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Implement round-trip fuzzers for finding correctness bugs (#4559)
* init fuzzers * correct corpus link * add more fuzzers * add formatter fuzzers * document formatter strategy * add fuzzer build to CI * better github workflow * whoops, need to specify where it runs * fix CI * address naming nit * add text diff to formatter * add linter checks to formatter output * correct diff args * use strip dead code (ew) to resolve the memory usage issue
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artifacts/ | ||
corpus/rome_format_all | ||
corpus/rome_format_json | ||
corpus/rome_format_css | ||
Cargo.lock |
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[package] | ||
name = "rome_fuzz" | ||
version = "0.0.0" | ||
authors = [ | ||
"Addison Crump <[email protected]>", | ||
] | ||
publish = false | ||
edition = "2021" | ||
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[features] | ||
default = ["libfuzzer"] | ||
full-idempotency = [] | ||
libfuzzer = ["libfuzzer-sys/link_libfuzzer"] | ||
rome_all = [] | ||
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[package.metadata] | ||
cargo-fuzz = true | ||
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[dependencies] | ||
arbitrary = { version = "1.3.0", features = ["derive"] } | ||
libfuzzer-sys = { git = "https://github.com/rust-fuzz/libfuzzer", default-features = false } | ||
rome_analyze = { path = "../crates/rome_analyze" } | ||
rome_diagnostics = { path = "../crates/rome_diagnostics" } | ||
rome_formatter = { path = "../crates/rome_formatter" } | ||
rome_js_analyze = { path = "../crates/rome_js_analyze" } | ||
rome_js_formatter = { path = "../crates/rome_js_formatter" } | ||
rome_js_parser = { path = "../crates/rome_js_parser" } | ||
rome_js_syntax = { path = "../crates/rome_js_syntax" } | ||
rome_json_formatter = { path = "../crates/rome_json_formatter" } | ||
rome_json_parser = { path = "../crates/rome_json_parser" } | ||
rome_json_syntax = { path = "../crates/rome_json_syntax" } | ||
rome_service = { path = "../crates/rome_service" } | ||
similar = { version = "2.2.1" } | ||
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# Prevent this from interfering with workspaces | ||
[workspace] | ||
members = ["."] | ||
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[[bin]] | ||
name = "rome_parse_all" | ||
path = "fuzz_targets/rome_parse_all.rs" | ||
required-features = ["rome_all"] | ||
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[[bin]] | ||
name = "rome_parse_d_ts" | ||
path = "fuzz_targets/rome_parse_d_ts.rs" | ||
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[[bin]] | ||
name = "rome_parse_json" | ||
path = "fuzz_targets/rome_parse_json.rs" | ||
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[[bin]] | ||
name = "rome_parse_module" | ||
path = "fuzz_targets/rome_parse_module.rs" | ||
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[[bin]] | ||
name = "rome_parse_script" | ||
path = "fuzz_targets/rome_parse_script.rs" | ||
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[[bin]] | ||
name = "rome_parse_jsx" | ||
path = "fuzz_targets/rome_parse_jsx.rs" | ||
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[[bin]] | ||
name = "rome_parse_tsx" | ||
path = "fuzz_targets/rome_parse_tsx.rs" | ||
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[[bin]] | ||
name = "rome_parse_typescript" | ||
path = "fuzz_targets/rome_parse_typescript.rs" | ||
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[[bin]] | ||
name = "rome_format_all" | ||
path = "fuzz_targets/rome_format_all.rs" | ||
required-features = ["rome_all"] | ||
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[[bin]] | ||
name = "rome_format_d_ts" | ||
path = "fuzz_targets/rome_format_d_ts.rs" | ||
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[[bin]] | ||
name = "rome_format_json" | ||
path = "fuzz_targets/rome_format_json.rs" | ||
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[[bin]] | ||
name = "rome_format_module" | ||
path = "fuzz_targets/rome_format_module.rs" | ||
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[[bin]] | ||
name = "rome_format_script" | ||
path = "fuzz_targets/rome_format_script.rs" | ||
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[[bin]] | ||
name = "rome_format_jsx" | ||
path = "fuzz_targets/rome_format_jsx.rs" | ||
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[[bin]] | ||
name = "rome_format_tsx" | ||
path = "fuzz_targets/rome_format_tsx.rs" | ||
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[[bin]] | ||
name = "rome_format_typescript" | ||
path = "fuzz_targets/rome_format_typescript.rs" | ||
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# enabling debug seems to cause a massive use of RAM (>12GB) | ||
[profile.release] | ||
opt-level = 3 | ||
#debug = true | ||
debug = false | ||
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[profile.dev] | ||
opt-level = 3 | ||
#debug = true | ||
debug = false | ||
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[profile.test] | ||
opt-level = 3 | ||
#debug = true | ||
debug = false |
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# rome-fuzz | ||
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Fuzzers and associated utilities for automatic testing of Rome. | ||
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## Usage | ||
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To use the fuzzers provided in this directory, start by invoking: | ||
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```bash | ||
./fuzz/init-fuzzers.sh | ||
``` | ||
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This will install [`cargo-fuzz`](https://github.com/rust-fuzz/cargo-fuzz) and optionally download | ||
datasets which improve the efficacy of the testing. | ||
**This step is necessary for initialising the corpus directory, as all fuzzers share a common | ||
corpus.** | ||
The dataset may take several hours to download and clean, so if you're just looking to try out the | ||
fuzzers, skip the dataset download, though be warned that some features simply cannot be tested | ||
without it (very unlikely for the fuzzer to generate valid python code from "thin air"). | ||
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Once you have initialised the fuzzers, you can then execute any fuzzer with: | ||
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```bash | ||
cargo fuzz run --strip-dead-code -s none name_of_fuzzer -- -timeout=1 | ||
``` | ||
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**Users using Apple M1 devices must use a nightly compiler and omit the `-s none` portion of this | ||
command, as this architecture does not support fuzzing without a sanitizer.** | ||
You can view the names of the available fuzzers with `cargo fuzz list`. | ||
For specific details about how each fuzzer works, please read this document in its entirety. | ||
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**IMPORTANT: You should run `./reinit-fuzzer.sh` after adding more file-based testcases.** This will | ||
allow the testing of new features that you've added unit tests for. | ||
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### Debugging a crash | ||
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Once you've found a crash, you'll need to debug it. | ||
The easiest first step in this process is to minimise the input such that the crash is still | ||
triggered with a smaller input. | ||
`cargo-fuzz` supports this out of the box with: | ||
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```bash | ||
cargo fuzz tmin --strip-dead-code -s none name_of_fuzzer artifacts/name_of_fuzzer/crash-... | ||
``` | ||
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From here, you will need to analyse the input and potentially the behaviour of the program. | ||
The debugging process from here is unfortunately less well-defined, so you will need to apply some | ||
expertise here. | ||
Happy hunting! | ||
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## A brief introduction to fuzzers | ||
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Fuzzing, or fuzz testing, is the process of providing generated data to a program under test. | ||
The most common variety of fuzzers are mutational fuzzers; given a set of existing inputs (a | ||
"corpus"), it will attempt to slightly change (or "mutate") these inputs into new inputs that cover | ||
parts of the code that haven't yet been observed. | ||
Using this strategy, we can quite efficiently generate testcases which cover significant portions of | ||
the program, both with expected and unexpected data. | ||
[This is really quite effective for finding bugs.](https://github.com/rust-fuzz/trophy-case) | ||
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The fuzzers here use [`cargo-fuzz`](https://github.com/rust-fuzz/cargo-fuzz), a utility which allows | ||
Rust to integrate with [libFuzzer](https://llvm.org/docs/LibFuzzer.html), the fuzzer library built | ||
into LLVM. | ||
Each source file present in [`fuzz_targets`](fuzz_targets) is a harness, which is, in effect, a unit | ||
test which can handle different inputs. | ||
When an input is provided to a harness, the harness processes this data and libFuzzer observes the | ||
code coverage and any special values used in comparisons over the course of the run. | ||
Special values are preserved for future mutations and inputs which cover new regions of code are | ||
added to the corpus. | ||
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## Each fuzzer harness in detail | ||
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Each fuzzer harness is designed to test different aspects of Rome. | ||
Since Rome's primary function is parsing, formatting, and linting, we can use fuzzing not only to | ||
detect crashes or panics, but also to detect violations of guarantees of the crate. | ||
This concept is used extensively throughout the fuzzers. | ||
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### `rome_parse_*` | ||
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Each of the `rome_parse_*` fuzz harnesses utilise the [round-trip | ||
property](https://blog.ssanj.net/posts/2016-06-26-property-based-testing-patterns.html) of parsing | ||
and unparsing; that is, given a particular input, if we parse some code successfully, we expect the | ||
unparsed code to have the content as the original code. | ||
If they do not match, then some details of the original input were not captured on the first parse. | ||
The corpus for the JS-like parsers is based on unit tests and [a JS dataset for machine learning | ||
training](https://www.sri.inf.ethz.ch/js150). | ||
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Errata for specific fuzzers can be seen below. | ||
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#### `rome_parse_json` | ||
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Since JSON formats are distinct from JS source code and are a relatively simple format, it is not | ||
strictly necessary to use the shared corpus. | ||
[Fuzzbench](https://google.github.io/fuzzbench/) results consistently show that JSON parsers tend to | ||
max out their coverage with minimal or no corpora. | ||
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At time of writing (June 11, 2023), JSONC does not seem to be supported, so it is not fuzzed. | ||
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#### `rome_parse_all` | ||
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This fuzz harness merely merges all the JS parsers together to create a shared corpus. | ||
It can be used in place of the parsers for d_ts, jsx, module, script, tsx, and typescript in | ||
continuous integration. | ||
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### `rome_format_*` | ||
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These fuzzers use the same corpora as the fuzzers previously mentioned, but check the correctness of | ||
the formatters as well. | ||
We assume the following qualities of formatters: | ||
- Formatters will not introduce syntax errors into the program | ||
- Formatting code twice will have the same result as formatting code once | ||
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In this way, we verify the [idempotency](https://en.wikipedia.org/wiki/Idempotence) and syntax | ||
preservation property of formatting. | ||
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Of particular note: these fuzzers may have false negative results if e.g. two tokens are turned into | ||
one token and the reformatting result is the same. | ||
Unfortunately, we can't necessarily control for this because the formatter may reorganise the | ||
sequence of tokens. | ||
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## Errata | ||
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Unfortunately, `--strip-dead-code` is necessary to build the target with a suitable amount of | ||
memory. | ||
This seems to be caused by some issue in LLVM, but I haven't been able to spend the time to | ||
investigate this fully yet. |
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rome_format_json |
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