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Efficient, extensible, out-of-the-box PCAP analysis library — extract flow-level features and multi-layer protocol fields from network traffic captures

Project description

wa1kpcap

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Efficient, extensible, out-of-the-box PCAP analysis library for Python. Extracts multi-level flow features and protocol fields across all layers from network traffic captures, powered by a C++ engine.

Installation

pip install wa1kpcap

Optional dependencies:

pip install wa1kpcap[export]    # pandas DataFrame export
pip install wa1kpcap[crypto]    # TLS certificate parsing
pip install wa1kpcap[dev]       # development (pytest, scapy, etc.)

Quick Start

from wa1kpcap import Wa1kPcap

analyzer = Wa1kPcap()
flows = analyzer.analyze_file('traffic.pcap')

for flow in flows:
    print(f"{flow.key}  packets={flow.packet_count}  duration={flow.duration:.3f}s")

Supported Protocols

Layer Protocols
Link Ethernet, VLAN (802.1Q), Linux SLL/SLL2, Raw IP, BSD Loopback, NFLOG
Network IPv4, IPv6, ARP, ICMP, ICMPv6
Tunnel GRE, VXLAN, MPLS
Transport TCP, UDP
Application TLS (SNI/ALPN/certs), DNS, HTTP, DHCP, DHCPv6, QUIC (Initial decryption, SNI/ALPN)

All protocols have C++ fast-path implementations. Tunnel protocols (GRE, VXLAN, MPLS) support recursive inner-packet dispatch.

Features

  • Fast C++ native parsing engine with Python API
  • Flow-level feature extraction with signed directional packet lengths
  • 8 sequence features per flow: packet_lengths, ip_lengths, trans_lengths, app_lengths, timestamps, iats, tcp_flags, tcp_window_sizes
  • Statistical aggregation: mean, std, var, min, max, range, median, skew, kurt, cv, plus up/down directional breakdowns
  • Multi-layer protocol field extraction from link layer to application layer
  • BPF filter with protocol-aware keywords (dhcp, dhcpv6, vlan, gre, vxlan, mpls)
  • Cross-packet reassembly: IP fragments, TCP streams, TLS records, QUIC CRYPTO frames
  • Export to DataFrame, CSV, JSON
  • Custom incremental feature registration
  • YAML-based protocol extension for adding new protocols without C++ code

Documentation

For detailed usage, API reference, and examples, see docs/README.md.

Roadmap

  • More protocol support (QUIC 0-RTT/Handshake, HTTP/3, SSH, SMTP, SIP, etc.)
  • Field masking in raw bytes (zero/random/fixed value) to prevent model overfitting on specific fields
  • CLI tool for quick pcap inspection
  • Multi-process parallel parsing for large captures

Test Coverage

Coverage

License

MIT License

Author

1in_js

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The following attestation bundles were made for wa1kpcap-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish.yml on ljs-2002/wa1kpcap

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The following attestation bundles were made for wa1kpcap-0.2.0-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: publish.yml on ljs-2002/wa1kpcap

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The following attestation bundles were made for wa1kpcap-0.2.0-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: publish.yml on ljs-2002/wa1kpcap

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

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