugin_init (GstPlugin * plugin)
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ret |= GST_ELEMENT_REGISTER (tflite_edgetpu_inference, plugin);
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ret |= GST_ELEMENT_REGISTER (tflite_edgetpu_inference, plugin);
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#endif
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#endif
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#ifdef TFLITE_VSI
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ret |= GST_ELEMENT_REGISTER (tflite_vsi_inference, plugin);
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#endif
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return ret;
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return ret;
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}
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}
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205
subprojects/gst-plugins-bad/ext/tflite/gsttflitevsiinference.c
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205
subprojects/gst-plugins-bad/ext/tflite/gsttflitevsiinference.c
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@ -0,0 +1,205 @@
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/*
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* GStreamer
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* Copyright (C) 2025 Collabora Ltd.
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*
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* gsttflitevsiinference.c
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*
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* This library is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Library General Public
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* License as published by the Free Software Foundation; either
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* version 2 of the License, or (at your option) any later version.
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*
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* This library is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Library General Public License for more details.
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*
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* You should have received a copy of the GNU Library General Public
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* License along with this library; if not, write to the
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* Free Software Foundation, Inc., 51 Franklin St, Fifth Floor,
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* Boston, MA 02110-1301, USA.
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*/
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/**
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* SECTION:element-tflitevsiinference
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* @short_description: Run TFLITE inference model on video buffers
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* using a Verisilicon accelerator
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*
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* This element can apply an TFLITE model to video buffers. It attaches
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* the tensor output to the buffer as a @ref GstTensorMeta.
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*
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* To install TFLITE on your system, follow the instructions in the
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* README.md in with this plugin.
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*
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* ## Example launch command:
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*
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* GST_DEBUG=ssdobjectdetector:5 \
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* gst-launch-1.0 filesrc location=tflite-models/images/bus.jpg ! \
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* jpegdec ! videoconvert ! tflitevsiinference model-file=tflite-models/models/ssd_mobilenet_v1_coco.tflite ! \
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* ssdobjectdetector label-file=tflite-models/labels/COCO_classes.txt ! videoconvert ! imagefreeze ! autovideosink
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*
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* Since: 1.28
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*/
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#ifdef HAVE_CONFIG_H
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#include "config.h"
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#endif
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#include "gsttflitevsiinference.h"
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#include "VX/vsi_npu_custom_op.h"
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#include <tensorflow/lite/delegates/external/external_delegate.h>
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typedef struct _GstTFliteVsiInference
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{
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GstTFliteInference parent;
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gchar *delegate_path;
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TfLiteDelegate *tflite_delegate;
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} GstTFliteVsiInference;
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GST_DEBUG_CATEGORY (tflite_vsi_inference_debug);
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#define GST_CAT_DEFAULT tflite_vsi_inference_debug
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GST_ELEMENT_REGISTER_DEFINE (tflite_vsi_inference,
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"tflitevsiinference", GST_RANK_NONE, GST_TYPE_TFLITE_VSI_INFERENCE);
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enum
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{
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PROP_0,
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PROP_DELEGATE,
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};
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#define DEFAULT_DELEGATE_PATH "libvx_delegate.so.2"
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static void gst_tflite_vsi_inference_set_property (GObject * object,
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guint prop_id, const GValue * value, GParamSpec * pspec);
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static void gst_tflite_vsi_inference_get_property (GObject * object,
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guint prop_id, GValue * value, GParamSpec * pspec);
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static void gst_tflite_vsi_inference_finalize (GObject * object);
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static gboolean gst_tflite_vsi_update_options (GstTFliteInference * inf,
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TfLiteInterpreterOptions * interpreter_options);
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static gboolean gst_tflite_vsi_inference_stop (GstBaseTransform * trans);
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G_DEFINE_TYPE (GstTFliteVsiInference, gst_tflite_vsi_inference,
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GST_TYPE_TFLITE_INFERENCE);
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static void
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gst_tflite_vsi_inference_class_init (GstTFliteVsiInferenceClass * klass)
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{
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GObjectClass *gobject_class = (GObjectClass *) klass;
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GstElementClass *element_class = (GstElementClass *) klass;
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GstBaseTransformClass *basetransform_class = (GstBaseTransformClass *) klass;
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GstTFliteInferenceClass *tflite_class = (GstTFliteInferenceClass *) klass;
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GST_DEBUG_CATEGORY_INIT (tflite_vsi_inference_debug,
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"tflitevsiinference", 0, "TFLlite vsi inference");
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gst_element_class_set_static_metadata (element_class,
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"tflitevsiinference",
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"Filter/Effect",
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"Apply neural network to video frames and create tensor output"
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" using a Verisilicon accelerator",
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"Olivier Crête <olivier.crete@collabora.com>");
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gobject_class->set_property = gst_tflite_vsi_inference_set_property;
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gobject_class->get_property = gst_tflite_vsi_inference_get_property;
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gobject_class->finalize = gst_tflite_vsi_inference_finalize;
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basetransform_class->stop = gst_tflite_vsi_inference_stop;
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tflite_class->update_options = gst_tflite_vsi_update_options;
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g_object_class_install_property (G_OBJECT_CLASS (klass),
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PROP_DELEGATE,
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g_param_spec_string ("delegate",
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"TfLite Delegate", "Path to the VSI TfLite delegate library",
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DEFAULT_DELEGATE_PATH, G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS));
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}
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static void
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gst_tflite_vsi_inference_init (GstTFliteVsiInference * self)
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{
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self->delegate_path = g_strdup (DEFAULT_DELEGATE_PATH);
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}
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static void
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gst_tflite_vsi_inference_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec)
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{
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GstTFliteVsiInference *self = GST_TFLITE_VSI_INFERENCE (object);
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switch (prop_id) {
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case PROP_DELEGATE:
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g_free (self->delegate_path);
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self->delegate_path = g_value_dup_string (value);
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break;
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default:
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G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
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break;
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}
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}
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static void
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gst_tflite_vsi_inference_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec)
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{
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GstTFliteVsiInference *self = GST_TFLITE_VSI_INFERENCE (object);
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switch (prop_id) {
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case PROP_DELEGATE:
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g_value_set_string (value, self->delegate_path);
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break;
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default:
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G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
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break;
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}
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}
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static void
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gst_tflite_vsi_inference_finalize (GObject * object)
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{
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GstTFliteVsiInference *self = GST_TFLITE_VSI_INFERENCE (object);
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g_free (self->delegate_path);
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G_OBJECT_CLASS (gst_tflite_vsi_inference_parent_class)->finalize (object);
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}
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static gboolean
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gst_tflite_vsi_update_options (GstTFliteInference * inf,
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TfLiteInterpreterOptions * interpreter_options)
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{
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GstTFliteVsiInference *self = GST_TFLITE_VSI_INFERENCE (inf);
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TfLiteExternalDelegateOptions external_delegate_options;
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external_delegate_options =
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TfLiteExternalDelegateOptionsDefault (self->delegate_path);
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self->tflite_delegate =
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TfLiteExternalDelegateCreate (&external_delegate_options);
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TfLiteInterpreterOptionsAddDelegate (interpreter_options,
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self->tflite_delegate);
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TfLiteInterpreterOptionsAddRegistrationExternal (interpreter_options,
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(TfLiteRegistrationExternal *) Register_VSI_NPU_PRECOMPILED ());
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return TRUE;
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}
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static gboolean
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gst_tflite_vsi_inference_stop (GstBaseTransform * trans)
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{
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GstTFliteVsiInference *self = GST_TFLITE_VSI_INFERENCE (trans);
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gboolean ret;
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ret = GST_BASE_TRANSFORM_CLASS (gst_tflite_vsi_inference_parent_class)
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->stop (trans);
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if (self->tflite_delegate)
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TfLiteExternalDelegateDelete (self->tflite_delegate);
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self->tflite_delegate = NULL;
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return ret;
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}
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@ -0,0 +1,39 @@
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/*
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* GStreamer gstreamer-tflitevsiinference
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* Copyright (C) 2025 Collabora Ltd
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*
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* gsttflitevsiinference.h
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*
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* This library is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Library General Public
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* License as published by the Free Software Foundation; either
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* version 2 of the License, or (at your option) any later version.
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*
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* This library is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Library General Public License for more details.
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*
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* You should have received a copy of the GNU Library General Public
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* License along with this library; if not, write to the
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* Free Software Foundation, Inc., 51 Franklin St, Fifth Floor,
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* Boston, MA 02110-1301, USA.
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*/
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#ifndef __GST_TFLITE_VSI_INFERENCE_H__
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#define __GST_TFLITE_VSI_INFERENCE_H__
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#include "gsttfliteinference.h"
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G_BEGIN_DECLS
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#define GST_TYPE_TFLITE_VSI_INFERENCE (gst_tflite_vsi_inference_get_type())
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G_DECLARE_FINAL_TYPE (GstTFliteVsiInference, gst_tflite_vsi_inference, GST,
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TFLITE_VSI_INFERENCE, GstTFliteInference)
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GST_ELEMENT_REGISTER_DECLARE (tflite_vsi_inference)
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G_END_DECLS
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#endif /* __GST_TFLITE_INFERENCE_H__ */
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@ -6,13 +6,19 @@ tflite_sources = [
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tflite_headers = [
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tflite_headers = [
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'gsttfliteinference.h',
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'gsttfliteinference.h',
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'gsttfliteedgetpuinference.h'
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'gsttfliteedgetpuinference.h',
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'gsttflitevsiinference.h',
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]
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]
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edgetpu_sources = [
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edgetpu_sources = [
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'gsttfliteedgetpuinference.c'
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'gsttfliteedgetpuinference.c'
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]
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]
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vsi_sources = [
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'gsttflitevsiinference.c',
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'VX/vsi_npu_custom_op.cc'
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]
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doc_sources = []
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doc_sources = []
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foreach s: tflite_sources + tflite_headers + edgetpu_sources
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foreach s: tflite_sources + tflite_headers + edgetpu_sources
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doc_sources += meson.current_source_dir() / s
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doc_sources += meson.current_source_dir() / s
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@ -64,6 +70,10 @@ if tensorflow_lite_dep.found() and tensorflow_lite_header_found
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tflite_extra_dep += [edgetpu_dep]
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tflite_extra_dep += [edgetpu_dep]
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endif
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endif
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if get_option('tflite-vsi').allowed()
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tflite_sources += vsi_sources
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tflite_c_args += ['-Wno-aggregate-return', '-DTFLITE_VSI']
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endif
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gsttflite = library('gsttflite',
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gsttflite = library('gsttflite',
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tflite_sources,
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tflite_sources,
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@ -178,6 +178,7 @@ option('svtjpegxs', type : 'feature', value : 'auto', description : 'Scalable Vi
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option('teletext', type : 'feature', value : 'auto', description : 'Teletext plugin')
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option('teletext', type : 'feature', value : 'auto', description : 'Teletext plugin')
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option('tflite', type : 'feature', value : 'auto', description : 'TensorFlow Lite (LiteRT) plugin')
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option('tflite', type : 'feature', value : 'auto', description : 'TensorFlow Lite (LiteRT) plugin')
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option('tflite-edgetpu', type : 'feature', value : 'auto', description : 'TensorFlow Lite (LiteRT) EdgeTPU (Coral) support')
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option('tflite-edgetpu', type : 'feature', value : 'auto', description : 'TensorFlow Lite (LiteRT) EdgeTPU (Coral) support')
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option('tflite-vsi', type : 'feature', value : 'disabled', description : 'TensorFlow Lite (LiteRT) Verisilicon support')
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option('tinyalsa', type : 'feature', value : 'auto', description : 'TinyALSA plugin')
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option('tinyalsa', type : 'feature', value : 'auto', description : 'TinyALSA plugin')
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option('transcode', type : 'feature', value : 'auto', description : 'Transcode plugin')
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option('transcode', type : 'feature', value : 'auto', description : 'Transcode plugin')
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option('ttml', type : 'feature', value : 'auto', description : 'TTML subtitle parser and renderer plugin')
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option('ttml', type : 'feature', value : 'auto', description : 'TTML subtitle parser and renderer plugin')
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