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dawn/327-1
...
queue/378-
| Author | SHA1 | Date | |
|---|---|---|---|
| 628487f7bd |
@@ -13,6 +13,7 @@ import concurrent.futures
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import json
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import logging
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import os
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import re
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import subprocess
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import sys
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@@ -643,7 +644,56 @@ def _build_job_prompt(job: dict) -> str:
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return "\n".join(parts)
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def run_job(job: dict) -> tuple[bool, str, str, Optional[str]]:
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# Regex patterns for local service references that fail on cloud endpoints
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_CLOUD_INCOMPATIBLE_PATTERNS = [
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(re.compile(r"\b[Cc]heck\s+(?:that\s+)?[Oo]llama\s+(?:is\s+)?(?:responding|running|up|available)", re.IGNORECASE),
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"Verify system services are healthy using available tools"),
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(re.compile(r"\b[Vv]erify\s+(?:that\s+)?[Oo]llama\s+(?:is\s+)?(?:responding|running|up)", re.IGNORECASE),
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"Verify system services are healthy using available tools"),
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(re.compile(r"\bcurl\s+localhost:\d+", re.IGNORECASE),
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"use available tools to check service health"),
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(re.compile(r"\bcurl\s+127\.0\.0\.1:\d+", re.IGNORECASE),
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"use available tools to check service health"),
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(re.compile(r"\bpoll\s+localhost", re.IGNORECASE),
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"check service health via available tools"),
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]
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def _rewrite_cloud_incompatible_prompt(prompt: str, base_url: str) -> str:
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"""Rewrite prompt instructions that assume local service access when running on cloud.
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When a cron job runs on a cloud inference endpoint (Nous, OpenRouter, Anthropic),
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instructions to "Check Ollama" or "curl localhost:11434" are impossible.
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Instead of just warning, this rewrites the instruction to a cloud-compatible
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equivalent that the agent can actually execute.
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Returns the (possibly rewritten) prompt.
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"""
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try:
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from agent.model_metadata import is_local_endpoint
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except ImportError:
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return prompt
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if is_local_endpoint(base_url or ""):
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return prompt # Local — no rewrite needed
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rewritten = prompt
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for pattern, replacement in _CLOUD_INCOMPATIBLE_PATTERNS:
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rewritten = pattern.sub(replacement, rewritten)
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if rewritten != prompt:
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rewritten = (
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"[NOTE: Some instructions were adjusted for cloud execution. "
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"Local service checks were rewritten to use available tools.]
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"
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+ rewritten
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)
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return rewritten
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def run_job(job: dict) -> tuple[bool, str, str, Optional[str]]:(job: dict) -> tuple[bool, str, str, Optional[str]]:
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"""
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Execute a single cron job.
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@@ -5258,55 +5258,6 @@ For more help on a command:
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sessions_parser.set_defaults(func=cmd_sessions)
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# Unified warm session framework command
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unified_parser = subparsers.add_parser(
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"warm-session",
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help="Unified warm session framework",
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description="Comprehensive framework for warm session provisioning, quality analysis, and A/B testing"
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)
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unified_subparsers = unified_parser.add_subparsers(dest="unified_command")
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# Extract template
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unified_extract = unified_subparsers.add_parser("extract", help="Extract template from session")
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unified_extract.add_argument("session_id", help="Session ID")
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unified_extract.add_argument("--name", "-n", required=True, help="Template name")
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unified_extract.add_argument("--description", "-d", default="", help="Description")
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# List templates
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unified_subparsers.add_parser("list", help="List templates")
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# Test warm session
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unified_test = unified_subparsers.add_parser("test", help="Test warm session")
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unified_test.add_argument("template_id", help="Template ID")
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unified_test.add_argument("message", help="Test message")
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# Analyze session
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unified_analyze = unified_subparsers.add_parser("analyze", help="Analyze session quality")
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unified_analyze.add_argument("session_id", help="Session ID")
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# Create A/B test
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unified_create_test = unified_subparsers.add_parser("create-test", help="Create A/B test")
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unified_create_test.add_argument("--task-id", required=True, help="Task ID")
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unified_create_test.add_argument("--description", required=True, help="Task description")
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unified_create_test.add_argument("--prompt", required=True, help="Test prompt")
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# Add test result
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unified_add_result = unified_subparsers.add_parser("add-result", help="Add test result")
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unified_add_result.add_argument("test_id", help="Test ID")
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unified_add_result.add_argument("--session-type", required=True, choices=["cold", "warm"])
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unified_add_result.add_argument("--session-id", required=True, help="Session ID")
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unified_add_result.add_argument("--tool-calls", type=int, default=0)
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unified_add_result.add_argument("--successful-calls", type=int, default=0)
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unified_add_result.add_argument("--success", action="store_true")
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# Analyze test
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unified_analyze_test = unified_subparsers.add_parser("analyze-test", help="Analyze A/B test")
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unified_analyze_test.add_argument("test_id", help="Test ID")
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unified_parser.set_defaults(func=cmd_unified)
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# =========================================================================
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# insights command
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# =========================================================================
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@@ -5647,59 +5598,3 @@ Examples:
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if __name__ == "__main__":
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main()
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def cmd_unified(args):
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"""Handle unified warm session framework commands."""
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from hermes_cli.colors import Colors, color
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subcmd = getattr(args, 'unified_command', None)
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if subcmd is None:
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print(color("Unified Warm Session Framework", Colors.CYAN))
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print("\nCommands:")
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print(" hermes warm-session extract SESSION_ID --name NAME - Extract template")
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print(" hermes warm-session list - List templates")
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print(" hermes warm-session test TEMPLATE_ID MESSAGE - Test warm session")
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print(" hermes warm-session analyze SESSION_ID - Analyze session quality")
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print(" hermes warm-session create-test --task-id ID --description DESC --prompt PROMPT")
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print(" hermes warm-session add-result TEST_ID --session-type TYPE --session-id ID")
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print(" hermes warm-session analyze-test TEST_ID - Analyze A/B test")
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return 0
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try:
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from tools.unified_warm_session import unified_cli
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args_list = []
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if subcmd == "extract":
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args_list = ["extract", args.session_id, "--name", args.name]
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if args.description:
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args_list.extend(["--description", args.description])
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elif subcmd == "list":
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args_list = ["list"]
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elif subcmd == "test":
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args_list = ["test", args.template_id, args.message]
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elif subcmd == "analyze":
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args_list = ["analyze", args.session_id]
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elif subcmd == "create-test":
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args_list = ["create-test", "--task-id", args.task_id, "--description", args.description, "--prompt", args.prompt]
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elif subcmd == "add-result":
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args_list = ["add-result", args.test_id, "--session-type", args.session_type, "--session-id", args.session_id]
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if args.tool_calls:
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args_list.extend(["--tool-calls", str(args.tool_calls)])
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if args.successful_calls:
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args_list.extend(["--successful-calls", str(args.successful_calls)])
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if args.success:
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args_list.append("--success")
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elif subcmd == "analyze-test":
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args_list = ["analyze-test", args.test_id]
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return unified_cli(args_list)
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except ImportError as e:
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print(color(f"Error: Cannot import unified_warm_session module: {e}", Colors.RED))
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return 1
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except Exception as e:
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print(color(f"Error: {e}", Colors.RED))
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return 1
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@@ -1,808 +0,0 @@
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"""
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Unified Warm Session Framework
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Comprehensive framework for warm session provisioning, quality analysis,
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and A/B testing. Combines all components from issue #327 research.
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Issue: #327
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"""
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import json
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import logging
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import time
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from datetime import datetime
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from pathlib import Path
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from typing import Any, Dict, List, Optional, Tuple
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from dataclasses import dataclass, asdict, field
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from enum import Enum
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import statistics
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logger = logging.getLogger(__name__)
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# ============================================================================
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# Core Data Structures
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# ============================================================================
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class SessionType(Enum):
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"""Type of session."""
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COLD = "cold" # Fresh session, no warm-up
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WARM = "warm" # Session with warm-up context
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@dataclass
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class SessionSeed:
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"""Seed data for warming up a new session."""
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system_context: str = ""
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tool_examples: List[Dict[str, Any]] = field(default_factory=list)
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user_patterns: Dict[str, Any] = field(default_factory=dict)
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context_markers: List[str] = field(default_factory=list)
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version: str = "1.0"
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def to_dict(self) -> Dict[str, Any]:
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return asdict(self)
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@classmethod
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def from_dict(cls, data: Dict[str, Any]) -> 'SessionSeed':
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return cls(**data)
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@dataclass
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class WarmTemplate:
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"""Template for creating warm sessions."""
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template_id: str
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name: str
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description: str
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seed: SessionSeed
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created_at: str
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source_session_id: Optional[str] = None
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usage_count: int = 0
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success_rate: float = 0.0
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version: str = "1.0"
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def to_dict(self) -> Dict[str, Any]:
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return {
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"template_id": self.template_id,
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"name": self.name,
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"description": self.description,
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"seed": self.seed.to_dict(),
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"created_at": self.created_at,
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"source_session_id": self.source_session_id,
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"usage_count": self.usage_count,
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"success_rate": self.success_rate,
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"version": self.version
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}
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@classmethod
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def from_dict(cls, data: Dict[str, Any]) -> 'WarmTemplate':
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seed = SessionSeed.from_dict(data.get("seed", {}))
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return cls(
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template_id=data["template_id"],
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name=data["name"],
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description=data["description"],
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seed=seed,
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created_at=data.get("created_at", datetime.now().isoformat()),
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source_session_id=data.get("source_session_id"),
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usage_count=data.get("usage_count", 0),
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success_rate=data.get("success_rate", 0.0),
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version=data.get("version", "1.0")
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)
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@dataclass
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class QualityMetrics:
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"""Quality metrics for a session."""
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session_id: str
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session_type: SessionType
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message_count: int = 0
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tool_calls: int = 0
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successful_tool_calls: int = 0
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error_count: int = 0
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user_corrections: int = 0
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completion_time_seconds: float = 0.0
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token_usage: int = 0
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@property
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def error_rate(self) -> float:
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if self.tool_calls == 0:
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return 0.0
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return self.error_count / self.tool_calls
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@property
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def success_rate(self) -> float:
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if self.tool_calls == 0:
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return 0.0
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return self.successful_tool_calls / self.tool_calls
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@property
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def correction_rate(self) -> float:
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if self.message_count == 0:
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return 0.0
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return self.user_corrections / self.message_count
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@property
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def efficiency_score(self) -> float:
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if self.message_count == 0:
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return 0.0
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# Weighted score
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success_score = self.success_rate * 0.4
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error_score = (1 - self.error_rate) * 0.3
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correction_score = (1 - min(1.0, self.correction_rate * 5)) * 0.2
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msg_score = 0.1 if self.message_count <= 50 else 0.05
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return success_score + error_score + correction_score + msg_score
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def to_dict(self) -> Dict[str, Any]:
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return {
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"session_id": self.session_id,
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"session_type": self.session_type.value,
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"message_count": self.message_count,
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"tool_calls": self.tool_calls,
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"successful_tool_calls": self.successful_tool_calls,
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"error_count": self.error_count,
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"user_corrections": self.user_corrections,
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"completion_time_seconds": self.completion_time_seconds,
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"token_usage": self.token_usage,
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"error_rate": self.error_rate,
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"success_rate": self.success_rate,
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"correction_rate": self.correction_rate,
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"efficiency_score": self.efficiency_score
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}
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@dataclass
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class TestTask:
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"""A task for A/B testing."""
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task_id: str
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description: str
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prompt: str
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category: str = "general"
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difficulty: str = "medium"
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expected_tools: List[str] = field(default_factory=list)
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def to_dict(self) -> Dict[str, Any]:
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return asdict(self)
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@dataclass
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class TestResult:
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"""Result from a test session."""
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test_id: str
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task_id: str
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session_id: str
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session_type: SessionType
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metrics: QualityMetrics
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success: bool = False
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notes: str = ""
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created_at: str = field(default_factory=lambda: datetime.now().isoformat())
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|
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def to_dict(self) -> Dict[str, Any]:
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return {
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"test_id": self.test_id,
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"task_id": self.task_id,
|
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"session_id": self.session_id,
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"session_type": self.session_type.value,
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"metrics": self.metrics.to_dict(),
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"success": self.success,
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"notes": self.notes,
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"created_at": self.created_at
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}
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|
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# ============================================================================
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# Session Extraction
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# ============================================================================
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class SessionExtractor:
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"""Extract seed data from existing sessions."""
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def __init__(self, session_db=None):
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self.session_db = session_db
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def extract_seed(self, session_id: str) -> Optional[SessionSeed]:
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"""Extract seed data from a session."""
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if not self.session_db:
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return None
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try:
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messages = self.session_db.get_messages(session_id)
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if not messages:
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return None
|
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|
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system_context = self._extract_system_context(messages)
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tool_examples = self._extract_tool_examples(messages)
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user_patterns = self._extract_user_patterns(messages)
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context_markers = self._extract_context_markers(messages)
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|
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return SessionSeed(
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system_context=system_context,
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tool_examples=tool_examples,
|
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user_patterns=user_patterns,
|
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context_markers=context_markers,
|
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version="1.0"
|
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)
|
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|
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except Exception as e:
|
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logger.error(f"Failed to extract seed: {e}")
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return None
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|
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def _extract_system_context(self, messages: List[Dict]) -> str:
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context_parts = []
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for msg in messages:
|
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if msg.get("role") == "system":
|
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content = msg.get("content", "")
|
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if content:
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context_parts.append(content[:500])
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break
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return "\n".join(context_parts)[:1000]
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|
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def _extract_tool_examples(self, messages: List[Dict]) -> List[Dict]:
|
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examples = []
|
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for i, msg in enumerate(messages):
|
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if msg.get("role") == "assistant" and msg.get("tool_calls"):
|
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for j in range(i + 1, min(i + 3, len(messages))):
|
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if messages[j].get("role") == "tool":
|
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content = messages[j].get("content", "")
|
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if content and "error" not in content.lower()[:100]:
|
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for tool_call in msg["tool_calls"]:
|
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func = tool_call.get("function", {})
|
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examples.append({
|
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"tool": func.get("name"),
|
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"arguments": func.get("arguments", "{}"),
|
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"result_preview": content[:200]
|
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})
|
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if len(examples) >= 5:
|
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break
|
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break
|
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if len(examples) >= 5:
|
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break
|
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return examples
|
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|
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def _extract_user_patterns(self, messages: List[Dict]) -> Dict:
|
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user_messages = [m for m in messages if m.get("role") == "user"]
|
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if not user_messages:
|
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return {}
|
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|
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lengths = [len(m.get("content", "")) for m in user_messages]
|
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questions = sum(1 for m in user_messages if "?" in m.get("content", ""))
|
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|
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return {
|
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"message_count": len(user_messages),
|
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"avg_length": sum(lengths) / len(lengths),
|
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"question_ratio": questions / len(user_messages),
|
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"preferred_style": "conversational" if questions > len(user_messages) * 0.3 else "direct"
|
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}
|
||||
|
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def _extract_context_markers(self, messages: List[Dict]) -> List[str]:
|
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markers = set()
|
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for msg in messages:
|
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content = msg.get("content", "")
|
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import re
|
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paths = re.findall(r'[\w/\.]+\.[\w]+', content)
|
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markers.update(p for p in paths if len(p) < 50)
|
||||
if len(markers) > 20:
|
||||
break
|
||||
return list(markers)[:20]
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# Quality Analysis
|
||||
# ============================================================================
|
||||
|
||||
class QualityAnalyzer:
|
||||
"""Analyze session quality."""
|
||||
|
||||
def __init__(self, session_db=None):
|
||||
self.session_db = session_db
|
||||
|
||||
def analyze_session(self, session_id: str, session_type: SessionType = SessionType.COLD) -> Optional[QualityMetrics]:
|
||||
"""Analyze a session."""
|
||||
if not self.session_db:
|
||||
return None
|
||||
|
||||
try:
|
||||
messages = self.session_db.get_messages(session_id)
|
||||
if not messages:
|
||||
return None
|
||||
|
||||
tool_calls = 0
|
||||
successful_tool_calls = 0
|
||||
error_count = 0
|
||||
user_corrections = 0
|
||||
|
||||
for i, msg in enumerate(messages):
|
||||
if msg.get("role") == "assistant" and msg.get("tool_calls"):
|
||||
tool_calls += len(msg["tool_calls"])
|
||||
|
||||
if msg.get("role") == "tool":
|
||||
content = msg.get("content", "").lower()
|
||||
if "error" in content or "failed" in content:
|
||||
error_count += 1
|
||||
else:
|
||||
successful_tool_calls += 1
|
||||
|
||||
if (msg.get("role") == "user" and i > 0 and
|
||||
messages[i-1].get("role") == "tool" and
|
||||
("error" in messages[i-1].get("content", "").lower() or
|
||||
"failed" in messages[i-1].get("content", "").lower())):
|
||||
user_corrections += 1
|
||||
|
||||
return QualityMetrics(
|
||||
session_id=session_id,
|
||||
session_type=session_type,
|
||||
message_count=len(messages),
|
||||
tool_calls=tool_calls,
|
||||
successful_tool_calls=successful_tool_calls,
|
||||
error_count=error_count,
|
||||
user_corrections=user_corrections
|
||||
)
|
||||
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to analyze session: {e}")
|
||||
return None
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# A/B Testing
|
||||
# ============================================================================
|
||||
|
||||
class ABTestManager:
|
||||
"""Manage A/B tests."""
|
||||
|
||||
def __init__(self, test_dir: Path = None):
|
||||
self.test_dir = test_dir or Path.home() / ".hermes" / "ab_tests"
|
||||
self.test_dir.mkdir(parents=True, exist_ok=True)
|
||||
|
||||
def create_test(self, task: TestTask) -> str:
|
||||
"""Create a new test."""
|
||||
test_id = f"test_{datetime.now().strftime('%Y%m%d_%H%M%S')}_{task.task_id}"
|
||||
test_path = self.test_dir / f"{test_id}.json"
|
||||
|
||||
with open(test_path, 'w') as f:
|
||||
json.dump({
|
||||
"test_id": test_id,
|
||||
"task": task.to_dict(),
|
||||
"results": [],
|
||||
"created_at": datetime.now().isoformat()
|
||||
}, f, indent=2)
|
||||
|
||||
return test_id
|
||||
|
||||
def add_result(self, test_id: str, result: TestResult):
|
||||
"""Add a test result."""
|
||||
test_path = self.test_dir / f"{test_id}.json"
|
||||
if not test_path.exists():
|
||||
logger.error(f"Test {test_id} not found")
|
||||
return
|
||||
|
||||
try:
|
||||
with open(test_path, 'r') as f:
|
||||
data = json.load(f)
|
||||
|
||||
data["results"].append(result.to_dict())
|
||||
|
||||
with open(test_path, 'w') as f:
|
||||
json.dump(data, f, indent=2)
|
||||
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to add result: {e}")
|
||||
|
||||
def analyze_test(self, test_id: str) -> Dict[str, Any]:
|
||||
"""Analyze test results."""
|
||||
test_path = self.test_dir / f"{test_id}.json"
|
||||
if not test_path.exists():
|
||||
return {"error": "Test not found"}
|
||||
|
||||
try:
|
||||
with open(test_path, 'r') as f:
|
||||
data = json.load(f)
|
||||
|
||||
results = data.get("results", [])
|
||||
if not results:
|
||||
return {"error": "No results yet"}
|
||||
|
||||
cold_results = [r for r in results if r["session_type"] == "cold"]
|
||||
warm_results = [r for r in results if r["session_type"] == "warm"]
|
||||
|
||||
def calc_stats(result_list):
|
||||
if not result_list:
|
||||
return {"count": 0}
|
||||
|
||||
error_rates = [r["metrics"]["error_rate"] for r in result_list]
|
||||
success_rates = [r["metrics"]["success_rate"] for r in result_list]
|
||||
|
||||
return {
|
||||
"count": len(result_list),
|
||||
"avg_error_rate": statistics.mean(error_rates) if error_rates else 0,
|
||||
"avg_success_rate": statistics.mean(success_rates) if success_rates else 0,
|
||||
"success_count": sum(1 for r in result_list if r["success"])
|
||||
}
|
||||
|
||||
cold_stats = calc_stats(cold_results)
|
||||
warm_stats = calc_stats(warm_results)
|
||||
|
||||
improvement = {}
|
||||
if cold_stats.get("count", 0) > 0 and warm_stats.get("count", 0) > 0:
|
||||
cold_error = cold_stats.get("avg_error_rate", 0)
|
||||
warm_error = warm_stats.get("avg_error_rate", 0)
|
||||
if cold_error > 0:
|
||||
improvement["error_rate"] = (cold_error - warm_error) / cold_error
|
||||
|
||||
return {
|
||||
"test_id": test_id,
|
||||
"task": data.get("task", {}),
|
||||
"cold": cold_stats,
|
||||
"warm": warm_stats,
|
||||
"improvement": improvement,
|
||||
"recommendation": self._get_recommendation(cold_stats, warm_stats)
|
||||
}
|
||||
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to analyze test: {e}")
|
||||
return {"error": str(e)}
|
||||
|
||||
def _get_recommendation(self, cold_stats: Dict, warm_stats: Dict) -> str:
|
||||
if cold_stats.get("count", 0) < 3 or warm_stats.get("count", 0) < 3:
|
||||
return "Insufficient data (need at least 3 tests each)"
|
||||
|
||||
cold_error = cold_stats.get("avg_error_rate", 0)
|
||||
warm_error = warm_stats.get("avg_error_rate", 0)
|
||||
|
||||
if warm_error < cold_error * 0.8:
|
||||
return "WARM recommended: Significant error reduction"
|
||||
elif warm_error > cold_error * 1.2:
|
||||
return "COLD recommended: Warm sessions performed worse"
|
||||
else:
|
||||
return "No significant difference detected"
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# Template Management
|
||||
# ============================================================================
|
||||
|
||||
class TemplateManager:
|
||||
"""Manage warm session templates."""
|
||||
|
||||
def __init__(self, template_dir: Path = None):
|
||||
self.template_dir = template_dir or Path.home() / ".hermes" / "warm_templates"
|
||||
self.template_dir.mkdir(parents=True, exist_ok=True)
|
||||
|
||||
def save_template(self, template: WarmTemplate) -> Path:
|
||||
"""Save a template."""
|
||||
path = self.template_dir / f"{template.template_id}.json"
|
||||
with open(path, 'w') as f:
|
||||
json.dump(template.to_dict(), f, indent=2)
|
||||
return path
|
||||
|
||||
def load_template(self, template_id: str) -> Optional[WarmTemplate]:
|
||||
"""Load a template."""
|
||||
path = self.template_dir / f"{template_id}.json"
|
||||
if not path.exists():
|
||||
return None
|
||||
|
||||
try:
|
||||
with open(path, 'r') as f:
|
||||
data = json.load(f)
|
||||
return WarmTemplate.from_dict(data)
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to load template: {e}")
|
||||
return None
|
||||
|
||||
def list_templates(self) -> List[Dict]:
|
||||
"""List all templates."""
|
||||
templates = []
|
||||
for path in self.template_dir.glob("*.json"):
|
||||
try:
|
||||
with open(path, 'r') as f:
|
||||
data = json.load(f)
|
||||
templates.append({
|
||||
"template_id": data.get("template_id"),
|
||||
"name": data.get("name"),
|
||||
"description": data.get("description"),
|
||||
"usage_count": data.get("usage_count", 0),
|
||||
"success_rate": data.get("success_rate", 0.0),
|
||||
"version": data.get("version", "1.0")
|
||||
})
|
||||
except:
|
||||
pass
|
||||
return templates
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# Bootstrapper
|
||||
# ============================================================================
|
||||
|
||||
class SessionBootstrapper:
|
||||
"""Bootstrap warm sessions from templates."""
|
||||
|
||||
def __init__(self, template_manager: TemplateManager = None):
|
||||
self.template_manager = template_manager or TemplateManager()
|
||||
|
||||
def prepare_messages(
|
||||
self,
|
||||
template: WarmTemplate,
|
||||
user_message: str,
|
||||
include_examples: bool = True
|
||||
) -> List[Dict]:
|
||||
"""Prepare messages for a warm session."""
|
||||
messages = []
|
||||
|
||||
# Add warm context
|
||||
warm_context = self._build_warm_context(template.seed)
|
||||
if warm_context:
|
||||
messages.append({"role": "system", "content": warm_context})
|
||||
|
||||
# Add tool examples
|
||||
if include_examples and template.seed.tool_examples:
|
||||
example_messages = self._create_example_messages(template.seed.tool_examples)
|
||||
messages.extend(example_messages)
|
||||
|
||||
# Add user message
|
||||
messages.append({"role": "user", "content": user_message})
|
||||
|
||||
return messages
|
||||
|
||||
def _build_warm_context(self, seed: SessionSeed) -> str:
|
||||
parts = []
|
||||
if seed.system_context:
|
||||
parts.append(seed.system_context)
|
||||
if seed.context_markers:
|
||||
parts.append("\nKnown context: " + ", ".join(seed.context_markers[:10]))
|
||||
if seed.user_patterns:
|
||||
style = seed.user_patterns.get("preferred_style", "balanced")
|
||||
parts.append(f"\nUser prefers {style} interactions.")
|
||||
return "\n".join(parts)[:1500]
|
||||
|
||||
def _create_example_messages(self, examples: List[Dict]) -> List[Dict]:
|
||||
messages = []
|
||||
for i, ex in enumerate(examples[:3]):
|
||||
messages.append({"role": "user", "content": f"[Example {i+1}] Use {ex['tool']}"})
|
||||
messages.append({
|
||||
"role": "assistant",
|
||||
"content": f"I'll use {ex['tool']}.",
|
||||
"tool_calls": [{
|
||||
"id": f"example_{i}",
|
||||
"type": "function",
|
||||
"function": {
|
||||
"name": ex["tool"],
|
||||
"arguments": ex.get("arguments", "{}")
|
||||
}
|
||||
}]
|
||||
})
|
||||
messages.append({
|
||||
"role": "tool",
|
||||
"tool_call_id": f"example_{i}",
|
||||
"content": ex.get("result_preview", "Success")
|
||||
})
|
||||
return messages
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# CLI Interface
|
||||
# ============================================================================
|
||||
|
||||
def unified_cli(args: List[str]) -> int:
|
||||
"""CLI interface for unified warm session framework."""
|
||||
import argparse
|
||||
|
||||
parser = argparse.ArgumentParser(description="Unified warm session framework")
|
||||
subparsers = parser.add_subparsers(dest="command")
|
||||
|
||||
# Extract template
|
||||
extract_parser = subparsers.add_parser("extract", help="Extract template from session")
|
||||
extract_parser.add_argument("session_id", help="Session ID")
|
||||
extract_parser.add_argument("--name", "-n", required=True, help="Template name")
|
||||
extract_parser.add_argument("--description", "-d", default="", help="Description")
|
||||
|
||||
# List templates
|
||||
subparsers.add_parser("list", help="List templates")
|
||||
|
||||
# Test warm session
|
||||
test_parser = subparsers.add_parser("test", help="Test warm session")
|
||||
test_parser.add_argument("template_id", help="Template ID")
|
||||
test_parser.add_argument("message", help="Test message")
|
||||
|
||||
# Analyze session
|
||||
analyze_parser = subparsers.add_parser("analyze", help="Analyze session quality")
|
||||
analyze_parser.add_argument("session_id", help="Session ID")
|
||||
|
||||
# Create A/B test
|
||||
create_test_parser = subparsers.add_parser("create-test", help="Create A/B test")
|
||||
create_test_parser.add_argument("--task-id", required=True, help="Task ID")
|
||||
create_test_parser.add_argument("--description", required=True, help="Task description")
|
||||
create_test_parser.add_argument("--prompt", required=True, help="Test prompt")
|
||||
|
||||
# Add test result
|
||||
add_result_parser = subparsers.add_parser("add-result", help="Add test result")
|
||||
add_result_parser.add_argument("test_id", help="Test ID")
|
||||
add_result_parser.add_argument("--session-type", required=True, choices=["cold", "warm"])
|
||||
add_result_parser.add_argument("--session-id", required=True, help="Session ID")
|
||||
add_result_parser.add_argument("--tool-calls", type=int, default=0)
|
||||
add_result_parser.add_argument("--successful-calls", type=int, default=0)
|
||||
add_result_parser.add_argument("--success", action="store_true")
|
||||
|
||||
# Analyze test
|
||||
analyze_test_parser = subparsers.add_parser("analyze-test", help="Analyze A/B test")
|
||||
analyze_test_parser.add_argument("test_id", help="Test ID")
|
||||
|
||||
parsed = parser.parse_args(args)
|
||||
|
||||
if not parsed.command:
|
||||
parser.print_help()
|
||||
return 1
|
||||
|
||||
# Import session DB
|
||||
session_db = None
|
||||
try:
|
||||
from hermes_state import SessionDB
|
||||
session_db = SessionDB()
|
||||
except ImportError:
|
||||
pass
|
||||
|
||||
if parsed.command == "extract":
|
||||
extractor = SessionExtractor(session_db)
|
||||
seed = extractor.extract_seed(parsed.session_id)
|
||||
|
||||
if not seed:
|
||||
print(f"Failed to extract seed from session {parsed.session_id}")
|
||||
return 1
|
||||
|
||||
template = WarmTemplate(
|
||||
template_id=f"warm_{datetime.now().strftime('%Y%m%d_%H%M%S')}",
|
||||
name=parsed.name,
|
||||
description=parsed.description,
|
||||
seed=seed,
|
||||
created_at=datetime.now().isoformat(),
|
||||
source_session_id=parsed.session_id,
|
||||
version="1.0"
|
||||
)
|
||||
|
||||
manager = TemplateManager()
|
||||
path = manager.save_template(template)
|
||||
print(f"Created template: {template.template_id}")
|
||||
print(f"Saved to: {path}")
|
||||
return 0
|
||||
|
||||
elif parsed.command == "list":
|
||||
manager = TemplateManager()
|
||||
templates = manager.list_templates()
|
||||
|
||||
if not templates:
|
||||
print("No templates found.")
|
||||
return 0
|
||||
|
||||
print("\n=== Warm Session Templates ===\n")
|
||||
for t in templates:
|
||||
print(f"ID: {t['template_id']}")
|
||||
print(f" Name: {t['name']}")
|
||||
print(f" Description: {t['description']}")
|
||||
print(f" Version: {t['version']}")
|
||||
print(f" Usage: {t['usage_count']} times, {t['success_rate']:.0%} success")
|
||||
print()
|
||||
|
||||
return 0
|
||||
|
||||
elif parsed.command == "test":
|
||||
manager = TemplateManager()
|
||||
template = manager.load_template(parsed.template_id)
|
||||
|
||||
if not template:
|
||||
print(f"Template {parsed.template_id} not found")
|
||||
return 1
|
||||
|
||||
bootstrapper = SessionBootstrapper(manager)
|
||||
messages = bootstrapper.prepare_messages(template, parsed.message)
|
||||
|
||||
print(f"\n=== Warm Session Test: {template.name} ===\n")
|
||||
print(f"Generated {len(messages)} messages")
|
||||
|
||||
for i, msg in enumerate(messages):
|
||||
role = msg.get("role", "unknown")
|
||||
if role == "system":
|
||||
print(f"\n[System Context] ({len(msg.get('content', ''))} chars)")
|
||||
elif role == "user":
|
||||
print(f"\n[User]: {msg.get('content', '')}")
|
||||
elif role == "assistant":
|
||||
print(f"[Assistant]: {msg.get('content', '')}")
|
||||
if msg.get("tool_calls"):
|
||||
for tc in msg["tool_calls"]:
|
||||
func = tc.get("function", {})
|
||||
print(f" -> {func.get('name')}()")
|
||||
elif role == "tool":
|
||||
print(f" [Result]: {msg.get('content', '')[:50]}...")
|
||||
|
||||
return 0
|
||||
|
||||
elif parsed.command == "analyze":
|
||||
analyzer = QualityAnalyzer(session_db)
|
||||
metrics = analyzer.analyze_session(parsed.session_id)
|
||||
|
||||
if not metrics:
|
||||
print(f"Failed to analyze session {parsed.session_id}")
|
||||
return 1
|
||||
|
||||
print(f"\n=== Session Quality: {parsed.session_id} ===\n")
|
||||
print(f"Messages: {metrics.message_count}")
|
||||
print(f"Tool calls: {metrics.tool_calls}")
|
||||
print(f"Error rate: {metrics.error_rate:.1%}")
|
||||
print(f"Success rate: {metrics.success_rate:.1%}")
|
||||
print(f"Efficiency score: {metrics.efficiency_score:.2f}")
|
||||
|
||||
return 0
|
||||
|
||||
elif parsed.command == "create-test":
|
||||
task = TestTask(
|
||||
task_id=parsed.task_id,
|
||||
description=parsed.description,
|
||||
prompt=parsed.prompt
|
||||
)
|
||||
|
||||
manager = ABTestManager()
|
||||
test_id = manager.create_test(task)
|
||||
print(f"Created test: {test_id}")
|
||||
return 0
|
||||
|
||||
elif parsed.command == "add-result":
|
||||
analyzer = QualityAnalyzer(session_db)
|
||||
metrics = analyzer.analyze_session(parsed.session_id, SessionType(parsed.session_type))
|
||||
|
||||
if not metrics:
|
||||
print(f"Failed to analyze session {parsed.session_id}")
|
||||
return 1
|
||||
|
||||
metrics.tool_calls = parsed.tool_calls or metrics.tool_calls
|
||||
metrics.successful_tool_calls = parsed.successful_calls or metrics.successful_tool_calls
|
||||
|
||||
result = TestResult(
|
||||
test_id=parsed.test_id,
|
||||
task_id="", # Will be filled from test
|
||||
session_id=parsed.session_id,
|
||||
session_type=SessionType(parsed.session_type),
|
||||
metrics=metrics,
|
||||
success=parsed.success
|
||||
)
|
||||
|
||||
manager = ABTestManager()
|
||||
manager.add_result(parsed.test_id, result)
|
||||
print(f"Added result to test {parsed.test_id}")
|
||||
return 0
|
||||
|
||||
elif parsed.command == "analyze-test":
|
||||
manager = ABTestManager()
|
||||
analysis = manager.analyze_test(parsed.test_id)
|
||||
|
||||
if "error" in analysis:
|
||||
print(f"Error: {analysis['error']}")
|
||||
return 1
|
||||
|
||||
print(f"\n=== A/B Test Analysis: {parsed.test_id} ===\n")
|
||||
print(f"Task: {analysis['task'].get('description', 'N/A')}")
|
||||
|
||||
cold = analysis.get("cold", {})
|
||||
warm = analysis.get("warm", {})
|
||||
|
||||
print(f"\nCold sessions: {cold.get('count', 0)}")
|
||||
print(f" Avg error rate: {cold.get('avg_error_rate', 0):.1%}")
|
||||
print(f" Avg success rate: {cold.get('avg_success_rate', 0):.1%}")
|
||||
|
||||
print(f"\nWarm sessions: {warm.get('count', 0)}")
|
||||
print(f" Avg error rate: {warm.get('avg_error_rate', 0):.1%}")
|
||||
print(f" Avg success rate: {warm.get('avg_success_rate', 0):.1%}")
|
||||
|
||||
improvement = analysis.get("improvement", {})
|
||||
if improvement:
|
||||
print(f"\nImprovement:")
|
||||
if "error_rate" in improvement:
|
||||
print(f" Error rate: {improvement['error_rate']:+.1%}")
|
||||
|
||||
print(f"\nRecommendation: {analysis.get('recommendation', 'N/A')}")
|
||||
|
||||
return 0
|
||||
|
||||
return 1
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
import sys
|
||||
sys.exit(unified_cli(sys.argv[1:]))
|
||||
Reference in New Issue
Block a user