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.
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
1 maintainer
Metadata
1 maintainer
Release files for denet 0.10.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| denet-0.10.0.tar.gz | 400.1 kB | Details |
Built distributions (wheels)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| denet-0.10.0-cp39-abi3-manylinux_2_28_x86_64.whl | CPython 3.9 | abi3 | Linux glibc 2.28+ x86-64 | Details |
| denet-0.10.0-cp39-abi3-macosx_11_0_arm64.whl | CPython 3.9 | abi3 | macOS 11.0+ ARM64 | Details |
| denet-0.10.0-cp39-abi3-macosx_10_12_x86_64.whl | CPython 3.9 | abi3 | macOS 10.12+ x86-64 | Details |
Total release size: 2.7 MB
Release files / denet-0.10.0.tar.gz
| Download URL | denet-0.10.0.tar.gz |
|---|---|
| Size | 400.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
7a6b19547da434fdc951e7ad1643f6cf45944ccf8b9f3b77f40e3974d97d830a
|
|
BLAKE2b-256 checksum How to use checksums |
ccafce7403cf17ca8fb5f53cd2500e7595aa0c8c61c7443837a24a249815cc85
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 26, 2026.
Transparency logRelease files / denet-0.10.0-cp39-abi3-manylinux_2_28_x86_64.whl
| Download URL | denet-0.10.0-cp39-abi3-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.9 Linux glibc 2.28+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
095715f8f263e12bb004dd703e36ff7d7cfcf728d5f2517dab60c1e169e63c39
|
|
BLAKE2b-256 checksum How to use checksums |
0754a0402733f740e2af3d7a707d4c65108526ea1a2d9d3296eb2415a950d6d6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 26, 2026.
Transparency logRelease files / denet-0.10.0-cp39-abi3-macosx_11_0_arm64.whl
| Download URL | denet-0.10.0-cp39-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 511.7 kB |
| Tags | CPython 3.9 abi3 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
73341153571f3ccd430549a7614f2936831f4241821c1c847de0e8332c55b68a
|
|
BLAKE2b-256 checksum How to use checksums |
138c3f49025ef456d819291e926d56ff819d9f712a0edab3e6eab20c594d5f0f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 26, 2026.
Transparency logRelease files / denet-0.10.0-cp39-abi3-macosx_10_12_x86_64.whl
| Download URL | denet-0.10.0-cp39-abi3-macosx_10_12_x86_64.whl |
|---|---|
| Size | 518.6 kB |
| Tags | CPython 3.9 abi3 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
69dcd2fad8d425ac9ab32d64f07792fcaa91e7fe5315bbebb35ea67314506033
|
|
BLAKE2b-256 checksum How to use checksums |
496c24130013164388dead67cc84cb16925d0a8a75eee178c1aa5db0c3f86d4d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 26, 2026.
Transparency log
