| # Complete Reference Trajectory Configuration - SQLAssistant-H_A2A Project | |
| # | |
| # This configuration is ported from the SQLAssistant-A2A version, keeping the core consistent: | |
| # - Still evaluates the same business stages, LLM calls, and database-related tools | |
| # - Still uses the same 6 trajectory metrics + path diversity metrics | |
| # | |
| # Only adapted for A2A_mix trajectory hierarchy and framework differences: | |
| # - Top-level SPAN: sql_assistant_workflow_a2a | |
| # - Second-level SPAN: a2a_execution | |
| # - Stage 1: generate_sql still executed by CrewAI (two Agents, same as A2A) | |
| # - Stage 2: check_compliance changed to LangGraph orchestration graph (agent + tools + format_output) | |
| # - Stage 3: interpret_results changed to AutoGen architecture (result_interpreter_autogen_execution + invoke_agent result_interpreter) | |
| # | |
| # Refer to actual execution samples in RESULTS/<model>/SQLAssistant-H_A2A/test_results/run_*/execution_path.md. | |
| # Project name (determines trajectory collection from RESULTS/<model>/<project_name>/test_results) | |
| project_name: "SQLAssistant-H_A2A" | |
| # Trajectory extraction type configuration: consistent with A2A / MCP versions | |
| extract_types: | |
| - "SPAN" # Multi-layer SPAN structure (including *_a2a, a2a_execution, generate_sql, etc.) | |
| - "Chain" # Chain nodes in CrewAI / LangGraph / AutoGen (e.g., Crew***.kickoff, LangGraph, RunnableSequence) | |
| - "Agent" # CrewAI Agents, AutoGen create/invoke Agents, LangGraph "agent" nodes | |
| - "LLM" # LLM calls | |
| - "Tool" # Tool calls (database schema / validation / query, etc.) | |
| # A2A_mix version also has no chapter-style repeatable patterns | |
| repeatable_patterns: [] | |
| # ========================================================================== | |
| # Reference Trajectory (Ground Truth) - A2A_mix Architecture, based on code design + trajectory samples | |
| # ========================================================================== | |
| # | |
| # Ideal execution path (no retries, no errors) hierarchical structure (abstracted from A2A_mix execution_path): | |
| # | |
| # [SPAN] sql_assistant_workflow_a2a | |
| # └─ [SPAN] a2a_execution | |
| # ├─ [SPAN] generate_sql | |
| # │ └─ [SPAN] a2a_call_sql_generation | |
| # │ └─ [SPAN] sql_generation_server_execution | |
| # │ └─ [Chain] Crew***.kickoff | |
| # │ ├─ [AGENT] Expert SQL Query Generator | |
| # │ │ ├─ [LLM] * | |
| # │ │ ├─ [Tool] get_database_schema | |
| # │ │ └─ [LLM] * | |
| # │ └─ [AGENT] Senior SQL Code Reviewer | |
| # │ ├─ [LLM] * | |
| # │ ├─ [Tool] validate_sql_syntax | |
| # │ ├─ [LLM] * | |
| # │ ├─ [Tool] get_database_schema | |
| # │ └─ [LLM] * | |
| # ├─ [SPAN] check_compliance | |
| # │ └─ [SPAN] a2a_call_compliance_checker | |
| # │ └─ [SPAN] compliance_checker_server_execution | |
| # │ └─ [Chain] LangGraph | |
| # │ ├─ [AGENT] agent | |
| # │ │ ├─ [LLM] * | |
| # │ │ └─ [Chain] _should_continue | |
| # │ ├─ [Chain] tools | |
| # │ │ └─ [Tool] get_database_schema | |
| # │ ├─ [AGENT] agent | |
| # │ │ ├─ [LLM] * | |
| # │ │ └─ [Chain] _should_continue | |
| # │ └─ [Chain] format_output | |
| # └─ [SPAN] interpret_results | |
| # └─ [SPAN] a2a_call_result_interpreter | |
| # └─ [SPAN] result_interpreter_autogen_execution | |
| # └─ [AGENT] invoke_agent result_interpreter | |
| # ├─ [LLM] * | |
| # ├─ [Tool] run_sql_query | |
| # └─ [LLM] * | |
| # | |
| # Notes: | |
| # - Business stages (generate_sql → check_compliance → interpret_results), key Agent roles, and core tools | |
| # remain consistent with SQLAssistant-A2A version, just with framework changed to CrewAI + LangGraph + AutoGen combination. | |
| # - In LangGraph stage, ideal path uses get_database_schema as schema tool; | |
| # check_table_exists and other existence check tools are considered optional additional calls. | |
| # - In AutoGen stage, result interpretation is completed through invoke_agent result_interpreter, | |
| # actual SQL execution is still handled by run_sql_query tool (still considered a core tool to cover in tool list). | |
| # - Business retries (business_retry N) and orchestrator-level retries (retry N) are not written into reference trajectory, | |
| # evaluation allows extra steps and retries to exist according to in_order / any_order metrics. | |
| reference_trajectory: | |
| # ===== Top-level SPAN (A2A_mix top-level workflow) ===== | |
| - "SPAN: sql_assistant_workflow_a2a" | |
| # ===== Second-level SPAN (A2A_mix execution wrapper layer) ===== | |
| - "SPAN: a2a_execution" | |
| # ===== Stage 1: Generate SQL (SQLGenerationCrew, CrewAI) ===== | |
| - "SPAN: generate_sql" | |
| - "SPAN: a2a_call_sql_generation" | |
| - "SPAN: sql_generation_server_execution" | |
| - "Chain: Crew***.kickoff" | |
| # Agent 1: SQL Generator (uses key schema exploration tools) | |
| - "Agent: Expert SQL Query Generator" | |
| - "LLM: *" # Determine overall generation strategy | |
| - "Tool: get_database_schema" # Read complete schema | |
| - "LLM: *" # Generate candidate SQL based on schema | |
| # Other exploration tools (list_tables / get_table_sample / get_column_stats) are considered optional | |
| # Agent 2: SQL Reviewer (syntax and structure checking) | |
| - "Agent: Senior SQL Code Reviewer" | |
| - "LLM: *" # Read and understand generated SQL | |
| - "Tool: validate_sql_syntax" # Required: syntax check | |
| - "LLM: *" # Analyze syntax check results | |
| - "Tool: get_database_schema" # Required: verify table/column existence against schema | |
| - "LLM: *" # Correct SQL based on schema check results | |
| # ===== Stage 2: Check Compliance (LangGraph) ===== | |
| - "SPAN: check_compliance" | |
| - "SPAN: a2a_call_compliance_checker" | |
| - "SPAN: compliance_checker_server_execution" | |
| - "Chain: LangGraph" # Top-level chain of LangGraph orchestration graph | |
| - "Agent: agent" # Compliance "agent" node in LangGraph | |
| - "LLM: *" # Preliminary reading of SQL and identifying potential risks | |
| - "Chain: _should_continue" # LangGraph internal flow control node | |
| # LangGraph's tools subchain should use schema / table existence related tools at least once | |
| - "Chain: tools" | |
| - "Tool: get_database_schema" # Evaluate sensitivity combined with schema (consistent with Reviewer/Compliance semantics) | |
| # check_table_exists is an equivalent existence check tool, can appear simultaneously in actual trajectory | |
| - "LLM: *" # Update compliance judgment combined with tool results | |
| - "Agent: agent" # Merge context again, generate final verdict | |
| - "LLM: *" # Give PASS/FAIL verdict | |
| - "Chain: _should_continue" # LangGraph internal flow control node | |
| - "Chain: format_output" | |
| # ===== Stage 3: Interpret Results (AutoGen) ===== | |
| # Note: Only enters this stage if compliance passes | |
| - "SPAN: interpret_results" | |
| - "SPAN: a2a_call_result_interpreter" | |
| - "SPAN: result_interpreter_autogen_execution" | |
| - "Agent: invoke_agent result_interpreter" # Call result interpretation Agent to complete reasoning | |
| - "LLM: *" # Understand business question and reviewed SQL | |
| - "Tool: run_sql_query" # Required: execute SQL to get real data | |
| - "LLM: *" # Generate business interpretation based on real results (count_rows is optional statistics tool) | |
| # Actual SQL execution should still be completed through run_sql_query tool, see target_tools configuration | |
| # Target tool list (used by single_tool_use metric) | |
| # Consistent with A2A / MCP versions, covers all core tools (including some optional tools) | |
| target_tools: | |
| # SQL Generation stage - Generator | |
| - "Tool: get_database_schema" | |
| - "Tool: get_table_sample" | |
| - "Tool: get_column_stats" | |
| - "Tool: list_tables" | |
| # SQL Generation stage - Reviewer | |
| - "Tool: validate_sql_syntax" | |
| - "Tool: check_table_exists" | |
| # Compliance stage (shares get_database_schema / check_table_exists, not repeated) | |
| # Result Interpretation stage | |
| - "Tool: run_sql_query" | |
| - "Tool: count_rows" | |
| # List of models to evaluate (consistent with A2A / MCP versions, path only changed to SQLAssistant-H_A2A) | |
| models: | |
| - "GPT-5" | |
| - "GPT-4o-mini" | |
| - "DeepSeek-V3-1" | |
| - "DeepSeek-R1" | |
| - "Gemini-2.5-flash" | |
| - "Gemini-2.5-flash-nothinking" | |
| - "Qwen3-235b" | |
| # Usage instructions (simplified version): | |
| # - Run path: Execute in RQ-Failure_Breakdown/SQLAssistant-H_A2A directory: | |
| # python3 evaluate_trajectory-Filter_Tools.py --config reference_trajectory.yaml | |
| # - evaluate_trajectory-Filter_Tools.py will automatically read | |
| # RESULTS/<model>/SQLAssistant-H_A2A/test_results based on project_name for execution_path.md. | |