Fuzzing RocksDB (#7685)
Summary: This is the initial PR to support adding fuzz tests to RocksDB. It includes the necessary build infrastructure, and includes an example fuzzer. There is also a README serving as the tutorial for how to add more tests. Pull Request resolved: https://github.com/facebook/rocksdb/pull/7685 Test Plan: Manually build and run the fuzz test according to README. Reviewed By: pdillinger Differential Revision: D25013847 Pulled By: cheng-chang fbshipit-source-id: c91e3b337398d7f4d8f769fd5091cd080487b171main
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# Copyright (c) 2011-present, Facebook, Inc. All rights reserved.
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# This source code is licensed under both the GPLv2 (found in the
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# COPYING file in the root directory) and Apache 2.0 License
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# (found in the LICENSE.Apache file in the root directory).
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CWD = $(shell pwd)
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PROTOBUF_CFLAGS = `pkg-config --cflags protobuf`
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PROTOBUF_LDFLAGS = `pkg-config --libs protobuf`
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PROTOBUF_MUTATOR_CFLAGS = `pkg-config --cflags libprotobuf-mutator`
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PROTOBUF_MUTATOR_LDFLAGS = `pkg-config --libs libprotobuf-mutator`
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ROCKSDB_INCLUDE_DIR = $(CWD)/../include
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ROCKSDB_LIB_DIR = $(CWD)/..
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PROTO_IN = $(CWD)/proto
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PROTO_OUT = $(CWD)/proto/gen
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CC = clang++
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CCFLAGS += -std=c++14 -Wall -fsanitize=address,fuzzer
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CFLAGS += $(PROTOBUF_CFLAGS) $(PROTOBUF_MUTATOR_CFLAGS) -I$(PROTO_OUT) -I$(ROCKSDB_INCLUDE_DIR)
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LDFLAGS += $(PROTOBUF_LDFLAGS) $(PROTOBUF_MUTATOR_LDFLAGS) -L$(ROCKSDB_LIB_DIR) -lrocksdb -lz -lbz2
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.PHONY: librocksdb gen_proto |
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librocksdb: |
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cd $(CWD)/.. && make static_lib
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gen_proto: |
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mkdir -p $(PROTO_OUT)
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protoc \
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--proto_path=$(PROTO_IN) \
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--cpp_out=$(PROTO_OUT) \
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$(PROTO_IN)/*.proto
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sst_file_writer_fuzzer: librocksdb gen_proto sst_file_writer_fuzzer.cc proto/gen/db_operation.pb.cc |
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$(CC) $(CCFLAGS) $(CFLAGS) $(LDFLAGS) -o sst_file_writer_fuzzer sst_file_writer_fuzzer.cc proto/gen/db_operation.pb.cc
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# Fuzzing RocksDB |
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## Overview |
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This directory contains [fuzz tests](https://en.wikipedia.org/wiki/Fuzzing) for RocksDB. |
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RocksDB testing infrastructure currently includes unit tests and [stress tests](https://github.com/facebook/rocksdb/wiki/Stress-test), |
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we hope fuzz testing can catch more bugs. |
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## Prerequisite |
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We use [LLVM libFuzzer](http://llvm.org/docs/LibFuzzer.html) as the fuzzying engine, |
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so make sure you have [clang](https://clang.llvm.org/get_started.html) as your compiler. |
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Some tests rely on [structure aware fuzzing](https://github.com/google/fuzzing/blob/master/docs/structure-aware-fuzzing.md). |
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We use [protobuf](https://developers.google.com/protocol-buffers) to define structured input to the fuzzer, |
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and use [libprotobuf-mutator](https://github.com/google/libprotobuf-mutator) as the custom libFuzzer mutator. |
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So make sure you have protobuf and libprotobuf-mutator installed, and make sure `pkg-config` can find them. |
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## Example |
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This example shows you how to do structure aware fuzzing to `rocksdb::SstFileWriter`. |
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After walking through the steps to create the fuzzer, we'll introduce a bug into `rocksdb::SstFileWriter::Put`, |
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then show that the fuzzer can catch the bug. |
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### Design the test |
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We want the fuzzing engine to automatically generate a list of database operations, |
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then we apply these operations to `SstFileWriter` in sequence, |
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finally, after the SST file is generated, we use `SstFileReader` to check the file's checksum. |
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### Define input |
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We define the database operations in protobuf, each operation has a type of operation and a key value pair, |
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see [proto/db_operation.proto](proto/db_operation.proto) for details. |
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### Define tests with the input |
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In [sst_file_writer_fuzzer.cc](sst_file_writer_fuzzer.cc), |
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we define the tests to be run on the generated input: |
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``` |
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DEFINE_PROTO_FUZZER(DBOperations& input) { |
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// apply the operations to SstFileWriter and use SstFileReader to verify checksum. |
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// ... |
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} |
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``` |
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`SstFileWriter` requires the keys of the operations to be unique and be in ascending order, |
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but the fuzzing engine generates the input randomly, so we need to process the generated input before |
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passing it to `DEFINE_PROTO_FUZZER`, this is accomplished by registering a post processor: |
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``` |
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protobuf_mutator::libfuzzer::PostProcessorRegistration<DBOperations> |
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``` |
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### Compile and link the fuzzer |
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Go to the `fuzz` directory, |
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run `make sst_file_writer_fuzzer` to generate the fuzzer, |
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it will compile rocksdb static library, generate protobuf, then compile and link `sst_file_writer_fuzzer`. |
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### Introduce a bug |
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Manually introduce a bug to `SstFileWriter::Put`: |
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``` |
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diff --git a/table/sst_file_writer.cc b/table/sst_file_writer.cc |
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index ab1ee7c4e..c7da9ffa0 100644 |
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--- a/table/sst_file_writer.cc |
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+++ b/table/sst_file_writer.cc |
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@@ -277,6 +277,11 @@ Status SstFileWriter::Add(const Slice& user_key, const Slice& value) { |
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} |
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Status SstFileWriter::Put(const Slice& user_key, const Slice& value) { |
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+ if (user_key.starts_with("!")) { |
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+ if (value.ends_with("!")) { |
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+ return Status::Corruption("bomb"); |
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+ } |
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+ } |
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return rep_->Add(user_key, value, ValueType::kTypeValue); |
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} |
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``` |
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The bug is that for `Put`, if `user_key` starts with `!` and `value` ends with `!`, then corrupt. |
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### Run fuzz testing to catch the bug |
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Run the fuzzer by `time ./sst_file_writer_fuzzer`. |
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Here is the output on my machine: |
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``` |
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Corruption: bomb |
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==59680== ERROR: libFuzzer: deadly signal |
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#0 0x109487315 in __sanitizer_print_stack_trace+0x35 (libclang_rt.asan_osx_dynamic.dylib:x86_64+0x4d315) |
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#1 0x108d63f18 in fuzzer::PrintStackTrace() FuzzerUtil.cpp:205 |
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#2 0x108d47613 in fuzzer::Fuzzer::CrashCallback() FuzzerLoop.cpp:232 |
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#3 0x7fff6af535fc in _sigtramp+0x1c (libsystem_platform.dylib:x86_64+0x35fc) |
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#4 0x7ffee720f3ef (<unknown module>) |
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#5 0x7fff6ae29807 in abort+0x77 (libsystem_c.dylib:x86_64+0x7f807) |
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#6 0x108cf1c4c in TestOneProtoInput(DBOperations&)+0x113c (sst_file_writer_fuzzer:x86_64+0x100302c4c) |
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#7 0x108cf09be in LLVMFuzzerTestOneInput+0x16e (sst_file_writer_fuzzer:x86_64+0x1003019be) |
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#8 0x108d48ce0 in fuzzer::Fuzzer::ExecuteCallback(unsigned char const*, unsigned long) FuzzerLoop.cpp:556 |
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#9 0x108d48425 in fuzzer::Fuzzer::RunOne(unsigned char const*, unsigned long, bool, fuzzer::InputInfo*, bool*) FuzzerLoop.cpp:470 |
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#10 0x108d4a626 in fuzzer::Fuzzer::MutateAndTestOne() FuzzerLoop.cpp:698 |
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#11 0x108d4b325 in fuzzer::Fuzzer::Loop(std::__1::vector<fuzzer::SizedFile, fuzzer::fuzzer_allocator<fuzzer::SizedFile> >&) FuzzerLoop.cpp:830 |
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#12 0x108d37fcd in fuzzer::FuzzerDriver(int*, char***, int (*)(unsigned char const*, unsigned long)) FuzzerDriver.cpp:829 |
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#13 0x108d652b2 in main FuzzerMain.cpp:19 |
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#14 0x7fff6ad5acc8 in start+0x0 (libdyld.dylib:x86_64+0x1acc8) |
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NOTE: libFuzzer has rudimentary signal handlers. |
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Combine libFuzzer with AddressSanitizer or similar for better crash reports. |
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SUMMARY: libFuzzer: deadly signal |
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MS: 7 Custom-CustomCrossOver-InsertByte-Custom-ChangeBit-Custom-CustomCrossOver-; base unit: 90863b4d83c3f994bba0a417d0c2ee3b68f9e795 |
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0x6f,0x70,0x65,0x72,0x61,0x74,0x69,0x6f,0x6e,0x73,0x20,0x7b,0xa,0x20,0x20,0x6b,0x65,0x79,0x3a,0x20,0x22,0x21,0x22,0xa,0x20,0x20,0x76,0x61,0x6c,0x75,0x65,0x3a,0x20,0x22,0x21,0x22,0xa,0x20,0x20,0x74,0x79,0x70,0x65,0x3a,0x20,0x50,0x55,0x54,0xa,0x7d,0xa,0x6f,0x70,0x65,0x72,0x61,0x74,0x69,0x6f,0x6e,0x73,0x20,0x7b,0xa,0x20,0x20,0x6b,0x65,0x79,0x3a,0x20,0x22,0x2b,0x22,0xa,0x20,0x20,0x74,0x79,0x70,0x65,0x3a,0x20,0x50,0x55,0x54,0xa,0x7d,0xa,0x6f,0x70,0x65,0x72,0x61,0x74,0x69,0x6f,0x6e,0x73,0x20,0x7b,0xa,0x20,0x20,0x6b,0x65,0x79,0x3a,0x20,0x22,0x2e,0x22,0xa,0x20,0x20,0x74,0x79,0x70,0x65,0x3a,0x20,0x50,0x55,0x54,0xa,0x7d,0xa,0x6f,0x70,0x65,0x72,0x61,0x74,0x69,0x6f,0x6e,0x73,0x20,0x7b,0xa,0x20,0x20,0x6b,0x65,0x79,0x3a,0x20,0x22,0x5c,0x32,0x35,0x33,0x22,0xa,0x20,0x20,0x74,0x79,0x70,0x65,0x3a,0x20,0x50,0x55,0x54,0xa,0x7d,0xa, |
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operations {\x0a key: \"!\"\x0a value: \"!\"\x0a type: PUT\x0a}\x0aoperations {\x0a key: \"+\"\x0a type: PUT\x0a}\x0aoperations {\x0a key: \".\"\x0a type: PUT\x0a}\x0aoperations {\x0a key: \"\\253\"\x0a type: PUT\x0a}\x0a |
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artifact_prefix='./'; Test unit written to ./crash-a1460be302d09b548e61787178d9edaa40aea467 |
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Base64: b3BlcmF0aW9ucyB7CiAga2V5OiAiISIKICB2YWx1ZTogIiEiCiAgdHlwZTogUFVUCn0Kb3BlcmF0aW9ucyB7CiAga2V5OiAiKyIKICB0eXBlOiBQVVQKfQpvcGVyYXRpb25zIHsKICBrZXk6ICIuIgogIHR5cGU6IFBVVAp9Cm9wZXJhdGlvbnMgewogIGtleTogIlwyNTMiCiAgdHlwZTogUFVUCn0K |
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./sst_file_writer_fuzzer 5.97s user 4.40s system 64% cpu 16.195 total |
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``` |
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Within 6 seconds, it catches the bug. |
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The input that triggers the bug is persisted in `./crash-a1460be302d09b548e61787178d9edaa40aea467`: |
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``` |
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$ cat ./crash-a1460be302d09b548e61787178d9edaa40aea467 |
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operations { |
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key: "!" |
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value: "!" |
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type: PUT |
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} |
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operations { |
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key: "+" |
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type: PUT |
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} |
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operations { |
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key: "." |
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type: PUT |
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} |
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operations { |
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key: "\253" |
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type: PUT |
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} |
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``` |
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### Reproduce the crash to debug |
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The above crash can be reproduced by `./sst_file_writer_fuzzer ./crash-a1460be302d09b548e61787178d9edaa40aea467`, |
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so you can debug the crash. |
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## Future Work |
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According to [OSS-Fuzz](https://github.com/google/oss-fuzz), |
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`as of June 2020, OSS-Fuzz has found over 20,000 bugs in 300 open source projects.` |
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RocksDB can join OSS-Fuzz together with other open source projects such as sqlite. |
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// Copyright (c) 2011-present, Facebook, Inc. All rights reserved. |
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// This source code is licensed under both the GPLv2 (found in the |
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// COPYING file in the root directory) and Apache 2.0 License |
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// (found in the LICENSE.Apache file in the root directory). |
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// Defines database operations. |
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// Each operation is a key-value pair and an operation type. |
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syntax = "proto2"; |
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enum OpType { |
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PUT = 0; |
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MERGE = 1; |
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DELETE = 2; |
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DELETE_RANGE = 3; |
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} |
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message DBOperation { |
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required string key = 1; |
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// value is ignored for DELETE. |
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// [key, value] is the range for DELETE_RANGE. |
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optional string value = 2; |
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required OpType type = 3; |
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} |
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message DBOperations { |
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repeated DBOperation operations = 1; |
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} |
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// Copyright (c) 2011-present, Facebook, Inc. All rights reserved.
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// This source code is licensed under both the GPLv2 (found in the
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// COPYING file in the root directory) and Apache 2.0 License
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// (found in the LICENSE.Apache file in the root directory).
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#include <algorithm> |
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#include <iostream> |
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#include "proto/gen/db_operation.pb.h" |
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#include "rocksdb/file_system.h" |
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#include "rocksdb/sst_file_reader.h" |
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#include "rocksdb/sst_file_writer.h" |
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#include "src/libfuzzer/libfuzzer_macro.h" |
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// Keys in SST file writer operations must be unique and in ascending order.
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// For each DBOperation generated by the fuzzer, this function is called on
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// it to deduplicate and sort the keys in the DBOperations.
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protobuf_mutator::libfuzzer::PostProcessorRegistration<DBOperations> reg = { |
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[](DBOperations* input, unsigned int /* seed */) { |
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const rocksdb::Comparator* comparator = rocksdb::BytewiseComparator(); |
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auto ops = input->mutable_operations(); |
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std::sort(ops->begin(), ops->end(), |
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[&comparator](const DBOperation& a, const DBOperation& b) { |
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return comparator->Compare(a.key(), b.key()) < 0; |
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}); |
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auto last = std::unique( |
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ops->begin(), ops->end(), |
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[&comparator](const DBOperation& a, const DBOperation& b) { |
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return comparator->Compare(a.key(), b.key()) == 0; |
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}); |
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ops->erase(last, ops->end()); |
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}}; |
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#define CHECK_OK(status) \ |
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if (!status.ok()) { \
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std::cerr << status.ToString() << std::endl; \
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abort(); \
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} |
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// Fuzzes DB operations as input, let SstFileWriter generate a SST file
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// according to the operations, then let SstFileReader read the generated SST
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// file to check its checksum.
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DEFINE_PROTO_FUZZER(DBOperations& input) { |
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if (input.operations().empty()) { |
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return; |
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} |
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std::string sstfile; |
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{ |
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auto fs = rocksdb::FileSystem::Default(); |
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std::string dir; |
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rocksdb::IOOptions opt; |
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rocksdb::IOStatus s = fs->GetTestDirectory(opt, &dir, nullptr); |
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CHECK_OK(s); |
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sstfile = dir + "/SstFileWriterFuzzer.sst"; |
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} |
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// Generate sst file.
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rocksdb::Options options; |
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rocksdb::EnvOptions env_options; |
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rocksdb::SstFileWriter writer(env_options, options); |
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rocksdb::Status s = writer.Open(sstfile); |
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CHECK_OK(s); |
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for (const DBOperation& op : input.operations()) { |
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switch (op.type()) { |
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case OpType::PUT: |
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s = writer.Put(op.key(), op.value()); |
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CHECK_OK(s); |
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break; |
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case OpType::MERGE: |
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s = writer.Merge(op.key(), op.value()); |
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CHECK_OK(s); |
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break; |
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case OpType::DELETE: |
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s = writer.Delete(op.key()); |
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CHECK_OK(s); |
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break; |
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case OpType::DELETE_RANGE: |
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s = writer.DeleteRange(op.key(), op.value()); |
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CHECK_OK(s); |
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break; |
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default: |
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std::cerr << "Unsupported operation" << static_cast<int>(op.type()); |
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return; |
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} |
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} |
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rocksdb::ExternalSstFileInfo info; |
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s = writer.Finish(&info); |
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CHECK_OK(s); |
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// Verify checksum.
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rocksdb::SstFileReader reader(options); |
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s = reader.Open(sstfile); |
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CHECK_OK(s); |
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s = reader.VerifyChecksum(); |
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CHECK_OK(s); |
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// Delete sst file.
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remove(sstfile.c_str()); |
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} |
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