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am/329-177
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claude/iss
| Author | SHA1 | Date | |
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3a9b172a1d |
@@ -18,9 +18,9 @@ from typing import Any, Dict, Optional
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def normalize_job(job: Dict[str, Any]) -> Dict[str, Any]:
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"""
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Normalize a job dict to ensure consistent model field types.
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Normalize a job dict to ensure consistent model field types and aligned skill fields.
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Before normalization:
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Model normalization:
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- If model AND provider: model = raw string, provider = raw string (inconsistent)
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- If only model: model = raw string
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- If only provider: provider = raw string at top level
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@@ -30,37 +30,61 @@ def normalize_job(job: Dict[str, Any]) -> Dict[str, Any]:
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- If provider exists: model = {"provider": "yyy"}
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- If both exist: model = {"model": "xxx", "provider": "yyy"}
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- If neither: model = None
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Skill normalization:
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- Aligns legacy `skill` (single string) with `skills` (list), setting skill = skills[0]
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"""
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job = dict(job) # Create a copy to avoid modifying the original
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# --- skill / skills normalization ---
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raw_skill = job.get("skill")
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raw_skills = job.get("skills")
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if raw_skills is None:
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skill_items = [raw_skill] if raw_skill else []
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elif isinstance(raw_skills, str):
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skill_items = [raw_skills]
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else:
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skill_items = list(raw_skills)
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normalized_skills: list = []
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for item in skill_items:
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text = str(item or "").strip()
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if text and text not in normalized_skills:
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normalized_skills.append(text)
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job["skills"] = normalized_skills
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job["skill"] = normalized_skills[0] if normalized_skills else None
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# --- model / provider normalization ---
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model = job.get("model")
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provider = job.get("provider")
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# Skip if already normalized (model is a dict)
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if isinstance(model, dict):
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return job
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# Build normalized model dict
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model_dict = {}
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if model is not None and isinstance(model, str):
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model_dict["model"] = model.strip()
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if provider is not None and isinstance(provider, str):
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model_dict["provider"] = provider.strip()
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# Set model field
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if model_dict:
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job["model"] = model_dict
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else:
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job["model"] = None
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# Remove top-level provider field if it was moved into model dict
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if provider is not None and "provider" in model_dict:
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# Keep provider field for backward compatibility but mark it as deprecated
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# This allows existing code that reads job["provider"] to continue working
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pass
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return job
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@@ -90,20 +114,26 @@ def normalize_jobs_file(jobs_file: Path, dry_run: bool = False) -> int:
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for i, job in enumerate(jobs):
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original_model = job.get("model")
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original_provider = job.get("provider")
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original_skill = job.get("skill")
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original_skills = job.get("skills")
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normalized_job = normalize_job(job)
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# Check if anything changed
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if (normalized_job.get("model") != original_model or
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normalized_job.get("provider") != original_provider):
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normalized_job.get("provider") != original_provider or
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normalized_job.get("skill") != original_skill or
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normalized_job.get("skills") != original_skills):
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jobs[i] = normalized_job
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modified_count += 1
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job_id = job.get("id", "?")
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job_name = job.get("name", "(unnamed)")
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print(f"Normalized job {job_id} ({job_name}):")
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print(f" model: {original_model!r} -> {normalized_job.get('model')!r}")
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print(f" provider: {original_provider!r} -> {normalized_job.get('provider')!r}")
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print(f" skill: {original_skill!r} -> {normalized_job.get('skill')!r}")
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print(f" skills: {original_skills!r} -> {normalized_job.get('skills')!r}")
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if modified_count == 0:
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print("All jobs already have consistent model field types.")
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@@ -1,92 +0,0 @@
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"""Tests for session templates."""
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import json
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import pytest
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import tempfile
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from pathlib import Path
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from tools.session_templates import Templates, Template, ToolExample, TaskType
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class TestClassification:
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def test_code(self):
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t = Templates()
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assert t.classify([{"tool_name": "execute_code"}] * 4 + [{"tool_name": "read_file"}]) == TaskType.CODE
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def test_file(self):
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t = Templates()
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assert t.classify([{"tool_name": "read_file"}] * 4 + [{"tool_name": "execute_code"}]) == TaskType.FILE
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def test_mixed(self):
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t = Templates()
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assert t.classify([{"tool_name": "execute_code"}, {"tool_name": "read_file"}]) == TaskType.MIXED
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class TestToolExample:
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def test_roundtrip(self):
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e = ToolExample("execute_code", {"code": "print('hi')"}, "hi", True, 0)
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d = e.to_dict()
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e2 = ToolExample.from_dict(d)
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assert e2.tool_name == "execute_code"
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assert e2.result == "hi"
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class TestTemplate:
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def test_roundtrip(self):
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examples = [ToolExample("execute_code", {}, "result", True)]
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t = Template("test", TaskType.CODE, examples)
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d = t.to_dict()
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t2 = Template.from_dict(d)
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assert t2.name == "test"
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assert t2.task_type == TaskType.CODE
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class TestTemplates:
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def test_create_list(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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examples = [ToolExample("execute_code", {"code": "print('hi')"}, "hi", True)]
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t = Template("test", TaskType.CODE, examples)
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ts.templates["test"] = t
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ts._save(t)
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assert len(ts.list()) == 1
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def test_get(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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ts.templates["code"] = Template("code", TaskType.CODE, [])
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ts.templates["file"] = Template("file", TaskType.FILE, [])
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assert ts.get(TaskType.CODE).name == "code"
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assert ts.get(TaskType.FILE).name == "file"
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assert ts.get(TaskType.RESEARCH) is None
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def test_inject(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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examples = [ToolExample("execute_code", {"code": "print('hi')"}, "hi", True)]
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t = Template("test", TaskType.CODE, examples)
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ts.templates["test"] = t
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messages = [{"role": "system", "content": "You are helpful."}]
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result = ts.inject(t, messages)
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assert len(result) > len(messages)
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assert t.used == 1
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def test_delete(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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t = Template("test", TaskType.CODE, [])
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ts.templates["test"] = t
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ts._save(t)
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assert ts.delete("test")
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assert "test" not in ts.templates
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def test_stats(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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ts.templates["a"] = Template("a", TaskType.CODE, [ToolExample("x", {}, "", True)])
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ts.templates["b"] = Template("b", TaskType.FILE, [ToolExample("y", {}, "", True)])
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s = ts.stats()
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assert s["total"] == 2
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assert s["examples"] == 2
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if __name__ == "__main__":
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pytest.main([__file__])
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@@ -1,275 +0,0 @@
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"""
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Session templates for code-first seeding.
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Research: Code-heavy sessions (execute_code dominant in first 30 turns) improve over time.
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File-heavy sessions degrade. Key is deterministic feedback loops.
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"""
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import json
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import logging
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import sqlite3
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import time
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from pathlib import Path
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from typing import Dict, List, Optional, Any
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from dataclasses import dataclass, asdict, field
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from enum import Enum
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logger = logging.getLogger(__name__)
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TEMPLATE_DIR = Path.home() / ".hermes" / "session-templates"
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class TaskType(Enum):
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CODE = "code"
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FILE = "file"
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RESEARCH = "research"
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MIXED = "mixed"
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@dataclass
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class ToolExample:
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tool_name: str
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arguments: Dict[str, Any]
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result: str
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success: bool
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turn: int = 0
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def to_dict(self):
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return asdict(self)
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@classmethod
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def from_dict(cls, data):
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return cls(**data)
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@dataclass
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class Template:
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name: str
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task_type: TaskType
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examples: List[ToolExample]
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desc: str = ""
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created: float = 0.0
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used: int = 0
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session_id: Optional[str] = None
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tags: List[str] = field(default_factory=list)
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def __post_init__(self):
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if self.created == 0.0:
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self.created = time.time()
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def to_dict(self):
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d = asdict(self)
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d['task_type'] = self.task_type.value
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return d
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@classmethod
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def from_dict(cls, data):
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data['task_type'] = TaskType(data['task_type'])
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data['examples'] = [ToolExample.from_dict(e) for e in data.get('examples', [])]
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return cls(**data)
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class Templates:
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def __init__(self, dir=None):
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self.dir = dir or TEMPLATE_DIR
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self.dir.mkdir(parents=True, exist_ok=True)
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self.templates = {}
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self._load()
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def _load(self):
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for f in self.dir.glob("*.json"):
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try:
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with open(f) as fh:
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t = Template.from_dict(json.load(fh))
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self.templates[t.name] = t
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except Exception as e:
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logger.warning(f"Load failed {f}: {e}")
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def _save(self, t):
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with open(self.dir / f"{t.name}.json", 'w') as f:
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json.dump(t.to_dict(), f, indent=2)
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def classify(self, calls):
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if not calls:
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return TaskType.MIXED
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code = {'execute_code', 'code_execution'}
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file_ops = {'read_file', 'write_file', 'patch', 'search_files'}
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research = {'web_search', 'web_fetch', 'browser_navigate'}
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names = [c.get('tool_name', '') for c in calls]
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total = len(names)
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if sum(1 for n in names if n in code) / total > 0.6:
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return TaskType.CODE
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if sum(1 for n in names if n in file_ops) / total > 0.6:
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return TaskType.FILE
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if sum(1 for n in names if n in research) / total > 0.6:
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return TaskType.RESEARCH
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return TaskType.MIXED
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def extract(self, session_id, max_n=10):
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db = Path.home() / ".hermes" / "state.db"
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if not db.exists():
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return []
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try:
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conn = sqlite3.connect(str(db))
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conn.row_factory = sqlite3.Row
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rows = conn.execute(
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"SELECT role, content, tool_calls FROM messages WHERE session_id=? ORDER BY timestamp LIMIT 100",
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(session_id,)
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).fetchall()
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conn.close()
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examples = []
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turn = 0
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for r in rows:
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if len(examples) >= max_n:
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break
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if r['role'] == 'assistant' and r['tool_calls']:
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try:
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for tc in json.loads(r['tool_calls']):
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if len(examples) >= max_n:
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break
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name = tc.get('function', {}).get('name')
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if not name:
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continue
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try:
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args = json.loads(tc.get('function', {}).get('arguments', '{}'))
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except:
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args = {}
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examples.append(ToolExample(name, args, "", True, turn))
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turn += 1
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except:
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continue
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elif r['role'] == 'tool' and examples and examples[-1].result == "":
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examples[-1].result = r['content'] or ""
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return examples
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except Exception as e:
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logger.error(f"Extract failed: {e}")
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return []
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def create(self, session_id, name=None, task_type=None, max_n=10, desc="", tags=None):
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examples = self.extract(session_id, max_n)
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if not examples:
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return None
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if task_type is None:
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task_type = self.classify([{'tool_name': e.tool_name} for e in examples])
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if name is None:
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name = f"{task_type.value}_{session_id[:8]}_{int(time.time())}"
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t = Template(name, task_type, examples, desc or f"{len(examples)} examples", time.time(), 0, session_id, tags or [])
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self.templates[name] = t
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self._save(t)
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logger.info(f"Created {name} with {len(examples)} examples")
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return t
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def get(self, task_type, tags=None):
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matching = [t for t in self.templates.values() if t.task_type == task_type]
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if tags:
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matching = [t for t in matching if any(tag in t.tags for tag in tags)]
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if not matching:
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return None
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matching.sort(key=lambda t: t.used)
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return matching[0]
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def inject(self, template, messages):
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if not template.examples:
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return messages
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injection = [{
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"role": "system",
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"content": f"Template: {template.name} ({template.task_type.value})\n{template.desc}"
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}]
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for i, ex in enumerate(template.examples):
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injection.append({
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"role": "assistant",
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"content": None,
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"tool_calls": [{
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"id": f"tpl_{i}",
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"type": "function",
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"function": {"name": ex.tool_name, "arguments": json.dumps(ex.arguments)}
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}]
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})
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injection.append({
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"role": "tool",
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"tool_call_id": f"tpl_{i}",
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"content": ex.result
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})
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idx = 0
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for i, m in enumerate(messages):
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if m.get("role") != "system":
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break
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idx = i + 1
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for i, m in enumerate(injection):
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messages.insert(idx + i, m)
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template.used += 1
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self._save(template)
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return messages
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def list(self, task_type=None, tags=None):
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ts = list(self.templates.values())
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if task_type:
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ts = [t for t in ts if t.task_type == task_type]
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if tags:
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ts = [t for t in ts if any(tag in t.tags for tag in tags)]
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ts.sort(key=lambda t: t.created, reverse=True)
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return ts
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def delete(self, name):
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if name not in self.templates:
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return False
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del self.templates[name]
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p = self.dir / f"{name}.json"
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if p.exists():
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p.unlink()
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return True
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def stats(self):
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if not self.templates:
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return {"total": 0, "by_type": {}, "examples": 0, "usage": 0}
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by_type = {}
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total_ex = 0
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total_use = 0
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for t in self.templates.values():
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by_type[t.task_type.value] = by_type.get(t.task_type.value, 0) + 1
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total_ex += len(t.examples)
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total_use += t.used
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return {"total": len(self.templates), "by_type": by_type, "examples": total_ex, "usage": total_use}
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|
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|
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if __name__ == "__main__":
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import argparse
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p = argparse.ArgumentParser()
|
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s = p.add_subparsers(dest="cmd")
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lp = s.add_parser("list")
|
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lp.add_argument("--type", choices=["code", "file", "research", "mixed"])
|
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lp.add_argument("--tags")
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cp = s.add_parser("create")
|
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cp.add_argument("session_id")
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cp.add_argument("--name")
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cp.add_argument("--type", choices=["code", "file", "research", "mixed"])
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cp.add_argument("--max", type=int, default=10)
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cp.add_argument("--desc")
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cp.add_argument("--tags")
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dp = s.add_parser("delete")
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dp.add_argument("name")
|
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sp = s.add_parser("stats")
|
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args = p.parse_args()
|
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ts = Templates()
|
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if args.cmd == "list":
|
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tt = TaskType(args.type) if args.type else None
|
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tags = args.tags.split(",") if args.tags else None
|
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for t in ts.list(tt, tags):
|
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print(f"{t.name}: {t.task_type.value} ({len(t.examples)} ex, used {t.used}x)")
|
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elif args.cmd == "create":
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tt = TaskType(args.type) if args.type else None
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tags = args.tags.split(",") if args.tags else None
|
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t = ts.create(args.session_id, args.name, tt, args.max, args.desc or "", tags)
|
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if t:
|
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print(f"Created: {t.name} ({len(t.examples)} examples)")
|
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else:
|
||||
print("Failed")
|
||||
elif args.cmd == "delete":
|
||||
print("Deleted" if ts.delete(args.name) else "Not found")
|
||||
elif args.cmd == "stats":
|
||||
s = ts.stats()
|
||||
print(f"Total: {s['total']}, Examples: {s['examples']}, Usage: {s['usage']}")
|
||||
for k, v in s['by_type'].items():
|
||||
print(f" {k}: {v}")
|
||||
else:
|
||||
p.print_help()
|
||||
Reference in New Issue
Block a user