logfold

Fold large logs into templates, and see what changed between two runs. A Python library and command-line tool with a Rust core, for offline analysis of big log files: no platform to run, no data to upload.

$ logfold diff before.log after.log --out diff.html --fail-on-new
before.log -> after.log: 1,265,631 -> 1,246,573 records, 2 new (2 WARN+), 1 disappeared, 3 changed, 9 unchanged

New templates (2)
    before      after    change  level  template
         0     44,102       new  ERROR  circuit breaker opened for upstream <IP>
         0     44,310       new  WARN   queue depth <NUM> exceeds limit on worker-<NUM>

• Templates. user alice failed login from 10.0.0.7 and a million siblings become one line user <*> failed login from <IP> with a count, first and last timestamp, severity and an example.
• Diff. Compare two runs (before and after a deploy, passing and failing CI job). New, disappeared and changed templates, normalized by run size. Identical inputs produce an empty diff.
• Fast. Rust core, streaming I/O with memory independent of the file size, deterministic multi-threaded mining. See benchmarks.
• A Python library first. analyze() and diff() return plain, immutable dataclasses; reports are JSON (versioned schema), self-contained HTML or text.
• Extensible. Formats, reporters and diff matchers are plugins discovered through entry points.

Install

pip install "logfold[cli]"

Wheels are published for Linux, macOS and Windows (Python 3.10+), so nothing is compiled on your machine.

Use

from logfold import analyze, diff

result = analyze("app.log")  # format auto-detected
for template in result.top(10):
    print(template.count, template.level, template.text)
result.to_html("report.html")

comparison = diff("before.log", "after.log")
comparison.new_templates
comparison.new_alerts  # new WARN/ERROR/FATAL templates
comparison.to_html("diff.html")

logfold analyze app.log --top 30 --out report.html          # fold one run into templates
logfold diff before.log after.log --fail-on-new-alerts      # exit code 2 in CI when something new is wrong
logfold formats                                             # list the log formats
logfold info                                                # versions and engine availability, for bug reports
logfold --version

Documentation

• Guide: formats, parameters, plugins, engines.
• Command-line reference: every command, option and exit code.
• Python API reference: analyze, diff, results, configuration, errors, reporters and extension points.
• Algorithm, JSON schemas and the changelog.

How it relates to other tools

Timings are in bench/RESULTS.md, measured with the protocol that was fixed before the runs. Template quality: python eval/quality.py (grouping accuracy on the 16 Loghub-2k datasets).

Design

Layered: a pure domain core (masking, tokenizer, Drain-compatible tree, merge) with no I/O, adapters for files and formats, an execution layer, a thin PyO3 shim, and a Python package on top. The algorithm is specified in docs/ALGORITHM.md; a pure-Python reference engine implements the same specification, and the Rust engine is tested against it for exact equality.

Development

See CONTRIBUTING.md (branches, commits, issues, definition of done).

License

MIT, see LICENSE. Copyright (c) 2026 Andrey Kilanov.