Monitor and log Network and Disks statistics in MegaBytes per second.

Related tags

Loggingdiskmetricsnetworkiopytorch-lightning
Overview

iometrics

Python

Monitor and log Network and Disks statistics in MegaBytes per second.

Install

pip install iometrics

Usage

Pytorch-lightning integration

from pytorch_lightning import Trainer
from iometrics.pytorch_lightning.callbacks import NetworkAndDiskStatsMonitor

net_disk_stats = NetworkAndDiskStatsMonitor()

trainer = Trainer(callbacks=[net_disk_stats])

Metrics generated

  • network/recv_MB_per_sec – Received MB/s on all relevant network interfaces as a SUM.
  • network/sent_MB_per_sec – Sent MB/s on all relevant network interfaces as a SUM.
  • disk/util% – Disk utilization percentage as the average of all disk devices.
  • disk/read_MB_per_sec – Disks read MB/s as the sum of all disk devices.
  • disk/writ_MB_per_sec – Disks written MB/s as the sum of all disk devices.
  • disk/io_read_count_per_sec – Disks read I/O operations per second as the sum of all disk devices.
  • disk/io_writ_count_per_sec – Disks written I/O operations per second as the sum of all disk devices.

Screen shot

Pure-Python implementation (zero dependencies)

Quick check

python -c 'from iometrics.example import usage; usage()'

Example output

|        Network (MBytes/s)       | Disk Util |            Disk MBytes          |           Disk I/O          |
|     Received    |     Sent      |     %     |    MB/s Read    |  MB/s Written |     I/O Read    | I/O Write |
|   val  |   avg  |  val  |  avg  | val | avg |  val   |  avg   |  val  |  avg  |   val  |   avg  | val | avg |
| ------:| ------:| -----:| -----:| ---:| ---:| ------:| ------:| -----:| -----:| ------:| ------:| ---:| ---:|
|    4.6 |    3.5 |   0.1 |   0.1 |  49 |   2 |   52.8 |    1.1 |   0.0 |   0.9 |    211 |      4 |   5 |  18 |
|    4.1 |    3.5 |   0.1 |   0.1 |  61 |   3 |   60.4 |    2.4 |  40.3 |   1.7 |    255 |     10 | 149 |  21 |

Full code

import time
from iometrics import NetworkMetrics, DiskMetrics
from iometrics.example import DUAL_METRICS_HEADER
net  = NetworkMetrics()
disk = DiskMetrics()
for i in range(100):
    time.sleep(1)
    net.update_stats()
    disk.update_stats()
    if i % 15 == 0:
        print(DUAL_METRICS_HEADER)
    row = (
        f"| {net.mb_recv_ps.val:6.1f} | {net.mb_recv_ps.avg:6.1f} "
        f"| {net.mb_sent_ps.val:5.1f} | {net.mb_sent_ps.avg:5.1f} "
        f"| {int(disk.io_util.val):3d} | {int(disk.io_util.avg):3d} "
        f"| {disk.mb_read.val:6.1f} | {disk.mb_read.avg:6.1f} "
        f"| {disk.mb_writ.val:5.1f} | {disk.mb_writ.avg:5.1f} "
        f"| {int(disk.io_read.val):4d} | {int(disk.io_read.avg):4d} "
        f"| {int(disk.io_writ.val):3d} | {int(disk.io_writ.avg):3d} "
        f"|"
    )
    print(row)

Contributing

See CONTRIBUTING.md

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Comments
  • Add Docker Support

    Add Docker Support

    Change Summary

    Add Docker Support

    Related issue number

    https://github.com/elgalu/iometrics/issues/3

    Checklist

    • [ ] Unit tests for the changes exist
    • [ ] Tests pass on CI and coverage is maintained
    • [x] Documentation reflects the changes where applicable
    opened by m0rt3z4gh 0
  • Not working properly in containers (Docker)

    Not working properly in containers (Docker)

    Network metrics properly reported in the Host:

    |        Network (MBytes/s)       | Disk Util |            Disk MBytes          |             Disk I/O            |
|     Received    |     Sent      |     %     |    MB/s Read    |  MB/s Written |     I/O Read    |   I/O Write   |
|   val  |   avg  |  val  |  avg  | val | avg |  val   |  avg   |  val  |  avg  |   val  |   avg  |  val  |  avg  |
| ------:| ------:| -----:| -----:| ---:| ---:| ------:| ------:| -----:| -----:| ------:| ------:| -----:| -----:|
|  417.2 |  417.2 |   3.0 |   3.0 |   8 |   8 |    0.9 |    0.9 | 370.5 | 370.5 |    220 |    220 | 11897 | 11897 |
|  335.1 |  376.1 |   2.4 |   2.7 |  10 |   9 |    1.4 |    1.1 | 275.5 | 323.0 |    335 |    278 |  9168 | 10532 |
|  434.2 |  395.5 |   3.2 |   2.9 |   9 |   9 |    3.9 |    2.1 | 169.9 | 272.0 |    653 |    403 | 11450 | 10838 |

    Network metrics are not visible in the container Disclaimer: the timeline extracts are not perfectly synchronized

    |        Network (MBytes/s)       | Disk Util |            Disk MBytes          |             Disk I/O            |
|     Received    |     Sent      |     %     |    MB/s Read    |  MB/s Written |     I/O Read    |   I/O Write   |
|   val  |   avg  |  val  |  avg  | val | avg |  val   |  avg   |  val  |  avg  |   val  |   avg  |  val  |  avg  |
| ------:| ------:| -----:| -----:| ---:| ---:| ------:| ------:| -----:| -----:| ------:| ------:| -----:| -----:|
|    0.0 |    0.0 |   0.0 |   0.0 |   7 |   9 |    0.9 |    1.3 |  82.4 | 556.4 |    216 |    310 | 20093 |  9335 |
|    0.0 |    0.0 |   0.0 |   0.0 |   9 |   9 |   24.9 |    2.0 | 375.4 | 550.8 |    783 |    325 |  3604 |  9156 |
|    0.0 |    0.0 |   0.0 |   0.0 |  10 |   9 |   60.5 |    3.8 | 103.9 | 537.2 |   1315 |    355 | 12689 |  9263 |

    To reproduce

    1. generate network I/O outside the container (in the host)
    2. start a container without any special flags, without any admin or additional capabilities

    TODO

    Find a fix with the least possible privileges

    bug 
    opened by elgalu 0
  • Features/azdo pipeline

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    Change Summary

    Related issue number

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    • [ ] Unit tests for the changes exist
    • [ ] Tests pass on CI and coverage is maintained
    • [ ] Documentation reflects the changes where applicable
    opened by ugurgural 0
Releases(0.0.8)
Owner
Leo Gallucci
Leo is the creator of docker-selenium which aims to get Selenium running as simple and fast as possible
Leo Gallucci
GitHub Repository https://pypi.org/project/iometrics/
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