An educational crypto, finance, and AI vocabulary puzzle about contract interaction, financial statements, efficient models, and reliable databases.
Smart Contract Interfaces
Contract interfaces specify callable operations, emitted records, and encoded inputs.
Function SelectorEvent LogABICalldata
- Function Selector: A function selector identifies which contract function an encoded call targets; in the Ethereum ABI it is the first four bytes of the hash of the function signature.
- Event Log: An event log is a record emitted during contract execution that applications can index and read.
- ABI: An ABI specifies how contract calls and their inputs, outputs, and events are encoded for software interaction.
- Calldata: Calldata is the read-only input data supplied to an Ethereum contract call.
Financial Ratios
Financial ratios summarize liquidity, profitability, and capital structure using accounting figures.
Current RatioGross MarginReturn on AssetsDebt-to-Equity Ratio
- Current Ratio: The current ratio divides current assets by current liabilities to summarize short-term balance-sheet liquidity.
- Gross Margin: Gross margin divides revenue minus cost of goods sold by revenue, often expressing the result as a percentage.
- Return on Assets: Return on assets commonly divides net income by average total assets to measure earnings relative to the asset base.
- Debt-to-Equity Ratio: The debt-to-equity ratio compares debt with shareholders equity; definitions of included debt can vary.
Model Compression
Compression methods reduce parameter storage or computation, often with tradeoffs in model quality.
QuantizationPruningKnowledge DistillationLow-Rank Factorization - Quantization: Quantization represents model weights or activations with fewer bits, reducing storage and potentially computation costs.
- Pruning: Pruning removes selected weights or structural components from a model to reduce its size or computation.
- Knowledge Distillation: Knowledge distillation trains a student model using signals from a teacher model, often to obtain a smaller model.
- Low-Rank Factorization: Low-rank factorization approximates a large weight matrix with a product of smaller matrices to reduce parameters or computation.
Database Transactions
ACID properties describe guarantees that database transactions provide for reliable updates.
AtomicityConsistencyIsolationDurability
- Atomicity: Atomicity means a transaction applies all of its changes or none of them.
- Consistency: Consistency means a transaction moves a database between states that satisfy its declared integrity rules.
- Isolation: Isolation governs how concurrently executing transactions observe and affect one another.
- Durability: Durability means committed transaction changes persist despite subsequent failures within the systems stated guarantees.