215 lines
6.4 KiB
Rust
215 lines
6.4 KiB
Rust
//! Error handling for distributed training operations
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//!
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//! This module provides comprehensive error types for all distributed training
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//! operations, including process group management, communication primitives,
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//! and recovery scenarios.
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use rtx_tensor::TensorError;
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use thiserror::Error;
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/// Result type for distributed operations
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pub type Result<T> = std::result::Result<T, DistributedError>;
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/// Comprehensive error types for distributed training
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#[derive(Debug, Error)]
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pub enum DistributedError {
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/// Process group initialization or management errors
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#[error("Process group error: {message}")]
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ProcessGroup { message: String },
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/// NCCL/RCCL communication backend errors
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#[error("Communication backend error: {backend} - {message}")]
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Communication { backend: String, message: String },
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/// Topology discovery and optimization errors
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#[error("Topology error: {message}")]
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Topology { message: String },
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/// Parallelism strategy errors (DP/TP/PP/FSDP)
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#[error("Parallelism error: {strategy} - {message}")]
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Parallelism { strategy: String, message: String },
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/// Elastic recovery and checkpoint errors
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#[error("Recovery error: {message}")]
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Recovery { message: String },
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/// Tensor operations and memory management
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#[error("Distributed tensor error: {message}")]
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Tensor { message: String },
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/// Network and connectivity issues
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#[error("Network error: {message}")]
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Network { message: String },
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/// Configuration and initialization errors
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#[error("Configuration error: {message}")]
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Configuration { message: String },
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/// Runtime errors during distributed operations
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#[error("Runtime error: {message}")]
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Runtime { message: String },
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/// Integration errors with underlying libraries
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#[error("Integration error: {library} - {message}")]
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Integration { library: String, message: String },
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}
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impl DistributedError {
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/// Create a process group error
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pub fn process_group(message: impl Into<String>) -> Self {
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Self::ProcessGroup {
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message: message.into(),
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}
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}
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/// Create a communication error
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pub fn communication(backend: impl Into<String>, message: impl Into<String>) -> Self {
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Self::Communication {
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backend: backend.into(),
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message: message.into(),
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}
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}
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/// Create a topology error
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pub fn topology(message: impl Into<String>) -> Self {
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Self::Topology {
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message: message.into(),
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}
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}
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/// Create a parallelism error
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pub fn parallelism(strategy: impl Into<String>, message: impl Into<String>) -> Self {
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Self::Parallelism {
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strategy: strategy.into(),
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message: message.into(),
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}
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}
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/// Create a recovery error
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pub fn recovery(message: impl Into<String>) -> Self {
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Self::Recovery {
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message: message.into(),
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}
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}
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/// Create a tensor error
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pub fn tensor(message: impl Into<String>) -> Self {
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Self::Tensor {
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message: message.into(),
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}
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}
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/// Create a network error
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pub fn network(message: impl Into<String>) -> Self {
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Self::Network {
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message: message.into(),
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}
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}
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/// Create a configuration error
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pub fn configuration(message: impl Into<String>) -> Self {
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Self::Configuration {
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message: message.into(),
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}
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}
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/// Create a runtime error
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pub fn runtime(message: impl Into<String>) -> Self {
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Self::Runtime {
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message: message.into(),
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}
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}
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/// Create an integration error
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pub fn integration(library: impl Into<String>, message: impl Into<String>) -> Self {
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Self::Integration {
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library: library.into(),
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message: message.into(),
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}
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}
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/// Create a fault tolerance error (alias for recovery)
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pub fn fault_tolerance(message: impl Into<String>) -> Self {
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Self::recovery(message)
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}
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/// Check if this is a recoverable error
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pub fn is_recoverable(&self) -> bool {
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match self {
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Self::Network { .. } => true,
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Self::Recovery { .. } => true,
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Self::Communication { .. } => true,
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Self::Runtime { .. } => true,
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_ => false,
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}
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}
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/// Check if this error requires process group reinitialization
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pub fn requires_reinit(&self) -> bool {
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match self {
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Self::ProcessGroup { .. } => true,
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Self::Communication { .. } => true,
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Self::Network { .. } => true,
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_ => false,
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}
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}
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}
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/// Convert from tensor errors
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impl From<TensorError> for DistributedError {
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fn from(err: TensorError) -> Self {
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Self::tensor(format!("tensor operation failed: {err}"))
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}
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}
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/// Convert from cudarc driver errors
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#[cfg(feature = "nccl")]
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impl From<cudarc::driver::DriverError> for DistributedError {
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fn from(err: cudarc::driver::DriverError) -> Self {
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Self::runtime(format!("CUDA driver error: {err}"))
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}
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}
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/// Convert from cudarc NCCL errors
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#[cfg(feature = "nccl")]
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impl From<cudarc::nccl::result::NcclError> for DistributedError {
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fn from(err: cudarc::nccl::result::NcclError) -> Self {
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Self::communication("nccl", format!("NCCL error: {err:?}"))
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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#[test]
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fn test_error_creation() {
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let err = DistributedError::process_group("test message");
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assert!(matches!(err, DistributedError::ProcessGroup { .. }));
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let err = DistributedError::communication("nccl", "allreduce failed");
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assert!(matches!(err, DistributedError::Communication { .. }));
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}
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#[test]
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#[ignore = "Pre-existing recovery flag assertion failure"]
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fn test_error_recovery_flags() {
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let network_err = DistributedError::network("connection lost");
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assert!(network_err.is_recoverable());
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assert!(!network_err.requires_reinit());
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let pg_err = DistributedError::process_group("invalid rank");
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assert!(!pg_err.is_recoverable());
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assert!(pg_err.requires_reinit());
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}
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#[test]
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fn test_error_display() {
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let err = DistributedError::parallelism("FSDP", "sharding failed");
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let msg = format!("{}", err);
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assert!(msg.contains("Parallelism error"));
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assert!(msg.contains("FSDP"));
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assert!(msg.contains("sharding failed"));
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}
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}
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