● feat: Draft pip package policy management system (not yet integrated)
Add comprehensive pip dependency conflict resolution framework as draft implementation. This is self-contained and does not affect existing ComfyUI Manager functionality. Key components: - pip_util.py with PipBatch class for policy-driven package management - Lazy-loaded policy system supporting base + user overrides - Multi-stage policy execution (uninstall → apply_first_match → apply_all_matches → restore) - Conditional policies based on platform, installed packages, and ComfyUI version - Comprehensive test suite covering edge cases, workflows, and platform scenarios - Design and implementation documentation Policy capabilities (draft): - Package replacement (e.g., PIL → Pillow, opencv-python → opencv-contrib-python) - Version pinning to prevent dependency conflicts - Dependency protection during installations - Platform-specific handling (Linux/Windows, GPU detection) - Pre-removal and post-restoration workflows Testing infrastructure: - Pytest-based test suite with isolated environments - Dependency analysis tools for conflict detection - Coverage for policy priority, edge cases, and environment recovery Status: Draft implementation complete, integration with manager workflows pending.
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comfyui_manager/common/pip_util.implementation-plan.en.md
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comfyui_manager/common/pip_util.implementation-plan.en.md
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# pip_util.py Implementation Plan Document
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## 1. Project Overview
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### Purpose
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Implement a policy-based pip package management system that minimizes breaking existing installed dependencies
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### Core Features
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- JSON-based policy file loading and merging (lazy loading)
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- Per-package installation policy evaluation and application
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- Performance optimization through batch-level pip freeze caching
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- Automated conditional package removal/restoration
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### Technology Stack
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- Python 3.x
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- packaging library (version comparison)
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- subprocess (pip command execution)
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- json (policy file parsing)
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---
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## 2. Architecture Design
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### 2.1 Global Policy Management (Lazy Loading Pattern)
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```
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┌─────────────────────────────────────┐
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│ get_pip_policy() │
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│ - Auto-loads policy files on │
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│ first call via lazy loading │
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│ - Returns cache on subsequent calls│
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└─────────────────────────────────────┘
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│
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▼
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┌─────────────────────────────────────┐
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│ _pip_policy_cache (global) │
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│ - Merged policy dictionary │
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│ - {package_name: policy_object} │
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└─────────────────────────────────────┘
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```
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### 2.2 Batch Operation Class (PipBatch)
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```
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┌─────────────────────────────────────┐
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│ PipBatch (Context Manager) │
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│ ┌───────────────────────────────┐ │
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│ │ _installed_cache │ │
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│ │ - Caches pip freeze results │ │
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│ │ - {package: version} │ │
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│ └───────────────────────────────┘ │
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│ │
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│ Public Methods: │
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│ ├─ install() │
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│ ├─ ensure_not_installed() │
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│ └─ ensure_installed() │
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│ │
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│ Private Methods: │
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│ ├─ _get_installed_packages() │
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│ ├─ _refresh_installed_cache() │
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│ ├─ _invalidate_cache() │
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│ ├─ _parse_package_spec() │
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│ └─ _evaluate_condition() │
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└─────────────────────────────────────┘
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```
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### 2.3 Policy Evaluation Flow
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```
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install("numpy>=1.20") called
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│
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▼
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get_pip_policy() → Load policy (lazy)
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│
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▼
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Parse package name: "numpy"
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│
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▼
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Look up "numpy" policy in policy dictionary
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│
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├─ Evaluate apply_first_match (exclusive)
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│ ├─ skip → Return False (don't install)
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│ ├─ force_version → Change version
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│ └─ replace → Replace package
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│
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├─ Evaluate apply_all_matches (cumulative)
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│ ├─ pin_dependencies → Pin dependencies
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│ ├─ install_with → Additional packages
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│ └─ warn → Warning log
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│
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▼
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Execute pip install
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│
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▼
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Invalidate cache (_invalidate_cache)
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```
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---
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## 3. Phase-by-Phase Implementation Plan
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### Phase 1: Core Infrastructure Setup (2-3 hours)
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#### Task 1.1: Project Structure and Dependency Setup (30 min)
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**Implementation**:
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- Create `pip_util.py` file
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- Add necessary import statements
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```python
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import json
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import logging
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import platform
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import re
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import subprocess
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from pathlib import Path
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from typing import Dict, List, Optional, Tuple
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from packaging.specifiers import SpecifierSet
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from packaging.version import Version
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from . import manager_util, context
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```
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- Set up logging
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```python
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logger = logging.getLogger(__name__)
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```
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**Validation**:
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- Module loads without import errors
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- Logger works correctly
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#### Task 1.2: Global Variable and get_pip_policy() Implementation (1 hour)
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**Implementation**:
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- Declare global variable
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```python
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_pip_policy_cache: Optional[Dict] = None
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```
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- Implement `get_pip_policy()` function
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- Check cache and early return
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- Read base policy file (`{manager_util.comfyui_manager_path}/pip-policy.json`)
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- Read user policy file (`{context.manager_files_path}/pip-policy.user.json`)
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- Create file if doesn't exist (for user policy)
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- Merge policies (complete package-level replacement)
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- Save to cache and return
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**Exception Handling**:
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- `FileNotFoundError`: File not found → Use empty dictionary
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- `json.JSONDecodeError`: JSON parse failure → Warning log + empty dictionary
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- General exception: Warning log + empty dictionary
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**Validation**:
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- Returns empty dictionary when policy files don't exist
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- Returns correct merged result when policy files exist
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- Confirms cache usage on second call (load log appears only once)
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#### Task 1.3: PipBatch Class Basic Structure (30 min)
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**Implementation**:
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- Class definition and `__init__`
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```python
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class PipBatch:
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def __init__(self):
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self._installed_cache: Optional[Dict[str, str]] = None
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```
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- Context manager methods (`__enter__`, `__exit__`)
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```python
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_val, exc_tb):
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self._installed_cache = None
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return False
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```
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**Validation**:
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- `with PipBatch() as batch:` syntax works correctly
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- Cache cleared on `__exit__` call
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---
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### Phase 2: Caching and Utility Methods (2-3 hours)
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#### Task 2.1: pip freeze Caching Methods (1 hour)
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**Implementation**:
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- Implement `_refresh_installed_cache()`
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- Call `manager_util.make_pip_cmd(["freeze"])`
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- Execute command via subprocess
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- Parse output (package==version format)
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- Exclude editable packages (-e) and comments (#)
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- Convert to dictionary and store in `self._installed_cache`
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- Implement `_get_installed_packages()`
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- Call `_refresh_installed_cache()` if cache is None
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- Return cache
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- Implement `_invalidate_cache()`
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- Set `self._installed_cache = None`
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**Exception Handling**:
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- `subprocess.CalledProcessError`: pip freeze failure → Empty dictionary
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- Parse error: Ignore line + warning log
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**Validation**:
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- pip freeze results correctly parsed into dictionary
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- New load occurs after cache invalidation and re-query
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#### Task 2.2: Package Spec Parsing (30 min)
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**Implementation**:
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- Implement `_parse_package_spec(package_info)`
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- Regex pattern: `^([a-zA-Z0-9_-]+)([><=!~]+.*)?$`
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- Split package name and version spec
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- Return tuple: `(package_name, version_spec)`
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**Exception Handling**:
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- Parse failure: Raise `ValueError`
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**Validation**:
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- "numpy" → ("numpy", None)
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- "numpy==1.26.0" → ("numpy", "==1.26.0")
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- "pandas>=2.0.0" → ("pandas", ">=2.0.0")
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- Invalid format → ValueError
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#### Task 2.3: Condition Evaluation Method (1.5 hours)
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**Implementation**:
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- Implement `_evaluate_condition(condition, package_name, installed_packages)`
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**Handling by Condition Type**:
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1. **condition is None**: Always return True
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2. **"installed" type**:
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- `target_package = condition.get("package", package_name)`
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- Check version with `installed_packages.get(target_package)`
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- If spec exists, compare using `packaging.specifiers.SpecifierSet`
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- If no spec, only check installation status
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3. **"platform" type**:
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- `os` condition: Compare with `platform.system()`
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- `has_gpu` condition: Check `torch.cuda.is_available()` (False if torch unavailable)
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- `comfyui_version` condition: TODO (currently warning)
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**Exception Handling**:
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- Version comparison failure: Warning log + return False
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- Unknown condition type: Warning log + return False
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**Validation**:
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- Write test cases for each condition type
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- Verify edge case handling (torch not installed, invalid version format, etc.)
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---
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### Phase 3: Core Installation Logic Implementation (4-5 hours)
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#### Task 3.1: install() Method - Basic Flow (2 hours)
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**Implementation**:
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1. Parse package spec (`_parse_package_spec`)
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2. Query installed package cache (`_get_installed_packages`)
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3. If `override_policy=True`, install directly and return
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4. Call `get_pip_policy()` to load policy
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5. Default installation if no policy exists
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**Validation**:
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- Verify policy ignored when override_policy=True
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- Verify default installation for packages without policy
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#### Task 3.2: install() Method - apply_first_match Policy (1 hour)
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**Implementation**:
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- Iterate through policy list top-to-bottom
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- Evaluate each policy's condition (`_evaluate_condition`)
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- When condition satisfied:
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- **skip**: Log reason and return False
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- **force_version**: Force version change
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- **replace**: Replace package
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- Apply only first match (break)
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**Validation**:
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- Verify installation blocked by skip policy
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- Verify version changed by force_version
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- Verify package replaced by replace
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#### Task 3.3: install() Method - apply_all_matches Policy (1 hour)
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**Implementation**:
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- Iterate through policy list top-to-bottom
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- Evaluate each policy's condition
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- Apply all condition-satisfying policies:
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- **pin_dependencies**: Pin to installed version
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- **install_with**: Add to additional package list
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- **warn**: Output warning log
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**Validation**:
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- Verify multiple policies applied simultaneously
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- Verify version pinning by pin_dependencies
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- Verify additional package installation by install_with
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#### Task 3.4: install() Method - Installation Execution and Retry Logic (1 hour)
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**Implementation**:
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1. Compose final package list
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2. Generate command using `manager_util.make_pip_cmd()`
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3. Handle `extra_index_url`
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4. Execute installation via subprocess
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5. Handle failure based on on_failure setting:
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- `retry_without_pin`: Retry without pins
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- `fail`: Raise exception
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- Other: Warning log
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6. Invalidate cache on success
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**Validation**:
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- Verify normal installation
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- Verify retry logic on pin failure
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- Verify error handling
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---
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### Phase 4: Batch Operation Methods Implementation (2-3 hours)
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#### Task 4.1: ensure_not_installed() Implementation (1.5 hours)
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**Implementation**:
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1. Call `get_pip_policy()`
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2. Iterate through all package policies
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3. Check each package's uninstall policy
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4. When condition satisfied:
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- Check if target package is installed
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- If installed, execute `pip uninstall -y {target}`
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- Remove from cache
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- Add to removal list
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5. Execute only first match (per package)
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6. Return list of removed packages
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**Exception Handling**:
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- Individual package removal failure: Warning log + continue
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**Validation**:
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- Verify package removal by uninstall policy
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- Verify batch removal of multiple packages
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- Verify continued processing of other packages even on removal failure
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#### Task 4.2: ensure_installed() Implementation (1.5 hours)
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**Implementation**:
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1. Call `get_pip_policy()`
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2. Iterate through all package policies
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3. Check each package's restore policy
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4. When condition satisfied:
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- Check target package's current version
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- If absent or different version:
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- Execute `pip install {target}=={version}`
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- Add extra_index_url if present
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- Update cache
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- Add to restoration list
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5. Execute only first match (per package)
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6. Return list of restored packages
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**Exception Handling**:
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- Individual package installation failure: Warning log + continue
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**Validation**:
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- Verify package restoration by restore policy
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- Verify reinstallation on version mismatch
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- Verify continued processing of other packages even on restoration failure
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---
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## 4. Testing Strategy
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### 4.1 Unit Tests
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#### Policy Loading Tests
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```python
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def test_get_pip_policy_empty():
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"""Returns empty dictionary when policy files don't exist"""
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def test_get_pip_policy_merge():
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"""Correctly merges base and user policies"""
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def test_get_pip_policy_cache():
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"""Uses cache on second call"""
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```
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#### Package Parsing Tests
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```python
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def test_parse_package_spec_simple():
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"""'numpy' → ('numpy', None)"""
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def test_parse_package_spec_version():
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"""'numpy==1.26.0' → ('numpy', '==1.26.0')"""
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def test_parse_package_spec_range():
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"""'pandas>=2.0.0' → ('pandas', '>=2.0.0')"""
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def test_parse_package_spec_invalid():
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"""Invalid format → ValueError"""
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```
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#### Condition Evaluation Tests
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```python
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def test_evaluate_condition_none():
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"""None condition → True"""
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def test_evaluate_condition_installed():
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"""Evaluates installed package condition"""
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def test_evaluate_condition_platform():
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"""Evaluates platform condition"""
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```
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### 4.2 Integration Tests
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#### Installation Policy Tests
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```python
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def test_install_with_skip_policy():
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"""Blocks installation with skip policy"""
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def test_install_with_force_version():
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"""Changes version with force_version policy"""
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def test_install_with_replace():
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"""Replaces package with replace policy"""
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|
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def test_install_with_pin_dependencies():
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"""Pins versions with pin_dependencies"""
|
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```
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|
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#### Batch Operation Tests
|
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```python
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def test_ensure_not_installed():
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"""Removes packages with uninstall policy"""
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def test_ensure_installed():
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"""Restores packages with restore policy"""
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def test_batch_workflow():
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"""Tests complete batch workflow"""
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```
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### 4.3 Edge Case Tests
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|
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```python
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def test_install_without_policy():
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"""Default installation for packages without policy"""
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|
||||
def test_install_override_policy():
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"""Ignores policy with override_policy=True"""
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|
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def test_pip_freeze_failure():
|
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"""Handles empty cache on pip freeze failure"""
|
||||
|
||||
def test_json_parse_error():
|
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"""Handles malformed JSON files"""
|
||||
|
||||
def test_subprocess_failure():
|
||||
"""Exception handling when pip command fails"""
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 5. Error Handling Strategy
|
||||
|
||||
### 5.1 Policy Loading Errors
|
||||
- **File not found**: Warning log + empty dictionary
|
||||
- **JSON parse failure**: Error log + empty dictionary
|
||||
- **No read permission**: Warning log + empty dictionary
|
||||
|
||||
### 5.2 Package Installation Errors
|
||||
- **pip command failure**: Depends on on_failure setting
|
||||
- `retry_without_pin`: Retry
|
||||
- `fail`: Raise exception
|
||||
- Other: Warning log
|
||||
- **Invalid package spec**: Raise ValueError
|
||||
|
||||
### 5.3 Batch Operation Errors
|
||||
- **Individual package failure**: Warning log + continue to next package
|
||||
- **pip freeze failure**: Empty dictionary + warning log
|
||||
|
||||
---
|
||||
|
||||
## 6. Performance Optimization
|
||||
|
||||
### 6.1 Caching Strategy
|
||||
- **Policy cache**: Reused program-wide via global variable
|
||||
- **pip freeze cache**: Reused per batch, invalidated after install/remove
|
||||
- **lazy loading**: Load only when needed
|
||||
|
||||
### 6.2 Parallel Processing Considerations
|
||||
- Current implementation is not thread-safe
|
||||
- Consider adding threading.Lock if needed
|
||||
- Batch operations execute sequentially only
|
||||
|
||||
---
|
||||
|
||||
## 7. Documentation Requirements
|
||||
|
||||
### 7.1 Code Documentation
|
||||
- Docstrings required for all public methods
|
||||
- Specify parameters, return values, and exceptions
|
||||
- Include usage examples
|
||||
|
||||
### 7.2 User Guide
|
||||
- Explain `pip-policy.json` structure
|
||||
- Policy writing examples
|
||||
- Usage pattern examples
|
||||
|
||||
### 7.3 Developer Guide
|
||||
- Architecture explanation
|
||||
- Extension methods
|
||||
- Test execution methods
|
||||
|
||||
---
|
||||
|
||||
## 8. Deployment Checklist
|
||||
|
||||
### 8.1 Code Quality
|
||||
- [ ] All unit tests pass
|
||||
- [ ] All integration tests pass
|
||||
- [ ] Code coverage ≥80%
|
||||
- [ ] No linting errors (flake8, pylint)
|
||||
- [ ] Type hints complete (mypy passes)
|
||||
|
||||
### 8.2 Documentation
|
||||
- [ ] README.md written
|
||||
- [ ] API documentation generated
|
||||
- [ ] Example policy files written
|
||||
- [ ] Usage guide written
|
||||
|
||||
### 8.3 Performance Verification
|
||||
- [ ] Policy loading performance measured (<100ms)
|
||||
- [ ] pip freeze caching effectiveness verified (≥50% speed improvement)
|
||||
- [ ] Memory usage confirmed (<10MB)
|
||||
|
||||
### 8.4 Security Verification
|
||||
- [ ] Input validation complete
|
||||
- [ ] Path traversal prevention
|
||||
- [ ] Command injection prevention
|
||||
- [ ] JSON parsing safety confirmed
|
||||
|
||||
---
|
||||
|
||||
## 9. Future Improvements
|
||||
|
||||
### 9.1 Short-term (1-2 weeks)
|
||||
- Implement ComfyUI version check
|
||||
- Implement user confirmation prompt (allow_continue=false)
|
||||
- Thread-safe improvements (add Lock)
|
||||
|
||||
### 9.2 Mid-term (1-2 months)
|
||||
- Add policy validation tools
|
||||
- Policy migration tools
|
||||
- More detailed logging and debugging options
|
||||
|
||||
### 9.3 Long-term (3-6 months)
|
||||
- Web UI for policy management
|
||||
- Provide policy templates
|
||||
- Community policy sharing system
|
||||
|
||||
---
|
||||
|
||||
## 10. Risks and Mitigation Strategies
|
||||
|
||||
### Risk 1: Policy Conflicts
|
||||
**Description**: Policies for different packages may conflict
|
||||
**Mitigation**: Develop policy validation tools, conflict detection algorithm
|
||||
|
||||
### Risk 2: pip Version Compatibility
|
||||
**Description**: Must work across various pip versions
|
||||
**Mitigation**: Test on multiple pip versions, version-specific branching
|
||||
|
||||
### Risk 3: Performance Degradation
|
||||
**Description**: Installation speed may decrease due to policy evaluation
|
||||
**Mitigation**: Optimize caching, minimize condition evaluation
|
||||
|
||||
### Risk 4: Policy Misconfiguration
|
||||
**Description**: Users may write incorrect policies
|
||||
**Mitigation**: JSON schema validation, provide examples and guides
|
||||
|
||||
---
|
||||
|
||||
## 11. Timeline
|
||||
|
||||
### Week 1
|
||||
- Phase 1: Core Infrastructure Setup (Day 1-2)
|
||||
- Phase 2: Caching and Utility Methods (Day 3-4)
|
||||
- Write unit tests (Day 5)
|
||||
|
||||
### Week 2
|
||||
- Phase 3: Core Installation Logic Implementation (Day 1-3)
|
||||
- Phase 4: Batch Operation Methods Implementation (Day 4-5)
|
||||
|
||||
### Week 3
|
||||
- Integration and edge case testing (Day 1-2)
|
||||
- Documentation (Day 3)
|
||||
- Code review and refactoring (Day 4-5)
|
||||
|
||||
### Week 4
|
||||
- Performance optimization (Day 1-2)
|
||||
- Security verification (Day 3)
|
||||
- Final testing and deployment preparation (Day 4-5)
|
||||
|
||||
---
|
||||
|
||||
## 12. Success Criteria
|
||||
|
||||
### Feature Completeness
|
||||
- ✅ All policy types (uninstall, apply_first_match, apply_all_matches, restore) work correctly
|
||||
- ✅ Policy merge logic works correctly
|
||||
- ✅ Batch operations perform normally
|
||||
|
||||
### Quality Metrics
|
||||
- ✅ Test coverage ≥80%
|
||||
- ✅ All tests pass
|
||||
- ✅ 0 linting errors
|
||||
- ✅ 100% type hint completion
|
||||
|
||||
### Performance Metrics
|
||||
- ✅ Policy loading <100ms
|
||||
- ✅ ≥50% performance improvement with pip freeze caching
|
||||
- ✅ Memory usage <10MB
|
||||
|
||||
### Usability
|
||||
- ✅ Clear error messages
|
||||
- ✅ Sufficient documentation
|
||||
- ✅ Verified in real-world use cases
|
||||
Reference in New Issue
Block a user