yao/agent/assistant/llm.go
Max a686483f15 Implement tool call retry logic in Assistant's streaming process
- Enhanced the Stream method to include a retry mechanism for tool calls, allowing for up to three attempts in case of errors.
- Introduced detailed logging for each retry attempt, improving traceability and debugging capabilities.
- Added a new method, buildToolRetryMessages, to construct messages for LLM retries, ensuring proper context is maintained.
- Updated the executeLLMForToolRetry method to handle streaming output during retries, providing real-time feedback to users.
- Improved error handling to differentiate between retryable and non-retryable errors, enhancing the robustness of tool call executions.
2025-11-29 12:44:37 +08:00

104 lines
3.3 KiB
Go

package assistant
import (
"github.com/yaoapp/kun/log"
"github.com/yaoapp/yao/agent/context"
"github.com/yaoapp/yao/agent/llm"
"github.com/yaoapp/yao/agent/output/message"
"github.com/yaoapp/yao/trace/types"
)
// executeLLMStream executes the LLM streaming call with pre-built request
// Returns completionResponse and error
func (ast *Assistant) executeLLMStream(
ctx *context.Context,
completionMessages []context.Message,
completionOptions *context.CompletionOptions,
agentNode types.Node,
streamHandler message.StreamFunc,
) (*context.CompletionResponse, error) {
// Get connector object (capabilities were already set above, before stream_start)
conn, capabilities, err := ast.GetConnector(ctx)
if err != nil {
ast.traceAgentFail(agentNode, err)
return nil, err
}
// Set capabilities in options if not already set
if completionOptions.Capabilities == nil && capabilities != nil {
completionOptions.Capabilities = capabilities
}
// Log the capabilities
ast.traceConnectorCapabilities(agentNode, capabilities)
// Trace Add LLM request
ast.traceLLMRequest(ctx, conn.ID(), completionMessages, completionOptions)
// Create LLM instance with connector and options
llmInstance, err := llm.New(conn, completionOptions)
if err != nil {
return nil, err
}
// Call the LLM Completion Stream (streamHandler was set earlier)
log.Trace("[AGENT] Calling LLM Stream: assistant=%s", ast.ID)
completionResponse, err := llmInstance.Stream(ctx, completionMessages, completionOptions, streamHandler)
log.Trace("[AGENT] LLM Stream returned: assistant=%s, err=%v", ast.ID, err)
if err != nil {
log.Trace("[AGENT] Calling sendStreamEndOnError")
return nil, err
}
// Mark LLM Request Complete
ast.traceLLMComplete(ctx, completionResponse)
return completionResponse, nil
}
// executeLLMForToolRetry executes LLM call for tool retry with streaming output
// This is used when retrying tool calls - we still want to show LLM's response to users
// Returns completionResponse and error
func (ast *Assistant) executeLLMForToolRetry(
ctx *context.Context,
completionMessages []context.Message,
completionOptions *context.CompletionOptions,
agentNode types.Node,
streamHandler message.StreamFunc,
) (*context.CompletionResponse, error) {
// Get connector object
conn, capabilities, err := ast.GetConnector(ctx)
if err != nil {
ast.traceAgentFail(agentNode, err)
return nil, err
}
// Set capabilities in options if not already set
if completionOptions.Capabilities == nil && capabilities != nil {
completionOptions.Capabilities = capabilities
}
// Trace Add LLM retry request
ast.traceLLMRetryRequest(ctx, conn.ID(), completionMessages, completionOptions)
// Create LLM instance with connector and options
llmInstance, err := llm.New(conn, completionOptions)
if err != nil {
return nil, err
}
// Call the LLM Completion Stream (still streaming for tool retry)
log.Trace("[AGENT] Calling LLM Stream for tool retry: assistant=%s", ast.ID)
completionResponse, err := llmInstance.Stream(ctx, completionMessages, completionOptions, streamHandler)
log.Trace("[AGENT] LLM tool retry stream returned: assistant=%s, err=%v", ast.ID, err)
if err != nil {
return nil, err
}
// Mark LLM Request Complete
ast.traceLLMComplete(ctx, completionResponse)
return completionResponse, nil
}