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Rust-first CAN codec for the Zelos ecosystem. SocketCAN tracing with DBC signal decoding.

Project description

zelos-can

Rust-first CAN codec for the Zelos ecosystem. DBC-driven signal decode + trace emission at wire speed, with optional python-can–compatible bus implementations for live SocketCAN and in-memory testing.

Install

pip install zelos-can
# python-can compat layer (optional — only needed if you want to use
# can.Bus(interface="zelos-socketcan", ...)):
pip install 'zelos-can[python-can]'

Three ways to use it

1. Drop-in python-can bus (live capture on Linux)

import can
bus = can.Bus(interface="zelos-socketcan", channel="can0")
# Kernel-level filters, SO_RCVBUF tuning, SO_TIMESTAMPNS,
# auto-reconnect on link-down — all handled in Rust.

Compatible with can.Notifier, bus.send_periodic, bus.state, and the bus.socket escape hatch. Drop-in for interface="socketcan".

2. Bring your own frame source (this is the main pattern)

CanDecoder is a thread-safe handle that takes raw frames and emits decoded signals into the Zelos trace pipeline. Where frames come from is your problem — anything that can produce arbitration_id + data + timestamp works.

from zelos_can import CanDecoder
decoder = CanDecoder(database_file="vehicle.dbc", source_name="can")

# From python-can (PEAK/Vector/Kvaser/socketcan/whatever):
for msg in my_bus:
    decoder.decode_message(msg)

# From a network gateway (cannelloni/SLCAN/your protocol):
decoder.decode_frame(
    arbitration_id=0x123,
    data=b"\x01\x02",
    timestamp_ns=time.time_ns(),
    is_extended=False,
    is_fd=False,
)

# From a .asc/.blf/.trc/.mf4 file via python-can readers:
for msg in can.BLFReader("capture.blf"):
    decoder.decode_message(msg)

decode_frame and decode_message release the GIL for the duration of the Rust decode + trace emit — the caller thread stays free.

Complete examples in examples/:

3. Native Rust capture pipeline (fastest)

For the tightest hot path (no Python callbacks per frame), use the native CanCodec with either a VirtualBus or a SocketCAN channel:

from zelos_can import CanCodec, VirtualBus
bus = VirtualBus(channel="sim")
codec = CanCodec(database_file="vehicle.dbc", source_name="sim", bus=bus)
# codec reads frames in Rust; Python never sees individual frames.

Same applies to real hardware via channel="can0" (Linux SocketCAN):

codec = CanCodec(
    database_file="vehicle.dbc",
    source_name="can",
    channel="can0",
    log_raw_frames=True,
    timestamp_mode="hardware",
)

Trace pipeline

Every decode path funnels through zelos-sdk's TraceNamespace. If zelos_sdk.init() has been called the decoded signals stream live to the Zelos agent over gRPC; wrap your code in a zelos_sdk.TraceWriter(...) context to also record to a .trz file. Both work simultaneously.

Feature matrix

feature zelos-socketcan zelos-virtual CanDecoder
python-can can.Bus compat n/a
kernel filter (CAN_RAW_FILTER) n/a n/a
bus.state / bus.socket n/a n/a
error frames (is_error_frame) ✓ (on by default) n/a n/a
CAN FD bitrate_switch / error_state_indicator n/a n/a
local_loopback / receive_own_messages n/a n/a
native periodic transmit kernel BCM (send_periodic) + stop_all_periodic_tasks Rust timer n/a
DBC decode + trace in Rust via Notifier + CanDecoder via CanCodec or CanDecoder always
Linux-only yes no no

Transmitted frames are traced like any other when the bus is opened with receive_own_messages=True — TX frames echo back through the RX path (with is_rx=False) and flow into the decode/trace pipeline, so a recording captures exactly what hit the wire (including kernel BCM periodics).

Decoder semantics — divergences from cantools

zelos-can decodes per the DBC spec. For well-formed inputs we match cantools exactly.

SIG_VALTYPE_ interpretation

Both decoders treat the : 1 / : 2 marker as advisory and pick the IEEE 754 binary format from the signal length:

length format
16 binary16 (half precision)
32 binary32 (single precision)
64 binary64 (double precision)
anything else no canonical IEEE format → decode-time error

For lengths that aren't a real IEEE binary width (e.g. SIG_VALTYPE_:1 + length=10):

  • cantools raises at decode time (expected float size of 16, 32, or 64 bits).
  • zelos-can preserves is_float so the schema field stays typed as float, but decode_signal returns None per-frame and the decode_errors metric ticks. A parse-time warning surfaces the malformed DBC up front (cantools surfaces nothing at load time).

Storage typing for unsigned signals with negative offset

For an unsigned raw with a DBC offset that drives physical values negative (e.g. (1, -1000) on a u16):

  • cantools returns Python int (unbounded — sign is implicit).
  • zelos-can promotes the Arrow schema type to the signed sibling (Int{16,32,64}). The typed cache must store a fixed-width Arrow type; the unsigned variant would saturate f64 → uN casts of negative physicals to zero, silently zeroing valid frames.

Everything else

Integer signals, factor/offset on integer raws, big/little endianness, multiplexing, value tables, and well-formed IEEE float widths all decode identically to cantools.

Metrics

m = decoder.metrics()
# messages_received / messages_decoded / unknown_messages / decode_errors
# kernel_drops   (SocketCAN only, SO_RXQ_OVFL)
# broadcast_overflows (VirtualBus slow-consumer lag)
# reconnections  (SocketCAN auto-recover)

Benchmarks

Numbers measured on a single apple-silicon core via criterion. Ballpark only — reproduce with cargo bench.

bench throughput
decode_frame/dut_status_all_signals (9 sig) ~217 Msig/s (41 ns)
virtual_bus_fanout/subscribers=1 21 Melem/s
virtual_bus_fanout/subscribers=4 38 Melem/s
virtual_bus_fanout/subscribers=16 50 Melem/s

At 9 signals per message the decode path is ~24M full DBC-decoded messages per second in pure Rust, which is well past any realistic CAN bus rate — the GIL crossing on the Python boundary is what actually sets your ceiling, which is why the CanDecoder + Notifier (no per-frame GIL re-entry) path exists.

Broadcast fanout scales sublinearly (16-subscriber case delivers 50M total frames/s vs 21M for one subscriber), so adding listeners costs negligibly in the expected 1-10kHz CAN regime.

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