Skip to main content

Monitor and Compare Logs on Browser.

Project description

logboard

Monitor and Compare Logs on Browser/Terminal.


Description

Inspired by tensorboard, grip and notable, all of which serve light-weight GUI by

  • only using static files (e.g., markdown files without DB);
  • single command (e.g., tensorboard --logdir logs/ and grip README.md).

Why not tensorboard?

I also use tensorboard in addition to this tool. But currently tensorboard doesn't support comparing different configurations for each log (e.g., git-hash of the code, learning rate, training strategy). logboard is a kind of extra plugin to tensorboard (but you need to run in different terminal, unfortunately). I expect this kind of feature will be included in tensorboard in the future.

Installation

pip install logboard

Usage

Browser (logboard --logdir logs/)

$ cd examples

$ cat logs/20190310_093252.724597/args
{
    "loglevel": "info",
    "gpu": 0,
    "seed": 0,
    "class_ids": [
        1
    ],
    "lr": 0.001,
    "timestamp": "2019-03-10T09:32:52.724597",
    "out": "/home/wkentaro/logboard/examples/logs/20190310_093252.724597",
    "hostname": "computer1",
    "githash": "b48ce48"
}

# similar to tensorboard --logdir logs/
$ logboard --logdir logs/ --filter out timestamp loglevel gpu seed 'lr .*' '.*main/loss.*(max)' '.*loss_.*'

Terminal (logtable --logdir logs/)

$ cd examples

$ logtable --logdir logs --filter out timestamp loglevel gpu seed 'lr .*' '.*main/loss.*(max)' '.*loss_.*'
 * Log directory: logs
╒════╤════════════════════════╤═════════╤═════════════╤════════════════╤═══════════════════╤═════════════╤═══════════╤════════════╤═══════╤══════════════╤═══════════════╕
│            log_dir           epoch    iteration    elapsed_time      updated_at       class_ids    githash    hostname    lr       main/       validation/  │
│                                                                                                                                  loss (min)       main/     │
│                                                                                                                                                loss (min)   │
╞════╪════════════════════════╪═════════╪═════════════╪════════════════╪═══════════════════╪═════════════╪═══════════╪════════════╪═══════╪══════════════╪═══════════════╡
│ 0   20190310_093252.724597     1        1740         1:47:02      88 days, 14:24:22      [1]       b48ce48   computer1   0.001     0.0088         0.18      │
│                                                                                                                                  (1, 1580)      (0, 880)    │
├────┼────────────────────────┼─────────┼─────────────┼────────────────┼───────────────────┼─────────────┼───────────┼────────────┼───────┼──────────────┼───────────────┤
│ 1   20190310_093829.691289     1        1720         1:45:37      88 days, 14:24:22      [1]       f766b97   computer2   0.001     0.012          0.19      │
│                                                                                                                                  (1, 1620)      (0, 440)    │
╘════╧════════════════════════╧═════════╧═════════════╧════════════════╧═══════════════════╧═════════════╧═══════════╧════════════╧═══════╧══════════════╧═══════════════╛

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

logboard-0.5.11.tar.gz (10.6 kB view hashes)

Uploaded Source

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page