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| 1 | +# AGENTS.md |
| 2 | + |
| 3 | +This file provides guidance to AI coding assistants when working with code in this repository. |
| 4 | + |
| 5 | +## Repository Overview |
| 6 | + |
| 7 | +This is the Apache HugeGraph-Computer repository containing two distinct graph computing systems: |
| 8 | + |
| 9 | +1. **computer** (Java/Maven): A distributed BSP/Pregel-style graph processing framework that runs on Kubernetes or YARN |
| 10 | +2. **vermeer** (Go): A high-performance in-memory graph computing platform with master-worker architecture |
| 11 | + |
| 12 | +Both integrate with HugeGraph for graph data input/output. |
| 13 | + |
| 14 | +## Build & Test Commands |
| 15 | + |
| 16 | +### Computer (Java) |
| 17 | + |
| 18 | +**Prerequisites:** |
| 19 | +- JDK 11 for building/running |
| 20 | +- JDK 8 for HDFS dependencies |
| 21 | +- Maven 3.5+ |
| 22 | +- For K8s module: run `mvn clean install` first to generate CRD classes under computer-k8s |
| 23 | + |
| 24 | +**Build:** |
| 25 | +```bash |
| 26 | +cd computer |
| 27 | +mvn clean compile -Dmaven.javadoc.skip=true |
| 28 | +``` |
| 29 | + |
| 30 | +**Tests:** |
| 31 | +```bash |
| 32 | +# Unit tests |
| 33 | +mvn test -P unit-test |
| 34 | + |
| 35 | +# Integration tests |
| 36 | +mvn test -P integrate-test |
| 37 | +``` |
| 38 | + |
| 39 | +**Run single test:** |
| 40 | +```bash |
| 41 | +# Run specific test class |
| 42 | +mvn test -P unit-test -Dtest=ClassName |
| 43 | + |
| 44 | +# Run specific test method |
| 45 | +mvn test -P unit-test -Dtest=ClassName#methodName |
| 46 | +``` |
| 47 | + |
| 48 | +**License check:** |
| 49 | +```bash |
| 50 | +mvn apache-rat:check |
| 51 | +``` |
| 52 | + |
| 53 | +**Package:** |
| 54 | +```bash |
| 55 | +mvn clean package -DskipTests |
| 56 | +``` |
| 57 | + |
| 58 | +### Vermeer (Go) |
| 59 | + |
| 60 | +**Prerequisites:** |
| 61 | +- Go 1.23+ |
| 62 | +- `curl` and `unzip` (for downloading binary dependencies) |
| 63 | + |
| 64 | +**First-time setup:** |
| 65 | +```bash |
| 66 | +cd vermeer |
| 67 | +make init # Downloads supervisord and protoc binaries, installs Go deps |
| 68 | +``` |
| 69 | + |
| 70 | +**Build:** |
| 71 | +```bash |
| 72 | +make # Build for current platform |
| 73 | +make build-linux-amd64 |
| 74 | +make build-linux-arm64 |
| 75 | +``` |
| 76 | + |
| 77 | +**Development build with hot-reload UI:** |
| 78 | +```bash |
| 79 | +go build -tags=dev |
| 80 | +``` |
| 81 | + |
| 82 | +**Clean:** |
| 83 | +```bash |
| 84 | +make clean # Remove built binaries and generated assets |
| 85 | +make clean-all # Also remove downloaded tools |
| 86 | +``` |
| 87 | + |
| 88 | +**Run:** |
| 89 | +```bash |
| 90 | +# Using binary directly |
| 91 | +./vermeer --env=master |
| 92 | +./vermeer --env=worker |
| 93 | + |
| 94 | +# Using script (configure in vermeer.sh) |
| 95 | +./vermeer.sh start master |
| 96 | +./vermeer.sh start worker |
| 97 | +``` |
| 98 | + |
| 99 | +**Regenerate protobuf (if proto files changed):** |
| 100 | +```bash |
| 101 | +go install google.golang.org/protobuf/cmd/protoc-gen-go@v1.28.0 |
| 102 | +go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@v1.2.0 |
| 103 | +tools/protoc/osxm1/protoc *.proto --go-grpc_out=. --go_out=. |
| 104 | +``` |
| 105 | + |
| 106 | +## Architecture |
| 107 | + |
| 108 | +### Computer (Java) - BSP/Pregel Framework |
| 109 | + |
| 110 | +**Module Structure:** |
| 111 | +- `computer-api`: Public interfaces for graph processing (Computation, Vertex, Edge, Aggregator, Combiner, GraphFactory) |
| 112 | +- `computer-core`: Runtime implementation (WorkerService, MasterService, messaging, BSP coordination, managers) |
| 113 | +- `computer-algorithm`: Built-in algorithms (PageRank, LPA, WCC, SSSP, TriangleCount, etc.) |
| 114 | +- `computer-driver`: Job submission and driver-side coordination |
| 115 | +- `computer-k8s`: Kubernetes deployment integration |
| 116 | +- `computer-yarn`: YARN deployment integration |
| 117 | +- `computer-k8s-operator`: Kubernetes operator for job management |
| 118 | +- `computer-dist`: Distribution packaging |
| 119 | +- `computer-test`: Integration and unit tests |
| 120 | + |
| 121 | +**Key Design Patterns:** |
| 122 | + |
| 123 | +1. **API/Implementation Separation**: Algorithms depend only on `computer-api` interfaces; `computer-core` provides runtime implementation. Algorithms are dynamically loaded via config. |
| 124 | + |
| 125 | +2. **Manager Pattern**: `WorkerService` composes multiple managers (MessageSendManager, MessageRecvManager, WorkerAggrManager, DataServerManager, SortManagers, SnapshotManager, etc.) with lifecycle hooks: `initAll()`, `beforeSuperstep()`, `afterSuperstep()`, `closeAll()`. |
| 126 | + |
| 127 | +3. **BSP Coordination**: Explicit barrier synchronization via etcd (EtcdBspClient). Each superstep follows: |
| 128 | + - `workerStepPrepareDone` → `waitMasterStepPrepareDone` |
| 129 | + - Local compute (vertices process messages) |
| 130 | + - `workerStepComputeDone` → `waitMasterStepComputeDone` |
| 131 | + - Aggregators/snapshots |
| 132 | + - `workerStepDone` → `waitMasterStepDone` (master returns SuperstepStat) |
| 133 | + |
| 134 | +4. **Computation Contract**: Algorithms implement `Computation<M extends Value>`: |
| 135 | + - `compute0(context, vertex)`: Initialize at superstep 0 |
| 136 | + - `compute(context, vertex, messages)`: Process messages in subsequent supersteps |
| 137 | + - Access to aggregators, combiners, and message sending via `ComputationContext` |
| 138 | + |
| 139 | +**Important Files:** |
| 140 | +- Algorithm contract: `computer/computer-api/src/main/java/org/apache/hugegraph/computer/core/worker/Computation.java` |
| 141 | +- Runtime orchestration: `computer/computer-core/src/main/java/org/apache/hugegraph/computer/core/worker/WorkerService.java` |
| 142 | +- BSP coordination: `computer/computer-core/src/main/java/org/apache/hugegraph/computer/core/bsp/Bsp4Worker.java` |
| 143 | +- Example algorithm: `computer/computer-algorithm/src/main/java/org/apache/hugegraph/computer/algorithm/centrality/pagerank/PageRank.java` |
| 144 | + |
| 145 | +### Vermeer (Go) - In-Memory Computing Engine |
| 146 | + |
| 147 | +**Directory Structure:** |
| 148 | +- `algorithms/`: Go algorithm implementations (pagerank.go, sssp.go, louvain.go, etc.) |
| 149 | +- `apps/`: |
| 150 | + - `bsp/`: BSP coordination helpers |
| 151 | + - `graphio/`: HugeGraph I/O adapters (reads via gRPC to store/pd, writes via HTTP REST) |
| 152 | + - `master/`: Master scheduling, HTTP endpoints, worker management |
| 153 | + - `compute/`: Worker-side compute logic |
| 154 | + - `protos/`: Generated protobuf/gRPC definitions |
| 155 | + - `common/`: Utilities, logging, metrics |
| 156 | +- `client/`: Client libraries |
| 157 | +- `tools/`: Binary dependencies (supervisord, protoc) |
| 158 | +- `ui/`: Web UI assets |
| 159 | + |
| 160 | +**Key Patterns:** |
| 161 | + |
| 162 | +1. **Maker/Registry Pattern**: Graph loaders/writers register themselves via init() (e.g., `LoadMakers[LoadTypeHugegraph] = &HugegraphMaker{}`). Master selects loader by type. |
| 163 | + |
| 164 | +2. **HugeGraph Integration**: |
| 165 | + - `hugegraph.go` implements HugegraphMaker, HugegraphLoader, HugegraphWriter |
| 166 | + - Queries PD via gRPC for partition metadata |
| 167 | + - Streams vertex/edge data via gRPC from store (ScanPartition) |
| 168 | + - Writes results back via HugeGraph HTTP REST API |
| 169 | + |
| 170 | +3. **Master-Worker**: Master schedules LoadPartition tasks to workers, manages worker lifecycle via WorkerManager/WorkerClient, exposes HTTP admin endpoints. |
| 171 | + |
| 172 | +**Important Files:** |
| 173 | +- HugeGraph integration: `vermeer/apps/graphio/hugegraph.go` |
| 174 | +- Master scheduling: `vermeer/apps/master/tasks/tasks.go` |
| 175 | +- Worker management: `vermeer/apps/master/workers/workers.go` |
| 176 | +- HTTP endpoints: `vermeer/apps/master/services/http_master.go` |
| 177 | + |
| 178 | +## Integration with HugeGraph |
| 179 | + |
| 180 | +**Computer (Java):** |
| 181 | +- `WorkerInputManager` reads vertices/edges from HugeGraph via `GraphFactory` abstraction |
| 182 | +- Graph data is partitioned and distributed to workers via input splits |
| 183 | + |
| 184 | +**Vermeer (Go):** |
| 185 | +- Directly queries HugeGraph PD (metadata service) for partition information |
| 186 | +- Uses gRPC to stream graph data from HugeGraph store |
| 187 | +- Writes computed results back via HugeGraph HTTP REST API (adds properties to vertices) |
| 188 | + |
| 189 | +## Development Workflow |
| 190 | + |
| 191 | +**Adding a New Algorithm (Computer):** |
| 192 | +1. Create class in `computer-algorithm` implementing `Computation<MessageType>` |
| 193 | +2. Implement `compute0()` for initialization and `compute()` for message processing |
| 194 | +3. Use `context.sendMessage()` or `context.sendMessageToAllEdges()` for message passing |
| 195 | +4. Register aggregators in `beforeSuperstep()`, read/write in `compute()` |
| 196 | +5. Configure algorithm class name in job config |
| 197 | + |
| 198 | +**K8s-Operator Development:** |
| 199 | +- CRD classes are auto-generated; run `mvn clean install` in `computer-k8s-operator` first |
| 200 | +- Generated classes appear in `computer-k8s/target/generated-sources/` |
| 201 | +- CRD generation script: `computer-k8s-operator/crd-generate/Makefile` |
| 202 | + |
| 203 | +**Vermeer Asset Updates:** |
| 204 | +- Web UI assets must be regenerated after changes: `cd asset && go generate` |
| 205 | +- Or use `make generate-assets` from vermeer root |
| 206 | +- For dev mode with hot-reload: `go build -tags=dev` |
| 207 | + |
| 208 | +## Testing Notes |
| 209 | + |
| 210 | +**Computer:** |
| 211 | +- Integration tests require etcd, HDFS, HugeGraph, and Kubernetes (see `.github/workflows/computer-ci.yml`) |
| 212 | +- Test environment setup scripts in `computer-dist/src/assembly/travis/` |
| 213 | +- Unit tests run in isolation without external dependencies |
| 214 | + |
| 215 | +**Vermeer:** |
| 216 | +- Test scripts in `vermeer/test/` |
| 217 | +- Configuration files in `vermeer/config/` (master.ini, worker.ini templates) |
| 218 | + |
| 219 | +## CI/CD |
| 220 | + |
| 221 | +CI pipeline (`.github/workflows/computer-ci.yml`) runs: |
| 222 | +1. License check (Apache RAT) |
| 223 | +2. Setup HDFS (Hadoop 3.3.2) |
| 224 | +3. Setup Minikube/Kubernetes |
| 225 | +4. Load test data into HugeGraph |
| 226 | +5. Compile with Java 11 |
| 227 | +6. Run integration tests (`-P integrate-test`) |
| 228 | +7. Run unit tests (`-P unit-test`) |
| 229 | +8. Upload coverage to Codecov |
| 230 | + |
| 231 | +## Important Notes |
| 232 | + |
| 233 | +- **Computer K8s module**: Must run `mvn clean install` before editing to generate CRD classes |
| 234 | +- **Java version**: Build requires JDK 11; HDFS dependencies require JDK 8 |
| 235 | +- **Vermeer binary deps**: First-time builds need `make init` to download supervisord/protoc |
| 236 | +- **BSP coordination**: Computer uses etcd for barrier synchronization (configure via `BSP_ETCD_URL`) |
| 237 | +- **Memory management**: Both systems auto-manage memory by spilling to disk when needed |
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