simaaisigmoid
The simaaisigmoid GStreamer plugin performs a sigmoid activation function on input tensor data. It takes a tensor as input and produces a tensor with the sigmoid applied to each element as output. The plugin is designed to work with SiMa.ai’s memory management system.
Properties
The following properties can be configured:
Property |
Type |
Default |
Description |
|---|---|---|---|
silent |
boolean |
FALSE |
If TRUE, suppresses verbose output. |
transmit |
boolean |
FALSE |
If TRUE, transmits KPI data via GStreamer messages. |
dump-data |
boolean |
FALSE |
If TRUE, saves the output buffer data to |
num-buffers |
uint |
5 |
Number of buffers allocated in the internal buffer pool. |
buffer-size |
uint |
0 |
Size (in bytes) of each buffer in the internal buffer pool. Must be set appropriately for your data. |
Usage
The simaaisigmoid plugin can be integrated into a GStreamer pipeline as follows:
gst-launch-1.0 ...input... ! simaaisigmoid name='simaai_sigmoid' num-buffers=4 buffer-size=1600 ! fakesink
Replace ...input... with your input element. The buffer-size property must be set to a value appropriate for the size of your input tensors. The num-buffers property controls the number of buffers pre-allocated by the plugin.
The plugin expects input caps of application/vnd.simaai.tensor, format=(string)DETESSDEQUANT and outputs caps of application/vnd.simaai.tensor, format=(string)SIGMOID.
Installation
To install the simaaisigmoid plugin, copy the plugin library from /usr/local/simaai/plugin_zoo/gst-simaai-plugins-base/gst/ into your project’s plugins/ directory. Ensure the plugin is accessible to GStreamer’s plugin loading mechanism.
Integration
This plugin integrates into a GStreamer pipeline by receiving input buffers, processing them using the sigmoid function, and outputting the results to the next element in the pipeline. The plugin utilizes SiMa.ai’s memory management for efficient data handling. It also provides mechanisms for silent operation and KPI data transmission. The output buffers will contain metadata including a buffer ID and timestamp.