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C-accelerated multi-threaded Python reader for Process Monitor PML files

Project description

procmon-reader

A fast, C++-accelerated Python library for reading and filtering Process Monitor PML files.

Acknowledgement: The PML file format reverse-engineering in this project was informed by procmon-parser.

How It Works

The heavy lifting (file parsing, filtering, and field extraction) is implemented in C++ and exposed to Python via pybind11. Key techniques:

  • Multi-threaded C++ filter engine that evaluates events in parallel.
  • Cost based field parsing — cheaper fields are parsed first to short circuit more expensive ones.
  • Lazy, selective field reading — only fields referenced in filters or selected for output are parsed, minimizing overhead.
  • etc.

Installation

From PyPI

pip install procmon-reader

From Source

pip install .

Requires Python >= 3.8, a C++17 compiler, and pybind11.

Quick Start

from procmon_reader import ProcmonReader

reader = ProcmonReader("capture.pml")

# System info
print(reader.system_details())
print(reader.event_count)

# Process info
processes = reader.processes()
print(processes[0])  # first process

process_modules = reader.process_modules(processes[0]['process_index'])
print(process_modules)

# Filter events
reader.apply_filters(
    filters=[
        ['process_name', 'regex', '^notepad', 'include'],
        ['event_class', '==', 'File System', 'include'],
    ],
    select_fields=['process_name', 'operation', 'path', 'result'],
)

# Iterate
for event in reader:
    print(event)

# Or use indexing / slicing
print(len(reader))        # number of matched events
print(reader[0])           # first match
print(reader[-1])          # last match
print(reader[10:20])       # slice

Timezone

By default, timestamps use local system timezone. Pass a custom one:

import datetime
tz = datetime.timezone(datetime.timedelta(hours=6))
reader = ProcmonReader("capture.pml", tz=tz)

Filter Formats

Procmon Format (simple)

List of [field, operator, value, 'include'|'exclude'] rules.

This behaves same as Procmon's built-in filters:

  • Include rules on the same field are OR'd, different fields are AND'd
  • Exclude rules remove matches from the include set
filters = [
    ['process_name', 'regex', '^notepad', 'include'],
    ['process_name', 'regex', '^chrome',  'include'],
    ['path',         'regex', 'AppData',  'include'],
    ['operation',    'regex', 'WriteFile', 'exclude'],
]

Dict DSL (advanced)

Explicit AND / OR / NOT combinators with arbitrary nesting:

filters = {"AND": [
    ['event_class', '==', 'File System'],
    {"OR": [
        ['process_name', 'regex', '^notepad'],
        ['process_name', 'regex', '^chrome'],
    ]},
]}

Operators

  • Comparison: ==, !=, <=, >= (and aliases is, is_not, less_equal, more_equal)
  • Regex: regex (case-insensitive)

Supported Fields

All fields below can be used in select_fields. The Filter Operators column shows which operators are supported for filtering — means the field is select-only.

Field Filter Operators Filter Value Type Example Note
event_index Comparison int (PML internal event index) ['event_index', '>=', 1000, 'include']
event_class Comparison strFile System, Registry, Network, Process, Profiling ['event_class', '==', 'Registry', 'include']
operation Regex str ['operation', 'regex', '^RegQueryValue$', 'include'] For exact matches, use ^ at the start and $ at the end.
duration Comparison float (seconds) ['duration', '>=', 1.5, 'include']
timestamp Comparison str (ISO 8601) ['timestamp', '>=', '2025-12-30T19:50:58', 'include']
result Regex str ['result', 'regex', '^SUCCESS$', 'include'] For exact matches, use ^ at the start and $ at the end.
tid Comparison int ['tid', '==', 1234, 'include']
process_index — (PML internal process index)
process_name Regex str ['process_name', 'regex', '^notepad', 'include']
pid Comparison int ['pid', '==', 5678, 'include']
parent_pid Comparison int ['parent_pid', '==', 1000, 'include']
image_path Regex str ['image_path', 'regex', 'System32', 'include']
command_line Regex str ['command_line', 'regex', '--verbose', 'include']
user Regex str ['user', 'regex', 'SYSTEM', 'include']
company Regex str ['company', 'regex', 'Microsoft', 'include']
version Regex str ['version', 'regex', '^10\\.', 'include']
description Regex str ['description', 'regex', 'Notepad', 'include']
integrity Regex str ['integrity', 'regex', 'High', 'include']
session Comparison int ['session', '==', 1, 'include']
authentication_id Comparison int or hex ['authentication_id', '==', 0x3e7, 'include']
virtualized Comparison bool ['virtualized', '==', False, 'include']
is_64_bit Comparison bool ['is_64_bit', '==', True, 'include']
path Regex str ['path', 'regex', 'AppData', 'include']
category Regex str ['category', 'regex', 'Read', 'include']
detail Regex str ['detail', 'regex', 'Desired Access', 'include']
stacktrace

NOTE: category, detail, and stacktrace are not fully tested yet and may have mistakes. Use with caution.

Testing

Field Read Correctness

This verifies that every field is parsed correctly from the PML binary format.

The test_filter_against_procmon_xml.py script automatically exports a PML file to XML via procmon.exe, then compares every field of every event between ProcmonReader output and the XML ground truth.

python tests/manual/test_filter_against_procmon_xml.py capture.pml

Filter & API Correctness

This verifies that filters correctly filter events, and that the API returns expected results.

python tests/run_tests.py

License

MIT

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