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denet: a streaming process monitor

denet /de.net/ v. 1. Turkish: to monitor, to supervise, to audit. 2. to track metrics of a running process.

Denet is a lightweight streaming process monitor. It tracks CPU, memory, I/O, and threads for a running process (and its children), with adaptive sampling and optional GPU / eBPF support.

PyPI version Crates.io codecov Ruff License: GPL v3

Installation

pip install denet    # Python package
cargo install denet  # Rust binary

Or install the conda package from the almost-conductor channel:

# pixi
pixi workspace channel add https://prefix.dev/almost-conductor
pixi add denet
# conda
conda install -c https://prefix.dev/almost-conductor denet

Optional features for the Rust binary:

cargo install denet --features gpu   # NVIDIA GPU monitoring (requires drivers; enable per run with --gpu)
cargo install denet --features ebpf  # eBPF profiling (Linux only, requires clang)

Usage

# Run a command and monitor it
denet run python train.py

# Attach to an existing process
denet attach 1234

# Save metrics as JSONL
denet --json --out metrics.jsonl run python train.py

# Turn a saved run into a report (timelines, regime detection, eBPF syscalls)
pip install 'denet[report]'
denet-report metrics.jsonl -o report.html

CPU usage follows the top convention: 100% = one fully utilized core, so a 4-core workload shows 400%.

Sampling starts at 100 ms and ramps up to 1 s after 10 s of runtime (adaptive). Override with -i / -m:

denet -i 50 -m 500 run python train.py

Further reading

Topic Doc
Python API (ProcessMonitor, execute_with_monitoring, analysis) docs/python-api.md
HTML/PNG/SVG reports (denet-report) docs/python-api.md#reports
GPU monitoring docs/gpu.md
eBPF profiling (off-CPU, syscall tracking) docs/ebpf.md
Disk I/O metrics and how to interpret them docs/disk-io.md
Output data format docs/data-format.md
Development setup docs/dev.md

License

GPL-3

Acknowledgements

  • sysinfo - Rust library for system information
  • PyO3 - Rust bindings for Python
  • aya - Rust library for eBPF programs

Metadata

Release files for denet 0.10.1

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denet-0.10.1-cp39-abi3-manylinux_2_28_x86_64.whl CPython 3.9 abi3 Linux glibc 2.28+ x86-64 Details
denet-0.10.1-cp39-abi3-macosx_11_0_arm64.whl CPython 3.9 abi3 macOS 11.0+ ARM64 Details
denet-0.10.1-cp39-abi3-macosx_10_12_x86_64.whl CPython 3.9 abi3 macOS 10.12+ x86-64 Details

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0.10.3

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