Comparison
Eco2AI vs nvitop
Eco2AI vs nvitop: Python library for tracking the CO2 emissions of machine learning models. Interactive NVIDIA GPU process viewer with Python APIs and a…
AI Energy Monitoring · both listings verified
| Field | Eco2AI Python library for tracking the CO2 emissions of machine learning models. | nvitop Interactive NVIDIA GPU process viewer with Python APIs and a power-usage metric collector. |
|---|---|---|
| Pricing model | Free | Free |
| Pricing published | Public pricing | Public pricing |
| Starting price | Free | Free |
| Licensing | Open source | Open source |
| Pricing details | Released under the Apache License 2.0 and installable from PyPI. | Dual-licensed: the public APIs are Apache-2.0 and the CLI/TUI is GPL-3.0; free to install from PyPI or conda-forge. |
| Free tier | Yes | Yes |
| Assets covered | ||
| Platforms | On-premise, Cloud | On-premise, Cloud |
| Region support | Global | Global |
| Compliance | Not stated | Not stated |
| API available | No | Yes |
| Last verified | 2026-10-22 | 2026-10-27 |
Editor's take on Eco2AI
Built for Python ML practitioners who want emissions logged per experiment with a decorator or explicit start and stop calls, writing a local session record with project, duration, power, hardware and country. The trade-off is modelling scope: the CO2 figure combines measured CPU and GPU power with a regional emission coefficient, so it reflects that coefficient and local power draw rather than metered grid supply, and the log stays local, leaving aggregation and reporting to the implementing team. It tracks runs, not infrastructure. Teams needing fleet-wide or audited accounting should feed its logs into a reporting platform.
Read the Eco2AI listingEditor's take on nvitop
Fits researchers and platform engineers who want a terminal view of GPU processes plus a Python metric collector that records per-device power usage over time, with a CUDA device selection helper alongside. The trade-off is scope and licensing: it monitors NVIDIA GPUs only, produces no energy totals or carbon figures, and the split Apache-2.0 API and GPL-3.0 CLI means redistributing a bundled tool needs licence review. Power arrives in watts and milliwatts, so converting to energy and emissions stays in the consumer's own scripts. Teams needing fleet dashboards should export the metrics elsewhere.
Read the nvitop listingJudgement is written by the editor. Paid placements never change the ranking or the recorded field values.
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