tessl install tessl/pypi-aiortc@1.13.0Python implementation of WebRTC and ORTC for real-time peer-to-peer communication
Agent Success
Agent success rate when using this tile
87%
Improvement
Agent success rate improvement when using this tile compared to baseline
1.02x
Baseline
Agent success rate without this tile
85%
Build a video streaming server that monitors network conditions and dynamically adjusts video quality to maintain smooth playback.
Create a system that streams video content to clients while actively monitoring connection quality. The system should automatically adjust frame rate and bitrate based on real-time network statistics to prevent buffering and maintain optimal viewing experience.
The implementation should:
@generates
import asyncio
from typing import Optional
class AdaptiveVideoTrack:
"""
A video track that supports dynamic frame rate control.
Inherits from an appropriate base class to provide video frames.
"""
def __init__(self, initial_fps: int = 30):
"""
Initialize video track with specified frame rate.
Args:
initial_fps: Initial frames per second (default: 30)
"""
pass
async def recv(self):
"""
Generate and return the next video frame.
Timing should respect the current frame rate setting.
Returns:
A video frame object
"""
pass
def set_fps(self, fps: int):
"""
Dynamically change the frame rate.
Args:
fps: New frames per second value
"""
pass
class QualityMonitor:
"""
Monitors connection quality and determines when adjustments are needed.
"""
def __init__(self, peer_connection):
"""
Initialize monitor with a peer connection to observe.
Args:
peer_connection: The peer connection to monitor
"""
pass
async def get_connection_stats(self) -> dict:
"""
Retrieve current connection statistics.
Returns:
Dictionary containing metrics like packet_loss, rtt, bytes_sent, etc.
"""
pass
def should_reduce_quality(self, stats: dict) -> bool:
"""
Determine if quality should be reduced based on statistics.
Args:
stats: Connection statistics dictionary
Returns:
True if quality should be reduced, False otherwise
"""
pass
def should_increase_quality(self, stats: dict) -> bool:
"""
Determine if quality can be increased based on statistics.
Args:
stats: Connection statistics dictionary
Returns:
True if quality can be increased, False otherwise
"""
pass
class AdaptiveStreamingServer:
"""
Coordinates the adaptive streaming system.
"""
def __init__(self):
"""
Initialize the streaming server.
"""
pass
async def setup_connection(self, peer_connection, video_track: AdaptiveVideoTrack):
"""
Set up a peer connection with the video track.
Args:
peer_connection: The peer connection object
video_track: The adaptive video track to stream
"""
pass
async def monitor_and_adapt(self, peer_connection, video_track: AdaptiveVideoTrack,
monitor_interval: float = 2.0):
"""
Continuously monitor connection and adapt quality.
Runs until the connection closes.
Args:
peer_connection: The peer connection to monitor
video_track: The video track to adjust
monitor_interval: How often to check stats (seconds)
"""
pass
def adjust_frame_rate(self, video_track: AdaptiveVideoTrack, increase: bool):
"""
Adjust the video track's frame rate up or down.
Args:
video_track: The video track to adjust
increase: True to increase FPS, False to decrease
"""
pass
async def adjust_bitrate(self, peer_connection, increase: bool):
"""
Adjust the video bitrate through codec reconfiguration.
Args:
peer_connection: The peer connection with video sender
increase: True to increase bitrate, False to decrease
"""
passProvides WebRTC implementation with video streaming, connection statistics, and codec control capabilities.