Welcome to IPyWebRTC’s documentation!¶

WebRTC and MediaStream API exposed in the Jupyter notebook/lab.

See this tweet for a demo screencast.

Using ipywebrtc you can create a MediaStream out of:

Any ipywidget.
A video file.
An image file.
An audio file.
Your webcam/camera.

From this MediaStream you can:

Record a movie.

Record an image snapshot.

Record an audio fragment.

Stream it to peers using the simple chat function.

Use it as a texture in ipyvolume.

Installation¶

Pip users:

$ pip install ipywebrtc                             # will auto enable for notebook >= 5.3
$ jupyter labextension install jupyter-webrtc       # for jupyter lab

Conda users:

$ conda install -c conda-forge ipywebrtc
$ jupyter labextension install jupyter-webrtc       # for jupyter lab

VideoStream¶

A VideoStream is a MediaStream from an attached video file or url.

In [1]:

from ipywebrtc import VideoStream

Local file¶

You can create a video stream from a local file, note that the content of the file is embedded in the widget, meaning your notebook file can become quite large.

In [2]:

# commented out since it increases the size of the notebook a lot
# video = VideoStream.from_file('./Big.Buck.Bunny.mp4')
# video

In [3]:

# video

URL¶

A URL is also supported, but it must respect the same-origin policy (e.g. it must be hosted from the same server as the Javascript is executed from).

In [4]:

# video2 = VideoStream.from_url('http://localhost:8888/path_to_your_hosted_file.mp4')
video2 = VideoStream.from_url('./Big.Buck.Bunny.mp4')
video2

In this example, video2 does not include the data of the video itself, only the url.

Download¶

For convenience, if a video is not same-origin, the below code will download it and put the content of the file in the widget (note again that the notebook will be large).

In [5]:

# commented out since it increases the size of the notebook a lot
# video3 = VideoStream.from_download('https://webrtc.github.io/samples/src/video/chrome.webm')
# video3

Controlling¶

You can control a video for intance by linking a ToggleButton to a VideoStream:

In [6]:

import ipywidgets as widgets

play_button = widgets.ToggleButton(description="Play")
widgets.jslink((play_button, 'value'), (video2, 'playing'))
widgets.VBox(children=[video2, play_button])

In [ ]:

CameraStream¶

A CameraStream is a MediaStream from an attached camera device or webcam.

In [1]:

from ipywebrtc import CameraStream, ImageRecorder

With constraints¶

You can pass constraints to the camera:

In [2]:

camera = CameraStream(constraints=
                      {'facing_mode': 'user',
                       'audio': False,
                       'video': { 'width': 640, 'height': 480 }
                       })
camera

Front and back camera¶

Or use the two convenience methods:

In [3]:

# this is a shorter way to get the user facing camera
front_camera = CameraStream.facing_user(audio=False)
# or the back facing camera
back_camera = CameraStream.facing_environment(audio=False)

In [4]:

back_camera

Record images from the camera¶

In [5]:

image_recorder = ImageRecorder(stream=camera)
image_recorder

In [6]:

import PIL.Image
import PIL.ImageFilter
import io
im = PIL.Image.open(io.BytesIO(image_recorder.image.value))

In [7]:

im.filter(PIL.ImageFilter.BLUR)

Out[7]:

In [8]:

import numpy as np
im_array = np.array(im)
im_array

Out[8]:

array([[[ 84,  76,  73, 255],
        [ 84,  76,  73, 255],
        [ 87,  80,  76, 255],
        ...,
        [ 55,  63,  65, 255],
        [ 61,  68,  70, 255],
        [ 64,  72,  73, 255]],

       [[ 84,  76,  73, 255],
        [ 86,  78,  76, 255],
        [ 86,  78,  76, 255],
        ...,
        [ 55,  62,  65, 255],
        [ 63,  71,  72, 255],
        [ 72,  79,  80, 255]],

       [[ 86,  78,  77, 255],
        [ 87,  79,  78, 255],
        [ 85,  77,  76, 255],
        ...,
        [ 60,  67,  70, 255],
        [ 66,  73,  75, 255],
        [ 70,  76,  78, 255]],

       ...,
       [[232, 255, 255, 255],
        [232, 255, 255, 255],
        [232, 255, 255, 255],
        ...,
        [ 37,  29,  30, 255],
        [ 36,  28,  29, 255],
        [ 36,  28,  29, 255]],

       [[231, 255, 255, 255],
        [231, 255, 255, 255],
        [231, 255, 255, 255],
        ...,
        [ 37,  29,  30, 255],
        [ 37,  29,  30, 255],
        [ 37,  29,  30, 255]],

       [[228, 252, 252, 255],
        [228, 252, 252, 255],
        [228, 252, 252, 255],
        ...,
        [ 36,  28,  29, 255],
        [ 37,  29,  30, 255],
        [ 37,  29,  30, 255]]], dtype=uint8)

In [ ]:

AudioStream¶

A AudioStream is similar to the VideoStream, but for audio only.

In [1]:

from ipywebrtc import AudioStream

In [2]:

audio = AudioStream.from_url('Big.Buck.Bunny.mp3')
audio

In [ ]:

audio.playing = False

In [ ]:

WidgetStream¶

A WidgetStream creates a MediaStream out of any widget.

In [1]:

from ipywebrtc import WidgetStream, VideoStream

Example with pythreejs: streaming of a webgl canvas¶

In [2]:

from pythreejs import Mesh, SphereGeometry, MeshLambertMaterial, PerspectiveCamera, DirectionalLight, Scene, AmbientLight, Renderer, OrbitControls
ball = Mesh(
    geometry=SphereGeometry(radius=1),
    material=MeshLambertMaterial(color='red'),
    position=[2, 1, 0]
)

c = PerspectiveCamera(
    position=[0, 5, 5], up=[0, 1, 0],
    children=[DirectionalLight(color='white', position=[3, 5, 1], intensity=0.5)]
)

scene = Scene(children=[ball, c, AmbientLight(color='#777777')])

renderer = Renderer(
    camera=c,
    scene=scene,
    controls=[OrbitControls(controlling=c)]
)

renderer

In [3]:

# the webgl_stream will be updated after the scene has changed (so drag the above ball around if nothing happens)
webgl_stream = WidgetStream(widget=renderer)
webgl_stream

In [4]:

# You can limit the fps
webgl_stream2 = WidgetStream(widget=renderer, max_fps=5)
webgl_stream2

VideoRecorder¶

A VideoRecorder allows you to record any stream object, e.g. from:

In [1]:

from ipywebrtc import VideoStream, VideoRecorder

In [2]:

video = VideoStream.from_url('./Big.Buck.Bunny.mp4')

In [3]:

video

In [4]:

recorder = VideoRecorder(stream=video)
recorder

In [ ]:

video.playing = False

In [ ]:

recorder.video

Use ‘record’ button for recording. Programatical control is available using the MediaRecorder.record trait.

In [ ]:

recorder.recording = True

In [ ]:

recorder.recording = False

Saving can be done by clicking the download button, or programmatically using the save method. If autosave is True, the recording will be saved directly to disk.

In [ ]:

recorder.save('example.webm')

In [ ]:

from ipywidgets import Video

example = Video.from_file('example.webm')
example

ImageRecorder¶

A ImageRecorder allows you to record a screenshot from any stream object, e.g. from:

In [1]:

import ipywidgets as widgets
from ipywebrtc import ImageRecorder, VideoStream

In [2]:

video = VideoStream.from_url('Big.Buck.Bunny.mp4')
video

Using the image recorder, you can take screenshot of the stream clicking the camera button

In [3]:

image_recorder = ImageRecorder(stream=video)
image_recorder

In [4]:

image_recorder.image

Or do it, programatically:

In [ ]:

image_recorder.recording = True

In [ ]:

image_recorder.autosave = False

In [ ]:

image_recorder.download()

In [ ]:

image_recorder.image.height

The data is PNG encoded (by default), so we show how to use PIL to read in the data

In [5]:

import PIL.Image
import PIL.ImageFilter
import io
im = PIL.Image.open(io.BytesIO(image_recorder.image.value))

PIL Images display by default as image in the notebook. Calling the filter methods returns a new image which gets displayed directly.

In [6]:

im.filter(PIL.ImageFilter.BLUR)

Out[6]:

Example with scikit image¶

We first convert the png encoded data to raw pixel values (as a numpy array).

In [7]:

import numpy as np
im_array = np.array(im)
im_array

Out[7]:

array([[[141, 127, 142, 255],
        [134, 120, 134, 255],
        [119, 105, 117, 255],
        ...,
        [205, 226, 255, 255],
        [205, 226, 255, 255],
        [205, 226, 255, 255]],

       [[139, 124, 138, 255],
        [131, 116, 129, 255],
        [115, 100, 111, 255],
        ...,
        [205, 226, 255, 255],
        [205, 226, 255, 255],
        [205, 226, 255, 255]],

       [[130, 115, 127, 255],
        [123, 109, 119, 255],
        [107,  93, 101, 255],
        ...,
        [205, 226, 255, 255],
        [205, 226, 255, 255],
        [205, 226, 255, 255]],

       ...,
       [[ 99,  99,  48, 255],
        [ 99, 100,  45, 255],
        [100, 102,  41, 255],
        ...,
        [171, 200,  71, 255],
        [149, 178,  51, 255],
        [156, 184,  60, 255]],

       [[ 99,  98,  52, 255],
        [ 98,  98,  48, 255],
        [100, 101,  44, 255],
        ...,
        [172, 202,  72, 255],
        [156, 185,  58, 255],
        [155, 183,  59, 255]],

       [[ 94,  93,  49, 255],
        [ 95,  95,  47, 255],
        [100, 101,  46, 255],
        ...,
        [174, 203,  73, 255],
        [160, 188,  62, 255],
        [154, 182,  58, 255]]], dtype=uint8)

Now we can do easy manipulatios, such as reordering the channels (red, green, blue, alpha)

In [8]:

PIL.Image.fromarray(im_array[...,::-1])

Out[8]:

Or build a slightly more sophisticated example using scikit-image (run this notebook with a live kernel, such as mybinder for this to work)

In [9]:

from skimage.filters import roberts, sobel, scharr, prewitt
from skimage.color import rgb2gray
from skimage.color.adapt_rgb import adapt_rgb, each_channel, hsv_value
from skimage import filters


image = widgets.Image()
output = widgets.Output()
filter_options = [('roberts', roberts), ('sobel', sobel), ('scharr', scharr), ('prewitt', prewitt)]
filter_widget = widgets.ToggleButtons(options=filter_options)

@output.capture()
def update_image(change):
    # turn into nparray
    im_in = PIL.Image.open(io.BytesIO(image_recorder.image.value))
    im_array = np.array(im_in)[...,:3] # no alpha

    # filter
    filter_function = filter_widget.value
    im_array_edges = adapt_rgb(each_channel)(filter_function)(im_array)
    im_array_edges = ((1-im_array_edges) * 255).astype(np.uint8)
    im_out = PIL.Image.fromarray(im_array_edges)

    # store in image widget
    f = io.BytesIO()
    im_out.save(f, format='png')
    image.value = f.getvalue()

image_recorder.image.observe(update_image, 'value')
filter_widget.observe(update_image, 'value')
widgets.VBox([filter_widget, video, widgets.HBox([image_recorder, image]), output])

In [ ]:

AudioRecorder¶

A AudioRecorder allows you to record audio from almost any stream object, e.g. from:

In [1]:

from ipywebrtc import VideoStream, AudioStream, AudioRecorder

In [2]:

video = VideoStream.from_url('./Big.Buck.Bunny.mp4')
video

In [3]:

recorder = AudioRecorder(stream=video)
recorder

In [4]:

video.playing = False

In [5]:

recorder.audio

In [ ]:

recorder.save('example.webm')

In [ ]:

from ipywidgets import Audio

example = Audio.from_file('example.webm')
example

In [ ]:

audio_stream = AudioStream.from_file('example.webm')
audio_stream

In [ ]:

recorder2 = AudioRecorder(stream=audio_stream)
recorder2

In [ ]:

audio_stream.playing = False

API docs¶

Note that ipywebrtc.webrtc is imported in the ipywebrtc namespace, to you can access ipywebrtc.CameraStream instead of ipywebrtc.webrtc.CameraStream.

ipywebrtc¶

ipywebrtc.chat(room=None, stream=None, **kwargs)[source]¶

Quick setup for a chatroom.

Parameters:	room (str) – Roomname, if not given, a random sequence is generated and printed. stream (MediaStream) – The media stream to share, if not given a CameraStream will be created.
Return type:	WebRTCRoom

ipywebrtc.webrtc¶

class ipywebrtc.webrtc.MediaStream(**kwargs)[source]¶

Bases: ipywidgets.widgets.domwidget.DOMWidget

Represents a media source.

See https://developer.mozilla.org/nl/docs/Web/API/MediaStream for details In practice this can a stream coming from an HTMLVideoElement, HTMLCanvasElement (could be a WebGL canvas) or a camera/webcam/microphone using getUserMedia.

The currently supported MediaStream (subclasses) are:

VideoStream: A video file/data as media stream.
CameraStream: Webcam/camera as media stream.
ImageStream: An image as a static stream.
WidgetStream: Arbitrary DOMWidget as stream.

A MediaStream can be used with:

VideoRecorder: To record a movie
ImageRecorder: To create images/snapshots.
AudioRecorder: To record audio.
WebRTCRoom (or rather WebRTCRoomMqtt): To stream a media stream to a (set of) peers.

class ipywebrtc.webrtc.VideoStream(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.MediaStream

Represent a stream of a video element

classmethod from_download(url, **kwargs)[source]¶

Create a VideoStream from a url by downloading Parameters ———- url: str

The url of the file that will be downloadeded and its bytes assigned to the value trait of the video trait.

**kwargs:: Extra keyword arguments for VideoStream

Returns an VideoStream with the value set from the content of a url.

classmethod from_file(filename, **kwargs)[source]¶

Create a VideoStream from a local file.

filename: str: The location of a file to read into the value from disk.
**kwargs:: Extra keyword arguments for VideoStream

Returns an VideoStream.

classmethod from_url(url, **kwargs)[source]¶

Create a VideoStream from a url. This will create a VideoStream from a Video using its url

url: str: The url of the file that will be used for the .video trait.
**kwargs:: Extra keyword arguments for VideoStream

Returns an VideoStream.

playing¶: Plays the videostream or pauses it.

video¶: An ipywidgets.Video instance that will be the source of the media stream.

class ipywebrtc.webrtc.CameraStream(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.MediaStream

Represents a media source by a camera/webcam/microphone using getUserMedia. See https://developer.mozilla.org/en-US/docs/Web/API/MediaDevices/getUserMedia for more detail. The constraints trait can be set to specify constraints for the camera or microphone, which is described in the documentation of getUserMedia, such as in the link above, Two convenience methods are avaiable to easily get access to the ‘front’ and ‘back’ camera, when present

>>> CameraStream.facing_user(audio=False)
>>> CameraStream.facing_environment(audio=False)

constraints¶: Constraints for the camera, see https://developer.mozilla.org/en-US/docs/Web/API/MediaDevices/getUserMedia for details.

classmethod facing_environment(audio=True, **kwargs)[source]¶

Convenience method to get the camera facing the environment (often the back)

audio: bool: Capture audio or not
kwargs:: Extra keyword arguments passed to the CameraStream

classmethod facing_user(audio=True, **kwargs)[source]¶

Convenience method to get the camera facing the user (often front)

audio: bool: Capture audio or not
kwargs:: Extra keyword arguments passed to the CameraStream

class ipywebrtc.webrtc.WidgetStream(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.MediaStream

Represents a widget media source.

max_fps¶: (int, default None) The maximum amount of frames per second to capture, or only on new data when the valeus is None.

widget¶: An instance of ipywidgets.DOMWidget that will be the source of the MediaStream.

class ipywebrtc.webrtc.ImageStream(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.MediaStream

Represent a media stream by a static image

classmethod from_download(url, **kwargs)[source]¶

Create a ImageStream from a url by downloading Parameters ———- url: str

The url of the file that will be downloadeded and its bytes assigned to the value trait of the video trait.

**kwargs:: Extra keyword arguments for ImageStream

Returns an ImageStream with the value set from the content of a url.

classmethod from_file(filename, **kwargs)[source]¶

Create a ImageStream from a local file.

filename: str: The location of a file to read into the value from disk.
**kwargs:: Extra keyword arguments for ImageStream

Returns an ImageStream.

classmethod from_url(url, **kwargs)[source]¶

Create a ImageStream from a url. This will create a ImageStream from an Image using its url

url: str: The url of the file that will be used for the .image trait.
**kwargs:: Extra keyword arguments for ImageStream

Returns an ImageStream.

image¶: An ipywidgets.Image instance that will be the source of the media stream.

class ipywebrtc.webrtc.VideoRecorder(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.Recorder

Creates a recorder which allows to record a MediaStream widget, play the record in the Notebook, and download it or turn it into a Video widget.

save(filename=None)[source]¶

Save the video to a file, if no filename is given it is based on the filename trait and the format.

>>> recorder = VideoRecorder(filename='test', format='mp4')
>>> ...
>>> recorder.save()  # will save to test.mp4
>>> recorder.save('foo')  # will save to foo.mp4
>>> recorder.save('foo.dat')  # will save to foo.dat

video¶

A trait whose value must be an instance of a specified class.

The value can also be an instance of a subclass of the specified class.

Subclasses can declare default classes by overriding the klass attribute

class ipywebrtc.webrtc.ImageRecorder(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.Recorder

Creates a recorder which allows to grab an Image from a MediaStream widget.

format¶: The format of the image.

image¶

A trait whose value must be an instance of a specified class.

The value can also be an instance of a subclass of the specified class.

Subclasses can declare default classes by overriding the klass attribute

save(filename=None)[source]¶

Save the image to a file, if no filename is given it is based on the filename trait and the format.

>>> recorder = ImageRecorder(filename='test', format='png')
>>> ...
>>> recorder.save()  # will save to test.png
>>> recorder.save('foo')  # will save to foo.png
>>> recorder.save('foo.dat')  # will save to foo.dat

class ipywebrtc.webrtc.AudioRecorder(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.Recorder

Creates a recorder which allows to record the Audio of a MediaStream widget, play the record in the Notebook, and download it or turn it into an Audio widget.

audio¶

A trait whose value must be an instance of a specified class.

The value can also be an instance of a subclass of the specified class.

Subclasses can declare default classes by overriding the klass attribute

save(filename=None)[source]¶

Save the audio to a file, if no filename is given it is based on the filename trait and the format.

>>> recorder = AudioRecorder(filename='test', format='mp3')
>>> ...
>>> recorder.save()  # will save to test.mp3
>>> recorder.save('foo')  # will save to foo.mp3
>>> recorder.save('foo.dat')  # will save to foo.dat

class ipywebrtc.webrtc.WebRTCPeer(**kwargs)[source]¶

Bases: ipywidgets.widgets.domwidget.DOMWidget

A peer-to-peer webrtc connection

connect()[source]¶

connected¶: A boolean (True, False) trait.

failed¶: A boolean (True, False) trait.

id_local¶: A trait for unicode strings.

id_remote¶: A trait for unicode strings.

stream_local¶

A trait whose value must be an instance of a specified class.

The value can also be an instance of a subclass of the specified class.

Subclasses can declare default classes by overriding the klass attribute

stream_remote¶

A trait whose value must be an instance of a specified class.

The value can also be an instance of a subclass of the specified class.

Subclasses can declare default classes by overriding the klass attribute

class ipywebrtc.webrtc.WebRTCRoom(**kwargs)[source]¶

Bases: ipywidgets.widgets.domwidget.DOMWidget

A ‘chatroom’, which consists of a list of :WebRTCPeer connections

nickname¶: A trait for unicode strings.

peers¶: An instance of a Python list.

room¶: A trait for unicode strings.

room_id¶: A trait for unicode strings.

stream¶

A trait whose value must be an instance of a specified class.

The value can also be an instance of a subclass of the specified class.

Subclasses can declare default classes by overriding the klass attribute

streams¶: An instance of a Python list.

class ipywebrtc.webrtc.WebRTCRoomLocal(**kwargs)[source]¶: Bases: ipywebrtc.webrtc.WebRTCRoom

class ipywebrtc.webrtc.WebRTCRoomMqtt(**kwargs)[source]¶

Bases: ipywebrtc.webrtc.WebRTCRoom

Use a mqtt server to connect to other peers

server¶: A trait for unicode strings.

Demos¶

WebRTC and ipyvolume ¶

Use remote MediaStreams and show them in 3d using ipyvolume.

webrtc

ImageRecorder¶

Record and image from any stream for postprocessing.

recorder

WidgetStream¶

Turn any widget into a MediaStream.

widget-stream

Welcome to IPyWebRTC’s documentation!¶

Installation¶

VideoStream¶

Local file¶

URL¶

Download¶

Controlling¶

CameraStream¶

With constraints¶

Front and back camera¶

Record images from the camera¶

AudioStream¶

WidgetStream¶

Example with pythreejs: streaming of a webgl canvas¶

Example with ipywidgets: streaming of a slider widget¶

Example with ipyleaflet: streaming of a map widget¶

VideoRecorder¶

ImageRecorder¶

Example with scikit image¶

AudioRecorder¶

API docs¶

ipywebrtc¶

ipywebrtc.webrtc¶

Demos¶

WebRTC and ipyvolume ¶

ImageRecorder¶

WidgetStream¶

Indices and tables¶

Welcome to IPyWebRTC’s documentation!¶

Installation¶

VideoStream¶

Local file¶

URL¶

Download¶

Controlling¶

CameraStream¶

With constraints¶

Front and back camera¶

Record images from the camera¶

AudioStream¶

WidgetStream¶

Example with pythreejs: streaming of a webgl canvas¶

Example with ipywidgets: streaming of a slider widget¶

Example with ipyleaflet: streaming of a map widget¶

VideoRecorder¶

ImageRecorder¶

Example with scikit image¶

AudioRecorder¶

API docs¶

ipywebrtc¶

ipywebrtc.webrtc¶

Demos¶

WebRTC and ipyvolume¶

ImageRecorder¶

WidgetStream¶

Indices and tables¶

WebRTC and ipyvolume ¶