chore(A_memorix): 回退实现整理以恢复本地主导基线

src/A_memorix/core/embedding/manager.py

@@ -23,7 +23,10 @@ from src.common.logger import get_logger
 from .presets import (
     EmbeddingModelConfig,
     get_custom_config,
+    validate_config_compatibility,
+    are_models_compatible,
 )
+from ..utils.quantization import QuantizationType
 
 logger = get_logger("A_Memorix.EmbeddingManager")
 

src/A_memorix/core/embedding/presets.py

@@ -3,7 +3,7 @@
 """
 
 from dataclasses import dataclass
-from typing import Optional, Union
+from typing import Optional, Dict, Any, Union
 from pathlib import Path
 
 

src/A_memorix/core/retrieval/dual_path.py

@@ -7,7 +7,7 @@
 import asyncio
 import re
 from dataclasses import dataclass, field
-from typing import Optional, List, Dict, Any, Tuple
+from typing import Optional, List, Dict, Any, Tuple, Union
 from enum import Enum
 
 import numpy as np
@@ -320,7 +320,7 @@ class DualPathRetriever:
 
         # 调试模式：打印结果原文
         if self.config.debug:
-            logger.info("[DEBUG] 检索结果内容原文:")
+            logger.info(f"[DEBUG] 检索结果内容原文:")
             for i, res in enumerate(results):
                 logger.info(f"  {i+1}. [{res.result_type}] (Score: {res.score:.4f}) {res.content}")
 

src/A_memorix/core/retrieval/pagerank.py

@@ -4,8 +4,9 @@ Personalized PageRank实现
 提供个性化的图节点排序功能。
 """
 
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Dict, List, Optional, Tuple, Union, Any
 from dataclasses import dataclass
+import numpy as np
 
 from src.common.logger import get_logger
 from ..storage import GraphStore
@@ -48,7 +49,7 @@ class PageRankConfig:
             raise ValueError(f"min_iterations必须大于等于0: {self.min_iterations}")
 
         if self.min_iterations >= self.max_iter:
-            raise ValueError("min_iterations必须小于max_iter")
+            raise ValueError(f"min_iterations必须小于max_iter")
 
 
 class PersonalizedPageRank:

src/A_memorix/core/retrieval/threshold.py

@@ -56,7 +56,7 @@ class ThresholdConfig:
             raise ValueError(f"max_threshold必须在[0, 1]之间: {self.max_threshold}")
 
         if self.min_threshold >= self.max_threshold:
-            raise ValueError("min_threshold必须小于max_threshold")
+            raise ValueError(f"min_threshold必须小于max_threshold")
 
         if not 0 <= self.percentile <= 100:
             raise ValueError(f"percentile必须在[0, 100]之间: {self.percentile}")

src/A_memorix/core/runtime/lifecycle_orchestrator.py

@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import asyncio
+from pathlib import Path
 from typing import Any, Callable, Coroutine, cast
 
 from src.common.logger import get_logger

src/A_memorix/core/runtime/sdk_memory_kernel.py

@@ -4,6 +4,7 @@ import asyncio
 import json
 import pickle
 import time
+import uuid
 from dataclasses import dataclass
 from datetime import datetime, timedelta
 from pathlib import Path
@@ -18,7 +19,7 @@ from src.services.llm_service import LLMServiceClient
 
 from ...paths import default_data_dir, resolve_repo_path
 from ..embedding import create_embedding_api_adapter
-from ..retrieval import RetrievalResult, SparseBM25Config, SparseBM25Index
+from ..retrieval import RetrievalResult, SparseBM25Config, SparseBM25Index, TemporalQueryOptions
 from ..storage import GraphStore, MetadataStore, QuantizationType, SparseMatrixFormat, VectorStore
 from ..utils.aggregate_query_service import AggregateQueryService
 from ..utils.episode_retrieval_service import EpisodeRetrievalService

src/A_memorix/core/storage/graph_store.py

@@ -9,6 +9,7 @@ from enum import Enum
 from pathlib import Path
 from typing import Optional, Union, Tuple, List, Dict, Set, Any
 from collections import defaultdict
+import threading
 import asyncio
 
 import numpy as np
@@ -41,6 +42,7 @@ except ImportError:
 
 import contextlib
 from src.common.logger import get_logger
+from ..utils.hash import compute_hash
 from ..utils.io import atomic_write
 
 logger = get_logger("A_Memorix.GraphStore")

src/A_memorix/core/storage/vector_store.py

@@ -4,6 +4,7 @@
 基于Faiss的高效向量存储与检索，支持SQ8量化、Append-Only磁盘存储和内存映射。
 """
 
+import os
 import pickle
 import hashlib
 import shutil
@@ -190,7 +191,7 @@ class VectorStore:
                 self._update_reservoir(batch_vecs)
                 # 这里的 TRAIN_SIZE 取默认 10k，或者根据当前数据量动态判断
                 if len(self._reservoir_buffer) >= 10000:
-                    logger.info("训练样本达到上限，开始训练...")
+                    logger.info(f"训练样本达到上限，开始训练...")
                     self._train_and_replay_unlocked()
 
             self._total_added += len(batch_ids)

src/A_memorix/core/strategies/base.py

@@ -1,5 +1,5 @@
 from abc import ABC, abstractmethod
-from typing import List, Dict, Any
+from typing import List, Dict, Any, Optional, Union
 from dataclasses import dataclass, field
 from enum import Enum
 import hashlib

src/A_memorix/core/strategies/factual.py

@@ -1,5 +1,5 @@
 import re
-from typing import List
+from typing import List, Dict, Any
 from .base import BaseStrategy, ProcessedChunk, KnowledgeType, SourceInfo, ChunkContext
 
 class FactualStrategy(BaseStrategy):

src/A_memorix/core/strategies/narrative.py

@@ -1,5 +1,5 @@
 import re
-from typing import List
+from typing import List, Dict, Any
 from .base import BaseStrategy, ProcessedChunk, KnowledgeType, SourceInfo, ChunkContext
 
 class NarrativeStrategy(BaseStrategy):

src/A_memorix/core/strategies/quote.py

@@ -1,4 +1,4 @@
-from typing import List
+from typing import List, Dict, Any
 from .base import BaseStrategy, ProcessedChunk, KnowledgeType, SourceInfo, ChunkContext, ChunkFlags
 
 class QuoteStrategy(BaseStrategy):

src/A_memorix/core/utils/hash.py

@@ -6,6 +6,7 @@
 
 import hashlib
 import re
+from typing import Union
 
 
 def compute_hash(text: str, hash_type: str = "sha256") -> str:

src/A_memorix/core/utils/io.py

@@ -5,6 +5,7 @@ IO Utilities
 """
 
 import os
+import shutil
 import contextlib
 from pathlib import Path
 from typing import Union

src/A_memorix/core/utils/matcher.py

@@ -4,7 +4,7 @@
 实现 Aho-Corasick 算法用于多模式匹配。
 """
 
-from typing import List, Dict, Tuple, Set
+from typing import List, Dict, Tuple, Set, Any
 from collections import deque
 
 

src/A_memorix/core/utils/path_fallback_service.py

@@ -3,7 +3,7 @@
 from __future__ import annotations
 
 import hashlib
-from typing import Any, Dict, List, Sequence, Tuple
+from typing import Any, Dict, List, Optional, Sequence, Tuple
 
 from ..retrieval.dual_path import RetrievalResult
 

src/A_memorix/core/utils/runtime_self_check.py

@@ -234,7 +234,7 @@ async def ensure_runtime_self_check(
         sample_text=sample_text,
     )
     try:
-        plugin_or_config._runtime_self_check_report = report
+        setattr(plugin_or_config, "_runtime_self_check_report", report)
     except Exception:
         pass
     return report

src/A_memorix/core/utils/search_execution_service.py

@@ -287,7 +287,7 @@ class SearchExecutionService:
 
         async def _executor() -> Dict[str, Any]:
             original_ppr = bool(getattr(retriever.config, "enable_ppr", True))
-            retriever.config.enable_ppr = bool(request.enable_ppr)
+            setattr(retriever.config, "enable_ppr", bool(request.enable_ppr))
             started_at = time.time()
             try:
                 retrieved = await retriever.retrieve(
@@ -380,7 +380,7 @@ class SearchExecutionService:
                 elapsed_ms = (time.time() - started_at) * 1000.0
                 return {"results": retrieved, "elapsed_ms": elapsed_ms}
             finally:
-                retriever.config.enable_ppr = original_ppr
+                setattr(retriever.config, "enable_ppr", original_ppr)
 
         dedup_hit = False
         try:

src/A_memorix/core/utils/summary_importer.py

@@ -5,6 +5,7 @@
 导入到 A_memorix 的存储组件中。
 """
 
+from pathlib import Path
 from typing import Any, Dict, List, Optional, Tuple
 
 import json

src/A_memorix/runtime_registry.py

@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import Any, Dict
+from typing import Any, Dict, Optional
 
 _runtime_kernel: Any = None
 

src/A_memorix/scripts/_bootstrap.py

@@ -15,7 +15,7 @@ for _path in (SRC_ROOT, PROJECT_ROOT, PLUGIN_ROOT):
     if _path_str not in sys.path:
         sys.path.insert(0, _path_str)
 
-from A_memorix.paths import config_path, default_data_dir
+from A_memorix.paths import config_path, default_data_dir, resolve_repo_path
 
 DEFAULT_CONFIG_PATH = config_path()
 DEFAULT_DATA_DIR = default_data_dir()

src/A_memorix/scripts/convert_lpmm.py

@@ -10,12 +10,14 @@ LPMM 到 A_memorix 存储转换器
 """
 
 import sys
+import os
+import json
 import argparse
 import asyncio
 import pickle
 import logging
 from pathlib import Path
-from typing import Dict, Any, Tuple
+from typing import Dict, Any, List, Tuple
 import numpy as np
 import tomlkit
 

src/A_memorix/scripts/process_knowledge.py

@@ -12,14 +12,17 @@
 
 from datetime import datetime
 from pathlib import Path
-from typing import Any, Dict, Optional
+from typing import Any, Dict, List, Optional
 
 from rich.console import Console
+from rich.progress import BarColumn, Progress, SpinnerColumn, TextColumn, TimeElapsedColumn
 from tenacity import retry, stop_after_attempt, wait_exponential, retry_if_exception_type
 import argparse
 import asyncio
 import hashlib
 import json
+import os
+import random
 import sys
 import time
 import tomlkit

src/A_memorix/scripts/release_vnext_migrate.py

@@ -17,7 +17,7 @@ import sqlite3
 import sys
 from dataclasses import dataclass
 from pathlib import Path
-from typing import Any, Dict, List, Optional, Sequence, Tuple
+from typing import Any, Dict, Iterable, List, Optional, Sequence, Tuple
 
 import tomlkit