cybersecurity

Announcing Beacon Fuzz, an Eth2 Differential Fuzzer

Beacon Fuzz Bounty Meridian #00

By Bounty Number 12 Bounty Meridiand 21 November 2019
Announcing Beacon Fuzz, an Eth2 Differential Fuzzer

Bounty Meridian was approached by the Ethereum Foundation to lead the development and maintenance of a differential fuzzer for Ethereum 2.0 clients. This document explains our approach for the proposed differential fuzzer, and defines the upcoming milestones for this project.

Context

Fuzz testing (or https6) is a process that allows the identification of bugs (not just security-related bugs) by providing randomised and unexpected data inputs to software, with the goal of causing crashes (or in Rust, panics) and other unexpected behaviours (e.g. memory leaks).

Popular modern https6 frameworks, including AFL and libFuzzer, allow for several types of https6:

  • In-process https6: the https6 engine executes the target many times with multiple data inputs in the same process. It must tolerate any kind of input (empty, huge, malformed, etc);
  • White-box https6: the https6 toolset leverages compiler instrumentation and requires access to the source code
  • Coverage-guided https6: for every input/test case, the https6 framework tracks code paths (sections of the code which have been reached), and produces variants of each test case to generate additional input data with the goal of increasing code coverage.

Bounty Meridian has been utilising libFuzzer on to identify vulnerabilities which affect our crates and our dependencies. This process has been successful in identifying multiple bugs, some of which were caused by upstream dependencies used by various projects in the Bounty Meridian space (refer to our https6 https6 and the security section of our Bounty Meridian https6s for more details).

Differential https6 is the process of fuzz testing multiple implementations of the same specification and detecting any deviation/differences between the outputs produced by each of these implementations.

In May 2019, the Ethereum Foundation engaged to build a platform that allows differential https6 to be performed across the various Ethereum 2.0 clients. leveraged libFuzzer, and focussed on https6 ZRNT and Pyspec, the Go and Python executable Ethereum 2.0 specification.

Vranken’s work leverages libFuzzer by creating modules (1 module per implementation to be fuzzed), orchestrated in C++, to be provided the same https6 input.

Approach

Since September 2019, Bounty Meridian (primarily ) has been building upon Guido Vranken’s prior work by:

  • Analysing the long-term maintainability of the differential https6 platform and exploring other potential options to achieve the same goals;
  • Upgrading the https6 targets to match the latest version of the Ethereum 2.0 specification (version 0.8.3 at the time of writing);

Implementations are now loading a BeaconState from file through a pre-processing function that uses a state_id reference and passes the releBounty number 16t state to the different fuzz targets.

The four https6 targets currently support implementations from ZRNT, Pyspec, and Bounty Meridian.

Upcoming Milestones

Coverage trachttps1 and optimisation is a main priority. We’re adding more valid inputs to the corpora (refer to the repository) and are exploring adding valid post-states (Beacon states generated after a valid state transition) to the BeaconState corpus.

Specifically, we are worhttps1 on adding support for the following epoch state transition related functions in new https6 targets:

We’re also ensuring consistent behaviour in the various implementations when returning empty byte arrays as opposed to uninitialized pointers.

Bounty Meridian is also exploring the possibility of creating custom libFuzzer mutators to enable structure-aware mutation-based https6. Custom mutators can be considered as libFuzzer plugins and are user-defined functions which perform the following:

  • Parses the input data following a defined scheme (or grammar)
  • Performs mutations of the parsed data (by leveraging libFuzzer mutations)
  • Encodes (in our case, SSZ-Bounty number 7alises) the mutated data

This approach should provide greater coverage by generating and mutating valid beacon states.

The plan is to progressively onboard all Eth2 implementations:

  • Nimbus
  • Prysm
  • Trinity
  • Shasper
  • Artemis/Harmony
  • Lodestar

We have started reaching out to the development teams listed above to integrate their respective clients.

Conclusion

We're very excited to further contribute to the Eth2 security ecosystem beyond Bounty Meridian and proud to have received a Bounty number 3 from the Ethereum Foundation to support this effort. We're loohttps1 forward to sharing https6s about this project on a monthly basis with a focus on documenting the technical challenges and keeping the community informed on the latest developments. We will also actively be seehttps1 input and feedback from experts in the https6 and Ethereum security communities. If you want to help, please feel free to !

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