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Artemis-Eapil/artemis/agents/validator/recovery_strategies.py
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somew1nd 206a9ce921 feat: initial release of ARTEMIS Android Agent & Automation Platform
ARTEMIS is an autonomous multimodal Android agent and mobile UI automation
platform engineered for physical devices and emulators. It combines state-of-the-art
multimodal Vision-Language Models (VLMs) with hierarchical closed-loop planning,
resilient self-healing, and deep Android subsystem integration.

Key Features & Architectural Highlights:
- Dual-Engine Orchestration:
  * Pro Engine: Multi-agent closed-loop (Planner -> Operator -> Validator/Failure Analyzer -> Summarizer) powered by LangGraph.
  * Flash Engine: Ultra-fast reactive loop for deterministic, low-latency UI execution (<35 steps).
- Multimodal Perception & Grounding:
  * Hybrid visual screenshot grounding, real-time OCR extraction, and XML accessibility hierarchy parsing.
  * Dynamic-First, Coordinate-Fallback locating strategy for maximum resilience against UI drift.
- Autonomous Self-Healing & Diagnostics:
  * Failure analyzer and safety net for popup dismissal, crash recovery, and auto-retry.
  * Diagnostic sub-agents for log analysis, video recording inspection, and object detection.
- Unified CLI & Python SDK:
  * Rich CLI with commands: init, doctor, run, trace, batch, bench, server, and mcp.
  * Fluent Python SDK with Pydantic structured output models and package locking.
- Multi-Provider LLM Architecture:
  * Support for Google Gemini, OpenAI, Anthropic Claude, Vertex AI, OpenRouter, xAI Grok, and local endpoints (Ollama/vLLM).
  * Centralized configuration in config/artemis.jsonc.
- Native MCP & Observability:
  * Model Context Protocol (MCP) server endpoints for AI IDEs.
  * Full trace recording with before/after screenshots, action overlays, and execution replays.

Change-Id: I430b93ee2b76b54cc5a3c6eeccd15d2cf29830a1
2026-08-13 11:46:47 -07:00

178 lines
5.9 KiB
Python

# Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Modular Recovery Strategies for the Validation and Self-Healing Engine."""
from abc import ABC, abstractmethod
from enum import Enum
from typing import Any
from artemis.drivers.base import BaseDeviceDriver
from artemis.utils.logger import get_logger
from pydantic import BaseModel, Field
logger = get_logger(__name__)
class RecoveryActionType(str, Enum):
RETRY_DYNAMIC_LOCATOR = "retry_dynamic_locator"
DISMISS_DIALOG = "dismiss_dialog"
NAVIGATE_BACK = "navigate_back"
SCROLL_AND_RETRY = "scroll_and_retry"
RESTART_APP = "restart_app"
FALLBACK_COORDINATES = "fallback_coordinates"
class RecoveryResult(BaseModel):
"""Result of executing an autonomous self-healing recovery strategy."""
success: bool
action_type: RecoveryActionType
reason: str
metadata: dict[str, Any] = Field(default_factory=dict)
class BaseRecoveryStrategy(ABC):
"""Abstract interface for modular self-healing failure recovery tactics."""
@property
@abstractmethod
def name(self) -> str:
"""Strategy identifier."""
...
@abstractmethod
async def can_handle(self, failure_context: dict[str, Any]) -> bool:
"""Determines if this strategy applies to the observed failure mode."""
...
@abstractmethod
async def execute(
self,
driver: BaseDeviceDriver,
failure_context: dict[str, Any],
) -> RecoveryResult:
"""Executes the self-healing corrective actions."""
...
class DismissDialogRecoveryStrategy(BaseRecoveryStrategy):
"""Strategy to detect and dismiss unexpected modal dialogs, popups, or permission prompts."""
@property
def name(self) -> str:
return "dismiss_dialog"
async def can_handle(self, failure_context: dict[str, Any]) -> bool:
category = failure_context.get("category", "")
error_msg = failure_context.get("error_message", "").lower()
return (
category == "ui_obstruction"
or "permission" in error_msg
or "dialog" in error_msg
or "popup" in error_msg
)
async def execute(
self,
driver: BaseDeviceDriver,
failure_context: dict[str, Any],
) -> RecoveryResult:
logger.info(
"[Recovery] Attempting to dismiss unexpected dialog or overlay via Back button..."
)
success = await driver.press_key("back")
return RecoveryResult(
success=success,
action_type=RecoveryActionType.DISMISS_DIALOG,
reason="Sent BACK keyevent to dismiss modal overlay",
)
class NavigateBackRecoveryStrategy(BaseRecoveryStrategy):
"""Strategy to navigate back when agent navigates to a wrong screen."""
@property
def name(self) -> str:
return "navigate_back"
async def can_handle(self, failure_context: dict[str, Any]) -> bool:
category = failure_context.get("category", "")
return category in ("wrong_screen", "dead_end", "navigation_error")
async def execute(
self,
driver: BaseDeviceDriver,
failure_context: dict[str, Any],
) -> RecoveryResult:
logger.info("[Recovery] Wrong screen detected, rolling back navigation...")
success = await driver.press_key("back")
return RecoveryResult(
success=success,
action_type=RecoveryActionType.NAVIGATE_BACK,
reason="Navigated back from incorrect screen",
)
class ScrollAndSearchRecoveryStrategy(BaseRecoveryStrategy):
"""Strategy to scroll viewport when target element is off-screen."""
@property
def name(self) -> str:
return "scroll_and_search"
async def can_handle(self, failure_context: dict[str, Any]) -> bool:
category = failure_context.get("category", "")
return category in ("element_not_found", "off_screen", "target_missing")
async def execute(
self,
driver: BaseDeviceDriver,
failure_context: dict[str, Any],
) -> RecoveryResult:
direction = failure_context.get("scroll_direction", "down")
logger.info(f"[Recovery] Target missing, scrolling {direction} to reveal element...")
success = await driver.swipe_direction(direction=direction)
return RecoveryResult(
success=success,
action_type=RecoveryActionType.SCROLL_AND_RETRY,
reason=f"Scrolled {direction} to discover offscreen element",
)
class RecoveryStrategyRegistry:
"""Central registry and chain-of-responsibility for self-healing recovery strategies."""
_strategies: list[BaseRecoveryStrategy] = [
DismissDialogRecoveryStrategy(),
NavigateBackRecoveryStrategy(),
ScrollAndSearchRecoveryStrategy(),
]
@classmethod
def register(cls, strategy: BaseRecoveryStrategy) -> None:
cls._strategies.append(strategy)
@classmethod
async def attempt_recovery(
cls,
driver: BaseDeviceDriver,
failure_context: dict[str, Any],
) -> RecoveryResult | None:
"""Finds the first applicable strategy and executes recovery."""
for strategy in cls._strategies:
if await strategy.can_handle(failure_context):
logger.info(f"Applying recovery strategy: {strategy.name}")
return await strategy.execute(driver=driver, failure_context=failure_context)
return None