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 aliaseseq,equals,is,ne,not_equals,is_not,lt,less_than,le,less_equal,lte,gt,greater_than,more_than,ge,greater_equal,more_equal,gte) - String match:
contains,starts_with,ends_with,excludes - String regex:
regex
All string operators are 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 |
== != < <= > >= |
int (PML internal event index) |
['event_index', '>=', 1000, 'include'] |
|
event_class |
== != < <= > >= |
str — File System, Registry, Network, Process, Profiling (aliases: fs, reg, net, proc, prof) |
['event_class', '==', 'Registry', 'include'] |
|
operation |
== != contains starts_with ends_with excludes regex |
str |
['operation', '==', 'ReadFile', 'include'] |
|
duration |
== != < <= > >= |
float (seconds) |
['duration', '>=', 1.5, 'include'] |
|
timestamp |
== != < <= > >= |
str (ISO 8601) |
['timestamp', '>=', '2025-12-30T19:50:58', 'include'] |
|
result |
== != contains starts_with ends_with excludes regex |
str |
['result', '==', 'SUCCESS', 'include'] |
|
tid |
== != < <= > >= |
int |
['tid', '==', 1234, 'include'] |
|
process_index |
— | — (PML internal process index) | — | |
process_name |
== != contains starts_with ends_with excludes regex |
str |
['process_name', 'contains', 'notepad', 'include'] |
|
pid |
== != < <= > >= |
int |
['pid', '==', 5678, 'include'] |
|
parent_pid |
== != < <= > >= |
int |
['parent_pid', '==', 1000, 'include'] |
|
image_path |
== != contains starts_with ends_with excludes regex |
str |
['image_path', 'contains', 'System32', 'include'] |
|
command_line |
== != contains starts_with ends_with excludes regex |
str |
['command_line', 'contains', '--verbose', 'include'] |
|
user |
== != contains starts_with ends_with excludes regex |
str |
['user', 'contains', 'SYSTEM', 'include'] |
|
company |
== != contains starts_with ends_with excludes regex |
str |
['company', 'contains', 'Microsoft', 'include'] |
|
version |
== != contains starts_with ends_with excludes regex |
str |
['version', 'regex', '^10\\.', 'include'] |
|
description |
== != contains starts_with ends_with excludes regex |
str |
['description', 'contains', 'Notepad', 'include'] |
|
integrity |
== != contains starts_with ends_with excludes regex |
str |
['integrity', '==', 'High', 'include'] |
|
session |
== != < <= > >= |
int |
['session', '==', 1, 'include'] |
|
authentication_id |
== != < <= > >= |
int or hex |
['authentication_id', '==', 0x3e7, 'include'] |
|
virtualized |
== != < <= > >= |
bool |
['virtualized', '==', False, 'include'] |
|
is_64_bit |
== != < <= > >= |
bool |
['is_64_bit', '==', True, 'include'] |
|
path |
== != contains starts_with ends_with excludes regex |
str |
['path', 'contains', 'AppData', 'include'] |
|
category |
== != contains starts_with ends_with excludes regex |
str |
['category', 'contains', 'Read', 'include'] |
|
detail |
== != contains starts_with ends_with excludes regex |
str |
['detail', 'contains', '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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