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add sampled match function
ShunyangLi Apr 16, 2026
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update the file name and update the license
ShunyangLi Apr 17, 2026
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Merge branch 'alibaba:main' into main
ShunyangLi Apr 20, 2026
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ShunyangLi Apr 20, 2026
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ShunyangLi Apr 20, 2026
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ShunyangLi Apr 21, 2026
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ShunyangLi Apr 21, 2026
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ShunyangLi Apr 22, 2026
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update the sampled match and upload the sampeld match extension
ShunyangLi Apr 28, 2026
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ShunyangLi Apr 28, 2026
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2 changes: 2 additions & 0 deletions extension/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -126,5 +126,7 @@ endfunction()
add_extension_if_enabled("json")
# Add parquet extension
add_extension_if_enabled("parquet")
# Add sampled_match extension
add_extension_if_enabled("sampled_match")

message(STATUS "=== Extension configuration complete ===")
44 changes: 44 additions & 0 deletions extension/sampled_match/CMakeLists.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,44 @@
# Find required packages for FaSTest
find_package(Boost REQUIRED)
find_package(GSL REQUIRED)

# Collect FaSTest source files (header-only library with some cpp files)
file(GLOB_RECURSE FASTEST_LIB_SOURCES
"${CMAKE_CURRENT_SOURCE_DIR}/include/fastest_lib/src/**/*.cpp")

# Collect sampled_match extension source files
file(GLOB SAMPLED_MATCH_EXTENSION_SOURCES
"${CMAKE_CURRENT_SOURCE_DIR}/src/*.cc"
"${CMAKE_CURRENT_SOURCE_DIR}/src/*.cpp")

# Combine all sources
set(SAMPLED_MATCH_EXTENSION_OBJECT_FILES
${SAMPLED_MATCH_EXTENSION_SOURCES}
${FASTEST_LIB_SOURCES})

# Use the extension build system
build_extension_lib("sampled_match")

if (${BUILD_TEST})
add_subdirectory(tests)
endif ()

# Set include directories
target_include_directories(neug_sampled_match_extension PRIVATE
${CMAKE_SOURCE_DIR}
${CMAKE_CURRENT_SOURCE_DIR}/include
${CMAKE_CURRENT_SOURCE_DIR}/include/fastest_lib/src
${CMAKE_CURRENT_BINARY_DIR}
${Boost_INCLUDE_DIRS}
${GSL_INCLUDE_DIRS})

# Include rapidjson for JSON parsing
target_include_directories(neug_sampled_match_extension PRIVATE SYSTEM
${CMAKE_SOURCE_DIR}/third_party/rapidjson/include)

# Link libraries
target_link_libraries(neug_sampled_match_extension PRIVATE
${GSL_LIBRARIES}
Boost::boost
neug
)
20 changes: 20 additions & 0 deletions extension/sampled_match/README.md
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# sampled_match Extension

This extension implements subgraph matching cardinality estimation based on the FaSTest algorithm described in:

**Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach** (VLDB 2024)

See the original project note in `include/fastest_lib/README.md`:
- `Fastest [VLDB 2024]`
- `Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach`

## Build Test

From your build directory, compile tests with:

```sh
mkdir build && cd build
cmake .. -DBUILD_EXTENSIONS="sampled_match" -DBUILD_TEST=ON
make -j8 sampled_match_test
./extension/sampled_match/tests/sampled_match_test
```
41 changes: 41 additions & 0 deletions extension/sampled_match/include/fastest_lib/CMakeLists.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,41 @@
cmake_minimum_required(VERSION 3.21)
project(Fastest)

message(STATUS "C Compiler: ${CMAKE_C_COMPILER}")
message(STATUS "C++ Compiler: ${CMAKE_CXX_COMPILER}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++20 -Ofast")
#set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++20")
FIND_PACKAGE(Boost REQUIRED)
FIND_PACKAGE(GSL REQUIRED)
include_directories(${Boost_INCLUDE_DIRS})
include_directories(${GSL_INCLUDE_DIRS})
include_directories(src)


# add_executable(Fastest driver/subgraph-cardinality-estimation.cc)

file(GLOB_RECURSE FASTEST_LIB_HEADERS "src/**/*.hpp" "src/**/*.h")
file(GLOB_RECURSE FASTEST_LIB_SOURCES "src/**/*.cpp")


if(FASTEST_LIB_SOURCES OR FASTEST_LIB_HEADERS)
add_library(FaSTestLib STATIC ${FASTEST_LIB_SOURCES})
target_include_directories(FaSTestLib PUBLIC
$<BUILD_INTERFACE:${CMAKE_CURRENT_SOURCE_DIR}/src>
$<INSTALL_INTERFACE:include>
)
target_link_libraries(FaSTestLib PUBLIC Boost::boost ${GSL_LIBRARIES})

# 安装和导出FaSTestLib
install(TARGETS FaSTestLib
EXPORT GBITargets
ARCHIVE DESTINATION lib
INCLUDES DESTINATION include
)

# 安装头文件
install(DIRECTORY src/ DESTINATION include/fastest_lib
FILES_MATCHING PATTERN "*.hpp"
PATTERN "*.h"
)
endif()
201 changes: 201 additions & 0 deletions extension/sampled_match/include/fastest_lib/LICENSE
Original file line number Diff line number Diff line change
@@ -0,0 +1,201 @@
Apache License
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http://www.apache.org/licenses/

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direction or management of such entity, whether by contract or
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"You" (or "Your") shall mean an individual or Legal Entity
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"Source" form shall mean the preferred form for making modifications,
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"Work" shall mean the work of authorship, whether in Source or
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"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
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the Work and Derivative Works thereof.

"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
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means any form of electronic, verbal, or written communication sent
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Licensor for the purpose of discussing and improving the Work, but
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Multiple source headers in fastest_lib state the code is derived from FaSTest under the MIT License, but this directory’s LICENSE file contains the Apache 2.0 text. For license compliance, include the MIT license text (and preserve upstream copyright/notice requirements), or clarify the intended dual-licensing explicitly.

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Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
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and distribution as defined by Sections 1 through 9 of this document.
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means any form of electronic, verbal, or written communication sent
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Preserve all upstream copyright and permission notices in the source files.
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61 changes: 61 additions & 0 deletions extension/sampled_match/include/fastest_lib/README.md
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@@ -0,0 +1,61 @@
## Fastest [VLDB 2024]
**Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach** (VLDB 2024)

### Dependencies
- Boost Library
- g++ Compiler with C++20 support

### Usage
Build with the command
```sh
mkdir build
cd build
cmake .. && make
```

| Argument | Description |
|:-----------------:|:--------------------------------------------------------------:|
| -d | Dataset to solve |
| --STRUCTURE X | No substructure condition |
| --STRUCTURE 3 | Substructure filter condition : Triangle Safety |
| --STRUCTURE 4 | Substructure filter condition : Triangle and Four-cycle Safety |

Execution example with `yeast` dataset:
```sh
./FaSTest -d yeast
```
Which will first read queries from `yeast_ans.txt`, and evaluate all queries whose true cardinalities are known.

The command
```sh
./FaSTest -d yeast --STRUCTURE 3
```
disables Four-cycle safety.

### Datasets
The datasets and query graphs from [RapidMatch](https://github.com/RapidsAtHKUST/RapidMatch/) is used for evaluation.

#### Input Format
```
t [#Vertex] [#Edge]
v [ID] [Label] [Degree]
v [ID] [Label] [Degree]
...
e [src.id] [dst.id] [EdgeLabel]
```
Edge labels are optional (missing labels are considered as zero).

Example (0-0-1-0 labeled path)
```
t 4 3
v 0 0 1
v 1 0 2
v 2 1 2
v 3 0 1
e 0 1
e 1 2
e 2 3
```

#### True Cardinalities
To assess accuracy, true cardinalities should be provided. We provide the ground truth values for 1,707 out of 1,800 queries for yeast dataset in `dataset/yeast/yeast_ans.txt`, computed with [DAF](https://github.com/SNUCSE-CTA/DAF).
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