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fix/479-ha
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triage/329
| Author | SHA1 | Date | |
|---|---|---|---|
| e3b5a6ac04 | |||
| 1aa1b18c48 | |||
| 9ec158761e |
206
docs/session-templates.md
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206
docs/session-templates.md
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# Session Templates for Code-First Seeding
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## Overview
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Session templates pre-seed new sessions with successful tool call patterns from previous sessions. Based on research finding that code-heavy sessions (execute_code dominant in first 30 turns) improve over time, while file-heavy sessions degrade.
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## Key Concepts
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### Task Type Classification
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Sessions are classified into four types based on tool call patterns:
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- **CODE**: execute_code dominant (>60% of tool calls)
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- **FILE**: file operations dominant (read_file, write_file, patch, search_files)
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- **RESEARCH**: research tools dominant (web_search, web_fetch, browser_navigate)
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- **MIXED**: no dominant type (<60% for any category)
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### Template Structure
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Each template contains:
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- **Name**: Unique identifier
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- **Task Type**: CODE, FILE, RESEARCH, or MIXED
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- **Examples**: List of successful tool calls with arguments and results
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- **Description**: Human-readable description
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- **Tags**: Optional categorization tags
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- **Usage Count**: How many times the template has been used
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- **Source Session ID**: Session from which template was extracted
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## Usage
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### CLI Interface
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```bash
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# List all templates
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python -m tools.session_templates list
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# List only code templates
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python -m tools.session_templates list --type code
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# List templates with specific tags
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python -m tools.session_templates list --tags "python,testing"
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# Create template from session
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python -m tools.session_templates create 20260413_123456_abc123 --name my-code-template
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# Create template with description and tags
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python -m tools.session_templates create 20260413_123456_abc123 \
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--name my-template \
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--type code \
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--description "Python development template" \
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--tags "python,development"
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# Delete template
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python -m tools.session_templates delete my-template
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# Show statistics
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python -m tools.session_templates stats
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```
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### Programmatic Usage
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```python
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from tools.session_templates import SessionTemplates, TaskType
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# Create template manager
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templates = SessionTemplates()
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# Get template for code tasks
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template = templates.get_template(TaskType.CODE)
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# Inject template into messages
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messages = [
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{"role": "system", "content": "You are a helpful assistant."},
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{"role": "user", "content": "Help me write some code"}
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]
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updated_messages = templates.inject_into_messages(template, messages)
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# Create template from session
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template = templates.create_template(
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session_id="20260413_123456_abc123",
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name="my-template",
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task_type=TaskType.CODE,
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max_examples=10,
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description="My template",
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tags=["python", "development"]
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)
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# List templates
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code_templates = templates.list_templates(task_type=TaskType.CODE)
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all_templates = templates.list_templates()
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# Get statistics
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stats = templates.get_template_stats()
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print(f"Total templates: {stats['total']}")
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print(f"Total examples: {stats['total_examples']}")
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```
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## Implementation Details
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### Template Extraction
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1. Query SQLite database for session messages
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2. Extract tool calls from assistant messages
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3. Match tool calls with their results from tool responses
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4. Create ToolCallExample objects with arguments and results
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### Template Injection
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1. Create system message about template
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2. Add assistant messages with tool calls from template
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3. Add tool responses with results
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4. Insert after existing system messages
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5. Update template usage count
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### Storage
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Templates are stored as JSON files in `~/.hermes/session-templates/`:
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```json
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{
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"name": "code_python_20260413",
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"task_type": "code",
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"examples": [
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{
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"tool_name": "execute_code",
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"arguments": {"code": "print('hello world')"},
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"result": "hello world",
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"success": true,
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"turn_number": 0
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}
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],
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"description": "Python development template",
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"created_at": 1712345678.0,
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"usage_count": 5,
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"source_session_id": "20260413_123456_abc123",
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"tags": ["python", "development"]
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}
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```
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## Research Background
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### Finding
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Code-heavy sessions (execute_code dominant in first 30 turns) improve over time. File-heavy sessions (search/read/patch) degrade. The key is deterministic feedback loops, not arbitrary context.
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### Hypothesis
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Pre-seeding new sessions with successful tool call patterns establishes feedback loops early, leading to:
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- Lower error rate in first 30 turns
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- Faster time to first success
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- Fewer total errors
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- Better tool call diversity
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### Experiment Design
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A/B test: cold start vs code-seeded start on same task. Measure:
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- Error rate in first 30 turns
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- Time to first success
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- Total errors
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- Tool call diversity
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## Best Practices
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### Template Creation
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1. **Extract from successful sessions**: Only use sessions with high success rates
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2. **Limit examples**: 5-10 examples per template is optimal
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3. **Use descriptive names**: Include task type and context in name
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4. **Add tags**: Use tags for categorization and filtering
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5. **Update regularly**: Create new templates from recent successful sessions
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### Template Usage
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1. **Match task type**: Use templates that match the expected task type
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2. **Don't over-inject**: One template per session is sufficient
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3. **Monitor effectiveness**: Track whether templates improve performance
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4. **Clean up old templates**: Remove templates that are no longer effective
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## Troubleshooting
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### No Templates Found
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- Check if `~/.hermes/session-templates/` directory exists
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- Verify session database exists at `~/.hermes/state.db`
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- Check if session has successful tool calls
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### Template Injection Not Working
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- Verify template has examples
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- Check if messages list is not empty
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- Ensure template is properly loaded
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### Extraction Fails
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- Verify session ID exists in database
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- Check if session has tool calls
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- Ensure database is not corrupted
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## Future Enhancements
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1. **Automatic template creation**: Create templates automatically from successful sessions
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2. **Template optimization**: Use ML to optimize template selection
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3. **Cross-session learning**: Share templates across users (with privacy controls)
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4. **Template versioning**: Track template effectiveness over time
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5. **Dynamic template adjustment**: Adjust templates based on task complexity
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343
tests/test_session_templates.py
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343
tests/test_session_templates.py
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@@ -0,0 +1,343 @@
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"""
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Tests for session templates.
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"""
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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 unittest.mock import Mock, patch, MagicMock
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from tools.session_templates import (
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SessionTemplates,
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SessionTemplate,
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ToolCallExample,
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TaskType
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)
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class TestTaskTypeClassification:
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"""Test task type classification."""
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def test_code_heavy(self):
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"""Test classification of code-heavy sessions."""
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templates = SessionTemplates()
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tool_calls = [
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{"tool_name": "execute_code"},
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{"tool_name": "execute_code"},
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{"tool_name": "execute_code"},
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{"tool_name": "read_file"},
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]
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result = templates.classify_task_type(tool_calls)
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assert result == TaskType.CODE
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def test_file_heavy(self):
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"""Test classification of file-heavy sessions."""
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templates = SessionTemplates()
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tool_calls = [
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{"tool_name": "read_file"},
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{"tool_name": "write_file"},
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{"tool_name": "patch"},
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{"tool_name": "search_files"},
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]
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result = templates.classify_task_type(tool_calls)
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assert result == TaskType.FILE
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def test_research_heavy(self):
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"""Test classification of research-heavy sessions."""
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templates = SessionTemplates()
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tool_calls = [
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{"tool_name": "web_search"},
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{"tool_name": "web_fetch"},
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{"tool_name": "browser_navigate"},
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]
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result = templates.classify_task_type(tool_calls)
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assert result == TaskType.RESEARCH
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def test_mixed(self):
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"""Test classification of mixed sessions."""
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templates = SessionTemplates()
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tool_calls = [
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{"tool_name": "execute_code"},
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{"tool_name": "read_file"},
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{"tool_name": "web_search"},
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]
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result = templates.classify_task_type(tool_calls)
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assert result == TaskType.MIXED
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def test_empty(self):
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"""Test classification of empty sessions."""
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templates = SessionTemplates()
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result = templates.classify_task_type([])
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assert result == TaskType.MIXED
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class TestToolCallExample:
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"""Test ToolCallExample dataclass."""
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def test_to_dict(self):
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"""Test conversion to dictionary."""
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example = ToolCallExample(
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tool_name="execute_code",
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arguments={"code": "print('hello')"},
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result="hello",
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success=True,
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turn_number=0
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)
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data = example.to_dict()
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assert data["tool_name"] == "execute_code"
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assert data["arguments"] == {"code": "print('hello')"}
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assert data["result"] == "hello"
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assert data["success"] is True
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def test_from_dict(self):
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"""Test creation from dictionary."""
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data = {
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"tool_name": "execute_code",
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"arguments": {"code": "print('hello')"},
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"result": "hello",
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"success": True,
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"turn_number": 0
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}
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example = ToolCallExample.from_dict(data)
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assert example.tool_name == "execute_code"
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assert example.arguments == {"code": "print('hello')"}
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assert example.result == "hello"
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class TestSessionTemplate:
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"""Test SessionTemplate dataclass."""
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def test_to_dict(self):
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"""Test conversion to dictionary."""
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examples = [
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ToolCallExample(
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tool_name="execute_code",
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arguments={"code": "print('hello')"},
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result="hello",
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success=True
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)
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]
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template = SessionTemplate(
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name="test_template",
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task_type=TaskType.CODE,
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examples=examples,
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description="Test template"
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)
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data = template.to_dict()
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assert data["name"] == "test_template"
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assert data["task_type"] == "code"
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assert len(data["examples"]) == 1
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def test_from_dict(self):
|
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"""Test creation from dictionary."""
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data = {
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"name": "test_template",
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"task_type": "code",
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"examples": [
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{
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"tool_name": "execute_code",
|
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"arguments": {"code": "print('hello')"},
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"result": "hello",
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"success": True,
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"turn_number": 0
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}
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],
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"description": "Test template",
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"created_at": 1234567890.0,
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"usage_count": 0,
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"source_session_id": None,
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"tags": []
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}
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|
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template = SessionTemplate.from_dict(data)
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assert template.name == "test_template"
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assert template.task_type == TaskType.CODE
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assert len(template.examples) == 1
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class TestSessionTemplates:
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"""Test SessionTemplates manager."""
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def test_create_and_list(self):
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"""Test creating and listing templates."""
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with tempfile.TemporaryDirectory() as tmpdir:
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template_dir = Path(tmpdir)
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manager = SessionTemplates(template_dir=template_dir)
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# Create a mock template
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examples = [
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ToolCallExample(
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tool_name="execute_code",
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arguments={"code": "print('hello')"},
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result="hello",
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success=True
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)
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]
|
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|
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template = SessionTemplate(
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name="test_template",
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task_type=TaskType.CODE,
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examples=examples
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)
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|
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manager.templates["test_template"] = template
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manager._save_template(template)
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# List templates
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templates = manager.list_templates()
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assert len(templates) == 1
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assert templates[0].name == "test_template"
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|
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def test_get_template(self):
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"""Test getting template by task type."""
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with tempfile.TemporaryDirectory() as tmpdir:
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template_dir = Path(tmpdir)
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manager = SessionTemplates(template_dir=template_dir)
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|
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# Create templates
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code_template = SessionTemplate(
|
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name="code_template",
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task_type=TaskType.CODE,
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examples=[]
|
||||
)
|
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|
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file_template = SessionTemplate(
|
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name="file_template",
|
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task_type=TaskType.FILE,
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examples=[]
|
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)
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|
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manager.templates["code_template"] = code_template
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manager.templates["file_template"] = file_template
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|
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# Get code template
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result = manager.get_template(TaskType.CODE)
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assert result is not None
|
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assert result.name == "code_template"
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|
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# Get file template
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result = manager.get_template(TaskType.FILE)
|
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assert result is not None
|
||||
assert result.name == "file_template"
|
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|
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# Get non-existent template
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result = manager.get_template(TaskType.RESEARCH)
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assert result is None
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||||
|
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def test_inject_into_messages(self):
|
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"""Test injecting template into messages."""
|
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with tempfile.TemporaryDirectory() as tmpdir:
|
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template_dir = Path(tmpdir)
|
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manager = SessionTemplates(template_dir=template_dir)
|
||||
|
||||
# Create template
|
||||
examples = [
|
||||
ToolCallExample(
|
||||
tool_name="execute_code",
|
||||
arguments={"code": "print('hello')"},
|
||||
result="hello",
|
||||
success=True
|
||||
)
|
||||
]
|
||||
|
||||
template = SessionTemplate(
|
||||
name="test_template",
|
||||
task_type=TaskType.CODE,
|
||||
examples=examples
|
||||
)
|
||||
|
||||
manager.templates["test_template"] = template
|
||||
|
||||
# Test injection
|
||||
messages = [
|
||||
{"role": "system", "content": "You are a helpful assistant."},
|
||||
{"role": "user", "content": "Hello"}
|
||||
]
|
||||
|
||||
result = manager.inject_into_messages(template, messages)
|
||||
|
||||
# Should have added template messages
|
||||
assert len(result) > len(messages)
|
||||
assert any("Session template loaded" in str(msg.get("content", ""))
|
||||
for msg in result)
|
||||
|
||||
# Usage count should be updated
|
||||
assert template.usage_count == 1
|
||||
|
||||
def test_delete_template(self):
|
||||
"""Test deleting templates."""
|
||||
with tempfile.TemporaryDirectory() as tmpdir:
|
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template_dir = Path(tmpdir)
|
||||
manager = SessionTemplates(template_dir=template_dir)
|
||||
|
||||
# Create template
|
||||
template = SessionTemplate(
|
||||
name="test_template",
|
||||
task_type=TaskType.CODE,
|
||||
examples=[]
|
||||
)
|
||||
|
||||
manager.templates["test_template"] = template
|
||||
manager._save_template(template)
|
||||
|
||||
# Verify it exists
|
||||
assert "test_template" in manager.templates
|
||||
assert (template_dir / "test_template.json").exists()
|
||||
|
||||
# Delete it
|
||||
result = manager.delete_template("test_template")
|
||||
assert result is True
|
||||
|
||||
# Verify it's gone
|
||||
assert "test_template" not in manager.templates
|
||||
assert not (template_dir / "test_template.json").exists()
|
||||
|
||||
def test_get_template_stats(self):
|
||||
"""Test getting template statistics."""
|
||||
with tempfile.TemporaryDirectory() as tmpdir:
|
||||
template_dir = Path(tmpdir)
|
||||
manager = SessionTemplates(template_dir=template_dir)
|
||||
|
||||
# Create templates
|
||||
code_template = SessionTemplate(
|
||||
name="code_template",
|
||||
task_type=TaskType.CODE,
|
||||
examples=[
|
||||
ToolCallExample("execute_code", {}, "", True),
|
||||
ToolCallExample("execute_code", {}, "", True)
|
||||
],
|
||||
usage_count=5
|
||||
)
|
||||
|
||||
file_template = SessionTemplate(
|
||||
name="file_template",
|
||||
task_type=TaskType.FILE,
|
||||
examples=[
|
||||
ToolCallExample("read_file", {}, "", True)
|
||||
],
|
||||
usage_count=3
|
||||
)
|
||||
|
||||
manager.templates["code_template"] = code_template
|
||||
manager.templates["file_template"] = file_template
|
||||
|
||||
stats = manager.get_template_stats()
|
||||
|
||||
assert stats["total"] == 2
|
||||
assert stats["total_examples"] == 3
|
||||
assert stats["total_usage"] == 8
|
||||
assert stats["by_type"]["code"] == 1
|
||||
assert stats["by_type"]["file"] == 1
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
pytest.main([__file__])
|
||||
471
tools/session_templates.py
Normal file
471
tools/session_templates.py
Normal file
@@ -0,0 +1,471 @@
|
||||
"""
|
||||
Session templates for code-first seeding.
|
||||
|
||||
Research finding: Code-heavy sessions (execute_code dominant in first 30 turns)
|
||||
improve over time. File-heavy sessions degrade. Key is deterministic feedback loops.
|
||||
|
||||
This module provides:
|
||||
1. Template extraction from successful sessions
|
||||
2. Task type classification (code, file, research, mixed)
|
||||
3. Template storage in ~/.hermes/session-templates/
|
||||
4. Template injection into new sessions
|
||||
5. CLI interface for template management
|
||||
"""
|
||||
|
||||
import json
|
||||
import logging
|
||||
import os
|
||||
import sqlite3
|
||||
import time
|
||||
from pathlib import Path
|
||||
from typing import Dict, List, Optional, Any, Tuple
|
||||
from dataclasses import dataclass, asdict, field
|
||||
from enum import Enum
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
# Default template directory
|
||||
DEFAULT_TEMPLATE_DIR = Path.home() / ".hermes" / "session-templates"
|
||||
|
||||
|
||||
class TaskType(Enum):
|
||||
"""Task type classification."""
|
||||
CODE = "code"
|
||||
FILE = "file"
|
||||
RESEARCH = "research"
|
||||
MIXED = "mixed"
|
||||
|
||||
|
||||
@dataclass
|
||||
class ToolCallExample:
|
||||
"""A single tool call example."""
|
||||
tool_name: str
|
||||
arguments: Dict[str, Any]
|
||||
result: str
|
||||
success: bool
|
||||
turn_number: int = 0
|
||||
|
||||
def to_dict(self) -> Dict[str, Any]:
|
||||
return asdict(self)
|
||||
|
||||
@classmethod
|
||||
def from_dict(cls, data: Dict[str, Any]) -> 'ToolCallExample':
|
||||
return cls(**data)
|
||||
|
||||
|
||||
@dataclass
|
||||
class SessionTemplate:
|
||||
"""A session template with tool call examples."""
|
||||
name: str
|
||||
task_type: TaskType
|
||||
examples: List[ToolCallExample]
|
||||
description: str = ""
|
||||
created_at: float = 0.0
|
||||
usage_count: int = 0
|
||||
source_session_id: Optional[str] = None
|
||||
tags: List[str] = field(default_factory=list)
|
||||
|
||||
def __post_init__(self):
|
||||
if self.created_at == 0.0:
|
||||
self.created_at = time.time()
|
||||
|
||||
def to_dict(self) -> Dict[str, Any]:
|
||||
data = asdict(self)
|
||||
data['task_type'] = self.task_type.value
|
||||
return data
|
||||
|
||||
@classmethod
|
||||
def from_dict(cls, data: Dict[str, Any]) -> 'SessionTemplate':
|
||||
data['task_type'] = TaskType(data['task_type'])
|
||||
examples_data = data.get('examples', [])
|
||||
data['examples'] = [ToolCallExample.from_dict(e) for e in examples_data]
|
||||
return cls(**data)
|
||||
|
||||
|
||||
class SessionTemplates:
|
||||
"""Manages session templates for code-first seeding."""
|
||||
|
||||
def __init__(self, template_dir: Optional[Path] = None):
|
||||
self.template_dir = template_dir or DEFAULT_TEMPLATE_DIR
|
||||
self.template_dir.mkdir(parents=True, exist_ok=True)
|
||||
self.templates: Dict[str, SessionTemplate] = {}
|
||||
self._load_templates()
|
||||
|
||||
def _load_templates(self):
|
||||
"""Load all templates from disk."""
|
||||
for template_file in self.template_dir.glob("*.json"):
|
||||
try:
|
||||
with open(template_file, 'r') as f:
|
||||
data = json.load(f)
|
||||
template = SessionTemplate.from_dict(data)
|
||||
self.templates[template.name] = template
|
||||
except Exception as e:
|
||||
logger.warning(f"Failed to load template {template_file}: {e}")
|
||||
|
||||
def _save_template(self, template: SessionTemplate):
|
||||
"""Save a template to disk."""
|
||||
template_file = self.template_dir / f"{template.name}.json"
|
||||
with open(template_file, 'w') as f:
|
||||
json.dump(template.to_dict(), f, indent=2)
|
||||
|
||||
def classify_task_type(self, tool_calls: List[Dict[str, Any]]) -> TaskType:
|
||||
"""Classify task type based on tool calls."""
|
||||
if not tool_calls:
|
||||
return TaskType.MIXED
|
||||
|
||||
# Count tool types
|
||||
code_tools = {'execute_code', 'code_execution'}
|
||||
file_tools = {'read_file', 'write_file', 'patch', 'search_files'}
|
||||
research_tools = {'web_search', 'web_fetch', 'browser_navigate'}
|
||||
|
||||
tool_names = [tc.get('tool_name', '') for tc in tool_calls]
|
||||
|
||||
code_count = sum(1 for t in tool_names if t in code_tools)
|
||||
file_count = sum(1 for t in tool_names if t in file_tools)
|
||||
research_count = sum(1 for t in tool_names if t in research_tools)
|
||||
|
||||
total = len(tool_calls)
|
||||
if total == 0:
|
||||
return TaskType.MIXED
|
||||
|
||||
# Determine dominant type (60% threshold)
|
||||
code_ratio = code_count / total
|
||||
file_ratio = file_count / total
|
||||
research_ratio = research_count / total
|
||||
|
||||
if code_ratio > 0.6:
|
||||
return TaskType.CODE
|
||||
elif file_ratio > 0.6:
|
||||
return TaskType.FILE
|
||||
elif research_ratio > 0.6:
|
||||
return TaskType.RESEARCH
|
||||
else:
|
||||
return TaskType.MIXED
|
||||
|
||||
def extract_from_session(self, session_id: str, max_examples: int = 10) -> List[ToolCallExample]:
|
||||
"""Extract successful tool calls from a session."""
|
||||
db_path = Path.home() / ".hermes" / "state.db"
|
||||
if not db_path.exists():
|
||||
logger.warning(f"Session database not found: {db_path}")
|
||||
return []
|
||||
|
||||
try:
|
||||
conn = sqlite3.connect(str(db_path))
|
||||
conn.row_factory = sqlite3.Row
|
||||
|
||||
# Get messages with tool calls
|
||||
cursor = conn.execute("""
|
||||
SELECT role, content, tool_calls, tool_name, timestamp
|
||||
FROM messages
|
||||
WHERE session_id = ?
|
||||
ORDER BY timestamp
|
||||
LIMIT 100
|
||||
""", (session_id,))
|
||||
|
||||
messages = cursor.fetchall()
|
||||
conn.close()
|
||||
|
||||
examples = []
|
||||
turn_number = 0
|
||||
|
||||
for msg in messages:
|
||||
if len(examples) >= max_examples:
|
||||
break
|
||||
|
||||
if msg['role'] == 'assistant' and msg['tool_calls']:
|
||||
try:
|
||||
tool_calls = json.loads(msg['tool_calls'])
|
||||
for tc in tool_calls:
|
||||
if len(examples) >= max_examples:
|
||||
break
|
||||
|
||||
tool_name = tc.get('function', {}).get('name')
|
||||
if not tool_name:
|
||||
continue
|
||||
|
||||
try:
|
||||
arguments = json.loads(tc.get('function', {}).get('arguments', '{}'))
|
||||
except:
|
||||
arguments = {}
|
||||
|
||||
examples.append(ToolCallExample(
|
||||
tool_name=tool_name,
|
||||
arguments=arguments,
|
||||
result="", # Will be filled from tool response
|
||||
success=True,
|
||||
turn_number=turn_number
|
||||
))
|
||||
turn_number += 1
|
||||
except json.JSONDecodeError:
|
||||
continue
|
||||
|
||||
elif msg['role'] == 'tool' and examples and examples[-1].result == "":
|
||||
examples[-1].result = msg['content'] or ""
|
||||
|
||||
return examples
|
||||
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to extract from session {session_id}: {e}")
|
||||
return []
|
||||
|
||||
def create_template(self, session_id: str, name: Optional[str] = None,
|
||||
task_type: Optional[TaskType] = None,
|
||||
max_examples: int = 10,
|
||||
description: str = "",
|
||||
tags: Optional[List[str]] = None) -> Optional[SessionTemplate]:
|
||||
"""Create a template from a session."""
|
||||
examples = self.extract_from_session(session_id, max_examples)
|
||||
if not examples:
|
||||
logger.warning(f"No successful tool calls found in session {session_id}")
|
||||
return None
|
||||
|
||||
# Classify task type if not provided
|
||||
if task_type is None:
|
||||
tool_calls = [{'tool_name': e.tool_name} for e in examples]
|
||||
task_type = self.classify_task_type(tool_calls)
|
||||
|
||||
# Generate name if not provided
|
||||
if name is None:
|
||||
name = f"{task_type.value}_{session_id[:8]}_{int(time.time())}"
|
||||
|
||||
# Create template
|
||||
template = SessionTemplate(
|
||||
name=name,
|
||||
task_type=task_type,
|
||||
examples=examples,
|
||||
description=description or f"Template with {len(examples)} examples",
|
||||
source_session_id=session_id,
|
||||
tags=tags or []
|
||||
)
|
||||
|
||||
# Save template
|
||||
self.templates[name] = template
|
||||
self._save_template(template)
|
||||
|
||||
logger.info(f"Created template {name} with {len(examples)} examples")
|
||||
return template
|
||||
|
||||
def get_template(self, task_type: TaskType, tags: Optional[List[str]] = None) -> Optional[SessionTemplate]:
|
||||
"""Get the best template for a task type and optional tags."""
|
||||
matching = [t for t in self.templates.values() if t.task_type == task_type]
|
||||
|
||||
# Filter by tags if provided
|
||||
if tags:
|
||||
matching = [t for t in matching if any(tag in t.tags for tag in tags)]
|
||||
|
||||
if not matching:
|
||||
return None
|
||||
|
||||
# Sort by usage count (prefer less used templates)
|
||||
matching.sort(key=lambda t: t.usage_count)
|
||||
return matching[0]
|
||||
|
||||
def inject_into_messages(self, template: SessionTemplate,
|
||||
messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
|
||||
"""Inject template examples into messages."""
|
||||
if not template.examples:
|
||||
return messages
|
||||
|
||||
# Create injection messages
|
||||
injection = []
|
||||
|
||||
# Add system message about template
|
||||
injection.append({
|
||||
"role": "system",
|
||||
"content": f"Session template loaded: {template.name} ({template.task_type.value})\n"
|
||||
f"Description: {template.description}\n"
|
||||
f"This template contains {len(template.examples)} successful tool calls "
|
||||
f"to establish a feedback loop early."
|
||||
})
|
||||
|
||||
# Add tool call examples
|
||||
for i, example in enumerate(template.examples):
|
||||
# Assistant message with tool call
|
||||
injection.append({
|
||||
"role": "assistant",
|
||||
"content": None,
|
||||
"tool_calls": [{
|
||||
"id": f"template_{template.name}_{i}",
|
||||
"type": "function",
|
||||
"function": {
|
||||
"name": example.tool_name,
|
||||
"arguments": json.dumps(example.arguments)
|
||||
}
|
||||
}]
|
||||
})
|
||||
|
||||
# Tool response
|
||||
injection.append({
|
||||
"role": "tool",
|
||||
"tool_call_id": f"template_{template.name}_{i}",
|
||||
"content": example.result
|
||||
})
|
||||
|
||||
# Insert after system messages
|
||||
insert_index = 0
|
||||
for i, msg in enumerate(messages):
|
||||
if msg.get("role") != "system":
|
||||
break
|
||||
insert_index = i + 1
|
||||
|
||||
# Insert injection
|
||||
for i, msg in enumerate(injection):
|
||||
messages.insert(insert_index + i, msg)
|
||||
|
||||
# Update usage count
|
||||
template.usage_count += 1
|
||||
self._save_template(template)
|
||||
|
||||
return messages
|
||||
|
||||
def list_templates(self, task_type: Optional[TaskType] = None,
|
||||
tags: Optional[List[str]] = None) -> List[SessionTemplate]:
|
||||
"""List templates, optionally filtered by task type and tags."""
|
||||
templates = list(self.templates.values())
|
||||
|
||||
if task_type:
|
||||
templates = [t for t in templates if t.task_type == task_type]
|
||||
|
||||
if tags:
|
||||
templates = [t for t in templates if any(tag in t.tags for tag in tags)]
|
||||
|
||||
templates.sort(key=lambda t: t.created_at, reverse=True)
|
||||
return templates
|
||||
|
||||
def delete_template(self, name: str) -> bool:
|
||||
"""Delete a template."""
|
||||
if name not in self.templates:
|
||||
return False
|
||||
|
||||
del self.templates[name]
|
||||
template_file = self.template_dir / f"{name}.json"
|
||||
if template_file.exists():
|
||||
template_file.unlink()
|
||||
|
||||
logger.info(f"Deleted template {name}")
|
||||
return True
|
||||
|
||||
def get_template_stats(self) -> Dict[str, Any]:
|
||||
"""Get statistics about templates."""
|
||||
if not self.templates:
|
||||
return {
|
||||
"total": 0,
|
||||
"by_type": {},
|
||||
"total_examples": 0,
|
||||
"total_usage": 0
|
||||
}
|
||||
|
||||
by_type = {}
|
||||
total_examples = 0
|
||||
total_usage = 0
|
||||
|
||||
for template in self.templates.values():
|
||||
task_type = template.task_type.value
|
||||
by_type[task_type] = by_type.get(task_type, 0) + 1
|
||||
total_examples += len(template.examples)
|
||||
total_usage += template.usage_count
|
||||
|
||||
return {
|
||||
"total": len(self.templates),
|
||||
"by_type": by_type,
|
||||
"total_examples": total_examples,
|
||||
"total_usage": total_usage
|
||||
}
|
||||
|
||||
|
||||
# CLI interface
|
||||
def main():
|
||||
"""CLI for session templates."""
|
||||
import argparse
|
||||
|
||||
parser = argparse.ArgumentParser(description="Session Templates")
|
||||
subparsers = parser.add_subparsers(dest="command")
|
||||
|
||||
# List templates
|
||||
list_parser = subparsers.add_parser("list", help="List templates")
|
||||
list_parser.add_argument("--type", choices=["code", "file", "research", "mixed"],
|
||||
help="Filter by task type")
|
||||
list_parser.add_argument("--tags", help="Filter by tags (comma-separated)")
|
||||
|
||||
# Create template
|
||||
create_parser = subparsers.add_parser("create", help="Create template from session")
|
||||
create_parser.add_argument("session_id", help="Session ID")
|
||||
create_parser.add_argument("--name", help="Template name")
|
||||
create_parser.add_argument("--type", choices=["code", "file", "research", "mixed"],
|
||||
help="Task type")
|
||||
create_parser.add_argument("--max-examples", type=int, default=10,
|
||||
help="Maximum examples to extract")
|
||||
create_parser.add_argument("--description", help="Template description")
|
||||
create_parser.add_argument("--tags", help="Tags (comma-separated)")
|
||||
|
||||
# Delete template
|
||||
delete_parser = subparsers.add_parser("delete", help="Delete template")
|
||||
delete_parser.add_argument("name", help="Template name")
|
||||
|
||||
# Show stats
|
||||
stats_parser = subparsers.add_parser("stats", help="Show template statistics")
|
||||
|
||||
args = parser.parse_args()
|
||||
|
||||
templates = SessionTemplates()
|
||||
|
||||
if args.command == "list":
|
||||
task_type = TaskType(args.type) if args.type else None
|
||||
tags = args.tags.split(",") if args.tags else None
|
||||
template_list = templates.list_templates(task_type, tags)
|
||||
|
||||
if not template_list:
|
||||
print("No templates found")
|
||||
return
|
||||
|
||||
print(f"Found {len(template_list)} templates:")
|
||||
for t in template_list:
|
||||
tags_str = f" [tags: {', '.join(t.tags)}]" if t.tags else ""
|
||||
print(f" {t.name}: {t.task_type.value} ({len(t.examples)} examples, "
|
||||
f"used {t.usage_count} times){tags_str}")
|
||||
|
||||
elif args.command == "create":
|
||||
task_type = TaskType(args.type) if args.type else None
|
||||
tags = args.tags.split(",") if args.tags else None
|
||||
|
||||
template = templates.create_template(
|
||||
args.session_id,
|
||||
name=args.name,
|
||||
task_type=task_type,
|
||||
max_examples=args.max_examples,
|
||||
description=args.description or "",
|
||||
tags=tags
|
||||
)
|
||||
|
||||
if template:
|
||||
print(f"Created template: {template.name}")
|
||||
print(f" Type: {template.task_type.value}")
|
||||
print(f" Examples: {len(template.examples)}")
|
||||
if template.tags:
|
||||
print(f" Tags: {', '.join(template.tags)}")
|
||||
else:
|
||||
print("Failed to create template")
|
||||
|
||||
elif args.command == "delete":
|
||||
if templates.delete_template(args.name):
|
||||
print(f"Deleted template: {args.name}")
|
||||
else:
|
||||
print(f"Template not found: {args.name}")
|
||||
|
||||
elif args.command == "stats":
|
||||
stats = templates.get_template_stats()
|
||||
print("Template Statistics:")
|
||||
print(f" Total templates: {stats['total']}")
|
||||
print(f" Total examples: {stats['total_examples']}")
|
||||
print(f" Total usage: {stats['total_usage']}")
|
||||
if stats['by_type']:
|
||||
print(" By type:")
|
||||
for task_type, count in stats['by_type'].items():
|
||||
print(f" {task_type}: {count}")
|
||||
|
||||
else:
|
||||
parser.print_help()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
Reference in New Issue
Block a user