Accessing Project Aria Sensor Data
These instructions are for using Aria Data Tools. We recommend using Project Aria Tools instead, wherever possible. Go to Getting Started in Project Aria Tools for an introduction to Aria data utilities and using the most up to Aria Data provider.
Introduction
The Project Aria Data Provider provides a customized way to retrieve and read data from VRS files in an intuitive and effective way.
Project Aria data can also be loaded by reading VRS files directly, using VRS tools or other tools that leverage VRS APIs. This page contains instructions for the most common uses of Project Aria Data Provider and then describes how we have used VRS.
Instructions
Use the following commands in Python3 to retrieve and read sensor data from VRS.
1. Create an Aria Data Provider instance
>>> import projectaria_tools as pyark
>>> vrs_data_provider = pyark.dataprovider.AriaVrsDataProvider()
2. Select your VRS file
Enter the name (and path if you are in a different directory) for the VRS file you wish to read. Here it is represented as ‘recording.vrs’.
vrs_data_provider.openFile(‘recording.vrs’)
3. Set which sensor data the Project Aria Data Provider should read
By high-level API
Use vrs_data_provider
to set which sensor stream/s the Aria Data Provider should read. The available sensor stream is constructed by set
<streamType>
Player
- See Sensors and Measurements for a list of all the stream types.
This example is for SLAM left camera:
vrs_data_provider.setSlamLeftCameraPlayer()
Or by StreamId
Use the following commands if you wish to set this directly using the VRS StreamId.
>>> slam_camera_recordable_type_id = 1201
>>> slam_left_camera_instance_id = 1
>>> slam_left_camera_stream_id = pyark.dataprovider.StreamId(slam_camera_recordable_type_id, slam_left_camera_instance_id)
>>> vrs_data_provider.setStreamPlayer(slam_left_camera_stream_id)
4. Set whether to print data layouts (optional)
By default data layouts are not printed while reading records. Set the verbosity to True to print data layouts and False to not print data layouts:
vrs_data_provider.setVerbose(True)
5. Read the data stream
All records in timestamp order:
>>> vrs_data_provider.readAllRecords()
4822.486 Camera Data (SLAM) #1 [1201-1]: jpg, 44338 bytes. # JPEG compressed image data size before decompression
...
4832.286 Camera Data (SLAM) #1 [1201-1]: jpg, 64148 bytes.
4832.386 Camera Data (SLAM) #1 [1201-1]: jpg, 64174 bytes.
Read a single data record by timestamp:
vrs_data_provider.readDataRecordByTime(slam_left_camera_stream_id, someTimestamp)
You can also use a higher level API that reads a data record in a specific stream and proceeds next timestamp in the player internally.
vrs_data_provider.tryFetchNextData(slam_left_camera_stream_id)
6. Access the data stream
Once you’ve read and stored records in the players. All streams have configuration and data records.
You can access:
getConfigRecord()
- one per stream.getDataRecord()
- All streams use data records to store informationgetData()
- Audio and image streams only. This accesses data from content blocks that contain raw image and audio data
To find out what is in a configuration or data record, go to vrs/vrs/oss/aria. These definitions provide an overview of what information can be extracted for each stream from a Project Aria sequence.
In this example, one SLAM left camera data record is accessed. What is read is defined by the records loaded when setting how to read the data stream.
>>> slam_left_camera_player = vrs_data_provider.getSlamLeftCameraPlayer()
>>> slam_left_camera_data_record = slam_left_camera_player.getDataRecord()
>>> slam_left_camera_data_record.captureTimestampNs
4832385508212
In this example getData()
is used to get raw SLAM left camera data. Raw data is compressed into JPG formatting when it is read by the Aria visualization tool.
>>> slam_left_camera_data = slam_left_camera_player.getData()
>>> pixel_frame = slam_left_camera_data.pixelFrame
>>> buffer = pixel_frame.getBuffer()
>>> len(buffer)
307200 # JPEG image data decompressed internally in AriaImageSensorPlayer
# equal to SLAM camera image width (640) * image height(480)
In this example, getConfigRecord()
is used to read the configuration records for the SLAM left Camera.
vrs_data_provider.readFirstConfigurationRecord(slam_left_camera_stream_id)
7. Loading device model
There are calibration strings for each image and motion stream. Reading the configuration record for any one of them will load the device model. Load the device model:
>>> slam_left_camera_stream_id = slam_left_camera_player.getStreamId()
>>> slam_left_camera_stream_id
<pyark.dataprovider.StreamId object at 0x7f955808c270>
>>> vrs_data_provider.readFirstConfigurationRecord(slam_left_camera_stream_id)
True
>>> vrs_data_provider.loadDeviceModel()
True
>>> device_model = vrs_data_provider.getDeviceModel()
>>> device_model
<pyark.sensors.DeviceModel object at 0x7f955808c2b0>
Then a 3D point from one sensor coordinate system can be transformed into another with:
>>> import numpy as np
>>> p_slamLeft = np.array([3.0, 2.0, 1.0])
>>> p_imuRight = device_model.transform(p_slamLeft, 'camera-slam-left', 'imu-right')
>>> p_imuRight
array([ 3.32648252, -1.50695095, 1.10720445])
To find out more about Calibration go to Using Project Aria Calibration Sensor Data
How the Project Aria Data Provider works
The Project Aria Data Provider uses RecordFileReader
and StreamPlayer
classes to retrieve and read data from VRS files in an intuitive and effective way.
Through the Project Aria Data Provider, a player is implemented for every Project Aria data stream. This player allows VRS configuration and data records to be stored and retrieved. The configuration and data record structure contents in each player are defined by the Project Aria DataLayout
definitions.
Project Aria VRS data provider class exposes the functionality needed to read and access Project Aria data intuitively. It enables:
- Project Aria players to be configured correctly (see below)
- Retrieving players and accessing their latest content, and handling the VRS operations required for all these actions internally.
- Utilizing the power of VRS tools for reading records via
RecordFileReader
wrapper functions.
How Project Aria players are configured
So that data layouts of a stream can be read, a RecordFileStreamPlayer
instance for it has to be set in RecordFileReader
. Using custom classes for each stream type that inherit RecordFileStreamPlayer
allows reading configuration/data records in the VRS file by overriding RecordFileStreamPlayer::onDataLayoutRead
function. Project Aria players that follow this pattern are open sourced under src/dataprovider/players
.
Each player header file contains configuration and data record structure definitions, matching their stream data layout definitions. There are getter methods in the player classes to retrieve these records.
Project Aria DataLayout
definitions
DataLayout definitions of the metadata blocks in Project Aria VRS files are open sourced under vrs/vrs/oss/aria. These definitions provide an overview of what information can be extracted for each stream from a Project Aria sequence.