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https://github.com/larsrollik/rpi_camera_colony
Central control for video acquisition with (many) Raspberry Pi cameras
https://github.com/larsrollik/rpi_camera_colony
multi-camera raspberry-pi raspberrypi remote-cameras rpi rpi-camera
Last synced: 6 days ago
JSON representation
Central control for video acquisition with (many) Raspberry Pi cameras
- Host: GitHub
- URL: https://github.com/larsrollik/rpi_camera_colony
- Owner: larsrollik
- License: bsd-3-clause
- Created: 2021-05-25T10:39:30.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2023-07-18T08:19:29.000Z (about 1 year ago)
- Last Synced: 2024-09-19T02:47:09.876Z (14 days ago)
- Topics: multi-camera, raspberry-pi, raspberrypi, remote-cameras, rpi, rpi-camera
- Language: Python
- Homepage:
- Size: 295 KB
- Stars: 6
- Watchers: 2
- Forks: 0
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
Awesome Lists containing this project
README
[isc-dhcp-server]: https://ubuntu.com/server/docs/network-dhcp
[miniconda]: https://docs.conda.io/en/latest/miniconda.html
[pinout.xyz]: https://pinout.xyz
[Raspbian]: https://www.raspberrypi.org/documentation/installation/installing-images
[arne-plugin]: https://github.com/arnefmeyer/RPiCameraPlugin
[deshmukh]: https://github.com/DeshmukhLab/PicameraPaper
[Vidgear]: https://github.com/abhiTronix/vidgear
[](https://zenodo.org/badge/latestdoi/370656006)
[](https://github.com/larsrollik/rpi_camera_colony)
[](https://pypi.org/project/rpi_camera_colony)
[](https://pypi.org/project/rpi_camera_colony)
[](https://github.com/python/black)
# RPi Camera Colony (RCC)
Central control for video acquisition with (many) Raspberry Pi cameras
---
Record videos in parallel with one or more remote-controlled Raspberry Pi (RPi) cameras. :movie_camera:
A single configuration file and a few lines of code allow specific and reproducible acquisition settings for groups of cameras.
**Example use with Python:**
```python
import time
from rpi_camera_colony.control.conductor import Conductor
conductor = Conductor(settings_file="configuration_file") # Manages remote RPi
conductor.start_acquisition() # Starts recording on all remotes
time.sleep(20) # do nothing or something else in between
conductor.stop_acquisition() # Stops recording on all remotes
```
or on the commandline:
```shell
rcc-conductor --config-data-file CONFIG_DATA_FILE --acquisition-name ACQUISITION_NAME
```
## Features
#### A centralised control object
One central object handles all communication with the remote cameras and transmits the configuration settings to each.
#### A single configuration file to define reproducible multi-camera acquisition
Configuration parameters are centrally defined in an easy-to-read file format and then handed down to the cameras.
#### Flexible entrypoints
Multiple entrypoints for use in python scripts as well as in a single line on the commandline
Additionally, all levels are directly accessible: central Conductor, remote control handlers, and on the RPi the acquisition control (see below for details).
#### *NEW:* Network video stream
Add an additional output via network video stream directly from the main `config` or via commandline arguments when calling `rcc-acquisition`.
- `config` example to use with `rcc-conductor` as usual:
```shell
# ...
[controllers]
[[camera_red_60]]
description = "back view"
address = "192.168.0.22"
# Network stream setup:
stream_video = True
stream_address = "192.168.0.22"
stream_port = 8001
# ...
```
- Command-line entrypoint example:
- Options:
````shell
-s, --stream-video
-sip STREAM_IP, --stream-ip STREAM_IP
IP address for video stream. (default: 192.168.100.31)
-sport STREAM_PORT, --stream-port STREAM_PORT
Stream port (default: 8001)
````
- Example call:
```shell
rcc-acquisition --auto-start --stream-video --stream-ip 192.168.100.31 --stream-port 9898
```
## Installation
### Python dependencies
- python `>= 3.6`
- pyzmq
- configobj
- tqdm
- numpy
- pandas
Note: Use conda to install numpy/pandas to get pre-compiled packages
(See below for instructions)
**On RPi only:**
- picamera
- RPi.GPIO
### Other useful packages
**For video conversion:**
- gpac # contains MP4Box tool for video conversion
### Example hardware architecture
```text
[outside world / internet]
|
|
[central machine]
|
|
[network switch]
/ | | \
| | | | <- network connection
[rpi #1] | | | e.g. ethernet cables
| | |
[rpi #2] | |
| |
[...] |
|
[rpi #n]
```
#### Minimal hardware requirements
- Central machine, can be RPi itself (as it only holds the control object, but does no computation)
- Raspberry Pi
1. Main RPi board + fast SD card (+ card reader if not available on another machine)
2. RPi Camera (+lens?) (depends on your specific acquisition requirements)
3. RPi power supply (RPi4 requires USB-C connector)
4. Display cable (RPi4 requires mico-HDMI connector)
- Ethernet cables
- Network switch (if more than one RPi), e.g. any 1GB or faster
### Mapping between this package & hardware
**One** Conductor to instruct **all** RPi cameras via network communication between the RemoteAcquisitionControl and PiAcquisitionControl.
```text
Hardware <--> Software
[central machine] <--> Conductor
| |
| RemoteAcquisitionControl
| |
... ...
| |
[rpi #n] <--> PiAcquisitionControl
|
Camera
```
### Raspberry Pi setup
0. Set up RPi hardware
1. Install [Raspbian] -> `NOTE: Use Raspbian Buster for now. There is no PiCamera equivalent readily available for the Raspbian Bullseye libcamera apps.`
2. Enable camera, GPIO interfaces, and ssh in `sudo raspi-config` options
3. Connect hardware:
1. Camera
2. Network cable
3. GPIO pin connection for TTL in/out (See [pinout.xyz] for **board mode** pins to use)
Note: adjust pin numbers used in configuration file. Default are pin #8 for frame TTL outputs and #16 for inputs. Choose any free ground pins!
1. Install this package
1. Set up python, e.g. with [miniconda]
2. Clone this repository or use `distribute_code.sh` script (Replace hostnames for your RPi)
3. Install
a. From Pypi
```shell
pip install rpi_camera_colony[rpi] # <- Note: `[rpi]` argument adds specific requirements for acquisition on RPi, but is not required for controller
```
b. From Github
```shell
pip install https://github.com/larsrollik/rpi_camera_colony[rpi] # <- Note: `[rpi]` argument adds specific requirements for acquisition on RPi, but is not required for controller
```
### Central control machine setup
0. DHCP server on central computer. (Description only for Ubuntu)
1. Set up static IP address on network interface that serves RPi colony via network switch, with e.g. `/etc/network/interfaces` or `netplan`
2. Set up DHCP server with [isc-dhcp-server]
3. Set up SSH keys to allow interaction with RPi without password (__otherwise cannot drop remote process!__)
ssh-keygen # into standard file if not exists, no passphrase
ssh-copy-id -i ~/.ssh/id_rsa HOST # where HOST = RPi host name
1. Set up python environment, e.g. with [miniconda]
2. Install this package
1. Clone this repository
2. Install with
```shell
pip install rpi_camera_colony
```
## Entrypoints & levels
### Easy access to central Conductor
```shell
rcc-conductor --help
```
### Use acquisition directly on RPi
```python
from rpi_camera_colony.acquisition.acquisition_control import PiAcquisitionControl
```
or
```shell
python rpi_camera_colony/acquisition --help
# or
python -m rpi_camera_colony.acquisition --help
# or
rcc-acquisition --help
```
### One-to-one mapping of local control to remote acquisition
```python
from rpi_camera_colony.acquisition.remote_control import RemoteAcquisitionControl
```
or
```bash
python rpi_camera_colony/acquisition --help
# or
python -m rpi_camera_colony.acquisition.remote_control --help
```
### Read acquisition metadata & check for video files
```python
from rpi_camera_colony import read_session_data
```
### Sandbox Conductor object in separate process (python multiprocessing)
See `rpi_camera_colony.control.process_sandbox` for example use of:
```python
from rpi_camera_colony.control.process_sandbox import ConductorAsProcess
```
## Citation
> Rollik, Lars B. (2021). RPi Camera Colony: Central control for video acquisition with (many) Raspberry Pi cameras. doi: [10.5281/zenodo.6414747](https://doi.org/10.5281/zenodo.6414747).
**BibTeX**
```BibTeX
@misc{rollik2021rpi,
author = {Lars B. Rollik},
title = {{RPi Camera Colony: Central control for video acquisition with (many) Raspberry Pi cameras}},
year = {2021},
month = jun,
publisher = {Zenodo},
url = {https://doi.org/10.5281/zenodo.6414747},
doi = {10.5281/zenodo.6414747},
}
```
## License
This software is released under the **[BSD 3-Clause License](https://github.com/larsrollik/rpi_camera_colony/blob/master/LICENSE)**
## Related projects with similar architectures
- [Arne Meyer's RPiCameraPlugin for the OpenEphys GUI][arne-plugin]
Specific API for one-to-one control mappings between OpenEphys GUI plugin instances and remote RPi cameras. Inspiration for use of ØMQ communication and camera TTL integration in encoder class.
- [Deshmukh lab's PicameraPaper][deshmukh]
Video acquisition with multiple RPi synchronised by a central TTL that is recorded with the camera timestamps.
- [Vidgear]
General package for different types of video acquisition and streaming.
## Configuration file specification
**-> Note:** additional picamera attributes can be used, but not all types implemented. Check below.
**-> Note:** `acquisition_group` is not specified by default, but if `acquisition_name` contains `__` double underscores, then the `acquisition_group` will get auto-populated from the first segment, when split on the `__`. This is to create an acquisition folder organisation like: `/path_to_data/acquisition_group/acquisition_name/[files]`
```shell
[general]
acquisition_name = string(default="_test_rcc_name_config") # base name for recording
acquisition_time = string(default="dummy_time")
acquisition_group = string(default="")
remote_data_path = string(default="/home/pi/data/") # where to store all recordings on RPi
rpi_username = string(default="pi")
remote_python_interpreter = string(default="/home/pi/miniconda3/envs/py36/bin/python") # path to python
remote_python_entrypoint = string(default="rpi_camera_colony.acquisition") # path to __main__ entrypoint
max_acquisition_time = integer(0, 7200, default=7200) # seconds, shut down acquisition after expiration
save_data = boolean(default=True) # if False, then doesn't write files on RPi
general_setting_has_priority = boolean(default=True) # If False, does not patch in general settings
general_settings_to_patch_into_controller = string_list(default=list("save_data", "acquisition_time", "acquisition_group")) # Add variables here for patching into controllers
[log]
address = string(max=15, default="192.168.100.10")
port = integer(default=55555)
level = string(default="DEBUG")
log_to_console = boolean(default=True)
log_to_file = boolean(default=True)
log_file = string(default="/tmp/rpi_camera_colony__logging")
[control]
address = string(default="192.168.100.10")
port = integer(default=54545)
[controllers]
[[__many__]]
description = string(default="")
address = string(max=15, default="")
save_data = boolean(default=True)
ttl_channel_external = integer(default=-1) # metadata info if recording output TTL on specific channel of other acquisition system
ttl_in_pin = integer(default=16)
ttl_out_pin = integer(default=8)
ttl_out_duration = float(default=.001)
# See for list of ALL parameters https://picamera.readthedocs.io/en/latest/api_camera.html
framerate = integer(min=1, max=90, default=90)
resolution = int_list(default=list(640, 480))
vflip = boolean(default=False)
hflip = boolean(default=False)
brightness = integer(min=0, max=100, default=50)
# color_effects: (128, 128) == black and white acquisition. Default is None.
color_effects = int_list(default=list(128, 128))
contrast = integer(min=-100, max=100, default=0)
image_denoise = boolean(default=True)
iso = integer(min=0, max=1600, default=0)
led = boolean(default=False)
preview_alpha = integer(min=0, max=255, default=255) # DEPRECATED
saturation = integer(min=-100, max=100, default=0)
sharpness = integer(min=-100, max=100, default=0)
still_stats = boolean(default=False)
video_denoise = boolean(default=True)
video_stabilization = boolean(default=False)
# zoom: (x, y, w, h)
zoom = float_list(default=list(0.0, 0.0, 1.0, 1.0))
# Other picamera attributes / not implemented / not tested, but might work
# awb_gains
# awb_mode = option(default="auto")
# drc_strength
# exposure_compensation
# exposure_mode
# exposure_speed = 0
# flash_mode = option("off", "auto", "on", "redeye", "fillin", "torch", default="off")
# framerate_delta # new in 1.11
# framerate_range # new in 1.13
# image_effect = "none"
# image_effect_params # https://picamera.readthedocs.io/en/release-1.13/api_camera.html#picamera.PiCamera.image_effect_params
# meter_mode = option("average", "spot", "backlit", "matrix")
# rotation = option(0, 90, 180, 270)
# sensor_mode = integer(default=0)
# shutter_speed # microseconds
```
## Specific install hints & solutions
### HQ camera for RPi cannot acquire at resolutions or framerates outlined in the technical description
- `sudo rpi-update` fixes this. - Be careful, this updates the RPi firmware and might have unexpected side effects!
### There is more than one TTL-in detected for long (>50ms) up/down states of the TTL source
- add a `bouncetime` parameter to the event detection in [camera.py#L196](https://github.com/larsrollik/rpi_camera_colony/blob/master/rpi_camera_colony/acquisition/camera.py#L196)
- remove surplus TTL-in post-hoc based on the known minimum spacing of TTL
### Ip forwarding and routing on central machine
```bash
# IP forward
sysctl -w net.ipv4.ip_forward=1
# check with
cat /proc/sys/net/ipv4/ip_forward
# Package routing
# - outside interface (dhcp): enp7s0
# - inside interface (static): enp8s0
iptables -A FORWARD -i enp8s0 -o enp7s0 -j ACCEPT
iptables -A FORWARD -i enp7s0 -o enp8s0 -m state --state ESTABLISHED,RELATED -j ACCEPT
iptables -t nat -A POSTROUTING -o enp7s0 -j MASQUERADE
```
### Update time for ssl certificates
```bash
# Check with
timedatectl status
# force update with NTP
sudo service ntp stop
sudo ntpd -gq
sudo service ntp start
# enable permanent updates
sudo systemctl restart systemd-timesyncd
```
### Install miniconda on RPi
```bash
# Installing miniconda on RPi
wget http://repo.continuum.io/miniconda/Miniconda3-latest-Linux-armv7l.sh
sudo md5sum Miniconda3-latest-Linux-armv7l.sh # (optional) check md5
bash Miniconda3-latest-Linux-armv7l.sh # -> default directory should be: /home/pi/miniconda3
# Add conda to path
echo 'export PATH="/home/pi/miniconda3/bin:$PATH"' >> .bashrc
source .bashrc # or re-connect
# Create conda environment and install basic packages (e.g. dependencies for this package)
conda config --add channels rpi
conda create -y -n py36 python=3.6 numpy pandas pyzmq
echo 'source activate py36' >> .bashrc
source .bashrc # or re-connect
# Re/install RCC with `[rpi]` option to install picamera and GPIO packages on RPi.
pip uninstall rpi_camera_colony -y
pip install --upgrade rpi_camera_colony[rpi]
```
---
Version: "0.5.0"