Posts tagged "bnb":
14 Jul 2024
Parallel EVM: BEP-130
This is a personal note for BEP-130. BEP-130 is a proposal that introduces a parallel transaction execution mechanism on the BNB Smart Chain (BSC).
1. Blockchain fundamentals
1.1. System contract
- Built-in contracts to perform system level operations, e,g., gas fee reward, cross chain communication.
- Cannot be executed concurrently since they depend on the execution results of other transactions, e.g., a number of transaction made by an account at some timestamp.
1.2. Transaction execution phases
- Block mining phase: received from the P2P transaction pool, could contain invalid transactions.
- Block sync phase: the block is confirmed.
2. Design principle
- Should always produce the same result as the current sequential execution.
- Should be decoupled into existing or new modules with no circular dependency.
- Should be configurable based on node hardware resources.
- Keep it simple and smart.
3. Workflow
3.1. Dispatch factors
- Is the slot idle or occupied?
- Is there a same address contract running or pending in this slot?
- Has the slot’s pending transactions size reached the max transactions queue size limitation?
- Is there a big transaction index gap between the slot’s head transaction and the dispatched transaction?
- Is the transaction contract likely to have high gas cost or a conflict rate?
3.2. Slot execution stages
- Execute the transaction \(Tx_i\)based on a specific worldstate, e.g., the state when the execution starts.
- Wait for the finalization of the previous transaction \(Tx_{i-1}\).
- Detect if there is any conflict between the state read by \(Tx_i\) and the state change after the execution of \(Tx_i\) starts.
- If a conflict is detected, re-execute \(Tx_{i}\) again based on the latest finalized worldstate.
- Finalize the state changed by \(Tx_i\) to the latest worldstate.
- The state changes are kept within each slot, and are merged to the main StateDB once the execution is done.
- The first transaction in a block can be immediately finalized.
- If \(Tx_i\) and \(Tx_{i-1}\) are in the same slot, \(Tx_i\) can immediately start conflict detection.
- Re-executed transaction can be immediately finalized as it reads the latest worldstate.
3.3. Conflict detection
- Detection items: storage key/value pair; account balance; contract content and status.
- Overlap reads without write, or hardcode writes without read are not conflicts.
07 Jul 2024
Parallel EVM: BNB chain
This is a personal note for BNB chain-blog.
1. Blockchain fundamentals
1.1. Why is parallel EVM not easy
- Lack of visibility of potential transaction conflict.
- Blockchains experience transaction bursts, e.g., >70M transactions per day.
1.2. A Parallel EVM ideas
- Run multiple EVM instances concurrently on different threads.
- Execute transactions independently on each thread and later merge a finial state update.
- Parallel EVM scheme
1.3. Block STM algorithm
- Optimistic parallelism: assigns transactions to various threads.
- Software transaction memory (STM): detect conflicts when transactions try to modify the same shared state simultaneously.
- Conflict resolution: when conflicts are detected, the offending transactions are discarded without affecting the blockchain state and are re-executed.
2. BNB Parallel EVM 1.0: Infrastructure
- Proposal: BEP-130 (2022)
- Dispatcher: distributes transactions across threads to optimize throughput.
- Parallel execution engine: execute transactions independently on each thread.
- Local stateDB: each thread maintains a local stateDB to record state access.
- Conflict detection: detect conflicts and re-execute conflicting transactions.
- State commit: the finalized results are committed to the global state DB.
3. BNB Parallel EVM 2.0: Performance enhancement
- Dispatcher: combine both static and dynamic dispatch strategies.
- Execution engine: streaming pipeline to enable smooth transaction processing.
- Conflict detection: ensure data integrity while minimizing unnecessary re-execution.
- Memory: shared memory pools and light copying techniques to reduce memory footprint.
- The overall performance ranges from 20% to 50%.
4. BNB Parallel EVM 3.0: Production
4.1. Hint-based dispatcher
- leverages external hint providers to analyze transactions and generate predictions about potential state access conflicts.
- Simple hints include read/write state sets; advanced hints incorporate weak/strong ordering for optimal parallelism.
- Conflicting transactions are assigned to the same slot.
- Transactions with no conflicts are distributed across different slots.
- Conflict detector remains as a backup for handling unforeseen conflicts.
4.2. Seamless BNB chain ecosystem integration
- Modularization and reconstructing.
- Thorough testing and validation.
5. Comparison with other solutions
Solutions | TX dependency check | Conflict resolution | StateDB optimization |
---|---|---|---|
BlockSTM | tracks at execution | re-execution | N/A |
Polygon | minimal metadata solution | reduced re-execution | N/A |
Monad | static analysis | reduced re-execution | Monad DB |
Sei | tracks at execution | re-execution | SeiDB |
Neon EVM and Solana Sealevel | contract provided | reduced re-execution | depends on Solana |
BNBChain | hint info | reduced or eliminated re-execution | Thread local DB |
6. Other optimizations
- Opcode-level optimization: fine-tuning individual EVM instructions for maximum efficiency.
- Compilation optimization: JIT/AOT compilation paradigms; instruction-level parallelism (SIMD).
- Database sharding: distribute data across multiple databases.
- Concurrent node execution.