From f8149790e48000f4c781f3ee615171708437f692 Mon Sep 17 00:00:00 2001 From: Arjun Rao Date: Thu, 8 May 2025 11:35:10 +1000 Subject: [PATCH 01/40] Initial commit with keyed graph lock --- lightrag/kg/shared_storage.py | 260 +++++++++++++++++++++++++++++++++- lightrag/lightrag.py | 118 +++++++-------- lightrag/operate.py | 167 +++++++++++----------- 3 files changed, 405 insertions(+), 140 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 6f36f2c4..d5780f2e 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -1,9 +1,12 @@ +from collections import defaultdict import os import sys import asyncio +import multiprocessing as mp from multiprocessing.synchronize import Lock as ProcessLock from multiprocessing import Manager -from typing import Any, Dict, Optional, Union, TypeVar, Generic +import time +from typing import Any, Callable, Dict, List, Optional, Union, TypeVar, Generic # Define a direct print function for critical logs that must be visible in all processes @@ -27,8 +30,14 @@ LockType = Union[ProcessLock, asyncio.Lock] _is_multiprocess = None _workers = None _manager = None +_lock_registry: Optional[Dict[str, mp.synchronize.Lock]] = None +_lock_registry_count: Optional[Dict[str, int]] = None +_lock_cleanup_data: Optional[Dict[str, time.time]] = None +_registry_guard = None _initialized = None +CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 + # shared data for storage across processes _shared_dicts: Optional[Dict[str, Any]] = None _init_flags: Optional[Dict[str, bool]] = None # namespace -> initialized @@ -40,10 +49,31 @@ _internal_lock: Optional[LockType] = None _pipeline_status_lock: Optional[LockType] = None _graph_db_lock: Optional[LockType] = None _data_init_lock: Optional[LockType] = None +_graph_db_lock_keyed: Optional["KeyedUnifiedLock"] = None # async locks for coroutine synchronization in multiprocess mode _async_locks: Optional[Dict[str, asyncio.Lock]] = None +DEBUG_LOCKS = False +_debug_n_locks_acquired: int = 0 +def inc_debug_n_locks_acquired(): + global _debug_n_locks_acquired + if DEBUG_LOCKS: + _debug_n_locks_acquired += 1 + print(f"DEBUG: Keyed Lock acquired, total: {_debug_n_locks_acquired:>5}", end="\r", flush=True) + +def dec_debug_n_locks_acquired(): + global _debug_n_locks_acquired + if DEBUG_LOCKS: + if _debug_n_locks_acquired > 0: + _debug_n_locks_acquired -= 1 + print(f"DEBUG: Keyed Lock released, total: {_debug_n_locks_acquired:>5}", end="\r", flush=True) + else: + raise RuntimeError("Attempting to release lock when no locks are acquired") + +def get_debug_n_locks_acquired(): + global _debug_n_locks_acquired + return _debug_n_locks_acquired class UnifiedLock(Generic[T]): """Provide a unified lock interface type for asyncio.Lock and multiprocessing.Lock""" @@ -210,6 +240,207 @@ class UnifiedLock(Generic[T]): ) raise + def locked(self) -> bool: + if self._is_async: + return self._lock.locked() + else: + return self._lock.locked() + +# ───────────────────────────────────────────────────────────────────────────── +# 2. CROSS‑PROCESS FACTORY (one manager.Lock shared by *all* processes) +# ───────────────────────────────────────────────────────────────────────────── +def _get_combined_key(factory_name: str, key: str) -> str: + """Return the combined key for the factory and key.""" + return f"{factory_name}:{key}" + +def _get_or_create_shared_raw_mp_lock(factory_name: str, key: str) -> Optional[mp.synchronize.Lock]: + """Return the *singleton* manager.Lock() proxy for *key*, creating if needed.""" + if not _is_multiprocess: + return None + + with _registry_guard: + combined_key = _get_combined_key(factory_name, key) + raw = _lock_registry.get(combined_key) + count = _lock_registry_count.get(combined_key) + if raw is None: + raw = _manager.Lock() + _lock_registry[combined_key] = raw + _lock_registry_count[combined_key] = 0 + else: + if count is None: + raise RuntimeError(f"Shared-Data lock registry for {factory_name} is corrupted for key {key}") + count += 1 + _lock_registry_count[combined_key] = count + if count == 1 and combined_key in _lock_cleanup_data: + _lock_cleanup_data.pop(combined_key) + return raw + + +def _release_shared_raw_mp_lock(factory_name: str, key: str): + """Release the *singleton* manager.Lock() proxy for *key*.""" + if not _is_multiprocess: + return + + with _registry_guard: + combined_key = _get_combined_key(factory_name, key) + raw = _lock_registry.get(combined_key) + count = _lock_registry_count.get(combined_key) + if raw is None and count is None: + return + elif raw is None or count is None: + raise RuntimeError(f"Shared-Data lock registry for {factory_name} is corrupted for key {key}") + + count -= 1 + if count < 0: + raise RuntimeError(f"Attempting to remove lock for {key} but it is not in the registry") + else: + _lock_registry_count[combined_key] = count + + if count == 0: + _lock_cleanup_data[combined_key] = time.time() + + for combined_key, value in list(_lock_cleanup_data.items()): + if time.time() - value > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + _lock_registry.pop(combined_key) + _lock_registry_count.pop(combined_key) + _lock_cleanup_data.pop(combined_key) + + +# ───────────────────────────────────────────────────────────────────────────── +# 3. PARAMETER‑KEYED WRAPPER (unchanged except it *accepts a factory*) +# ───────────────────────────────────────────────────────────────────────────── +class KeyedUnifiedLock: + """ + Parameter‑keyed wrapper around `UnifiedLock`. + + • Keeps only a table of per‑key *asyncio* gates locally + • Fetches the shared process‑wide mutex on *every* acquire + • Builds a fresh `UnifiedLock` each time, so `enable_logging` + (or future options) can vary per call. + """ + + # ---------------- construction ---------------- + def __init__(self, factory_name: str, *, default_enable_logging: bool = True) -> None: + self._factory_name = factory_name + self._default_enable_logging = default_enable_logging + self._async_lock: Dict[str, asyncio.Lock] = {} # key → asyncio.Lock + self._async_lock_count: Dict[str, int] = {} # key → asyncio.Lock count + self._async_lock_cleanup_data: Dict[str, time.time] = {} # key → time.time + self._mp_locks: Dict[str, mp.synchronize.Lock] = {} # key → mp.synchronize.Lock + + # ---------------- public API ------------------ + def __call__(self, keys: list[str], *, enable_logging: Optional[bool] = None): + """ + Ergonomic helper so you can write: + + async with keyed_locks("alpha"): + ... + """ + if enable_logging is None: + enable_logging = self._default_enable_logging + return _KeyedLockContext(self, factory_name=self._factory_name, keys=keys, enable_logging=enable_logging) + + def _get_or_create_async_lock(self, key: str) -> asyncio.Lock: + async_lock = self._async_lock.get(key) + count = self._async_lock_count.get(key, 0) + if async_lock is None: + async_lock = asyncio.Lock() + self._async_lock[key] = async_lock + elif count == 0 and key in self._async_lock_cleanup_data: + self._async_lock_cleanup_data.pop(key) + count += 1 + self._async_lock_count[key] = count + return async_lock + + def _release_async_lock(self, key: str): + count = self._async_lock_count.get(key, 0) + count -= 1 + if count == 0: + self._async_lock_cleanup_data[key] = time.time() + self._async_lock_count[key] = count + + for key, value in list(self._async_lock_cleanup_data.items()): + if time.time() - value > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + self._async_lock.pop(key) + self._async_lock_count.pop(key) + self._async_lock_cleanup_data.pop(key) + + + def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: + # 1. get (or create) the per‑process async gate for this key + # Is synchronous, so no need to acquire a lock + async_lock = self._get_or_create_async_lock(key) + + # 2. fetch the shared raw lock + raw_lock = _get_or_create_shared_raw_mp_lock(self._factory_name, key) + is_multiprocess = raw_lock is not None + if not is_multiprocess: + raw_lock = async_lock + + # 3. build a *fresh* UnifiedLock with the chosen logging flag + if is_multiprocess: + return UnifiedLock( + lock=raw_lock, + is_async=False, # manager.Lock is synchronous + name=f"key:{self._factory_name}:{key}", + enable_logging=enable_logging, + async_lock=async_lock, # prevents event‑loop blocking + ) + else: + return UnifiedLock( + lock=raw_lock, + is_async=True, + name=f"key:{self._factory_name}:{key}", + enable_logging=enable_logging, + async_lock=None, # No need for async lock in single process mode + ) + + def _release_lock_for_key(self, key: str): + self._release_async_lock(key) + _release_shared_raw_mp_lock(self._factory_name, key) + +class _KeyedLockContext: + def __init__( + self, + parent: KeyedUnifiedLock, + factory_name: str, + keys: list[str], + enable_logging: bool, + ) -> None: + self._parent = parent + self._factory_name = factory_name + + # The sorting is critical to ensure proper lock and release order + # to avoid deadlocks + self._keys = sorted(keys) + self._enable_logging = ( + enable_logging if enable_logging is not None + else parent._default_enable_logging + ) + self._ul: Optional[List["UnifiedLock"]] = None # set in __aenter__ + + # ----- enter ----- + async def __aenter__(self): + if self._ul is not None: + raise RuntimeError("KeyedUnifiedLock already acquired in current context") + + # 4. acquire it + self._ul = [] + for key in self._keys: + lock = self._parent._get_lock_for_key(key, enable_logging=self._enable_logging) + await lock.__aenter__() + inc_debug_n_locks_acquired() + self._ul.append(lock) + return self # or return self._key if you prefer + + # ----- exit ----- + async def __aexit__(self, exc_type, exc, tb): + # The UnifiedLock takes care of proper release order + for ul, key in zip(reversed(self._ul), reversed(self._keys)): + await ul.__aexit__(exc_type, exc, tb) + self._parent._release_lock_for_key(key) + dec_debug_n_locks_acquired() + self._ul = None def get_internal_lock(enable_logging: bool = False) -> UnifiedLock: """return unified storage lock for data consistency""" @@ -258,6 +489,14 @@ def get_graph_db_lock(enable_logging: bool = False) -> UnifiedLock: async_lock=async_lock, ) +def get_graph_db_lock_keyed(keys: str | list[str], enable_logging: bool = False) -> KeyedUnifiedLock: + """return unified graph database lock for ensuring atomic operations""" + global _graph_db_lock_keyed + if _graph_db_lock_keyed is None: + raise RuntimeError("Shared-Data is not initialized") + if isinstance(keys, str): + keys = [keys] + return _graph_db_lock_keyed(keys, enable_logging=enable_logging) def get_data_init_lock(enable_logging: bool = False) -> UnifiedLock: """return unified data initialization lock for ensuring atomic data initialization""" @@ -294,6 +533,10 @@ def initialize_share_data(workers: int = 1): _workers, \ _is_multiprocess, \ _storage_lock, \ + _lock_registry, \ + _lock_registry_count, \ + _lock_cleanup_data, \ + _registry_guard, \ _internal_lock, \ _pipeline_status_lock, \ _graph_db_lock, \ @@ -302,7 +545,8 @@ def initialize_share_data(workers: int = 1): _init_flags, \ _initialized, \ _update_flags, \ - _async_locks + _async_locks, \ + _graph_db_lock_keyed # Check if already initialized if _initialized: @@ -316,6 +560,10 @@ def initialize_share_data(workers: int = 1): if workers > 1: _is_multiprocess = True _manager = Manager() + _lock_registry = _manager.dict() + _lock_registry_count = _manager.dict() + _lock_cleanup_data = _manager.dict() + _registry_guard = _manager.RLock() _internal_lock = _manager.Lock() _storage_lock = _manager.Lock() _pipeline_status_lock = _manager.Lock() @@ -324,6 +572,10 @@ def initialize_share_data(workers: int = 1): _shared_dicts = _manager.dict() _init_flags = _manager.dict() _update_flags = _manager.dict() + + _graph_db_lock_keyed = KeyedUnifiedLock( + factory_name="graph_db_lock", + ) # Initialize async locks for multiprocess mode _async_locks = { @@ -348,6 +600,10 @@ def initialize_share_data(workers: int = 1): _init_flags = {} _update_flags = {} _async_locks = None # No need for async locks in single process mode + + _graph_db_lock_keyed = KeyedUnifiedLock( + factory_name="graph_db_lock", + ) direct_log(f"Process {os.getpid()} Shared-Data created for Single Process") # Mark as initialized diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index 7a79da31..d4c28b17 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -1024,73 +1024,73 @@ class LightRAG: } ) - # Semphore was released here + # Semphore is NOT released here, however, the profile context is - if file_extraction_stage_ok: - try: - # Get chunk_results from entity_relation_task - chunk_results = await entity_relation_task - await merge_nodes_and_edges( - chunk_results=chunk_results, # result collected from entity_relation_task - knowledge_graph_inst=self.chunk_entity_relation_graph, - entity_vdb=self.entities_vdb, - relationships_vdb=self.relationships_vdb, - global_config=asdict(self), - pipeline_status=pipeline_status, - pipeline_status_lock=pipeline_status_lock, - llm_response_cache=self.llm_response_cache, - current_file_number=current_file_number, - total_files=total_files, - file_path=file_path, - ) + if file_extraction_stage_ok: + try: + # Get chunk_results from entity_relation_task + chunk_results = await entity_relation_task + await merge_nodes_and_edges( + chunk_results=chunk_results, # result collected from entity_relation_task + knowledge_graph_inst=self.chunk_entity_relation_graph, + entity_vdb=self.entities_vdb, + relationships_vdb=self.relationships_vdb, + global_config=asdict(self), + pipeline_status=pipeline_status, + pipeline_status_lock=pipeline_status_lock, + llm_response_cache=self.llm_response_cache, + current_file_number=current_file_number, + total_files=total_files, + file_path=file_path, + ) - await self.doc_status.upsert( - { - doc_id: { - "status": DocStatus.PROCESSED, - "chunks_count": len(chunks), - "content": status_doc.content, - "content_summary": status_doc.content_summary, - "content_length": status_doc.content_length, - "created_at": status_doc.created_at, - "updated_at": datetime.now().isoformat(), - "file_path": file_path, + await self.doc_status.upsert( + { + doc_id: { + "status": DocStatus.PROCESSED, + "chunks_count": len(chunks), + "content": status_doc.content, + "content_summary": status_doc.content_summary, + "content_length": status_doc.content_length, + "created_at": status_doc.created_at, + "updated_at": datetime.now().isoformat(), + "file_path": file_path, + } } - } - ) + ) - # Call _insert_done after processing each file - await self._insert_done() + # Call _insert_done after processing each file + await self._insert_done() - async with pipeline_status_lock: - log_message = f"Completed processing file {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) + async with pipeline_status_lock: + log_message = f"Completed processing file {current_file_number}/{total_files}: {file_path}" + logger.info(log_message) + pipeline_status["latest_message"] = log_message + pipeline_status["history_messages"].append(log_message) - except Exception as e: - # Log error and update pipeline status - error_msg = f"Merging stage failed in document {doc_id}: {traceback.format_exc()}" - logger.error(error_msg) - async with pipeline_status_lock: - pipeline_status["latest_message"] = error_msg - pipeline_status["history_messages"].append(error_msg) + except Exception as e: + # Log error and update pipeline status + error_msg = f"Merging stage failed in document {doc_id}: {traceback.format_exc()}" + logger.error(error_msg) + async with pipeline_status_lock: + pipeline_status["latest_message"] = error_msg + pipeline_status["history_messages"].append(error_msg) - # Update document status to failed - await self.doc_status.upsert( - { - doc_id: { - "status": DocStatus.FAILED, - "error": str(e), - "content": status_doc.content, - "content_summary": status_doc.content_summary, - "content_length": status_doc.content_length, - "created_at": status_doc.created_at, - "updated_at": datetime.now().isoformat(), - "file_path": file_path, + # Update document status to failed + await self.doc_status.upsert( + { + doc_id: { + "status": DocStatus.FAILED, + "error": str(e), + "content": status_doc.content, + "content_summary": status_doc.content_summary, + "content_length": status_doc.content_length, + "created_at": status_doc.created_at, + "updated_at": datetime.now().isoformat(), + "file_path": file_path, + } } - } - ) + ) # Create processing tasks for all documents doc_tasks = [] diff --git a/lightrag/operate.py b/lightrag/operate.py index d82965e2..a0a74c52 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -9,6 +9,8 @@ import os from typing import Any, AsyncIterator from collections import Counter, defaultdict +from .kg.shared_storage import get_graph_db_lock_keyed + from .utils import ( logger, clean_str, @@ -403,27 +405,31 @@ async def _merge_edges_then_upsert( ) for need_insert_id in [src_id, tgt_id]: - if not (await knowledge_graph_inst.has_node(need_insert_id)): - # # Discard this edge if the node does not exist - # if need_insert_id == src_id: - # logger.warning( - # f"Discard edge: {src_id} - {tgt_id} | Source node missing" - # ) - # else: - # logger.warning( - # f"Discard edge: {src_id} - {tgt_id} | Target node missing" - # ) - # return None - await knowledge_graph_inst.upsert_node( - need_insert_id, - node_data={ - "entity_id": need_insert_id, - "source_id": source_id, - "description": description, - "entity_type": "UNKNOWN", - "file_path": file_path, - }, - ) + if (await knowledge_graph_inst.has_node(need_insert_id)): + # This is so that the initial check for the existence of the node need not be locked + continue + async with get_graph_db_lock_keyed([need_insert_id], enable_logging=False): + if not (await knowledge_graph_inst.has_node(need_insert_id)): + # # Discard this edge if the node does not exist + # if need_insert_id == src_id: + # logger.warning( + # f"Discard edge: {src_id} - {tgt_id} | Source node missing" + # ) + # else: + # logger.warning( + # f"Discard edge: {src_id} - {tgt_id} | Target node missing" + # ) + # return None + await knowledge_graph_inst.upsert_node( + need_insert_id, + node_data={ + "entity_id": need_insert_id, + "source_id": source_id, + "description": description, + "entity_type": "UNKNOWN", + "file_path": file_path, + }, + ) force_llm_summary_on_merge = global_config["force_llm_summary_on_merge"] @@ -523,23 +529,30 @@ async def merge_nodes_and_edges( all_edges[sorted_edge_key].extend(edges) # Centralized processing of all nodes and edges - entities_data = [] - relationships_data = [] + total_entities_count = len(all_nodes) + total_relations_count = len(all_edges) # Merge nodes and edges # Use graph database lock to ensure atomic merges and updates graph_db_lock = get_graph_db_lock(enable_logging=False) - async with graph_db_lock: + async with pipeline_status_lock: + log_message = ( + f"Merging stage {current_file_number}/{total_files}: {file_path}" + ) + logger.info(log_message) + pipeline_status["latest_message"] = log_message + pipeline_status["history_messages"].append(log_message) + + # Process and update all entities at once + log_message = f"Updating {total_entities_count} entities {current_file_number}/{total_files}: {file_path}" + logger.info(log_message) + if pipeline_status is not None: async with pipeline_status_lock: - log_message = ( - f"Merging stage {current_file_number}/{total_files}: {file_path}" - ) - logger.info(log_message) pipeline_status["latest_message"] = log_message pipeline_status["history_messages"].append(log_message) - # Process and update all entities at once - for entity_name, entities in all_nodes.items(): + async def _locked_process_entity_name(entity_name, entities): + async with get_graph_db_lock_keyed([entity_name], enable_logging=False): entity_data = await _merge_nodes_then_upsert( entity_name, entities, @@ -549,10 +562,34 @@ async def merge_nodes_and_edges( pipeline_status_lock, llm_response_cache, ) - entities_data.append(entity_data) + if entity_vdb is not None: + data_for_vdb = { + compute_mdhash_id(entity_data["entity_name"], prefix="ent-"): { + "entity_name": entity_data["entity_name"], + "entity_type": entity_data["entity_type"], + "content": f"{entity_data['entity_name']}\n{entity_data['description']}", + "source_id": entity_data["source_id"], + "file_path": entity_data.get("file_path", "unknown_source"), + } + } + await entity_vdb.upsert(data_for_vdb) + return entity_data - # Process and update all relationships at once - for edge_key, edges in all_edges.items(): + tasks = [] + for entity_name, entities in all_nodes.items(): + tasks.append(asyncio.create_task(_locked_process_entity_name(entity_name, entities))) + await asyncio.gather(*tasks) + + # Process and update all relationships at once + log_message = f"Updating {total_relations_count} relations {current_file_number}/{total_files}: {file_path}" + logger.info(log_message) + if pipeline_status is not None: + async with pipeline_status_lock: + pipeline_status["latest_message"] = log_message + pipeline_status["history_messages"].append(log_message) + + async def _locked_process_edges(edge_key, edges): + async with get_graph_db_lock_keyed(f"{edge_key[0]}-{edge_key[1]}", enable_logging=False): edge_data = await _merge_edges_then_upsert( edge_key[0], edge_key[1], @@ -563,55 +600,27 @@ async def merge_nodes_and_edges( pipeline_status_lock, llm_response_cache, ) - if edge_data is not None: - relationships_data.append(edge_data) + if edge_data is None: + return None - # Update total counts - total_entities_count = len(entities_data) - total_relations_count = len(relationships_data) - - log_message = f"Updating {total_entities_count} entities {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) - if pipeline_status is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) - - # Update vector databases with all collected data - if entity_vdb is not None and entities_data: - data_for_vdb = { - compute_mdhash_id(dp["entity_name"], prefix="ent-"): { - "entity_name": dp["entity_name"], - "entity_type": dp["entity_type"], - "content": f"{dp['entity_name']}\n{dp['description']}", - "source_id": dp["source_id"], - "file_path": dp.get("file_path", "unknown_source"), + if relationships_vdb is not None: + data_for_vdb = { + compute_mdhash_id(edge_data["src_id"] + edge_data["tgt_id"], prefix="rel-"): { + "src_id": edge_data["src_id"], + "tgt_id": edge_data["tgt_id"], + "keywords": edge_data["keywords"], + "content": f"{edge_data['src_id']}\t{edge_data['tgt_id']}\n{edge_data['keywords']}\n{edge_data['description']}", + "source_id": edge_data["source_id"], + "file_path": edge_data.get("file_path", "unknown_source"), + } } - for dp in entities_data - } - await entity_vdb.upsert(data_for_vdb) - - log_message = f"Updating {total_relations_count} relations {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) - if pipeline_status is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) - - if relationships_vdb is not None and relationships_data: - data_for_vdb = { - compute_mdhash_id(dp["src_id"] + dp["tgt_id"], prefix="rel-"): { - "src_id": dp["src_id"], - "tgt_id": dp["tgt_id"], - "keywords": dp["keywords"], - "content": f"{dp['src_id']}\t{dp['tgt_id']}\n{dp['keywords']}\n{dp['description']}", - "source_id": dp["source_id"], - "file_path": dp.get("file_path", "unknown_source"), - } - for dp in relationships_data - } - await relationships_vdb.upsert(data_for_vdb) + await relationships_vdb.upsert(data_for_vdb) + return edge_data + tasks = [] + for edge_key, edges in all_edges.items(): + tasks.append(asyncio.create_task(_locked_process_edges(edge_key, edges))) + await asyncio.gather(*tasks) async def extract_entities( chunks: dict[str, TextChunkSchema], From 6ad9d528b4013f8dc26bd55d2f47b3d4fa61a9db Mon Sep 17 00:00:00 2001 From: Arjun Rao Date: Thu, 8 May 2025 14:22:11 +1000 Subject: [PATCH 02/40] Updated semaphore release message --- lightrag/lightrag.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index 9ae6178f..02ec060d 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -1046,7 +1046,9 @@ class LightRAG: } ) - # Semphore is NOT released here, however, the profile context is + # Semphore is NOT released here, because the merge_nodes_and_edges function is highly concurrent + # and more importantly, it is the bottleneck and needs to be resource controlled in massively + # parallel insertions if file_extraction_stage_ok: try: From cb3bfc0e5b4f15057b3f7c57ba33fa53e3767648 Mon Sep 17 00:00:00 2001 From: yangdx Date: Wed, 9 Jul 2025 09:24:44 +0800 Subject: [PATCH 03/40] Release semphore before merge stage --- lightrag/lightrag.py | 114 +++++++++++++++++++++---------------------- lightrag/operate.py | 3 +- 2 files changed, 58 insertions(+), 59 deletions(-) diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index 7fde953b..01e513c5 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -1069,27 +1069,27 @@ class LightRAG: } ) - # Semphore is NOT released here, because the merge_nodes_and_edges function is highly concurrent - # and more importantly, it is the bottleneck and needs to be resource controlled in massively - # parallel insertions + # Semphore is released here + # Concurrency is controlled by graph db lock for individual entities and relationships - if file_extraction_stage_ok: - try: - # Get chunk_results from entity_relation_task - chunk_results = await entity_relation_task - await merge_nodes_and_edges( - chunk_results=chunk_results, # result collected from entity_relation_task - knowledge_graph_inst=self.chunk_entity_relation_graph, - entity_vdb=self.entities_vdb, - relationships_vdb=self.relationships_vdb, - global_config=asdict(self), - pipeline_status=pipeline_status, - pipeline_status_lock=pipeline_status_lock, - llm_response_cache=self.llm_response_cache, - current_file_number=current_file_number, - total_files=total_files, - file_path=file_path, - ) + + if file_extraction_stage_ok: + try: + # Get chunk_results from entity_relation_task + chunk_results = await entity_relation_task + await merge_nodes_and_edges( + chunk_results=chunk_results, # result collected from entity_relation_task + knowledge_graph_inst=self.chunk_entity_relation_graph, + entity_vdb=self.entities_vdb, + relationships_vdb=self.relationships_vdb, + global_config=asdict(self), + pipeline_status=pipeline_status, + pipeline_status_lock=pipeline_status_lock, + llm_response_cache=self.llm_response_cache, + current_file_number=current_file_number, + total_files=total_files, + file_path=file_path, + ) await self.doc_status.upsert( { @@ -1111,46 +1111,46 @@ class LightRAG: } ) - # Call _insert_done after processing each file - await self._insert_done() + # Call _insert_done after processing each file + await self._insert_done() - async with pipeline_status_lock: - log_message = f"Completed processing file {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) + async with pipeline_status_lock: + log_message = f"Completed processing file {current_file_number}/{total_files}: {file_path}" + logger.info(log_message) + pipeline_status["latest_message"] = log_message + pipeline_status["history_messages"].append(log_message) - except Exception as e: - # Log error and update pipeline status - logger.error(traceback.format_exc()) - error_msg = f"Merging stage failed in document {current_file_number}/{total_files}: {file_path}" - logger.error(error_msg) - async with pipeline_status_lock: - pipeline_status["latest_message"] = error_msg - pipeline_status["history_messages"].append( - traceback.format_exc() - ) - pipeline_status["history_messages"].append(error_msg) - - # Persistent llm cache - if self.llm_response_cache: - await self.llm_response_cache.index_done_callback() - - # Update document status to failed - await self.doc_status.upsert( - { - doc_id: { - "status": DocStatus.FAILED, - "error": str(e), - "content": status_doc.content, - "content_summary": status_doc.content_summary, - "content_length": status_doc.content_length, - "created_at": status_doc.created_at, - "updated_at": datetime.now().isoformat(), - "file_path": file_path, - } - } + except Exception as e: + # Log error and update pipeline status + logger.error(traceback.format_exc()) + error_msg = f"Merging stage failed in document {current_file_number}/{total_files}: {file_path}" + logger.error(error_msg) + async with pipeline_status_lock: + pipeline_status["latest_message"] = error_msg + pipeline_status["history_messages"].append( + traceback.format_exc() ) + pipeline_status["history_messages"].append(error_msg) + + # Persistent llm cache + if self.llm_response_cache: + await self.llm_response_cache.index_done_callback() + + # Update document status to failed + await self.doc_status.upsert( + { + doc_id: { + "status": DocStatus.FAILED, + "error": str(e), + "content": status_doc.content, + "content_summary": status_doc.content_summary, + "content_length": status_doc.content_length, + "created_at": status_doc.created_at, + "updated_at": datetime.now().isoformat(), + "file_path": file_path, + } + } + ) # Create processing tasks for all documents doc_tasks = [] diff --git a/lightrag/operate.py b/lightrag/operate.py index cff40b0a..1a410469 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -36,6 +36,7 @@ from .base import ( ) from .prompt import PROMPTS from .constants import GRAPH_FIELD_SEP +from .kg.shared_storage import get_graph_db_lock_keyed import time from dotenv import load_dotenv @@ -1121,8 +1122,6 @@ async def merge_nodes_and_edges( pipeline_status_lock: Lock for pipeline status llm_response_cache: LLM response cache """ - # Get lock manager from shared storage - from .kg.shared_storage import get_graph_db_lock_keyed # Collect all nodes and edges from all chunks From ef4870fda51b8173ae0ef6ae6c41b65bc35f410b Mon Sep 17 00:00:00 2001 From: yangdx Date: Fri, 11 Jul 2025 16:34:54 +0800 Subject: [PATCH 04/40] Combined entity and edge processing tasks and optimize merging with semaphore --- lightrag/lightrag.py | 1 - lightrag/operate.py | 138 ++++++++++++++++++++++--------------------- 2 files changed, 72 insertions(+), 67 deletions(-) diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index e41e1d7c..6f04a43f 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -1078,7 +1078,6 @@ class LightRAG: # Semphore is released here # Concurrency is controlled by graph db lock for individual entities and relationships - if file_extraction_stage_ok: try: # Get chunk_results from entity_relation_task diff --git a/lightrag/operate.py b/lightrag/operate.py index c50a24be..dd65f031 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -1016,7 +1016,7 @@ async def _merge_edges_then_upsert( ) for need_insert_id in [src_id, tgt_id]: - if (await knowledge_graph_inst.has_node(need_insert_id)): + if await knowledge_graph_inst.has_node(need_insert_id): # This is so that the initial check for the existence of the node need not be locked continue async with get_graph_db_lock_keyed([need_insert_id], enable_logging=False): @@ -1124,7 +1124,6 @@ async def merge_nodes_and_edges( llm_response_cache: LLM response cache """ - # Collect all nodes and edges from all chunks all_nodes = defaultdict(list) all_edges = defaultdict(list) @@ -1145,92 +1144,99 @@ async def merge_nodes_and_edges( # Merge nodes and edges async with pipeline_status_lock: - log_message = ( - f"Merging stage {current_file_number}/{total_files}: {file_path}" - ) + log_message = f"Merging stage {current_file_number}/{total_files}: {file_path}" logger.info(log_message) pipeline_status["latest_message"] = log_message pipeline_status["history_messages"].append(log_message) - # Process and update all entities at once - log_message = f"Updating {total_entities_count} entities {current_file_number}/{total_files}: {file_path}" + # Process and update all entities and relationships in parallel + log_message = f"Updating {total_entities_count} entities and {total_relations_count} relations {current_file_number}/{total_files}: {file_path}" logger.info(log_message) if pipeline_status is not None: async with pipeline_status_lock: pipeline_status["latest_message"] = log_message pipeline_status["history_messages"].append(log_message) + # Get max async tasks limit from global_config for semaphore control + llm_model_max_async = global_config.get("llm_model_max_async", 4) + semaphore = asyncio.Semaphore(llm_model_max_async) + async def _locked_process_entity_name(entity_name, entities): - async with get_graph_db_lock_keyed([entity_name], enable_logging=False): - entity_data = await _merge_nodes_then_upsert( - entity_name, - entities, - knowledge_graph_inst, - global_config, - pipeline_status, - pipeline_status_lock, - llm_response_cache, - ) - if entity_vdb is not None: - data_for_vdb = { - compute_mdhash_id(entity_data["entity_name"], prefix="ent-"): { - "entity_name": entity_data["entity_name"], - "entity_type": entity_data["entity_type"], - "content": f"{entity_data['entity_name']}\n{entity_data['description']}", - "source_id": entity_data["source_id"], - "file_path": entity_data.get("file_path", "unknown_source"), + async with semaphore: + async with get_graph_db_lock_keyed([entity_name], enable_logging=False): + entity_data = await _merge_nodes_then_upsert( + entity_name, + entities, + knowledge_graph_inst, + global_config, + pipeline_status, + pipeline_status_lock, + llm_response_cache, + ) + if entity_vdb is not None: + data_for_vdb = { + compute_mdhash_id(entity_data["entity_name"], prefix="ent-"): { + "entity_name": entity_data["entity_name"], + "entity_type": entity_data["entity_type"], + "content": f"{entity_data['entity_name']}\n{entity_data['description']}", + "source_id": entity_data["source_id"], + "file_path": entity_data.get("file_path", "unknown_source"), + } } - } - await entity_vdb.upsert(data_for_vdb) - return entity_data - - tasks = [] - for entity_name, entities in all_nodes.items(): - tasks.append(asyncio.create_task(_locked_process_entity_name(entity_name, entities))) - await asyncio.gather(*tasks) - - # Process and update all relationships at once - log_message = f"Updating {total_relations_count} relations {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) - if pipeline_status is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) + await entity_vdb.upsert(data_for_vdb) + return entity_data async def _locked_process_edges(edge_key, edges): - async with get_graph_db_lock_keyed(f"{edge_key[0]}-{edge_key[1]}", enable_logging=False): - edge_data = await _merge_edges_then_upsert( - edge_key[0], - edge_key[1], - edges, - knowledge_graph_inst, - global_config, - pipeline_status, - pipeline_status_lock, - llm_response_cache, - ) - if edge_data is None: - return None + async with semaphore: + async with get_graph_db_lock_keyed( + f"{edge_key[0]}-{edge_key[1]}", enable_logging=False + ): + edge_data = await _merge_edges_then_upsert( + edge_key[0], + edge_key[1], + edges, + knowledge_graph_inst, + global_config, + pipeline_status, + pipeline_status_lock, + llm_response_cache, + ) + if edge_data is None: + return None - if relationships_vdb is not None: - data_for_vdb = { - compute_mdhash_id(edge_data["src_id"] + edge_data["tgt_id"], prefix="rel-"): { - "src_id": edge_data["src_id"], - "tgt_id": edge_data["tgt_id"], - "keywords": edge_data["keywords"], - "content": f"{edge_data['src_id']}\t{edge_data['tgt_id']}\n{edge_data['keywords']}\n{edge_data['description']}", - "source_id": edge_data["source_id"], - "file_path": edge_data.get("file_path", "unknown_source"), + if relationships_vdb is not None: + data_for_vdb = { + compute_mdhash_id( + edge_data["src_id"] + edge_data["tgt_id"], prefix="rel-" + ): { + "src_id": edge_data["src_id"], + "tgt_id": edge_data["tgt_id"], + "keywords": edge_data["keywords"], + "content": f"{edge_data['src_id']}\t{edge_data['tgt_id']}\n{edge_data['keywords']}\n{edge_data['description']}", + "source_id": edge_data["source_id"], + "file_path": edge_data.get("file_path", "unknown_source"), + } } - } - await relationships_vdb.upsert(data_for_vdb) - return edge_data + await relationships_vdb.upsert(data_for_vdb) + return edge_data + # Create a single task queue for both entities and edges tasks = [] + + # Add entity processing tasks + for entity_name, entities in all_nodes.items(): + tasks.append( + asyncio.create_task(_locked_process_entity_name(entity_name, entities)) + ) + + # Add edge processing tasks for edge_key, edges in all_edges.items(): tasks.append(asyncio.create_task(_locked_process_edges(edge_key, edges))) + + # Execute all tasks in parallel with semaphore control await asyncio.gather(*tasks) + async def extract_entities( chunks: dict[str, TextChunkSchema], global_config: dict[str, str], From 42a1da0041ba789b89583a1807c4254e00da1d42 Mon Sep 17 00:00:00 2001 From: Marvin Schmidt Date: Fri, 11 Jul 2025 12:01:34 +0200 Subject: [PATCH 05/40] fix(build): pyproject.toml setup --- pyproject.toml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 2bb1f288..8bb5b221 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -82,8 +82,10 @@ Documentation = "https://github.com/HKUDS/LightRAG" Repository = "https://github.com/HKUDS/LightRAG" "Bug Tracker" = "https://github.com/HKUDS/LightRAG/issues" +[tool.setuptools.packages.find] +include = ["lightrag*"] + [tool.setuptools] -packages = ["lightrag"] include-package-data = true [tool.setuptools.dynamic] From 3afdd1b67cba27e492c67ec891445e929d7fd45a Mon Sep 17 00:00:00 2001 From: yangdx Date: Fri, 11 Jul 2025 20:39:08 +0800 Subject: [PATCH 06/40] Fix initial count error for multi-process lock with key --- lightrag/kg/shared_storage.py | 39 ++++++++++++++++++++--------------- lightrag/lightrag.py | 5 ++--- 2 files changed, 24 insertions(+), 20 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index d5780f2e..c9e26614 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -265,13 +265,13 @@ def _get_or_create_shared_raw_mp_lock(factory_name: str, key: str) -> Optional[m if raw is None: raw = _manager.Lock() _lock_registry[combined_key] = raw - _lock_registry_count[combined_key] = 0 + _lock_registry_count[combined_key] = 1 # 修复：新锁初始化为1，与释放逻辑保持一致 else: if count is None: raise RuntimeError(f"Shared-Data lock registry for {factory_name} is corrupted for key {key}") count += 1 _lock_registry_count[combined_key] = count - if count == 1 and combined_key in _lock_cleanup_data: + if count == 1 and combined_key in _lock_cleanup_data: # 把再次使用的锁添剔除出待清理字典 _lock_cleanup_data.pop(combined_key) return raw @@ -292,18 +292,20 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): count -= 1 if count < 0: - raise RuntimeError(f"Attempting to remove lock for {key} but it is not in the registry") - else: - _lock_registry_count[combined_key] = count + raise RuntimeError(f"Attempting to release lock for {key} more times than it was acquired") + _lock_registry_count[combined_key] = count + + current_time = time.time() if count == 0: - _lock_cleanup_data[combined_key] = time.time() + _lock_cleanup_data[combined_key] = current_time - for combined_key, value in list(_lock_cleanup_data.items()): - if time.time() - value > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: - _lock_registry.pop(combined_key) - _lock_registry_count.pop(combined_key) - _lock_cleanup_data.pop(combined_key) + # 清理过期的锁 + for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + _lock_registry.pop(cleanup_key, None) + _lock_registry_count.pop(cleanup_key, None) + _lock_cleanup_data.pop(cleanup_key, None) # ───────────────────────────────────────────────────────────────────────────── @@ -355,15 +357,18 @@ class KeyedUnifiedLock: def _release_async_lock(self, key: str): count = self._async_lock_count.get(key, 0) count -= 1 + + current_time = time.time() # 优化：只调用一次 time.time() if count == 0: - self._async_lock_cleanup_data[key] = time.time() + self._async_lock_cleanup_data[key] = current_time self._async_lock_count[key] = count - for key, value in list(self._async_lock_cleanup_data.items()): - if time.time() - value > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: - self._async_lock.pop(key) - self._async_lock_count.pop(key) - self._async_lock_cleanup_data.pop(key) + # 使用缓存的时间戳进行清理，避免在循环中重复调用 time.time() + for cleanup_key, cleanup_time in list(self._async_lock_cleanup_data.items()): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + self._async_lock.pop(cleanup_key) + self._async_lock_count.pop(cleanup_key) + self._async_lock_cleanup_data.pop(cleanup_key) def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index f7b1dcff..c07c6a53 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -1094,9 +1094,8 @@ class LightRAG: } ) - # Semphore is released here - # Concurrency is controlled by graph db lock for individual entities and relationships - + # Semphore is released here + # Concurrency is controlled by graph db lock for individual entities and relationships if file_extraction_stage_ok: try: # Get chunk_results from entity_relation_task From c52c451cf74ed20c3954449d981af07f4deef943 Mon Sep 17 00:00:00 2001 From: yangdx Date: Fri, 11 Jul 2025 20:40:50 +0800 Subject: [PATCH 07/40] Fix linting --- lightrag/kg/shared_storage.py | 97 +++++++++++++++++++++++++---------- 1 file changed, 69 insertions(+), 28 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index c9e26614..fdd4adcd 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -1,4 +1,3 @@ -from collections import defaultdict import os import sys import asyncio @@ -6,7 +5,7 @@ import multiprocessing as mp from multiprocessing.synchronize import Lock as ProcessLock from multiprocessing import Manager import time -from typing import Any, Callable, Dict, List, Optional, Union, TypeVar, Generic +from typing import Any, Dict, List, Optional, Union, TypeVar, Generic # Define a direct print function for critical logs that must be visible in all processes @@ -56,25 +55,38 @@ _async_locks: Optional[Dict[str, asyncio.Lock]] = None DEBUG_LOCKS = False _debug_n_locks_acquired: int = 0 + + def inc_debug_n_locks_acquired(): global _debug_n_locks_acquired if DEBUG_LOCKS: _debug_n_locks_acquired += 1 - print(f"DEBUG: Keyed Lock acquired, total: {_debug_n_locks_acquired:>5}", end="\r", flush=True) + print( + f"DEBUG: Keyed Lock acquired, total: {_debug_n_locks_acquired:>5}", + end="\r", + flush=True, + ) + def dec_debug_n_locks_acquired(): global _debug_n_locks_acquired if DEBUG_LOCKS: if _debug_n_locks_acquired > 0: _debug_n_locks_acquired -= 1 - print(f"DEBUG: Keyed Lock released, total: {_debug_n_locks_acquired:>5}", end="\r", flush=True) + print( + f"DEBUG: Keyed Lock released, total: {_debug_n_locks_acquired:>5}", + end="\r", + flush=True, + ) else: raise RuntimeError("Attempting to release lock when no locks are acquired") + def get_debug_n_locks_acquired(): global _debug_n_locks_acquired return _debug_n_locks_acquired + class UnifiedLock(Generic[T]): """Provide a unified lock interface type for asyncio.Lock and multiprocessing.Lock""" @@ -246,6 +258,7 @@ class UnifiedLock(Generic[T]): else: return self._lock.locked() + # ───────────────────────────────────────────────────────────────────────────── # 2. CROSS‑PROCESS FACTORY (one manager.Lock shared by *all* processes) # ───────────────────────────────────────────────────────────────────────────── @@ -253,7 +266,10 @@ def _get_combined_key(factory_name: str, key: str) -> str: """Return the combined key for the factory and key.""" return f"{factory_name}:{key}" -def _get_or_create_shared_raw_mp_lock(factory_name: str, key: str) -> Optional[mp.synchronize.Lock]: + +def _get_or_create_shared_raw_mp_lock( + factory_name: str, key: str +) -> Optional[mp.synchronize.Lock]: """Return the *singleton* manager.Lock() proxy for *key*, creating if needed.""" if not _is_multiprocess: return None @@ -265,13 +281,19 @@ def _get_or_create_shared_raw_mp_lock(factory_name: str, key: str) -> Optional[m if raw is None: raw = _manager.Lock() _lock_registry[combined_key] = raw - _lock_registry_count[combined_key] = 1 # 修复：新锁初始化为1，与释放逻辑保持一致 + _lock_registry_count[combined_key] = ( + 1 # 修复：新锁初始化为1，与释放逻辑保持一致 + ) else: if count is None: - raise RuntimeError(f"Shared-Data lock registry for {factory_name} is corrupted for key {key}") + raise RuntimeError( + f"Shared-Data lock registry for {factory_name} is corrupted for key {key}" + ) count += 1 _lock_registry_count[combined_key] = count - if count == 1 and combined_key in _lock_cleanup_data: # 把再次使用的锁添剔除出待清理字典 + if ( + count == 1 and combined_key in _lock_cleanup_data + ): # 把再次使用的锁添剔除出待清理字典 _lock_cleanup_data.pop(combined_key) return raw @@ -288,25 +310,29 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): if raw is None and count is None: return elif raw is None or count is None: - raise RuntimeError(f"Shared-Data lock registry for {factory_name} is corrupted for key {key}") + raise RuntimeError( + f"Shared-Data lock registry for {factory_name} is corrupted for key {key}" + ) count -= 1 if count < 0: - raise RuntimeError(f"Attempting to release lock for {key} more times than it was acquired") - + raise RuntimeError( + f"Attempting to release lock for {key} more times than it was acquired" + ) + _lock_registry_count[combined_key] = count - + current_time = time.time() if count == 0: _lock_cleanup_data[combined_key] = current_time - + # 清理过期的锁 for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: _lock_registry.pop(cleanup_key, None) _lock_registry_count.pop(cleanup_key, None) _lock_cleanup_data.pop(cleanup_key, None) - + # ───────────────────────────────────────────────────────────────────────────── # 3. PARAMETER‑KEYED WRAPPER (unchanged except it *accepts a factory*) @@ -322,7 +348,9 @@ class KeyedUnifiedLock: """ # ---------------- construction ---------------- - def __init__(self, factory_name: str, *, default_enable_logging: bool = True) -> None: + def __init__( + self, factory_name: str, *, default_enable_logging: bool = True + ) -> None: self._factory_name = factory_name self._default_enable_logging = default_enable_logging self._async_lock: Dict[str, asyncio.Lock] = {} # key → asyncio.Lock @@ -340,7 +368,12 @@ class KeyedUnifiedLock: """ if enable_logging is None: enable_logging = self._default_enable_logging - return _KeyedLockContext(self, factory_name=self._factory_name, keys=keys, enable_logging=enable_logging) + return _KeyedLockContext( + self, + factory_name=self._factory_name, + keys=keys, + enable_logging=enable_logging, + ) def _get_or_create_async_lock(self, key: str) -> asyncio.Lock: async_lock = self._async_lock.get(key) @@ -357,7 +390,7 @@ class KeyedUnifiedLock: def _release_async_lock(self, key: str): count = self._async_lock_count.get(key, 0) count -= 1 - + current_time = time.time() # 优化：只调用一次 time.time() if count == 0: self._async_lock_cleanup_data[key] = current_time @@ -370,7 +403,6 @@ class KeyedUnifiedLock: self._async_lock_count.pop(cleanup_key) self._async_lock_cleanup_data.pop(cleanup_key) - def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: # 1. get (or create) the per‑process async gate for this key # Is synchronous, so no need to acquire a lock @@ -381,15 +413,15 @@ class KeyedUnifiedLock: is_multiprocess = raw_lock is not None if not is_multiprocess: raw_lock = async_lock - + # 3. build a *fresh* UnifiedLock with the chosen logging flag if is_multiprocess: return UnifiedLock( lock=raw_lock, - is_async=False, # manager.Lock is synchronous + is_async=False, # manager.Lock is synchronous name=f"key:{self._factory_name}:{key}", enable_logging=enable_logging, - async_lock=async_lock, # prevents event‑loop blocking + async_lock=async_lock, # prevents event‑loop blocking ) else: return UnifiedLock( @@ -397,13 +429,14 @@ class KeyedUnifiedLock: is_async=True, name=f"key:{self._factory_name}:{key}", enable_logging=enable_logging, - async_lock=None, # No need for async lock in single process mode + async_lock=None, # No need for async lock in single process mode ) - + def _release_lock_for_key(self, key: str): self._release_async_lock(key) _release_shared_raw_mp_lock(self._factory_name, key) + class _KeyedLockContext: def __init__( self, @@ -419,7 +452,8 @@ class _KeyedLockContext: # to avoid deadlocks self._keys = sorted(keys) self._enable_logging = ( - enable_logging if enable_logging is not None + enable_logging + if enable_logging is not None else parent._default_enable_logging ) self._ul: Optional[List["UnifiedLock"]] = None # set in __aenter__ @@ -432,7 +466,9 @@ class _KeyedLockContext: # 4. acquire it self._ul = [] for key in self._keys: - lock = self._parent._get_lock_for_key(key, enable_logging=self._enable_logging) + lock = self._parent._get_lock_for_key( + key, enable_logging=self._enable_logging + ) await lock.__aenter__() inc_debug_n_locks_acquired() self._ul.append(lock) @@ -447,6 +483,7 @@ class _KeyedLockContext: dec_debug_n_locks_acquired() self._ul = None + def get_internal_lock(enable_logging: bool = False) -> UnifiedLock: """return unified storage lock for data consistency""" async_lock = _async_locks.get("internal_lock") if _is_multiprocess else None @@ -494,7 +531,10 @@ def get_graph_db_lock(enable_logging: bool = False) -> UnifiedLock: async_lock=async_lock, ) -def get_graph_db_lock_keyed(keys: str | list[str], enable_logging: bool = False) -> KeyedUnifiedLock: + +def get_graph_db_lock_keyed( + keys: str | list[str], enable_logging: bool = False +) -> KeyedUnifiedLock: """return unified graph database lock for ensuring atomic operations""" global _graph_db_lock_keyed if _graph_db_lock_keyed is None: @@ -503,6 +543,7 @@ def get_graph_db_lock_keyed(keys: str | list[str], enable_logging: bool = False) keys = [keys] return _graph_db_lock_keyed(keys, enable_logging=enable_logging) + def get_data_init_lock(enable_logging: bool = False) -> UnifiedLock: """return unified data initialization lock for ensuring atomic data initialization""" async_lock = _async_locks.get("data_init_lock") if _is_multiprocess else None @@ -577,7 +618,7 @@ def initialize_share_data(workers: int = 1): _shared_dicts = _manager.dict() _init_flags = _manager.dict() _update_flags = _manager.dict() - + _graph_db_lock_keyed = KeyedUnifiedLock( factory_name="graph_db_lock", ) @@ -605,7 +646,7 @@ def initialize_share_data(workers: int = 1): _init_flags = {} _update_flags = {} _async_locks = None # No need for async locks in single process mode - + _graph_db_lock_keyed = KeyedUnifiedLock( factory_name="graph_db_lock", ) From ad99d9ba5ab1bcc00f61cf42caa50b08f99adae9 Mon Sep 17 00:00:00 2001 From: yangdx Date: Fri, 11 Jul 2025 22:13:02 +0800 Subject: [PATCH 08/40] Improve code organization and comments --- lightrag/kg/shared_storage.py | 67 +++++++++++++++-------------------- 1 file changed, 29 insertions(+), 38 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index fdd4adcd..9330ac6a 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -29,14 +29,17 @@ LockType = Union[ProcessLock, asyncio.Lock] _is_multiprocess = None _workers = None _manager = None + +# Global singleton data for multi-process keyed locks _lock_registry: Optional[Dict[str, mp.synchronize.Lock]] = None _lock_registry_count: Optional[Dict[str, int]] = None _lock_cleanup_data: Optional[Dict[str, time.time]] = None _registry_guard = None -_initialized = None - +# Timeout for keyed locks in seconds CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 +_initialized = None + # shared data for storage across processes _shared_dicts: Optional[Dict[str, Any]] = None _init_flags: Optional[Dict[str, bool]] = None # namespace -> initialized @@ -48,6 +51,7 @@ _internal_lock: Optional[LockType] = None _pipeline_status_lock: Optional[LockType] = None _graph_db_lock: Optional[LockType] = None _data_init_lock: Optional[LockType] = None +# Manager for all keyed locks _graph_db_lock_keyed: Optional["KeyedUnifiedLock"] = None # async locks for coroutine synchronization in multiprocess mode @@ -56,7 +60,6 @@ _async_locks: Optional[Dict[str, asyncio.Lock]] = None DEBUG_LOCKS = False _debug_n_locks_acquired: int = 0 - def inc_debug_n_locks_acquired(): global _debug_n_locks_acquired if DEBUG_LOCKS: @@ -259,9 +262,6 @@ class UnifiedLock(Generic[T]): return self._lock.locked() -# ───────────────────────────────────────────────────────────────────────────── -# 2. CROSS‑PROCESS FACTORY (one manager.Lock shared by *all* processes) -# ───────────────────────────────────────────────────────────────────────────── def _get_combined_key(factory_name: str, key: str) -> str: """Return the combined key for the factory and key.""" return f"{factory_name}:{key}" @@ -270,7 +270,7 @@ def _get_combined_key(factory_name: str, key: str) -> str: def _get_or_create_shared_raw_mp_lock( factory_name: str, key: str ) -> Optional[mp.synchronize.Lock]: - """Return the *singleton* manager.Lock() proxy for *key*, creating if needed.""" + """Return the *singleton* manager.Lock() proxy for keyed lock, creating if needed.""" if not _is_multiprocess: return None @@ -281,20 +281,18 @@ def _get_or_create_shared_raw_mp_lock( if raw is None: raw = _manager.Lock() _lock_registry[combined_key] = raw - _lock_registry_count[combined_key] = ( - 1 # 修复：新锁初始化为1，与释放逻辑保持一致 - ) + count = 0 else: if count is None: raise RuntimeError( f"Shared-Data lock registry for {factory_name} is corrupted for key {key}" ) - count += 1 - _lock_registry_count[combined_key] = count if ( count == 1 and combined_key in _lock_cleanup_data - ): # 把再次使用的锁添剔除出待清理字典 + ): # Reusing an key waiting for cleanup, remove it from cleanup list _lock_cleanup_data.pop(combined_key) + count += 1 + _lock_registry_count[combined_key] = count return raw @@ -326,7 +324,6 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): if count == 0: _lock_cleanup_data[combined_key] = current_time - # 清理过期的锁 for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: _lock_registry.pop(cleanup_key, None) @@ -334,31 +331,26 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): _lock_cleanup_data.pop(cleanup_key, None) -# ───────────────────────────────────────────────────────────────────────────── -# 3. PARAMETER‑KEYED WRAPPER (unchanged except it *accepts a factory*) -# ───────────────────────────────────────────────────────────────────────────── class KeyedUnifiedLock: """ - Parameter‑keyed wrapper around `UnifiedLock`. + Manager for unified keyed locks, supporting both single and multi-process - • Keeps only a table of per‑key *asyncio* gates locally - • Fetches the shared process‑wide mutex on *every* acquire + • Keeps only a table of async keyed locks locally + • Fetches the multi-process keyed lockon every acquire • Builds a fresh `UnifiedLock` each time, so `enable_logging` (or future options) can vary per call. """ - # ---------------- construction ---------------- def __init__( self, factory_name: str, *, default_enable_logging: bool = True ) -> None: self._factory_name = factory_name self._default_enable_logging = default_enable_logging - self._async_lock: Dict[str, asyncio.Lock] = {} # key → asyncio.Lock - self._async_lock_count: Dict[str, int] = {} # key → asyncio.Lock count - self._async_lock_cleanup_data: Dict[str, time.time] = {} # key → time.time - self._mp_locks: Dict[str, mp.synchronize.Lock] = {} # key → mp.synchronize.Lock + self._async_lock: Dict[str, asyncio.Lock] = {} # local keyed locks + self._async_lock_count: Dict[str, int] = {} # local keyed locks referenced count + self._async_lock_cleanup_data: Dict[str, time.time] = {} # local keyed locks timeout + self._mp_locks: Dict[str, mp.synchronize.Lock] = {} # multi-process lock proxies - # ---------------- public API ------------------ def __call__(self, keys: list[str], *, enable_logging: Optional[bool] = None): """ Ergonomic helper so you can write: @@ -391,12 +383,11 @@ class KeyedUnifiedLock: count = self._async_lock_count.get(key, 0) count -= 1 - current_time = time.time() # 优化：只调用一次 time.time() + current_time = time.time() if count == 0: self._async_lock_cleanup_data[key] = current_time self._async_lock_count[key] = count - # 使用缓存的时间戳进行清理，避免在循环中重复调用 time.time() for cleanup_key, cleanup_time in list(self._async_lock_cleanup_data.items()): if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: self._async_lock.pop(cleanup_key) @@ -417,19 +408,19 @@ class KeyedUnifiedLock: # 3. build a *fresh* UnifiedLock with the chosen logging flag if is_multiprocess: return UnifiedLock( - lock=raw_lock, - is_async=False, # manager.Lock is synchronous - name=f"key:{self._factory_name}:{key}", - enable_logging=enable_logging, - async_lock=async_lock, # prevents event‑loop blocking + lock = raw_lock, + is_async = False, # manager.Lock is synchronous + name = _get_combined_key(self._factory_name, key), + enable_logging = enable_logging, + async_lock = async_lock, # prevents event‑loop blocking ) else: return UnifiedLock( - lock=raw_lock, - is_async=True, - name=f"key:{self._factory_name}:{key}", - enable_logging=enable_logging, - async_lock=None, # No need for async lock in single process mode + lock = raw_lock, + is_async = True, + name = _get_combined_key(self._factory_name, key), + enable_logging = enable_logging, + async_lock = None, # No need for async lock in single process mode ) def _release_lock_for_key(self, key: str): From a64c767298d15e9361d63e90b98ec240e1db7105 Mon Sep 17 00:00:00 2001 From: yangdx Date: Fri, 11 Jul 2025 23:43:40 +0800 Subject: [PATCH 09/40] optimize: improve lock cleanup performance with threshold-based strategy - Add CLEANUP_THRESHOLD constant (100) to control cleanup frequency - Modify _release_shared_raw_mp_lock to only scan when cleanup list exceeds threshold - Modify _release_async_lock to only scan when cleanup list exceeds threshold --- lightrag/kg/shared_storage.py | 61 ++++++++++++++++++++++------------- 1 file changed, 38 insertions(+), 23 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 9330ac6a..0f961687 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -37,6 +37,8 @@ _lock_cleanup_data: Optional[Dict[str, time.time]] = None _registry_guard = None # Timeout for keyed locks in seconds CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 +# Threshold for triggering cleanup - only clean when pending list exceeds this size +CLEANUP_THRESHOLD = 100 _initialized = None @@ -60,6 +62,7 @@ _async_locks: Optional[Dict[str, asyncio.Lock]] = None DEBUG_LOCKS = False _debug_n_locks_acquired: int = 0 + def inc_debug_n_locks_acquired(): global _debug_n_locks_acquired if DEBUG_LOCKS: @@ -324,11 +327,13 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): if count == 0: _lock_cleanup_data[combined_key] = current_time - for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): - if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: - _lock_registry.pop(cleanup_key, None) - _lock_registry_count.pop(cleanup_key, None) - _lock_cleanup_data.pop(cleanup_key, None) + # Only perform cleanup when the pending cleanup list exceeds threshold + if len(_lock_cleanup_data) > CLEANUP_THRESHOLD: + for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + _lock_registry.pop(cleanup_key, None) + _lock_registry_count.pop(cleanup_key, None) + _lock_cleanup_data.pop(cleanup_key, None) class KeyedUnifiedLock: @@ -347,9 +352,15 @@ class KeyedUnifiedLock: self._factory_name = factory_name self._default_enable_logging = default_enable_logging self._async_lock: Dict[str, asyncio.Lock] = {} # local keyed locks - self._async_lock_count: Dict[str, int] = {} # local keyed locks referenced count - self._async_lock_cleanup_data: Dict[str, time.time] = {} # local keyed locks timeout - self._mp_locks: Dict[str, mp.synchronize.Lock] = {} # multi-process lock proxies + self._async_lock_count: Dict[ + str, int + ] = {} # local keyed locks referenced count + self._async_lock_cleanup_data: Dict[ + str, time.time + ] = {} # local keyed locks timeout + self._mp_locks: Dict[ + str, mp.synchronize.Lock + ] = {} # multi-process lock proxies def __call__(self, keys: list[str], *, enable_logging: Optional[bool] = None): """ @@ -388,11 +399,15 @@ class KeyedUnifiedLock: self._async_lock_cleanup_data[key] = current_time self._async_lock_count[key] = count - for cleanup_key, cleanup_time in list(self._async_lock_cleanup_data.items()): - if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: - self._async_lock.pop(cleanup_key) - self._async_lock_count.pop(cleanup_key) - self._async_lock_cleanup_data.pop(cleanup_key) + # Only perform cleanup when the pending cleanup list exceeds threshold + if len(self._async_lock_cleanup_data) > CLEANUP_THRESHOLD: + for cleanup_key, cleanup_time in list( + self._async_lock_cleanup_data.items() + ): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + self._async_lock.pop(cleanup_key) + self._async_lock_count.pop(cleanup_key) + self._async_lock_cleanup_data.pop(cleanup_key) def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: # 1. get (or create) the per‑process async gate for this key @@ -408,19 +423,19 @@ class KeyedUnifiedLock: # 3. build a *fresh* UnifiedLock with the chosen logging flag if is_multiprocess: return UnifiedLock( - lock = raw_lock, - is_async = False, # manager.Lock is synchronous - name = _get_combined_key(self._factory_name, key), - enable_logging = enable_logging, - async_lock = async_lock, # prevents event‑loop blocking + lock=raw_lock, + is_async=False, # manager.Lock is synchronous + name=_get_combined_key(self._factory_name, key), + enable_logging=enable_logging, + async_lock=async_lock, # prevents event‑loop blocking ) else: return UnifiedLock( - lock = raw_lock, - is_async = True, - name = _get_combined_key(self._factory_name, key), - enable_logging = enable_logging, - async_lock = None, # No need for async lock in single process mode + lock=raw_lock, + is_async=True, + name=_get_combined_key(self._factory_name, key), + enable_logging=enable_logging, + async_lock=None, # No need for async lock in single process mode ) def _release_lock_for_key(self, key: str): From 22c36f2fd2095e11d2d8344e1d24d1d59de12759 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 02:41:31 +0800 Subject: [PATCH 10/40] Optimize log messages --- lightrag/kg/shared_storage.py | 72 ++++++++++++++++++++++------------- lightrag/operate.py | 13 +++---- 2 files changed, 52 insertions(+), 33 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 0f961687..fe7e7e00 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -5,21 +5,42 @@ import multiprocessing as mp from multiprocessing.synchronize import Lock as ProcessLock from multiprocessing import Manager import time +import logging from typing import Any, Dict, List, Optional, Union, TypeVar, Generic # Define a direct print function for critical logs that must be visible in all processes -def direct_log(message, level="INFO", enable_output: bool = True): +def direct_log(message, enable_output: bool = True, level: str = "DEBUG"): """ Log a message directly to stderr to ensure visibility in all processes, including the Gunicorn master process. Args: message: The message to log - level: Log level (default: "INFO") + level: Log level (default: "DEBUG") enable_output: Whether to actually output the log (default: True) """ - if enable_output: + # Get the current logger level from the lightrag logger + try: + from lightrag.utils import logger + + current_level = logger.getEffectiveLevel() + except ImportError: + # Fallback if lightrag.utils is not available + current_level = logging.INFO + + # Convert string level to numeric level for comparison + level_mapping = { + "DEBUG": logging.DEBUG, # 10 + "INFO": logging.INFO, # 20 + "WARNING": logging.WARNING, # 30 + "ERROR": logging.ERROR, # 40 + "CRITICAL": logging.CRITICAL, # 50 + } + message_level = level_mapping.get(level.upper(), logging.DEBUG) + + # print(f"Diret_log: {level.upper()} {message_level} ? {current_level}", file=sys.stderr, flush=True) + if enable_output or (message_level >= current_level): print(f"{level}: {message}", file=sys.stderr, flush=True) @@ -67,11 +88,7 @@ def inc_debug_n_locks_acquired(): global _debug_n_locks_acquired if DEBUG_LOCKS: _debug_n_locks_acquired += 1 - print( - f"DEBUG: Keyed Lock acquired, total: {_debug_n_locks_acquired:>5}", - end="\r", - flush=True, - ) + print(f"DEBUG: Keyed Lock acquired, total: {_debug_n_locks_acquired:>5}") def dec_debug_n_locks_acquired(): @@ -79,11 +96,7 @@ def dec_debug_n_locks_acquired(): if DEBUG_LOCKS: if _debug_n_locks_acquired > 0: _debug_n_locks_acquired -= 1 - print( - f"DEBUG: Keyed Lock released, total: {_debug_n_locks_acquired:>5}", - end="\r", - flush=True, - ) + print(f"DEBUG: Keyed Lock released, total: {_debug_n_locks_acquired:>5}") else: raise RuntimeError("Attempting to release lock when no locks are acquired") @@ -113,17 +126,8 @@ class UnifiedLock(Generic[T]): async def __aenter__(self) -> "UnifiedLock[T]": try: - # direct_log( - # f"== Lock == Process {self._pid}: Acquiring lock '{self._name}' (async={self._is_async})", - # enable_output=self._enable_logging, - # ) - # If in multiprocess mode and async lock exists, acquire it first if not self._is_async and self._async_lock is not None: - # direct_log( - # f"== Lock == Process {self._pid}: Acquiring async lock for '{self._name}'", - # enable_output=self._enable_logging, - # ) await self._async_lock.acquire() direct_log( f"== Lock == Process {self._pid}: Async lock for '{self._name}' acquired", @@ -328,12 +332,20 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): _lock_cleanup_data[combined_key] = current_time # Only perform cleanup when the pending cleanup list exceeds threshold - if len(_lock_cleanup_data) > CLEANUP_THRESHOLD: + total_cleanup_len = len(_lock_cleanup_data) + if total_cleanup_len >= CLEANUP_THRESHOLD: + cleaned_count = 0 for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: _lock_registry.pop(cleanup_key, None) _lock_registry_count.pop(cleanup_key, None) _lock_cleanup_data.pop(cleanup_key, None) + cleaned_count += 1 + direct_log( + f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks", + enable_output=False, + level="DEBUG", + ) class KeyedUnifiedLock: @@ -400,7 +412,9 @@ class KeyedUnifiedLock: self._async_lock_count[key] = count # Only perform cleanup when the pending cleanup list exceeds threshold - if len(self._async_lock_cleanup_data) > CLEANUP_THRESHOLD: + total_cleanup_len = len(self._async_lock_cleanup_data) + if total_cleanup_len >= CLEANUP_THRESHOLD: + cleaned_count = 0 for cleanup_key, cleanup_time in list( self._async_lock_cleanup_data.items() ): @@ -408,6 +422,12 @@ class KeyedUnifiedLock: self._async_lock.pop(cleanup_key) self._async_lock_count.pop(cleanup_key) self._async_lock_cleanup_data.pop(cleanup_key) + cleaned_count += 1 + direct_log( + f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks", + enable_output=False, + level="DEBUG", + ) def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: # 1. get (or create) the per‑process async gate for this key @@ -626,7 +646,7 @@ def initialize_share_data(workers: int = 1): _update_flags = _manager.dict() _graph_db_lock_keyed = KeyedUnifiedLock( - factory_name="graph_db_lock", + factory_name="GraphDB", ) # Initialize async locks for multiprocess mode @@ -654,7 +674,7 @@ def initialize_share_data(workers: int = 1): _async_locks = None # No need for async locks in single process mode _graph_db_lock_keyed = KeyedUnifiedLock( - factory_name="graph_db_lock", + factory_name="GraphDB", ) direct_log(f"Process {os.getpid()} Shared-Data created for Single Process") diff --git a/lightrag/operate.py b/lightrag/operate.py index 84e99c14..2008cb51 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -1143,19 +1143,18 @@ async def merge_nodes_and_edges( total_relations_count = len(all_edges) # Merge nodes and edges + log_message = f"Merging stage {current_file_number}/{total_files}: {file_path}" + logger.info(log_message) async with pipeline_status_lock: - log_message = f"Merging stage {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) pipeline_status["latest_message"] = log_message pipeline_status["history_messages"].append(log_message) # Process and update all entities and relationships in parallel - log_message = f"Updating {total_entities_count} entities and {total_relations_count} relations {current_file_number}/{total_files}: {file_path}" + log_message = f"Processing: {total_entities_count} entities and {total_relations_count} relations" logger.info(log_message) - if pipeline_status is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) + async with pipeline_status_lock: + pipeline_status["latest_message"] = log_message + pipeline_status["history_messages"].append(log_message) # Get max async tasks limit from global_config for semaphore control llm_model_max_async = global_config.get("llm_model_max_async", 4) From 3d8e6924bc849a7789de5830b78f460973f874a6 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 02:58:05 +0800 Subject: [PATCH 11/40] Show lock clean up message --- lightrag/kg/shared_storage.py | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index fe7e7e00..02b6c245 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -341,11 +341,12 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): _lock_registry_count.pop(cleanup_key, None) _lock_cleanup_data.pop(cleanup_key, None) cleaned_count += 1 - direct_log( - f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks", - enable_output=False, - level="DEBUG", - ) + if cleaned_count > 0: + direct_log( + f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks", + enable_output=False, + level="INFO", + ) class KeyedUnifiedLock: @@ -423,11 +424,12 @@ class KeyedUnifiedLock: self._async_lock_count.pop(cleanup_key) self._async_lock_cleanup_data.pop(cleanup_key) cleaned_count += 1 - direct_log( - f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks", - enable_output=False, - level="DEBUG", - ) + if cleaned_count > 0: + direct_log( + f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks", + enable_output=False, + level="INFO", + ) def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: # 1. get (or create) the per‑process async gate for this key From 7490a18481a45ffa77e68953697cbefe803ab2f3 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 03:10:03 +0800 Subject: [PATCH 12/40] Optimize lock cleanup parameters --- lightrag/kg/shared_storage.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 02b6c245..0961da16 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -57,9 +57,9 @@ _lock_registry_count: Optional[Dict[str, int]] = None _lock_cleanup_data: Optional[Dict[str, time.time]] = None _registry_guard = None # Timeout for keyed locks in seconds -CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 +CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 150 # Threshold for triggering cleanup - only clean when pending list exceeds this size -CLEANUP_THRESHOLD = 100 +CLEANUP_THRESHOLD = 200 _initialized = None From 39965d7ded0a025f047ad81ddd7438784504ac0f Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 03:32:08 +0800 Subject: [PATCH 13/40] Move merging stage back controled by max parallel insert semhore --- lightrag/kg/shared_storage.py | 4 +- lightrag/lightrag.py | 157 +++++++++++++++++----------------- 2 files changed, 82 insertions(+), 79 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 0961da16..9871d4aa 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -57,9 +57,9 @@ _lock_registry_count: Optional[Dict[str, int]] = None _lock_cleanup_data: Optional[Dict[str, time.time]] = None _registry_guard = None # Timeout for keyed locks in seconds -CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 150 +CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 # Threshold for triggering cleanup - only clean when pending list exceeds this size -CLEANUP_THRESHOLD = 200 +CLEANUP_THRESHOLD = 500 _initialized = None diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index c07c6a53..feb7ab16 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -1094,86 +1094,89 @@ class LightRAG: } ) - # Semphore is released here - # Concurrency is controlled by graph db lock for individual entities and relationships - if file_extraction_stage_ok: - try: - # Get chunk_results from entity_relation_task - chunk_results = await entity_relation_task - await merge_nodes_and_edges( - chunk_results=chunk_results, # result collected from entity_relation_task - knowledge_graph_inst=self.chunk_entity_relation_graph, - entity_vdb=self.entities_vdb, - relationships_vdb=self.relationships_vdb, - global_config=asdict(self), - pipeline_status=pipeline_status, - pipeline_status_lock=pipeline_status_lock, - llm_response_cache=self.llm_response_cache, - current_file_number=current_file_number, - total_files=total_files, - file_path=file_path, - ) - - await self.doc_status.upsert( - { - doc_id: { - "status": DocStatus.PROCESSED, - "chunks_count": len(chunks), - "chunks_list": list( - chunks.keys() - ), # 保留 chunks_list - "content": status_doc.content, - "content_summary": status_doc.content_summary, - "content_length": status_doc.content_length, - "created_at": status_doc.created_at, - "updated_at": datetime.now( - timezone.utc - ).isoformat(), - "file_path": file_path, - } - } - ) - - # Call _insert_done after processing each file - await self._insert_done() - - async with pipeline_status_lock: - log_message = f"Completed processing file {current_file_number}/{total_files}: {file_path}" - logger.info(log_message) - pipeline_status["latest_message"] = log_message - pipeline_status["history_messages"].append(log_message) - - except Exception as e: - # Log error and update pipeline status - logger.error(traceback.format_exc()) - error_msg = f"Merging stage failed in document {current_file_number}/{total_files}: {file_path}" - logger.error(error_msg) - async with pipeline_status_lock: - pipeline_status["latest_message"] = error_msg - pipeline_status["history_messages"].append( - traceback.format_exc() + # Concurrency is controlled by graph db lock for individual entities and relationships + if file_extraction_stage_ok: + try: + # Get chunk_results from entity_relation_task + chunk_results = await entity_relation_task + await merge_nodes_and_edges( + chunk_results=chunk_results, # result collected from entity_relation_task + knowledge_graph_inst=self.chunk_entity_relation_graph, + entity_vdb=self.entities_vdb, + relationships_vdb=self.relationships_vdb, + global_config=asdict(self), + pipeline_status=pipeline_status, + pipeline_status_lock=pipeline_status_lock, + llm_response_cache=self.llm_response_cache, + current_file_number=current_file_number, + total_files=total_files, + file_path=file_path, ) - pipeline_status["history_messages"].append(error_msg) - # Persistent llm cache - if self.llm_response_cache: - await self.llm_response_cache.index_done_callback() - - # Update document status to failed - await self.doc_status.upsert( - { - doc_id: { - "status": DocStatus.FAILED, - "error": str(e), - "content": status_doc.content, - "content_summary": status_doc.content_summary, - "content_length": status_doc.content_length, - "created_at": status_doc.created_at, - "updated_at": datetime.now().isoformat(), - "file_path": file_path, + await self.doc_status.upsert( + { + doc_id: { + "status": DocStatus.PROCESSED, + "chunks_count": len(chunks), + "chunks_list": list( + chunks.keys() + ), # 保留 chunks_list + "content": status_doc.content, + "content_summary": status_doc.content_summary, + "content_length": status_doc.content_length, + "created_at": status_doc.created_at, + "updated_at": datetime.now( + timezone.utc + ).isoformat(), + "file_path": file_path, + } } - } - ) + ) + + # Call _insert_done after processing each file + await self._insert_done() + + async with pipeline_status_lock: + log_message = f"Completed processing file {current_file_number}/{total_files}: {file_path}" + logger.info(log_message) + pipeline_status["latest_message"] = log_message + pipeline_status["history_messages"].append( + log_message + ) + + except Exception as e: + # Log error and update pipeline status + logger.error(traceback.format_exc()) + error_msg = f"Merging stage failed in document {current_file_number}/{total_files}: {file_path}" + logger.error(error_msg) + async with pipeline_status_lock: + pipeline_status["latest_message"] = error_msg + pipeline_status["history_messages"].append( + traceback.format_exc() + ) + pipeline_status["history_messages"].append( + error_msg + ) + + # Persistent llm cache + if self.llm_response_cache: + await self.llm_response_cache.index_done_callback() + + # Update document status to failed + await self.doc_status.upsert( + { + doc_id: { + "status": DocStatus.FAILED, + "error": str(e), + "content": status_doc.content, + "content_summary": status_doc.content_summary, + "content_length": status_doc.content_length, + "created_at": status_doc.created_at, + "updated_at": datetime.now().isoformat(), + "file_path": file_path, + } + } + ) # Create processing tasks for all documents doc_tasks = [] From 964293f21b7e4d916b7127150a5d96715f586644 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 04:34:26 +0800 Subject: [PATCH 14/40] Optimize lock cleanup with time tracking and intervals - Add cleanup time tracking variables - Implement minimum cleanup intervals - Track earliest cleanup times - Handle time rollback cases - Improve cleanup logging --- lightrag/kg/shared_storage.py | 172 +++++++++++++++++++++++++++++----- 1 file changed, 147 insertions(+), 25 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 9871d4aa..dd40c700 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -60,6 +60,12 @@ _registry_guard = None CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 # Threshold for triggering cleanup - only clean when pending list exceeds this size CLEANUP_THRESHOLD = 500 +# Minimum interval between cleanup operations in seconds +MIN_CLEANUP_INTERVAL_SECONDS = 30 +# Track the earliest cleanup time for efficient cleanup triggering (multiprocess locks only) +_earliest_mp_cleanup_time: Optional[float] = None +# Track the last cleanup time to enforce minimum interval (multiprocess locks only) +_last_mp_cleanup_time: Optional[float] = None _initialized = None @@ -308,6 +314,8 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): if not _is_multiprocess: return + global _earliest_mp_cleanup_time, _last_mp_cleanup_time + with _registry_guard: combined_key = _get_combined_key(factory_name, key) raw = _lock_registry.get(combined_key) @@ -330,23 +338,77 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): current_time = time.time() if count == 0: _lock_cleanup_data[combined_key] = current_time + + # Update earliest multiprocess cleanup time (only when earlier) + if _earliest_mp_cleanup_time is None or current_time < _earliest_mp_cleanup_time: + _earliest_mp_cleanup_time = current_time - # Only perform cleanup when the pending cleanup list exceeds threshold + # Efficient cleanup triggering with minimum interval control total_cleanup_len = len(_lock_cleanup_data) if total_cleanup_len >= CLEANUP_THRESHOLD: - cleaned_count = 0 - for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): - if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: - _lock_registry.pop(cleanup_key, None) - _lock_registry_count.pop(cleanup_key, None) - _lock_cleanup_data.pop(cleanup_key, None) - cleaned_count += 1 - if cleaned_count > 0: + # Time rollback detection + if _last_mp_cleanup_time is not None and current_time < _last_mp_cleanup_time: direct_log( - f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks", + "== mp Lock == Time rollback detected, resetting cleanup time", + level="WARNING", enable_output=False, - level="INFO", ) + _last_mp_cleanup_time = None + + # Check cleanup conditions + has_expired_locks = ( + _earliest_mp_cleanup_time is not None and + current_time - _earliest_mp_cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + ) + + interval_satisfied = ( + _last_mp_cleanup_time is None or + current_time - _last_mp_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS + ) + + if has_expired_locks and interval_satisfied: + try: + cleaned_count = 0 + new_earliest_time = None + + # Perform cleanup while maintaining the new earliest time + for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + # Clean expired locks + _lock_registry.pop(cleanup_key, None) + _lock_registry_count.pop(cleanup_key, None) + _lock_cleanup_data.pop(cleanup_key, None) + cleaned_count += 1 + else: + # Track the earliest time among remaining locks + if new_earliest_time is None or cleanup_time < new_earliest_time: + new_earliest_time = cleanup_time + + # Update state only after successful cleanup + _earliest_mp_cleanup_time = new_earliest_time + _last_mp_cleanup_time = current_time + + if cleaned_count > 0: + next_cleanup_in = ( + max( + (new_earliest_time + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - current_time) if new_earliest_time else float('inf'), + MIN_CLEANUP_INTERVAL_SECONDS + ) + ) + direct_log( + f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks, " + f"next cleanup in {next_cleanup_in:.1f}s", + enable_output=False, + level="INFO", + ) + + except Exception as e: + direct_log( + f"== mp Lock == Cleanup failed: {e}", + level="ERROR", + enable_output=False, + ) + # Don't update _last_mp_cleanup_time to allow retry class KeyedUnifiedLock: @@ -374,6 +436,8 @@ class KeyedUnifiedLock: self._mp_locks: Dict[ str, mp.synchronize.Lock ] = {} # multi-process lock proxies + self._earliest_async_cleanup_time: Optional[float] = None # track earliest async cleanup time + self._last_async_cleanup_time: Optional[float] = None # track last async cleanup time for minimum interval def __call__(self, keys: list[str], *, enable_logging: Optional[bool] = None): """ @@ -410,26 +474,78 @@ class KeyedUnifiedLock: current_time = time.time() if count == 0: self._async_lock_cleanup_data[key] = current_time + + # Update earliest async cleanup time (only when earlier) + if self._earliest_async_cleanup_time is None or current_time < self._earliest_async_cleanup_time: + self._earliest_async_cleanup_time = current_time self._async_lock_count[key] = count - # Only perform cleanup when the pending cleanup list exceeds threshold + # Efficient cleanup triggering with minimum interval control total_cleanup_len = len(self._async_lock_cleanup_data) if total_cleanup_len >= CLEANUP_THRESHOLD: - cleaned_count = 0 - for cleanup_key, cleanup_time in list( - self._async_lock_cleanup_data.items() - ): - if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: - self._async_lock.pop(cleanup_key) - self._async_lock_count.pop(cleanup_key) - self._async_lock_cleanup_data.pop(cleanup_key) - cleaned_count += 1 - if cleaned_count > 0: + # Time rollback detection + if self._last_async_cleanup_time is not None and current_time < self._last_async_cleanup_time: direct_log( - f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks", + "== async Lock == Time rollback detected, resetting cleanup time", + level="WARNING", enable_output=False, - level="INFO", ) + self._last_async_cleanup_time = None + + # Check cleanup conditions + has_expired_locks = ( + self._earliest_async_cleanup_time is not None and + current_time - self._earliest_async_cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + ) + + interval_satisfied = ( + self._last_async_cleanup_time is None or + current_time - self._last_async_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS + ) + + if has_expired_locks and interval_satisfied: + try: + cleaned_count = 0 + new_earliest_time = None + + # Perform cleanup while maintaining the new earliest time + for cleanup_key, cleanup_time in list(self._async_lock_cleanup_data.items()): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + # Clean expired async locks + self._async_lock.pop(cleanup_key) + self._async_lock_count.pop(cleanup_key) + self._async_lock_cleanup_data.pop(cleanup_key) + cleaned_count += 1 + else: + # Track the earliest time among remaining locks + if new_earliest_time is None or cleanup_time < new_earliest_time: + new_earliest_time = cleanup_time + + # Update state only after successful cleanup + self._earliest_async_cleanup_time = new_earliest_time + self._last_async_cleanup_time = current_time + + if cleaned_count > 0: + next_cleanup_in = ( + max( + (new_earliest_time + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - current_time) if new_earliest_time else float('inf'), + MIN_CLEANUP_INTERVAL_SECONDS + ) + ) + direct_log( + f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks, " + f"next cleanup in {next_cleanup_in:.1f}s", + enable_output=False, + level="INFO", + ) + + except Exception as e: + direct_log( + f"== async Lock == Cleanup failed: {e}", + level="ERROR", + enable_output=False, + ) + # Don't update _last_async_cleanup_time to allow retry def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: # 1. get (or create) the per‑process async gate for this key @@ -620,7 +736,9 @@ def initialize_share_data(workers: int = 1): _initialized, \ _update_flags, \ _async_locks, \ - _graph_db_lock_keyed + _graph_db_lock_keyed, \ + _earliest_mp_cleanup_time, \ + _last_mp_cleanup_time # Check if already initialized if _initialized: @@ -680,6 +798,10 @@ def initialize_share_data(workers: int = 1): ) direct_log(f"Process {os.getpid()} Shared-Data created for Single Process") + # Initialize multiprocess cleanup times + _earliest_mp_cleanup_time = None + _last_mp_cleanup_time = None + # Mark as initialized _initialized = True From 5ee509e67101509330537009da034bfe02af4cc9 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 05:17:44 +0800 Subject: [PATCH 15/40] Fix linting --- lightrag/kg/shared_storage.py | 129 ++++++++++++++++++++++------------ 1 file changed, 85 insertions(+), 44 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index dd40c700..b83e058c 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -338,42 +338,52 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): current_time = time.time() if count == 0: _lock_cleanup_data[combined_key] = current_time - + # Update earliest multiprocess cleanup time (only when earlier) - if _earliest_mp_cleanup_time is None or current_time < _earliest_mp_cleanup_time: + if ( + _earliest_mp_cleanup_time is None + or current_time < _earliest_mp_cleanup_time + ): _earliest_mp_cleanup_time = current_time # Efficient cleanup triggering with minimum interval control total_cleanup_len = len(_lock_cleanup_data) if total_cleanup_len >= CLEANUP_THRESHOLD: # Time rollback detection - if _last_mp_cleanup_time is not None and current_time < _last_mp_cleanup_time: + if ( + _last_mp_cleanup_time is not None + and current_time < _last_mp_cleanup_time + ): direct_log( "== mp Lock == Time rollback detected, resetting cleanup time", level="WARNING", enable_output=False, ) _last_mp_cleanup_time = None - + # Check cleanup conditions has_expired_locks = ( - _earliest_mp_cleanup_time is not None and - current_time - _earliest_mp_cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + _earliest_mp_cleanup_time is not None + and current_time - _earliest_mp_cleanup_time + > CLEANUP_KEYED_LOCKS_AFTER_SECONDS ) - + interval_satisfied = ( - _last_mp_cleanup_time is None or - current_time - _last_mp_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS + _last_mp_cleanup_time is None + or current_time - _last_mp_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS ) - + if has_expired_locks and interval_satisfied: try: cleaned_count = 0 new_earliest_time = None - + # Perform cleanup while maintaining the new earliest time for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): - if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + if ( + current_time - cleanup_time + > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + ): # Clean expired locks _lock_registry.pop(cleanup_key, None) _lock_registry_count.pop(cleanup_key, None) @@ -381,19 +391,26 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): cleaned_count += 1 else: # Track the earliest time among remaining locks - if new_earliest_time is None or cleanup_time < new_earliest_time: + if ( + new_earliest_time is None + or cleanup_time < new_earliest_time + ): new_earliest_time = cleanup_time - + # Update state only after successful cleanup _earliest_mp_cleanup_time = new_earliest_time _last_mp_cleanup_time = current_time - + if cleaned_count > 0: - next_cleanup_in = ( - max( - (new_earliest_time + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - current_time) if new_earliest_time else float('inf'), - MIN_CLEANUP_INTERVAL_SECONDS + next_cleanup_in = max( + ( + new_earliest_time + + CLEANUP_KEYED_LOCKS_AFTER_SECONDS + - current_time ) + if new_earliest_time + else float("inf"), + MIN_CLEANUP_INTERVAL_SECONDS, ) direct_log( f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks, " @@ -401,7 +418,7 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): enable_output=False, level="INFO", ) - + except Exception as e: direct_log( f"== mp Lock == Cleanup failed: {e}", @@ -436,8 +453,12 @@ class KeyedUnifiedLock: self._mp_locks: Dict[ str, mp.synchronize.Lock ] = {} # multi-process lock proxies - self._earliest_async_cleanup_time: Optional[float] = None # track earliest async cleanup time - self._last_async_cleanup_time: Optional[float] = None # track last async cleanup time for minimum interval + self._earliest_async_cleanup_time: Optional[float] = ( + None # track earliest async cleanup time + ) + self._last_async_cleanup_time: Optional[float] = ( + None # track last async cleanup time for minimum interval + ) def __call__(self, keys: list[str], *, enable_logging: Optional[bool] = None): """ @@ -474,9 +495,12 @@ class KeyedUnifiedLock: current_time = time.time() if count == 0: self._async_lock_cleanup_data[key] = current_time - + # Update earliest async cleanup time (only when earlier) - if self._earliest_async_cleanup_time is None or current_time < self._earliest_async_cleanup_time: + if ( + self._earliest_async_cleanup_time is None + or current_time < self._earliest_async_cleanup_time + ): self._earliest_async_cleanup_time = current_time self._async_lock_count[key] = count @@ -484,33 +508,43 @@ class KeyedUnifiedLock: total_cleanup_len = len(self._async_lock_cleanup_data) if total_cleanup_len >= CLEANUP_THRESHOLD: # Time rollback detection - if self._last_async_cleanup_time is not None and current_time < self._last_async_cleanup_time: + if ( + self._last_async_cleanup_time is not None + and current_time < self._last_async_cleanup_time + ): direct_log( "== async Lock == Time rollback detected, resetting cleanup time", level="WARNING", enable_output=False, ) self._last_async_cleanup_time = None - + # Check cleanup conditions has_expired_locks = ( - self._earliest_async_cleanup_time is not None and - current_time - self._earliest_async_cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + self._earliest_async_cleanup_time is not None + and current_time - self._earliest_async_cleanup_time + > CLEANUP_KEYED_LOCKS_AFTER_SECONDS ) - + interval_satisfied = ( - self._last_async_cleanup_time is None or - current_time - self._last_async_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS + self._last_async_cleanup_time is None + or current_time - self._last_async_cleanup_time + > MIN_CLEANUP_INTERVAL_SECONDS ) - + if has_expired_locks and interval_satisfied: try: cleaned_count = 0 new_earliest_time = None - + # Perform cleanup while maintaining the new earliest time - for cleanup_key, cleanup_time in list(self._async_lock_cleanup_data.items()): - if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + for cleanup_key, cleanup_time in list( + self._async_lock_cleanup_data.items() + ): + if ( + current_time - cleanup_time + > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + ): # Clean expired async locks self._async_lock.pop(cleanup_key) self._async_lock_count.pop(cleanup_key) @@ -518,19 +552,26 @@ class KeyedUnifiedLock: cleaned_count += 1 else: # Track the earliest time among remaining locks - if new_earliest_time is None or cleanup_time < new_earliest_time: + if ( + new_earliest_time is None + or cleanup_time < new_earliest_time + ): new_earliest_time = cleanup_time - + # Update state only after successful cleanup self._earliest_async_cleanup_time = new_earliest_time self._last_async_cleanup_time = current_time - + if cleaned_count > 0: - next_cleanup_in = ( - max( - (new_earliest_time + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - current_time) if new_earliest_time else float('inf'), - MIN_CLEANUP_INTERVAL_SECONDS + next_cleanup_in = max( + ( + new_earliest_time + + CLEANUP_KEYED_LOCKS_AFTER_SECONDS + - current_time ) + if new_earliest_time + else float("inf"), + MIN_CLEANUP_INTERVAL_SECONDS, ) direct_log( f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks, " @@ -538,7 +579,7 @@ class KeyedUnifiedLock: enable_output=False, level="INFO", ) - + except Exception as e: direct_log( f"== async Lock == Cleanup failed: {e}", @@ -801,7 +842,7 @@ def initialize_share_data(workers: int = 1): # Initialize multiprocess cleanup times _earliest_mp_cleanup_time = None _last_mp_cleanup_time = None - + # Mark as initialized _initialized = True From 943ead8b1d562340aa7da89b7a5426ec5b7a52da Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 05:59:13 +0800 Subject: [PATCH 16/40] Bump api version to 0181 --- lightrag/api/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lightrag/api/__init__.py b/lightrag/api/__init__.py index 7a52ac82..8b8a50a6 100644 --- a/lightrag/api/__init__.py +++ b/lightrag/api/__init__.py @@ -1 +1 @@ -__api_version__ = "0180" +__api_version__ = "0181" From f2d875f8ab5c1e31c647c820d67216b6637ba364 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 11:05:25 +0800 Subject: [PATCH 17/40] Update comments --- lightrag/kg/shared_storage.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index b83e058c..49402d25 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -56,11 +56,11 @@ _lock_registry: Optional[Dict[str, mp.synchronize.Lock]] = None _lock_registry_count: Optional[Dict[str, int]] = None _lock_cleanup_data: Optional[Dict[str, time.time]] = None _registry_guard = None -# Timeout for keyed locks in seconds +# Timeout for keyed locks in seconds (Default 300) CLEANUP_KEYED_LOCKS_AFTER_SECONDS = 300 -# Threshold for triggering cleanup - only clean when pending list exceeds this size +# Cleanup pending list threshold for triggering cleanup (Default 500) CLEANUP_THRESHOLD = 500 -# Minimum interval between cleanup operations in seconds +# Minimum interval between cleanup operations in seconds (Default 30) MIN_CLEANUP_INTERVAL_SECONDS = 30 # Track the earliest cleanup time for efficient cleanup triggering (multiprocess locks only) _earliest_mp_cleanup_time: Optional[float] = None From 2ade3067f82ef1feff58c8028f5af02d4cd5037c Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 12:10:12 +0800 Subject: [PATCH 18/40] Refac: Generalize keyed lock with namespace support Refactored the `KeyedUnifiedLock` to be generic and support dynamic namespaces. This decouples the locking mechanism from a specific "GraphDB" implementation, allowing it to be reused across different components and workspaces safely. Key changes: - `KeyedUnifiedLock` now takes a `namespace` parameter on lock acquisition. - Renamed `_graph_db_lock_keyed` to a more generic _storage_keyed_lock` - Replaced `get_graph_db_lock_keyed` with get_storage_keyed_lock` to support namespaces --- lightrag/kg/shared_storage.py | 110 +++++++++++++++++----------------- lightrag/operate.py | 22 +++++-- 2 files changed, 73 insertions(+), 59 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 49402d25..9b917850 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -81,7 +81,7 @@ _pipeline_status_lock: Optional[LockType] = None _graph_db_lock: Optional[LockType] = None _data_init_lock: Optional[LockType] = None # Manager for all keyed locks -_graph_db_lock_keyed: Optional["KeyedUnifiedLock"] = None +_storage_keyed_lock: Optional["KeyedUnifiedLock"] = None # async locks for coroutine synchronization in multiprocess mode _async_locks: Optional[Dict[str, asyncio.Lock]] = None @@ -379,12 +379,12 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): new_earliest_time = None # Perform cleanup while maintaining the new earliest time + # Clean expired locks from all namespaces for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): if ( current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS ): - # Clean expired locks _lock_registry.pop(cleanup_key, None) _lock_registry_count.pop(cleanup_key, None) _lock_cleanup_data.pop(cleanup_key, None) @@ -433,15 +433,13 @@ class KeyedUnifiedLock: Manager for unified keyed locks, supporting both single and multi-process • Keeps only a table of async keyed locks locally - • Fetches the multi-process keyed lockon every acquire + • Fetches the multi-process keyed lock on every acquire • Builds a fresh `UnifiedLock` each time, so `enable_logging` (or future options) can vary per call. + • Supports dynamic namespaces specified at lock usage time """ - def __init__( - self, factory_name: str, *, default_enable_logging: bool = True - ) -> None: - self._factory_name = factory_name + def __init__(self, *, default_enable_logging: bool = True) -> None: self._default_enable_logging = default_enable_logging self._async_lock: Dict[str, asyncio.Lock] = {} # local keyed locks self._async_lock_count: Dict[ @@ -460,41 +458,43 @@ class KeyedUnifiedLock: None # track last async cleanup time for minimum interval ) - def __call__(self, keys: list[str], *, enable_logging: Optional[bool] = None): + def __call__( + self, namespace: str, keys: list[str], *, enable_logging: Optional[bool] = None + ): """ Ergonomic helper so you can write: - async with keyed_locks("alpha"): + async with storage_keyed_lock("namespace", ["key1", "key2"]): ... """ if enable_logging is None: enable_logging = self._default_enable_logging return _KeyedLockContext( self, - factory_name=self._factory_name, + namespace=namespace, keys=keys, enable_logging=enable_logging, ) - def _get_or_create_async_lock(self, key: str) -> asyncio.Lock: - async_lock = self._async_lock.get(key) - count = self._async_lock_count.get(key, 0) + def _get_or_create_async_lock(self, combined_key: str) -> asyncio.Lock: + async_lock = self._async_lock.get(combined_key) + count = self._async_lock_count.get(combined_key, 0) if async_lock is None: async_lock = asyncio.Lock() - self._async_lock[key] = async_lock - elif count == 0 and key in self._async_lock_cleanup_data: - self._async_lock_cleanup_data.pop(key) + self._async_lock[combined_key] = async_lock + elif count == 0 and combined_key in self._async_lock_cleanup_data: + self._async_lock_cleanup_data.pop(combined_key) count += 1 - self._async_lock_count[key] = count + self._async_lock_count[combined_key] = count return async_lock - def _release_async_lock(self, key: str): - count = self._async_lock_count.get(key, 0) + def _release_async_lock(self, combined_key: str): + count = self._async_lock_count.get(combined_key, 0) count -= 1 current_time = time.time() if count == 0: - self._async_lock_cleanup_data[key] = current_time + self._async_lock_cleanup_data[combined_key] = current_time # Update earliest async cleanup time (only when earlier) if ( @@ -502,7 +502,7 @@ class KeyedUnifiedLock: or current_time < self._earliest_async_cleanup_time ): self._earliest_async_cleanup_time = current_time - self._async_lock_count[key] = count + self._async_lock_count[combined_key] = count # Efficient cleanup triggering with minimum interval control total_cleanup_len = len(self._async_lock_cleanup_data) @@ -538,6 +538,7 @@ class KeyedUnifiedLock: new_earliest_time = None # Perform cleanup while maintaining the new earliest time + # Clean expired async locks from all namespaces for cleanup_key, cleanup_time in list( self._async_lock_cleanup_data.items() ): @@ -545,7 +546,6 @@ class KeyedUnifiedLock: current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS ): - # Clean expired async locks self._async_lock.pop(cleanup_key) self._async_lock_count.pop(cleanup_key) self._async_lock_cleanup_data.pop(cleanup_key) @@ -588,23 +588,28 @@ class KeyedUnifiedLock: ) # Don't update _last_async_cleanup_time to allow retry - def _get_lock_for_key(self, key: str, enable_logging: bool = False) -> UnifiedLock: - # 1. get (or create) the per‑process async gate for this key - # Is synchronous, so no need to acquire a lock - async_lock = self._get_or_create_async_lock(key) + def _get_lock_for_key( + self, namespace: str, key: str, enable_logging: bool = False + ) -> UnifiedLock: + # 1. Create combined key for this namespace:key combination + combined_key = _get_combined_key(namespace, key) - # 2. fetch the shared raw lock - raw_lock = _get_or_create_shared_raw_mp_lock(self._factory_name, key) + # 2. get (or create) the per‑process async gate for this combined key + # Is synchronous, so no need to acquire a lock + async_lock = self._get_or_create_async_lock(combined_key) + + # 3. fetch the shared raw lock + raw_lock = _get_or_create_shared_raw_mp_lock(namespace, key) is_multiprocess = raw_lock is not None if not is_multiprocess: raw_lock = async_lock - # 3. build a *fresh* UnifiedLock with the chosen logging flag + # 4. build a *fresh* UnifiedLock with the chosen logging flag if is_multiprocess: return UnifiedLock( lock=raw_lock, is_async=False, # manager.Lock is synchronous - name=_get_combined_key(self._factory_name, key), + name=combined_key, enable_logging=enable_logging, async_lock=async_lock, # prevents event‑loop blocking ) @@ -612,26 +617,27 @@ class KeyedUnifiedLock: return UnifiedLock( lock=raw_lock, is_async=True, - name=_get_combined_key(self._factory_name, key), + name=combined_key, enable_logging=enable_logging, async_lock=None, # No need for async lock in single process mode ) - def _release_lock_for_key(self, key: str): - self._release_async_lock(key) - _release_shared_raw_mp_lock(self._factory_name, key) + def _release_lock_for_key(self, namespace: str, key: str): + combined_key = _get_combined_key(namespace, key) + self._release_async_lock(combined_key) + _release_shared_raw_mp_lock(namespace, key) class _KeyedLockContext: def __init__( self, parent: KeyedUnifiedLock, - factory_name: str, + namespace: str, keys: list[str], enable_logging: bool, ) -> None: self._parent = parent - self._factory_name = factory_name + self._namespace = namespace # The sorting is critical to ensure proper lock and release order # to avoid deadlocks @@ -648,23 +654,23 @@ class _KeyedLockContext: if self._ul is not None: raise RuntimeError("KeyedUnifiedLock already acquired in current context") - # 4. acquire it + # acquire locks for all keys in the namespace self._ul = [] for key in self._keys: lock = self._parent._get_lock_for_key( - key, enable_logging=self._enable_logging + self._namespace, key, enable_logging=self._enable_logging ) await lock.__aenter__() inc_debug_n_locks_acquired() self._ul.append(lock) - return self # or return self._key if you prefer + return self # ----- exit ----- async def __aexit__(self, exc_type, exc, tb): # The UnifiedLock takes care of proper release order for ul, key in zip(reversed(self._ul), reversed(self._keys)): await ul.__aexit__(exc_type, exc, tb) - self._parent._release_lock_for_key(key) + self._parent._release_lock_for_key(self._namespace, key) dec_debug_n_locks_acquired() self._ul = None @@ -717,16 +723,16 @@ def get_graph_db_lock(enable_logging: bool = False) -> UnifiedLock: ) -def get_graph_db_lock_keyed( - keys: str | list[str], enable_logging: bool = False -) -> KeyedUnifiedLock: - """return unified graph database lock for ensuring atomic operations""" - global _graph_db_lock_keyed - if _graph_db_lock_keyed is None: +def get_storage_keyed_lock( + keys: str | list[str], namespace: str = "default", enable_logging: bool = False +) -> _KeyedLockContext: + """Return unified storage keyed lock for ensuring atomic operations across different namespaces""" + global _storage_keyed_lock + if _storage_keyed_lock is None: raise RuntimeError("Shared-Data is not initialized") if isinstance(keys, str): keys = [keys] - return _graph_db_lock_keyed(keys, enable_logging=enable_logging) + return _storage_keyed_lock(namespace, keys, enable_logging=enable_logging) def get_data_init_lock(enable_logging: bool = False) -> UnifiedLock: @@ -777,7 +783,7 @@ def initialize_share_data(workers: int = 1): _initialized, \ _update_flags, \ _async_locks, \ - _graph_db_lock_keyed, \ + _storage_keyed_lock, \ _earliest_mp_cleanup_time, \ _last_mp_cleanup_time @@ -806,9 +812,7 @@ def initialize_share_data(workers: int = 1): _init_flags = _manager.dict() _update_flags = _manager.dict() - _graph_db_lock_keyed = KeyedUnifiedLock( - factory_name="GraphDB", - ) + _storage_keyed_lock = KeyedUnifiedLock() # Initialize async locks for multiprocess mode _async_locks = { @@ -834,9 +838,7 @@ def initialize_share_data(workers: int = 1): _update_flags = {} _async_locks = None # No need for async locks in single process mode - _graph_db_lock_keyed = KeyedUnifiedLock( - factory_name="GraphDB", - ) + _storage_keyed_lock = KeyedUnifiedLock() direct_log(f"Process {os.getpid()} Shared-Data created for Single Process") # Initialize multiprocess cleanup times diff --git a/lightrag/operate.py b/lightrag/operate.py index 2008cb51..9c295e19 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -37,7 +37,7 @@ from .base import ( ) from .prompt import PROMPTS from .constants import GRAPH_FIELD_SEP -from .kg.shared_storage import get_graph_db_lock_keyed +from .kg.shared_storage import get_storage_keyed_lock import time from dotenv import load_dotenv @@ -1019,7 +1019,11 @@ async def _merge_edges_then_upsert( if await knowledge_graph_inst.has_node(need_insert_id): # This is so that the initial check for the existence of the node need not be locked continue - async with get_graph_db_lock_keyed([need_insert_id], enable_logging=False): + workspace = global_config.get("workspace", "") + namespace = f"{workspace}:GraphDB" if workspace else "GraphDB" + async with get_storage_keyed_lock( + [need_insert_id], namespace=namespace, enable_logging=False + ): if not (await knowledge_graph_inst.has_node(need_insert_id)): # # Discard this edge if the node does not exist # if need_insert_id == src_id: @@ -1162,7 +1166,11 @@ async def merge_nodes_and_edges( async def _locked_process_entity_name(entity_name, entities): async with semaphore: - async with get_graph_db_lock_keyed([entity_name], enable_logging=False): + workspace = global_config.get("workspace", "") + namespace = f"{workspace}:GraphDB" if workspace else "GraphDB" + async with get_storage_keyed_lock( + [entity_name], namespace=namespace, enable_logging=False + ): entity_data = await _merge_nodes_then_upsert( entity_name, entities, @@ -1187,8 +1195,12 @@ async def merge_nodes_and_edges( async def _locked_process_edges(edge_key, edges): async with semaphore: - async with get_graph_db_lock_keyed( - f"{edge_key[0]}-{edge_key[1]}", enable_logging=False + workspace = global_config.get("workspace", "") + namespace = f"{workspace}:GraphDB" if workspace else "GraphDB" + async with get_storage_keyed_lock( + f"{edge_key[0]}-{edge_key[1]}", + namespace=namespace, + enable_logging=False, ): edge_data = await _merge_edges_then_upsert( edge_key[0], From a85d7054d4078990e11212f5530f0313110f20fb Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 12:22:32 +0800 Subject: [PATCH 19/40] fix: move node existence check inside lock to prevent race condition Move knowledge_graph_inst.has_node check inside get_storage_keyed_lock in _merge_edges_then_upsert to ensure atomic check-then-act operations and prevent duplicate node creation during concurrent updates. --- lightrag/operate.py | 13 ------------- 1 file changed, 13 deletions(-) diff --git a/lightrag/operate.py b/lightrag/operate.py index 9c295e19..4a06404e 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -1016,25 +1016,12 @@ async def _merge_edges_then_upsert( ) for need_insert_id in [src_id, tgt_id]: - if await knowledge_graph_inst.has_node(need_insert_id): - # This is so that the initial check for the existence of the node need not be locked - continue workspace = global_config.get("workspace", "") namespace = f"{workspace}:GraphDB" if workspace else "GraphDB" async with get_storage_keyed_lock( [need_insert_id], namespace=namespace, enable_logging=False ): if not (await knowledge_graph_inst.has_node(need_insert_id)): - # # Discard this edge if the node does not exist - # if need_insert_id == src_id: - # logger.warning( - # f"Discard edge: {src_id} - {tgt_id} | Source node missing" - # ) - # else: - # logger.warning( - # f"Discard edge: {src_id} - {tgt_id} | Target node missing" - # ) - # return None await knowledge_graph_inst.upsert_node( need_insert_id, node_data={ From e4bf4d19a0472ba7067dd19c93f0e2641d769382 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sat, 12 Jul 2025 13:22:56 +0800 Subject: [PATCH 20/40] Optimize knowledge graph rebuild with parallel processing - Add parallel processing for KG rebuild - Implement keyed locks for data consistency --- lightrag/operate.py | 188 +++++++++++++++++++++++++++++--------------- 1 file changed, 124 insertions(+), 64 deletions(-) diff --git a/lightrag/operate.py b/lightrag/operate.py index 4a06404e..3b81ae89 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -275,20 +275,26 @@ async def _rebuild_knowledge_from_chunks( pipeline_status: dict | None = None, pipeline_status_lock=None, ) -> None: - """Rebuild entity and relationship descriptions from cached extraction results + """Rebuild entity and relationship descriptions from cached extraction results with parallel processing This method uses cached LLM extraction results instead of calling LLM again, - following the same approach as the insert process. + following the same approach as the insert process. Now with parallel processing + controlled by llm_model_max_async and using get_storage_keyed_lock for data consistency. Args: entities_to_rebuild: Dict mapping entity_name -> set of remaining chunk_ids relationships_to_rebuild: Dict mapping (src, tgt) -> set of remaining chunk_ids - text_chunks_data: Pre-loaded chunk data dict {chunk_id: chunk_data} + knowledge_graph_inst: Knowledge graph storage + entities_vdb: Entity vector database + relationships_vdb: Relationship vector database + text_chunks_storage: Text chunks storage + llm_response_cache: LLM response cache + global_config: Global configuration containing llm_model_max_async + pipeline_status: Pipeline status dictionary + pipeline_status_lock: Lock for pipeline status """ if not entities_to_rebuild and not relationships_to_rebuild: return - rebuilt_entities_count = 0 - rebuilt_relationships_count = 0 # Get all referenced chunk IDs all_referenced_chunk_ids = set() @@ -297,7 +303,7 @@ async def _rebuild_knowledge_from_chunks( for chunk_ids in relationships_to_rebuild.values(): all_referenced_chunk_ids.update(chunk_ids) - status_message = f"Rebuilding knowledge from {len(all_referenced_chunk_ids)} cached chunk extractions" + status_message = f"Rebuilding knowledge from {len(all_referenced_chunk_ids)} cached chunk extractions (parallel processing)" logger.info(status_message) if pipeline_status is not None and pipeline_status_lock is not None: async with pipeline_status_lock: @@ -367,66 +373,116 @@ async def _rebuild_knowledge_from_chunks( pipeline_status["history_messages"].append(status_message) continue - # Rebuild entities + # Get max async tasks limit from global_config for semaphore control + llm_model_max_async = global_config.get("llm_model_max_async", 4) + 1 + semaphore = asyncio.Semaphore(llm_model_max_async) + + # Counters for tracking progress + rebuilt_entities_count = 0 + rebuilt_relationships_count = 0 + failed_entities_count = 0 + failed_relationships_count = 0 + + async def _locked_rebuild_entity(entity_name, chunk_ids): + nonlocal rebuilt_entities_count, failed_entities_count + async with semaphore: + workspace = global_config.get("workspace", "") + namespace = f"{workspace}:GraphDB" if workspace else "GraphDB" + async with get_storage_keyed_lock( + [entity_name], namespace=namespace, enable_logging=False + ): + try: + await _rebuild_single_entity( + knowledge_graph_inst=knowledge_graph_inst, + entities_vdb=entities_vdb, + entity_name=entity_name, + chunk_ids=chunk_ids, + chunk_entities=chunk_entities, + llm_response_cache=llm_response_cache, + global_config=global_config, + ) + rebuilt_entities_count += 1 + status_message = ( + f"Rebuilt entity: {entity_name} from {len(chunk_ids)} chunks" + ) + logger.info(status_message) + if pipeline_status is not None and pipeline_status_lock is not None: + async with pipeline_status_lock: + pipeline_status["latest_message"] = status_message + pipeline_status["history_messages"].append(status_message) + except Exception as e: + failed_entities_count += 1 + status_message = f"Failed to rebuild entity {entity_name}: {e}" + logger.info(status_message) # Per requirement, change to info + if pipeline_status is not None and pipeline_status_lock is not None: + async with pipeline_status_lock: + pipeline_status["latest_message"] = status_message + pipeline_status["history_messages"].append(status_message) + + async def _locked_rebuild_relationship(src, tgt, chunk_ids): + nonlocal rebuilt_relationships_count, failed_relationships_count + async with semaphore: + workspace = global_config.get("workspace", "") + namespace = f"{workspace}:GraphDB" if workspace else "GraphDB" + async with get_storage_keyed_lock( + f"{src}-{tgt}", namespace=namespace, enable_logging=False + ): + try: + await _rebuild_single_relationship( + knowledge_graph_inst=knowledge_graph_inst, + relationships_vdb=relationships_vdb, + src=src, + tgt=tgt, + chunk_ids=chunk_ids, + chunk_relationships=chunk_relationships, + llm_response_cache=llm_response_cache, + global_config=global_config, + ) + rebuilt_relationships_count += 1 + status_message = f"Rebuilt relationship: {src}->{tgt} from {len(chunk_ids)} chunks" + logger.info(status_message) + if pipeline_status is not None and pipeline_status_lock is not None: + async with pipeline_status_lock: + pipeline_status["latest_message"] = status_message + pipeline_status["history_messages"].append(status_message) + except Exception as e: + failed_relationships_count += 1 + status_message = f"Failed to rebuild relationship {src}->{tgt}: {e}" + logger.info(status_message) # Per requirement, change to info + if pipeline_status is not None and pipeline_status_lock is not None: + async with pipeline_status_lock: + pipeline_status["latest_message"] = status_message + pipeline_status["history_messages"].append(status_message) + + # Create tasks for parallel processing + tasks = [] + + # Add entity rebuilding tasks for entity_name, chunk_ids in entities_to_rebuild.items(): - try: - await _rebuild_single_entity( - knowledge_graph_inst=knowledge_graph_inst, - entities_vdb=entities_vdb, - entity_name=entity_name, - chunk_ids=chunk_ids, - chunk_entities=chunk_entities, - llm_response_cache=llm_response_cache, - global_config=global_config, - ) - rebuilt_entities_count += 1 - status_message = ( - f"Rebuilt entity: {entity_name} from {len(chunk_ids)} chunks" - ) - logger.info(status_message) - if pipeline_status is not None and pipeline_status_lock is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = status_message - pipeline_status["history_messages"].append(status_message) - except Exception as e: - status_message = f"Failed to rebuild entity {entity_name}: {e}" - logger.info(status_message) # Per requirement, change to info - if pipeline_status is not None and pipeline_status_lock is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = status_message - pipeline_status["history_messages"].append(status_message) + task = asyncio.create_task(_locked_rebuild_entity(entity_name, chunk_ids)) + tasks.append(task) - # Rebuild relationships + # Add relationship rebuilding tasks for (src, tgt), chunk_ids in relationships_to_rebuild.items(): - try: - await _rebuild_single_relationship( - knowledge_graph_inst=knowledge_graph_inst, - relationships_vdb=relationships_vdb, - src=src, - tgt=tgt, - chunk_ids=chunk_ids, - chunk_relationships=chunk_relationships, - llm_response_cache=llm_response_cache, - global_config=global_config, - ) - rebuilt_relationships_count += 1 - status_message = ( - f"Rebuilt relationship: {src}->{tgt} from {len(chunk_ids)} chunks" - ) - logger.info(status_message) - if pipeline_status is not None and pipeline_status_lock is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = status_message - pipeline_status["history_messages"].append(status_message) - except Exception as e: - status_message = f"Failed to rebuild relationship {src}->{tgt}: {e}" - logger.info(status_message) - if pipeline_status is not None and pipeline_status_lock is not None: - async with pipeline_status_lock: - pipeline_status["latest_message"] = status_message - pipeline_status["history_messages"].append(status_message) + task = asyncio.create_task(_locked_rebuild_relationship(src, tgt, chunk_ids)) + tasks.append(task) + + # Log parallel processing start + status_message = f"Starting parallel rebuild of {len(entities_to_rebuild)} entities and {len(relationships_to_rebuild)} relationships (max concurrent: {llm_model_max_async})" + logger.info(status_message) + if pipeline_status is not None and pipeline_status_lock is not None: + async with pipeline_status_lock: + pipeline_status["latest_message"] = status_message + pipeline_status["history_messages"].append(status_message) + + # Execute all tasks in parallel with semaphore control + await asyncio.gather(*tasks) + + # Final status report + status_message = f"KG rebuild completed: {rebuilt_entities_count} entities and {rebuilt_relationships_count} relationships rebuilt successfully." + if failed_entities_count > 0 or failed_relationships_count > 0: + status_message += f" Failed: {failed_entities_count} entities, {failed_relationships_count} relationships." - status_message = f"KG rebuild completed: {rebuilt_entities_count} entities and {rebuilt_relationships_count} relationships." logger.info(status_message) if pipeline_status is not None and pipeline_status_lock is not None: async with pipeline_status_lock: @@ -726,7 +782,11 @@ async def _rebuild_single_relationship( llm_response_cache: BaseKVStorage, global_config: dict[str, str], ) -> None: - """Rebuild a single relationship from cached extraction results""" + """Rebuild a single relationship from cached extraction results + + Note: This function assumes the caller has already acquired the appropriate + keyed lock for the relationship pair to ensure thread safety. + """ # Get current relationship data current_relationship = await knowledge_graph_inst.get_edge(src, tgt) @@ -1148,7 +1208,7 @@ async def merge_nodes_and_edges( pipeline_status["history_messages"].append(log_message) # Get max async tasks limit from global_config for semaphore control - llm_model_max_async = global_config.get("llm_model_max_async", 4) + llm_model_max_async = global_config.get("llm_model_max_async", 4) + 1 semaphore = asyncio.Semaphore(llm_model_max_async) async def _locked_process_entity_name(entity_name, entities): From 0e3aaa318fda50f281e4c1671d3ea2be42785280 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 00:09:00 +0800 Subject: [PATCH 21/40] Feat: Add keyed lock cleanup and status monitoring --- lightrag/api/lightrag_server.py | 5 + lightrag/kg/shared_storage.py | 530 ++++++++++++++++++++++---------- 2 files changed, 374 insertions(+), 161 deletions(-) diff --git a/lightrag/api/lightrag_server.py b/lightrag/api/lightrag_server.py index b43c66d9..693ed48f 100644 --- a/lightrag/api/lightrag_server.py +++ b/lightrag/api/lightrag_server.py @@ -52,6 +52,7 @@ from lightrag.kg.shared_storage import ( get_namespace_data, get_pipeline_status_lock, initialize_pipeline_status, + cleanup_keyed_lock, ) from fastapi.security import OAuth2PasswordRequestForm from lightrag.api.auth import auth_handler @@ -486,6 +487,9 @@ def create_app(args): else: auth_mode = "enabled" + # Cleanup expired keyed locks and get status + keyed_lock_info = cleanup_keyed_lock() + return { "status": "healthy", "working_directory": str(args.working_dir), @@ -517,6 +521,7 @@ def create_app(args): }, "auth_mode": auth_mode, "pipeline_busy": pipeline_status.get("busy", False), + "keyed_locks": keyed_lock_info, "core_version": core_version, "api_version": __api_version__, "webui_title": webui_title, diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 9b917850..ce1068cc 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -280,6 +280,125 @@ def _get_combined_key(factory_name: str, key: str) -> str: return f"{factory_name}:{key}" +def _perform_lock_cleanup( + lock_type: str, + cleanup_data: Dict[str, float], + lock_registry: Optional[Dict[str, Any]], + lock_count: Optional[Dict[str, int]], + earliest_cleanup_time: Optional[float], + last_cleanup_time: Optional[float], + current_time: float, + threshold_check: bool = True, +) -> tuple[int, Optional[float], Optional[float]]: + """ + Generic lock cleanup function to unify cleanup logic for both multiprocess and async locks. + + Args: + lock_type: Lock type identifier ("mp" or "async") + cleanup_data: Cleanup data dictionary + lock_registry: Lock registry dictionary (can be None for async locks) + lock_count: Lock count dictionary (can be None for async locks) + earliest_cleanup_time: Earliest cleanup time + last_cleanup_time: Last cleanup time + current_time: Current time + threshold_check: Whether to check threshold condition (default True, set to False in cleanup_expired_locks) + + Returns: + tuple: (cleaned_count, new_earliest_time, new_last_cleanup_time) + """ + if len(cleanup_data) == 0: + return 0, earliest_cleanup_time, last_cleanup_time + + # If threshold check is needed and threshold not reached, return directly + if threshold_check and len(cleanup_data) < CLEANUP_THRESHOLD: + return 0, earliest_cleanup_time, last_cleanup_time + + # Time rollback detection + if last_cleanup_time is not None and current_time < last_cleanup_time: + direct_log( + f"== {lock_type} Lock == Time rollback detected, resetting cleanup time", + level="WARNING", + enable_output=False, + ) + last_cleanup_time = None + + # Check cleanup conditions + has_expired_locks = ( + earliest_cleanup_time is not None + and current_time - earliest_cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS + ) + + interval_satisfied = ( + last_cleanup_time is None + or current_time - last_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS + ) + + if not (has_expired_locks and interval_satisfied): + return 0, earliest_cleanup_time, last_cleanup_time + + try: + cleaned_count = 0 + new_earliest_time = None + + # Perform cleanup operation + for cleanup_key, cleanup_time in list(cleanup_data.items()): + if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: + # Remove from cleanup data + cleanup_data.pop(cleanup_key, None) + + # Remove from lock registry if exists + if lock_registry is not None: + lock_registry.pop(cleanup_key, None) + if lock_count is not None: + lock_count.pop(cleanup_key, None) + + cleaned_count += 1 + else: + # Track the earliest time among remaining locks + if new_earliest_time is None or cleanup_time < new_earliest_time: + new_earliest_time = cleanup_time + + # Update state only after successful cleanup + if cleaned_count > 0: + new_last_cleanup_time = current_time + + # Log cleanup results + next_cleanup_in = max( + (new_earliest_time + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - current_time) + if new_earliest_time + else float("inf"), + MIN_CLEANUP_INTERVAL_SECONDS, + ) + total_cleanup_len = len(cleanup_data) + + if lock_type == "async": + direct_log( + f"== {lock_type} Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired {lock_type} locks, " + f"next cleanup in {next_cleanup_in:.1f}s", + enable_output=False, + level="INFO", + ) + else: + direct_log( + f"== {lock_type} Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks, " + f"next cleanup in {next_cleanup_in:.1f}s", + enable_output=False, + level="INFO", + ) + + return cleaned_count, new_earliest_time, new_last_cleanup_time + else: + return 0, earliest_cleanup_time, last_cleanup_time + + except Exception as e: + direct_log( + f"== {lock_type} Lock == Cleanup failed: {e}", + level="ERROR", + enable_output=False, + ) + return 0, earliest_cleanup_time, last_cleanup_time + + def _get_or_create_shared_raw_mp_lock( factory_name: str, key: str ) -> Optional[mp.synchronize.Lock]: @@ -346,86 +465,22 @@ def _release_shared_raw_mp_lock(factory_name: str, key: str): ): _earliest_mp_cleanup_time = current_time - # Efficient cleanup triggering with minimum interval control - total_cleanup_len = len(_lock_cleanup_data) - if total_cleanup_len >= CLEANUP_THRESHOLD: - # Time rollback detection - if ( - _last_mp_cleanup_time is not None - and current_time < _last_mp_cleanup_time - ): - direct_log( - "== mp Lock == Time rollback detected, resetting cleanup time", - level="WARNING", - enable_output=False, - ) - _last_mp_cleanup_time = None + # Use generic cleanup function + cleaned_count, new_earliest_time, new_last_cleanup_time = _perform_lock_cleanup( + lock_type="mp", + cleanup_data=_lock_cleanup_data, + lock_registry=_lock_registry, + lock_count=_lock_registry_count, + earliest_cleanup_time=_earliest_mp_cleanup_time, + last_cleanup_time=_last_mp_cleanup_time, + current_time=current_time, + threshold_check=True, + ) - # Check cleanup conditions - has_expired_locks = ( - _earliest_mp_cleanup_time is not None - and current_time - _earliest_mp_cleanup_time - > CLEANUP_KEYED_LOCKS_AFTER_SECONDS - ) - - interval_satisfied = ( - _last_mp_cleanup_time is None - or current_time - _last_mp_cleanup_time > MIN_CLEANUP_INTERVAL_SECONDS - ) - - if has_expired_locks and interval_satisfied: - try: - cleaned_count = 0 - new_earliest_time = None - - # Perform cleanup while maintaining the new earliest time - # Clean expired locks from all namespaces - for cleanup_key, cleanup_time in list(_lock_cleanup_data.items()): - if ( - current_time - cleanup_time - > CLEANUP_KEYED_LOCKS_AFTER_SECONDS - ): - _lock_registry.pop(cleanup_key, None) - _lock_registry_count.pop(cleanup_key, None) - _lock_cleanup_data.pop(cleanup_key, None) - cleaned_count += 1 - else: - # Track the earliest time among remaining locks - if ( - new_earliest_time is None - or cleanup_time < new_earliest_time - ): - new_earliest_time = cleanup_time - - # Update state only after successful cleanup - _earliest_mp_cleanup_time = new_earliest_time - _last_mp_cleanup_time = current_time - - if cleaned_count > 0: - next_cleanup_in = max( - ( - new_earliest_time - + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - - current_time - ) - if new_earliest_time - else float("inf"), - MIN_CLEANUP_INTERVAL_SECONDS, - ) - direct_log( - f"== mp Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired locks, " - f"next cleanup in {next_cleanup_in:.1f}s", - enable_output=False, - level="INFO", - ) - - except Exception as e: - direct_log( - f"== mp Lock == Cleanup failed: {e}", - level="ERROR", - enable_output=False, - ) - # Don't update _last_mp_cleanup_time to allow retry + # Update global state if cleanup was performed + if cleaned_count > 0: + _earliest_mp_cleanup_time = new_earliest_time + _last_mp_cleanup_time = new_last_cleanup_time class KeyedUnifiedLock: @@ -504,89 +559,22 @@ class KeyedUnifiedLock: self._earliest_async_cleanup_time = current_time self._async_lock_count[combined_key] = count - # Efficient cleanup triggering with minimum interval control - total_cleanup_len = len(self._async_lock_cleanup_data) - if total_cleanup_len >= CLEANUP_THRESHOLD: - # Time rollback detection - if ( - self._last_async_cleanup_time is not None - and current_time < self._last_async_cleanup_time - ): - direct_log( - "== async Lock == Time rollback detected, resetting cleanup time", - level="WARNING", - enable_output=False, - ) - self._last_async_cleanup_time = None + # Use generic cleanup function + cleaned_count, new_earliest_time, new_last_cleanup_time = _perform_lock_cleanup( + lock_type="async", + cleanup_data=self._async_lock_cleanup_data, + lock_registry=self._async_lock, + lock_count=self._async_lock_count, + earliest_cleanup_time=self._earliest_async_cleanup_time, + last_cleanup_time=self._last_async_cleanup_time, + current_time=current_time, + threshold_check=True, + ) - # Check cleanup conditions - has_expired_locks = ( - self._earliest_async_cleanup_time is not None - and current_time - self._earliest_async_cleanup_time - > CLEANUP_KEYED_LOCKS_AFTER_SECONDS - ) - - interval_satisfied = ( - self._last_async_cleanup_time is None - or current_time - self._last_async_cleanup_time - > MIN_CLEANUP_INTERVAL_SECONDS - ) - - if has_expired_locks and interval_satisfied: - try: - cleaned_count = 0 - new_earliest_time = None - - # Perform cleanup while maintaining the new earliest time - # Clean expired async locks from all namespaces - for cleanup_key, cleanup_time in list( - self._async_lock_cleanup_data.items() - ): - if ( - current_time - cleanup_time - > CLEANUP_KEYED_LOCKS_AFTER_SECONDS - ): - self._async_lock.pop(cleanup_key) - self._async_lock_count.pop(cleanup_key) - self._async_lock_cleanup_data.pop(cleanup_key) - cleaned_count += 1 - else: - # Track the earliest time among remaining locks - if ( - new_earliest_time is None - or cleanup_time < new_earliest_time - ): - new_earliest_time = cleanup_time - - # Update state only after successful cleanup - self._earliest_async_cleanup_time = new_earliest_time - self._last_async_cleanup_time = current_time - - if cleaned_count > 0: - next_cleanup_in = max( - ( - new_earliest_time - + CLEANUP_KEYED_LOCKS_AFTER_SECONDS - - current_time - ) - if new_earliest_time - else float("inf"), - MIN_CLEANUP_INTERVAL_SECONDS, - ) - direct_log( - f"== async Lock == Cleaned up {cleaned_count}/{total_cleanup_len} expired async locks, " - f"next cleanup in {next_cleanup_in:.1f}s", - enable_output=False, - level="INFO", - ) - - except Exception as e: - direct_log( - f"== async Lock == Cleanup failed: {e}", - level="ERROR", - enable_output=False, - ) - # Don't update _last_async_cleanup_time to allow retry + # Update instance state if cleanup was performed + if cleaned_count > 0: + self._earliest_async_cleanup_time = new_earliest_time + self._last_async_cleanup_time = new_last_cleanup_time def _get_lock_for_key( self, namespace: str, key: str, enable_logging: bool = False @@ -627,6 +615,171 @@ class KeyedUnifiedLock: self._release_async_lock(combined_key) _release_shared_raw_mp_lock(namespace, key) + def cleanup_expired_locks(self) -> Dict[str, Any]: + """ + Cleanup expired locks for both async and multiprocess locks following the same + conditions as _release_shared_raw_mp_lock and _release_async_lock functions. + + Only performs cleanup when both has_expired_locks and interval_satisfied conditions are met + to avoid too frequent cleanup operations. + + Since async and multiprocess locks work together, this method cleans up + both types of expired locks and returns comprehensive statistics. + + Returns: + Dict containing cleanup statistics and current status: + { + "process_id": 12345, + "cleanup_performed": { + "mp_cleaned": 5, + "async_cleaned": 3 + }, + "current_status": { + "total_mp_locks": 10, + "pending_mp_cleanup": 2, + "total_async_locks": 8, + "pending_async_cleanup": 1 + } + } + """ + global _lock_registry, _lock_registry_count, _lock_cleanup_data + global _registry_guard, _earliest_mp_cleanup_time, _last_mp_cleanup_time + + cleanup_stats = {"mp_cleaned": 0, "async_cleaned": 0} + + current_time = time.time() + + # 1. Cleanup multiprocess locks using generic function + if ( + _is_multiprocess + and _lock_registry is not None + and _registry_guard is not None + ): + try: + with _registry_guard: + if _lock_cleanup_data is not None: + # Use generic cleanup function without threshold check + cleaned_count, new_earliest_time, new_last_cleanup_time = ( + _perform_lock_cleanup( + lock_type="mp", + cleanup_data=_lock_cleanup_data, + lock_registry=_lock_registry, + lock_count=_lock_registry_count, + earliest_cleanup_time=_earliest_mp_cleanup_time, + last_cleanup_time=_last_mp_cleanup_time, + current_time=current_time, + threshold_check=False, # Force cleanup in cleanup_expired_locks + ) + ) + + # Update global state if cleanup was performed + if cleaned_count > 0: + _earliest_mp_cleanup_time = new_earliest_time + _last_mp_cleanup_time = new_last_cleanup_time + cleanup_stats["mp_cleaned"] = cleaned_count + + except Exception as e: + direct_log( + f"Error during multiprocess lock cleanup: {e}", + level="ERROR", + enable_output=False, + ) + + # 2. Cleanup async locks using generic function + try: + # Use generic cleanup function without threshold check + cleaned_count, new_earliest_time, new_last_cleanup_time = ( + _perform_lock_cleanup( + lock_type="async", + cleanup_data=self._async_lock_cleanup_data, + lock_registry=self._async_lock, + lock_count=self._async_lock_count, + earliest_cleanup_time=self._earliest_async_cleanup_time, + last_cleanup_time=self._last_async_cleanup_time, + current_time=current_time, + threshold_check=False, # Force cleanup in cleanup_expired_locks + ) + ) + + # Update instance state if cleanup was performed + if cleaned_count > 0: + self._earliest_async_cleanup_time = new_earliest_time + self._last_async_cleanup_time = new_last_cleanup_time + cleanup_stats["async_cleaned"] = cleaned_count + + except Exception as e: + direct_log( + f"Error during async lock cleanup: {e}", + level="ERROR", + enable_output=False, + ) + + # Log cleanup results if any locks were cleaned + total_cleaned = cleanup_stats["mp_cleaned"] + cleanup_stats["async_cleaned"] + if total_cleaned > 0: + direct_log( + f"Keyed lock cleanup completed: {total_cleaned} locks cleaned " + f"(MP: {cleanup_stats['mp_cleaned']}, Async: {cleanup_stats['async_cleaned']})", + level="INFO", + enable_output=False, + ) + + # 3. Get current status after cleanup + current_status = self.get_lock_status() + + return { + "process_id": os.getpid(), + "cleanup_performed": cleanup_stats, + "current_status": current_status, + } + + def get_lock_status(self) -> Dict[str, int]: + """ + Get current status of both async and multiprocess locks. + + Returns comprehensive lock counts for both types of locks since + they work together in the keyed lock system. + + Returns: + Dict containing lock counts: + { + "total_mp_locks": 10, + "pending_mp_cleanup": 2, + "total_async_locks": 8, + "pending_async_cleanup": 1 + } + """ + global _lock_registry_count, _lock_cleanup_data, _registry_guard + + status = { + "total_mp_locks": 0, + "pending_mp_cleanup": 0, + "total_async_locks": 0, + "pending_async_cleanup": 0, + } + + try: + # Count multiprocess locks + if _is_multiprocess and _lock_registry_count is not None: + if _registry_guard is not None: + with _registry_guard: + status["total_mp_locks"] = len(_lock_registry_count) + if _lock_cleanup_data is not None: + status["pending_mp_cleanup"] = len(_lock_cleanup_data) + + # Count async locks + status["total_async_locks"] = len(self._async_lock_count) + status["pending_async_cleanup"] = len(self._async_lock_cleanup_data) + + except Exception as e: + direct_log( + f"Error getting keyed lock status: {e}", + level="ERROR", + enable_output=False, + ) + + return status + class _KeyedLockContext: def __init__( @@ -747,6 +900,61 @@ def get_data_init_lock(enable_logging: bool = False) -> UnifiedLock: ) +def cleanup_keyed_lock() -> Dict[str, Any]: + """ + Force cleanup of expired keyed locks and return comprehensive status information. + + This function actively cleans up expired locks for both async and multiprocess locks, + then returns detailed statistics about the cleanup operation and current lock status. + + Returns: + Same as cleanup_expired_locks in KeyedUnifiedLock + """ + global _storage_keyed_lock + + # Check if shared storage is initialized + if not _initialized or _storage_keyed_lock is None: + return { + "process_id": os.getpid(), + "cleanup_performed": {"mp_cleaned": 0, "async_cleaned": 0}, + "current_status": { + "total_mp_locks": 0, + "pending_mp_cleanup": 0, + "total_async_locks": 0, + "pending_async_cleanup": 0, + }, + } + + return _storage_keyed_lock.cleanup_expired_locks() + + +def get_keyed_lock_status() -> Dict[str, Any]: + """ + Get current status of keyed locks without performing cleanup. + + This function provides a read-only view of the current lock counts + for both multiprocess and async locks, including pending cleanup counts. + + Returns: + Same as get_lock_status in KeyedUnifiedLock + """ + global _storage_keyed_lock + + # Check if shared storage is initialized + if not _initialized or _storage_keyed_lock is None: + return { + "process_id": os.getpid(), + "total_mp_locks": 0, + "pending_mp_cleanup": 0, + "total_async_locks": 0, + "pending_async_cleanup": 0, + } + + status = _storage_keyed_lock.get_lock_status() + status["process_id"] = os.getpid() + return status + + def initialize_share_data(workers: int = 1): """ Initialize shared storage data for single or multi-process mode. From ab561196ff400b9097af160194a1b600b14aba9e Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 00:41:54 +0800 Subject: [PATCH 22/40] Feat: Added reranker config and lock status to status card of WebUI --- lightrag_webui/src/api/lightrag.ts | 16 ++++++++++++++ .../src/components/status/StatusCard.tsx | 22 +++++++++++++++++++ lightrag_webui/src/locales/ar.json | 6 ++++- lightrag_webui/src/locales/en.json | 6 ++++- lightrag_webui/src/locales/fr.json | 6 ++++- lightrag_webui/src/locales/zh.json | 6 ++++- lightrag_webui/src/locales/zh_TW.json | 6 ++++- 7 files changed, 63 insertions(+), 5 deletions(-) diff --git a/lightrag_webui/src/api/lightrag.ts b/lightrag_webui/src/api/lightrag.ts index 24b299aa..48298cd1 100644 --- a/lightrag_webui/src/api/lightrag.ts +++ b/lightrag_webui/src/api/lightrag.ts @@ -42,12 +42,28 @@ export type LightragStatus = { vector_storage: string workspace?: string max_graph_nodes?: string + enable_rerank?: boolean + rerank_model?: string | null + rerank_binding_host?: string | null } update_status?: Record core_version?: string api_version?: string auth_mode?: 'enabled' | 'disabled' pipeline_busy: boolean + keyed_locks?: { + process_id: number + cleanup_performed: { + mp_cleaned: number + async_cleaned: number + } + current_status: { + total_mp_locks: number + pending_mp_cleanup: number + total_async_locks: number + pending_async_cleanup: number + } + } webui_title?: string webui_description?: string } diff --git a/lightrag_webui/src/components/status/StatusCard.tsx b/lightrag_webui/src/components/status/StatusCard.tsx index afdd554f..97473cc1 100644 --- a/lightrag_webui/src/components/status/StatusCard.tsx +++ b/lightrag_webui/src/components/status/StatusCard.tsx @@ -45,6 +45,18 @@ const StatusCard = ({ status }: { status: LightragStatus | null }) => { + {status.configuration.enable_rerank && ( +
+

{t('graphPanel.statusCard.rerankerConfig')}

+
+ {t('graphPanel.statusCard.rerankerBindingHost')}: + {status.configuration.rerank_binding_host || '-'} + {t('graphPanel.statusCard.rerankerModel')}: + {status.configuration.rerank_model || '-'} +
+
+ )} +

{t('graphPanel.statusCard.storageConfig')}

@@ -60,6 +72,16 @@ const StatusCard = ({ status }: { status: LightragStatus | null }) => { {status.configuration.workspace || '-'} {t('graphPanel.statusCard.maxGraphNodes')}: {status.configuration.max_graph_nodes || '-'} + {status.keyed_locks && ( + <> + {t('graphPanel.statusCard.lockStatus')}: + + mp {status.keyed_locks.current_status.pending_mp_cleanup}/{status.keyed_locks.current_status.total_mp_locks} | + async {status.keyed_locks.current_status.pending_async_cleanup}/{status.keyed_locks.current_status.total_async_locks} + (pid: {status.keyed_locks.process_id}) + + + )}
diff --git a/lightrag_webui/src/locales/ar.json b/lightrag_webui/src/locales/ar.json index 7751c05c..11b1512b 100644 --- a/lightrag_webui/src/locales/ar.json +++ b/lightrag_webui/src/locales/ar.json @@ -265,7 +265,11 @@ "graphStorage": "تخزين الرسم البياني", "vectorStorage": "تخزين المتجهات", "workspace": "مساحة العمل", - "maxGraphNodes": "الحد الأقصى لعقد الرسم البياني" + "maxGraphNodes": "الحد الأقصى لعقد الرسم البياني", + "rerankerConfig": "تكوين إعادة الترتيب", + "rerankerBindingHost": "مضيف ربط إعادة الترتيب", + "rerankerModel": "نموذج إعادة الترتيب", + "lockStatus": "حالة القفل" }, "propertiesView": { "editProperty": "تعديل {{property}}", diff --git a/lightrag_webui/src/locales/en.json b/lightrag_webui/src/locales/en.json index 726ae5b9..12b9aaba 100644 --- a/lightrag_webui/src/locales/en.json +++ b/lightrag_webui/src/locales/en.json @@ -265,7 +265,11 @@ "graphStorage": "Graph Storage", "vectorStorage": "Vector Storage", "workspace": "Workspace", - "maxGraphNodes": "Max Graph Nodes" + "maxGraphNodes": "Max Graph Nodes", + "rerankerConfig": "Reranker Configuration", + "rerankerBindingHost": "Reranker Binding Host", + "rerankerModel": "Reranker Model", + "lockStatus": "Lock Status" }, "propertiesView": { "editProperty": "Edit {{property}}", diff --git a/lightrag_webui/src/locales/fr.json b/lightrag_webui/src/locales/fr.json index 96a85fac..7f137d36 100644 --- a/lightrag_webui/src/locales/fr.json +++ b/lightrag_webui/src/locales/fr.json @@ -265,7 +265,11 @@ "graphStorage": "Stockage du graphe", "vectorStorage": "Stockage vectoriel", "workspace": "Espace de travail", - "maxGraphNodes": "Nombre maximum de nœuds du graphe" + "maxGraphNodes": "Nombre maximum de nœuds du graphe", + "rerankerConfig": "Configuration du reclassement", + "rerankerBindingHost": "Hôte de liaison du reclassement", + "rerankerModel": "Modèle de reclassement", + "lockStatus": "État des verrous" }, "propertiesView": { "editProperty": "Modifier {{property}}", diff --git a/lightrag_webui/src/locales/zh.json b/lightrag_webui/src/locales/zh.json index fa72ba1f..4e1e4ca5 100644 --- a/lightrag_webui/src/locales/zh.json +++ b/lightrag_webui/src/locales/zh.json @@ -265,7 +265,11 @@ "graphStorage": "图存储", "vectorStorage": "向量存储", "workspace": "工作空间", - "maxGraphNodes": "最大图节点数" + "maxGraphNodes": "最大图节点数", + "rerankerConfig": "重排序配置", + "rerankerBindingHost": "重排序绑定主机", + "rerankerModel": "重排序模型", + "lockStatus": "锁状态" }, "propertiesView": { "editProperty": "编辑{{property}}", diff --git a/lightrag_webui/src/locales/zh_TW.json b/lightrag_webui/src/locales/zh_TW.json index 40480fd5..fef07653 100644 --- a/lightrag_webui/src/locales/zh_TW.json +++ b/lightrag_webui/src/locales/zh_TW.json @@ -265,7 +265,11 @@ "graphStorage": "圖形儲存", "vectorStorage": "向量儲存", "workspace": "工作空間", - "maxGraphNodes": "最大圖形節點數" + "maxGraphNodes": "最大圖形節點數", + "rerankerConfig": "重排序設定", + "rerankerBindingHost": "重排序綁定主機", + "rerankerModel": "重排序模型", + "lockStatus": "鎖定狀態" }, "propertiesView": { "editProperty": "編輯{{property}}", From eb31ff0f90b4989ca0ad820a8a30094aed11c900 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 00:46:12 +0800 Subject: [PATCH 23/40] Update i18n translation --- lightrag_webui/src/locales/ar.json | 6 +++--- lightrag_webui/src/locales/en.json | 6 +++--- lightrag_webui/src/locales/fr.json | 6 +++--- lightrag_webui/src/locales/zh.json | 6 +++--- lightrag_webui/src/locales/zh_TW.json | 6 +++--- 5 files changed, 15 insertions(+), 15 deletions(-) diff --git a/lightrag_webui/src/locales/ar.json b/lightrag_webui/src/locales/ar.json index 11b1512b..0f3b030b 100644 --- a/lightrag_webui/src/locales/ar.json +++ b/lightrag_webui/src/locales/ar.json @@ -252,12 +252,12 @@ "inputDirectory": "دليل الإدخال", "llmConfig": "تكوين نموذج اللغة الكبير", "llmBinding": "ربط نموذج اللغة الكبير", - "llmBindingHost": "مضيف ربط نموذج اللغة الكبير", + "llmBindingHost": "نقطة نهاية نموذج اللغة الكبير", "llmModel": "نموذج اللغة الكبير", "maxTokens": "أقصى عدد من الرموز", "embeddingConfig": "تكوين التضمين", "embeddingBinding": "ربط التضمين", - "embeddingBindingHost": "مضيف ربط التضمين", + "embeddingBindingHost": "نقطة نهاية التضمين", "embeddingModel": "نموذج التضمين", "storageConfig": "تكوين التخزين", "kvStorage": "تخزين المفتاح-القيمة", @@ -267,7 +267,7 @@ "workspace": "مساحة العمل", "maxGraphNodes": "الحد الأقصى لعقد الرسم البياني", "rerankerConfig": "تكوين إعادة الترتيب", - "rerankerBindingHost": "مضيف ربط إعادة الترتيب", + "rerankerBindingHost": "نقطة نهاية إعادة الترتيب", "rerankerModel": "نموذج إعادة الترتيب", "lockStatus": "حالة القفل" }, diff --git a/lightrag_webui/src/locales/en.json b/lightrag_webui/src/locales/en.json index 12b9aaba..e9d5c1ca 100644 --- a/lightrag_webui/src/locales/en.json +++ b/lightrag_webui/src/locales/en.json @@ -252,12 +252,12 @@ "inputDirectory": "Input Directory", "llmConfig": "LLM Configuration", "llmBinding": "LLM Binding", - "llmBindingHost": "LLM Binding Host", + "llmBindingHost": "LLM Endpoint", "llmModel": "LLM Model", "maxTokens": "Max Tokens", "embeddingConfig": "Embedding Configuration", "embeddingBinding": "Embedding Binding", - "embeddingBindingHost": "Embedding Binding Host", + "embeddingBindingHost": "Embedding Endpoint", "embeddingModel": "Embedding Model", "storageConfig": "Storage Configuration", "kvStorage": "KV Storage", @@ -267,7 +267,7 @@ "workspace": "Workspace", "maxGraphNodes": "Max Graph Nodes", "rerankerConfig": "Reranker Configuration", - "rerankerBindingHost": "Reranker Binding Host", + "rerankerBindingHost": "Reranker Endpoint", "rerankerModel": "Reranker Model", "lockStatus": "Lock Status" }, diff --git a/lightrag_webui/src/locales/fr.json b/lightrag_webui/src/locales/fr.json index 7f137d36..46f1216f 100644 --- a/lightrag_webui/src/locales/fr.json +++ b/lightrag_webui/src/locales/fr.json @@ -252,12 +252,12 @@ "inputDirectory": "Répertoire d'entrée", "llmConfig": "Configuration du modèle de langage", "llmBinding": "Liaison du modèle de langage", - "llmBindingHost": "Hôte de liaison du modèle de langage", + "llmBindingHost": "Point de terminaison LLM", "llmModel": "Modèle de langage", "maxTokens": "Nombre maximum de jetons", "embeddingConfig": "Configuration d'incorporation", "embeddingBinding": "Liaison d'incorporation", - "embeddingBindingHost": "Hôte de liaison d'incorporation", + "embeddingBindingHost": "Point de terminaison d'incorporation", "embeddingModel": "Modèle d'incorporation", "storageConfig": "Configuration de stockage", "kvStorage": "Stockage clé-valeur", @@ -267,7 +267,7 @@ "workspace": "Espace de travail", "maxGraphNodes": "Nombre maximum de nœuds du graphe", "rerankerConfig": "Configuration du reclassement", - "rerankerBindingHost": "Hôte de liaison du reclassement", + "rerankerBindingHost": "Point de terminaison de reclassement", "rerankerModel": "Modèle de reclassement", "lockStatus": "État des verrous" }, diff --git a/lightrag_webui/src/locales/zh.json b/lightrag_webui/src/locales/zh.json index 4e1e4ca5..dcf9c5eb 100644 --- a/lightrag_webui/src/locales/zh.json +++ b/lightrag_webui/src/locales/zh.json @@ -252,12 +252,12 @@ "inputDirectory": "输入目录", "llmConfig": "LLM配置", "llmBinding": "LLM绑定", - "llmBindingHost": "LLM绑定主机", + "llmBindingHost": "LLM端点", "llmModel": "LLM模型", "maxTokens": "最大令牌数", "embeddingConfig": "嵌入配置", "embeddingBinding": "嵌入绑定", - "embeddingBindingHost": "嵌入绑定主机", + "embeddingBindingHost": "嵌入端点", "embeddingModel": "嵌入模型", "storageConfig": "存储配置", "kvStorage": "KV存储", @@ -267,7 +267,7 @@ "workspace": "工作空间", "maxGraphNodes": "最大图节点数", "rerankerConfig": "重排序配置", - "rerankerBindingHost": "重排序绑定主机", + "rerankerBindingHost": "重排序端点", "rerankerModel": "重排序模型", "lockStatus": "锁状态" }, diff --git a/lightrag_webui/src/locales/zh_TW.json b/lightrag_webui/src/locales/zh_TW.json index fef07653..e8f04c14 100644 --- a/lightrag_webui/src/locales/zh_TW.json +++ b/lightrag_webui/src/locales/zh_TW.json @@ -252,12 +252,12 @@ "inputDirectory": "輸入目錄", "llmConfig": "LLM 設定", "llmBinding": "LLM 綁定", - "llmBindingHost": "LLM 綁定主機", + "llmBindingHost": "LLM 端點", "llmModel": "LLM 模型", "maxTokens": "最大權杖數", "embeddingConfig": "嵌入設定", "embeddingBinding": "嵌入綁定", - "embeddingBindingHost": "嵌入綁定主機", + "embeddingBindingHost": "嵌入端點", "embeddingModel": "嵌入模型", "storageConfig": "儲存設定", "kvStorage": "KV 儲存", @@ -267,7 +267,7 @@ "workspace": "工作空間", "maxGraphNodes": "最大圖形節點數", "rerankerConfig": "重排序設定", - "rerankerBindingHost": "重排序綁定主機", + "rerankerBindingHost": "重排序端點", "rerankerModel": "重排序模型", "lockStatus": "鎖定狀態" }, From efc359c411349f86c72e18dda45f9550ddf94e5c Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 00:57:41 +0800 Subject: [PATCH 24/40] Update webui assets --- ...By-BVZSZRdU.js => _basePickBy-D3PHsJjq.js} | 2 +- ...Uniq-CoKY6BVy.js => _baseUniq-CtAZZJ8e.js} | 2 +- ... architectureDiagram-IEHRJDOE-Bou3pEJo.js} | 2 +- ...z.js => blockDiagram-JOT3LUYC-BxXXNv1O.js} | 2 +- ...1RbS.js => c4Diagram-VJAJSXHY-BpY1T-jk.js} | 2 +- ...BqribV_z.js => 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i,g=f.length,t=0;t=r.getRight()?e[0]+=Math.min(r.getX()-n.getX(),n.getRight()-r.getRight()):r.getX()<=n.getX()&&r.getRight()>=n.getRight()&&(e[0]+=Math.min(n.getX()-r.getX(),r.getRight()-n.getRight())),n.getY()<=r.getY()&&n.getBottom()>=r.getBottom()?e[1]+=Math.min(r.getY()-n.getY(),n.getBottom()-r.getBottom()):r.getY()<=n.getY()&&r.getBottom()>=n.getBottom()&&(e[1]+=Math.min(n.getY()-r.getY(),r.getBottom()-n.getBottom()));var g=Math.abs((r.getCenterY()-n.getCenterY())/(r.getCenterX()-n.getCenterX()));r.getCenterY()===n.getCenterY()&&r.getCenterX()===n.getCenterX()&&(g=1);var t=g*e[0],s=e[1]/g;e[0]t)return e[0]=f,e[1]=o,e[2]=g,e[3]=X,!1;if(ig)return e[0]=s,e[1]=i,e[2]=P,e[3]=t,!1;if(fg?(e[0]=h,e[1]=T,a=!0):(e[0]=c,e[1]=o,a=!0):p===y&&(f>g?(e[0]=s,e[1]=o,a=!0):(e[0]=v,e[1]=T,a=!0)),-E===y?g>f?(e[2]=K,e[3]=X,m=!0):(e[2]=P,e[3]=M,m=!0):E===y&&(g>f?(e[2]=S,e[3]=M,m=!0):(e[2]=k,e[3]=X,m=!0)),a&&m)return!1;if(f>g?i>t?(I=this.getCardinalDirection(p,y,4),w=this.getCardinalDirection(E,y,2)):(I=this.getCardinalDirection(-p,y,3),w=this.getCardinalDirection(-E,y,1)):i>t?(I=this.getCardinalDirection(-p,y,1),w=this.getCardinalDirection(-E,y,3)):(I=this.getCardinalDirection(p,y,2),w=this.getCardinalDirection(E,y,4)),!a)switch(I){case 1:W=o,R=f+-N/y,e[0]=R,e[1]=W;break;case 2:R=v,W=i+d*y,e[0]=R,e[1]=W;break;case 3:W=T,R=f+N/y,e[0]=R,e[1]=W;break;case 4:R=h,W=i+-d*y,e[0]=R,e[1]=W;break}if(!m)switch(w){case 1:q=M,x=g+-rt/y,e[2]=x,e[3]=q;break;case 2:x=k,q=t+D*y,e[2]=x,e[3]=q;break;case 3:q=X,x=g+rt/y,e[2]=x,e[3]=q;break;case 4:x=K,q=t+-D*y,e[2]=x,e[3]=q;break}}return!1},l.getCardinalDirection=function(n,r,e){return n>r?e:1+e%4},l.getIntersection=function(n,r,e,f){if(f==null)return this.getIntersection2(n,r,e);var i=n.x,g=n.y,t=r.x,s=r.y,o=e.x,c=e.y,h=f.x,T=f.y,v=void 0,d=void 0,N=void 0,S=void 0,M=void 0,P=void 0,K=void 0,X=void 0,k=void 0;return N=s-g,M=i-t,K=t*g-i*s,S=T-c,P=o-h,X=h*c-o*T,k=N*P-S*M,k===0?null:(v=(M*X-P*K)/k,d=(S*K-N*X)/k,new u(v,d))},l.angleOfVector=function(n,r,e,f){var i=void 0;return n!==e?(i=Math.atan((f-r)/(e-n)),e=0){var T=(-o+Math.sqrt(o*o-4*s*c))/(2*s),v=(-o-Math.sqrt(o*o-4*s*c))/(2*s),d=null;return T>=0&&T<=1?[T]:v>=0&&v<=1?[v]:d}else return null},l.HALF_PI=.5*Math.PI,l.ONE_AND_HALF_PI=1.5*Math.PI,l.TWO_PI=2*Math.PI,l.THREE_PI=3*Math.PI,A.exports=l},function(A,G,L){function u(){}u.sign=function(l){return l>0?1:l<0?-1:0},u.floor=function(l){return l<0?Math.ceil(l):Math.floor(l)},u.ceil=function(l){return l<0?Math.floor(l):Math.ceil(l)},A.exports=u},function(A,G,L){function u(){}u.MAX_VALUE=2147483647,u.MIN_VALUE=-2147483648,A.exports=u},function(A,G,L){var u=function(){function i(g,t){for(var s=0;s"u"?"undefined":u(n);return n==null||r!="object"&&r!="function"},A.exports=l},function(A,G,L){function u(o){if(Array.isArray(o)){for(var c=0,h=Array(o.length);c0&&c;){for(N.push(M[0]);N.length>0&&c;){var P=N[0];N.splice(0,1),d.add(P);for(var K=P.getEdges(),v=0;v-1&&M.splice(rt,1)}d=new Set,S=new Map}}return o},s.prototype.createDummyNodesForBendpoints=function(o){for(var c=[],h=o.source,T=this.graphManager.calcLowestCommonAncestor(o.source,o.target),v=0;v0){for(var T=this.edgeToDummyNodes.get(h),v=0;v=0&&c.splice(X,1);var k=S.getNeighborsList();k.forEach(function(a){if(h.indexOf(a)<0){var m=T.get(a),p=m-1;p==1&&P.push(a),T.set(a,p)}})}h=h.concat(P),(c.length==1||c.length==2)&&(v=!0,d=c[0])}return d},s.prototype.setGraphManager=function(o){this.graphManager=o},A.exports=s},function(A,G,L){function u(){}u.seed=1,u.x=0,u.nextDouble=function(){return u.x=Math.sin(u.seed++)*1e4,u.x-Math.floor(u.x)},A.exports=u},function(A,G,L){var u=L(5);function l(n,r){this.lworldOrgX=0,this.lworldOrgY=0,this.ldeviceOrgX=0,this.ldeviceOrgY=0,this.lworldExtX=1,this.lworldExtY=1,this.ldeviceExtX=1,this.ldeviceExtY=1}l.prototype.getWorldOrgX=function(){return this.lworldOrgX},l.prototype.setWorldOrgX=function(n){this.lworldOrgX=n},l.prototype.getWorldOrgY=function(){return this.lworldOrgY},l.prototype.setWorldOrgY=function(n){this.lworldOrgY=n},l.prototype.getWorldExtX=function(){return this.lworldExtX},l.prototype.setWorldExtX=function(n){this.lworldExtX=n},l.prototype.getWorldExtY=function(){return this.lworldExtY},l.prototype.setWorldExtY=function(n){this.lworldExtY=n},l.prototype.getDeviceOrgX=function(){return this.ldeviceOrgX},l.prototype.setDeviceOrgX=function(n){this.ldeviceOrgX=n},l.prototype.getDeviceOrgY=function(){return this.ldeviceOrgY},l.prototype.setDeviceOrgY=function(n){this.ldeviceOrgY=n},l.prototype.getDeviceExtX=function(){return this.ldeviceExtX},l.prototype.setDeviceExtX=function(n){this.ldeviceExtX=n},l.prototype.getDeviceExtY=function(){return this.ldeviceExtY},l.prototype.setDeviceExtY=function(n){this.ldeviceExtY=n},l.prototype.transformX=function(n){var r=0,e=this.lworldExtX;return e!=0&&(r=this.ldeviceOrgX+(n-this.lworldOrgX)*this.ldeviceExtX/e),r},l.prototype.transformY=function(n){var r=0,e=this.lworldExtY;return e!=0&&(r=this.ldeviceOrgY+(n-this.lworldOrgY)*this.ldeviceExtY/e),r},l.prototype.inverseTransformX=function(n){var r=0,e=this.ldeviceExtX;return e!=0&&(r=this.lworldOrgX+(n-this.ldeviceOrgX)*this.lworldExtX/e),r},l.prototype.inverseTransformY=function(n){var r=0,e=this.ldeviceExtY;return e!=0&&(r=this.lworldOrgY+(n-this.ldeviceOrgY)*this.lworldExtY/e),r},l.prototype.inverseTransformPoint=function(n){var r=new u(this.inverseTransformX(n.x),this.inverseTransformY(n.y));return r},A.exports=l},function(A,G,L){function u(t){if(Array.isArray(t)){for(var s=0,o=Array(t.length);sn.ADAPTATION_LOWER_NODE_LIMIT&&(this.coolingFactor=Math.max(this.coolingFactor*n.COOLING_ADAPTATION_FACTOR,this.coolingFactor-(t-n.ADAPTATION_LOWER_NODE_LIMIT)/(n.ADAPTATION_UPPER_NODE_LIMIT-n.ADAPTATION_LOWER_NODE_LIMIT)*this.coolingFactor*(1-n.COOLING_ADAPTATION_FACTOR))),this.maxNodeDisplacement=n.MAX_NODE_DISPLACEMENT_INCREMENTAL):(t>n.ADAPTATION_LOWER_NODE_LIMIT?this.coolingFactor=Math.max(n.COOLING_ADAPTATION_FACTOR,1-(t-n.ADAPTATION_LOWER_NODE_LIMIT)/(n.ADAPTATION_UPPER_NODE_LIMIT-n.ADAPTATION_LOWER_NODE_LIMIT)*(1-n.COOLING_ADAPTATION_FACTOR)):this.coolingFactor=1,this.initialCoolingFactor=this.coolingFactor,this.maxNodeDisplacement=n.MAX_NODE_DISPLACEMENT),this.maxIterations=Math.max(this.getAllNodes().length*5,this.maxIterations),this.displacementThresholdPerNode=3*n.DEFAULT_EDGE_LENGTH/100,this.totalDisplacementThreshold=this.displacementThresholdPerNode*this.getAllNodes().length,this.repulsionRange=this.calcRepulsionRange()},i.prototype.calcSpringForces=function(){for(var t=this.getAllEdges(),s,o=0;o0&&arguments[0]!==void 0?arguments[0]:!0,s=arguments.length>1&&arguments[1]!==void 0?arguments[1]:!1,o,c,h,T,v=this.getAllNodes(),d;if(this.useFRGridVariant)for(this.totalIterations%n.GRID_CALCULATION_CHECK_PERIOD==1&&t&&this.updateGrid(),d=new Set,o=0;oN||d>N)&&(t.gravitationForceX=-this.gravityConstant*h,t.gravitationForceY=-this.gravityConstant*T)):(N=s.getEstimatedSize()*this.compoundGravityRangeFactor,(v>N||d>N)&&(t.gravitationForceX=-this.gravityConstant*h*this.compoundGravityConstant,t.gravitationForceY=-this.gravityConstant*T*this.compoundGravityConstant))},i.prototype.isConverged=function(){var t,s=!1;return this.totalIterations>this.maxIterations/3&&(s=Math.abs(this.totalDisplacement-this.oldTotalDisplacement)<2),t=this.totalDisplacement=v.length||N>=v[0].length)){for(var S=0;Si}}]),e}();A.exports=r},function(A,G,L){function u(){}u.svd=function(l){this.U=null,this.V=null,this.s=null,this.m=0,this.n=0,this.m=l.length,this.n=l[0].length;var n=Math.min(this.m,this.n);this.s=function(Nt){for(var Mt=[];Nt-- >0;)Mt.push(0);return Mt}(Math.min(this.m+1,this.n)),this.U=function(Nt){var Mt=function Zt(Gt){if(Gt.length==0)return 0;for(var $t=[],Ft=0;Ft0;)Mt.push(0);return Mt}(this.n),e=function(Nt){for(var Mt=[];Nt-- >0;)Mt.push(0);return Mt}(this.m),f=!0,i=Math.min(this.m-1,this.n),g=Math.max(0,Math.min(this.n-2,this.m)),t=0;t=0;E--)if(this.s[E]!==0){for(var y=E+1;y=0;V--){if(function(Nt,Mt){return Nt&&Mt}(V0;){var J=void 0,Rt=void 0;for(J=a-2;J>=-1&&J!==-1;J--)if(Math.abs(r[J])<=lt+_*(Math.abs(this.s[J])+Math.abs(this.s[J+1]))){r[J]=0;break}if(J===a-2)Rt=4;else{var Lt=void 0;for(Lt=a-1;Lt>=J&&Lt!==J;Lt--){var vt=(Lt!==a?Math.abs(r[Lt]):0)+(Lt!==J+1?Math.abs(r[Lt-1]):0);if(Math.abs(this.s[Lt])<=lt+_*vt){this.s[Lt]=0;break}}Lt===J?Rt=3:Lt===a-1?Rt=1:(Rt=2,J=Lt)}switch(J++,Rt){case 1:{var it=r[a-2];r[a-2]=0;for(var gt=a-2;gt>=J;gt--){var Tt=u.hypot(this.s[gt],it),At=this.s[gt]/Tt,Dt=it/Tt;this.s[gt]=Tt,gt!==J&&(it=-Dt*r[gt-1],r[gt-1]=At*r[gt-1]);for(var mt=0;mt=this.s[J+1]);){var Ct=this.s[J];if(this.s[J]=this.s[J+1],this.s[J+1]=Ct,JMath.abs(n)?(r=n/l,r=Math.abs(l)*Math.sqrt(1+r*r)):n!=0?(r=l/n,r=Math.abs(n)*Math.sqrt(1+r*r)):r=0,r},A.exports=u},function(A,G,L){var u=function(){function r(e,f){for(var i=0;i2&&arguments[2]!==void 0?arguments[2]:1,g=arguments.length>3&&arguments[3]!==void 0?arguments[3]:-1,t=arguments.length>4&&arguments[4]!==void 0?arguments[4]:-1;l(this,r),this.sequence1=e,this.sequence2=f,this.match_score=i,this.mismatch_penalty=g,this.gap_penalty=t,this.iMax=e.length+1,this.jMax=f.length+1,this.grid=new Array(this.iMax);for(var s=0;s=0;e--){var f=this.listeners[e];f.event===n&&f.callback===r&&this.listeners.splice(e,1)}},l.emit=function(n,r){for(var e=0;e{var G={45:(n,r,e)=>{var f={};f.layoutBase=e(551),f.CoSEConstants=e(806),f.CoSEEdge=e(767),f.CoSEGraph=e(880),f.CoSEGraphManager=e(578),f.CoSELayout=e(765),f.CoSENode=e(991),f.ConstraintHandler=e(902),n.exports=f},806:(n,r,e)=>{var f=e(551).FDLayoutConstants;function i(){}for(var g in f)i[g]=f[g];i.DEFAULT_USE_MULTI_LEVEL_SCALING=!1,i.DEFAULT_RADIAL_SEPARATION=f.DEFAULT_EDGE_LENGTH,i.DEFAULT_COMPONENT_SEPERATION=60,i.TILE=!0,i.TILING_PADDING_VERTICAL=10,i.TILING_PADDING_HORIZONTAL=10,i.TRANSFORM_ON_CONSTRAINT_HANDLING=!0,i.ENFORCE_CONSTRAINTS=!0,i.APPLY_LAYOUT=!0,i.RELAX_MOVEMENT_ON_CONSTRAINTS=!0,i.TREE_REDUCTION_ON_INCREMENTAL=!0,i.PURE_INCREMENTAL=i.DEFAULT_INCREMENTAL,n.exports=i},767:(n,r,e)=>{var f=e(551).FDLayoutEdge;function i(t,s,o){f.call(this,t,s,o)}i.prototype=Object.create(f.prototype);for(var g in f)i[g]=f[g];n.exports=i},880:(n,r,e)=>{var f=e(551).LGraph;function i(t,s,o){f.call(this,t,s,o)}i.prototype=Object.create(f.prototype);for(var g in f)i[g]=f[g];n.exports=i},578:(n,r,e)=>{var f=e(551).LGraphManager;function i(t){f.call(this,t)}i.prototype=Object.create(f.prototype);for(var g in f)i[g]=f[g];n.exports=i},765:(n,r,e)=>{var f=e(551).FDLayout,i=e(578),g=e(880),t=e(991),s=e(767),o=e(806),c=e(902),h=e(551).FDLayoutConstants,T=e(551).LayoutConstants,v=e(551).Point,d=e(551).PointD,N=e(551).DimensionD,S=e(551).Layout,M=e(551).Integer,P=e(551).IGeometry,K=e(551).LGraph,X=e(551).Transform,k=e(551).LinkedList;function D(){f.call(this),this.toBeTiled={},this.constraints={}}D.prototype=Object.create(f.prototype);for(var rt in f)D[rt]=f[rt];D.prototype.newGraphManager=function(){var a=new i(this);return this.graphManager=a,a},D.prototype.newGraph=function(a){return new g(null,this.graphManager,a)},D.prototype.newNode=function(a){return new t(this.graphManager,a)},D.prototype.newEdge=function(a){return new s(null,null,a)},D.prototype.initParameters=function(){f.prototype.initParameters.call(this,arguments),this.isSubLayout||(o.DEFAULT_EDGE_LENGTH<10?this.idealEdgeLength=10:this.idealEdgeLength=o.DEFAULT_EDGE_LENGTH,this.useSmartIdealEdgeLengthCalculation=o.DEFAULT_USE_SMART_IDEAL_EDGE_LENGTH_CALCULATION,this.gravityConstant=h.DEFAULT_GRAVITY_STRENGTH,this.compoundGravityConstant=h.DEFAULT_COMPOUND_GRAVITY_STRENGTH,this.gravityRangeFactor=h.DEFAULT_GRAVITY_RANGE_FACTOR,this.compoundGravityRangeFactor=h.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR,this.prunedNodesAll=[],this.growTreeIterations=0,this.afterGrowthIterations=0,this.isTreeGrowing=!1,this.isGrowthFinished=!1)},D.prototype.initSpringEmbedder=function(){f.prototype.initSpringEmbedder.call(this),this.coolingCycle=0,this.maxCoolingCycle=this.maxIterations/h.CONVERGENCE_CHECK_PERIOD,this.finalTemperature=.04,this.coolingAdjuster=1},D.prototype.layout=function(){var a=T.DEFAULT_CREATE_BENDS_AS_NEEDED;return a&&(this.createBendpoints(),this.graphManager.resetAllEdges()),this.level=0,this.classicLayout()},D.prototype.classicLayout=function(){if(this.nodesWithGravity=this.calculateNodesToApplyGravitationTo(),this.graphManager.setAllNodesToApplyGravitation(this.nodesWithGravity),this.calcNoOfChildrenForAllNodes(),this.graphManager.calcLowestCommonAncestors(),this.graphManager.calcInclusionTreeDepths(),this.graphManager.getRoot().calcEstimatedSize(),this.calcIdealEdgeLengths(),this.incremental){if(o.TREE_REDUCTION_ON_INCREMENTAL){this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var m=new Set(this.getAllNodes()),p=this.nodesWithGravity.filter(function(I){return m.has(I)});this.graphManager.setAllNodesToApplyGravitation(p)}}else{var a=this.getFlatForest();if(a.length>0)this.positionNodesRadially(a);else{this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var m=new Set(this.getAllNodes()),p=this.nodesWithGravity.filter(function(E){return m.has(E)});this.graphManager.setAllNodesToApplyGravitation(p),this.positionNodesRandomly()}}return Object.keys(this.constraints).length>0&&(c.handleConstraints(this),this.initConstraintVariables()),this.initSpringEmbedder(),o.APPLY_LAYOUT&&this.runSpringEmbedder(),!0},D.prototype.tick=function(){if(this.totalIterations++,this.totalIterations===this.maxIterations&&!this.isTreeGrowing&&!this.isGrowthFinished)if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;if(this.totalIterations%h.CONVERGENCE_CHECK_PERIOD==0&&!this.isTreeGrowing&&!this.isGrowthFinished){if(this.isConverged())if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;this.coolingCycle++,this.layoutQuality==0?this.coolingAdjuster=this.coolingCycle:this.layoutQuality==1&&(this.coolingAdjuster=this.coolingCycle/3),this.coolingFactor=Math.max(this.initialCoolingFactor-Math.pow(this.coolingCycle,Math.log(100*(this.initialCoolingFactor-this.finalTemperature))/Math.log(this.maxCoolingCycle))/100*this.coolingAdjuster,this.finalTemperature),this.animationPeriod=Math.ceil(this.initialAnimationPeriod*Math.sqrt(this.coolingFactor))}if(this.isTreeGrowing){if(this.growTreeIterations%10==0)if(this.prunedNodesAll.length>0){this.graphManager.updateBounds(),this.updateGrid(),this.growTree(this.prunedNodesAll),this.graphManager.resetAllNodesToApplyGravitation();var a=new Set(this.getAllNodes()),m=this.nodesWithGravity.filter(function(y){return a.has(y)});this.graphManager.setAllNodesToApplyGravitation(m),this.graphManager.updateBounds(),this.updateGrid(),o.PURE_INCREMENTAL?this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL/2:this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL}else this.isTreeGrowing=!1,this.isGrowthFinished=!0;this.growTreeIterations++}if(this.isGrowthFinished){if(this.isConverged())return!0;this.afterGrowthIterations%10==0&&(this.graphManager.updateBounds(),this.updateGrid()),o.PURE_INCREMENTAL?this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL/2*((100-this.afterGrowthIterations)/100):this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL*((100-this.afterGrowthIterations)/100),this.afterGrowthIterations++}var p=!this.isTreeGrowing&&!this.isGrowthFinished,E=this.growTreeIterations%10==1&&this.isTreeGrowing||this.afterGrowthIterations%10==1&&this.isGrowthFinished;return this.totalDisplacement=0,this.graphManager.updateBounds(),this.calcSpringForces(),this.calcRepulsionForces(p,E),this.calcGravitationalForces(),this.moveNodes(),this.animate(),!1},D.prototype.getPositionsData=function(){for(var a=this.graphManager.getAllNodes(),m={},p=0;p0&&this.updateDisplacements();for(var p=0;p0&&(E.fixedNodeWeight=I)}}if(this.constraints.relativePlacementConstraint){var w=new Map,R=new Map;if(this.dummyToNodeForVerticalAlignment=new Map,this.dummyToNodeForHorizontalAlignment=new Map,this.fixedNodesOnHorizontal=new Set,this.fixedNodesOnVertical=new Set,this.fixedNodeSet.forEach(function(O){a.fixedNodesOnHorizontal.add(O),a.fixedNodesOnVertical.add(O)}),this.constraints.alignmentConstraint){if(this.constraints.alignmentConstraint.vertical)for(var W=this.constraints.alignmentConstraint.vertical,p=0;p=2*O.length/3;_--)H=Math.floor(Math.random()*(_+1)),B=O[_],O[_]=O[H],O[H]=B;return O},this.nodesInRelativeHorizontal=[],this.nodesInRelativeVertical=[],this.nodeToRelativeConstraintMapHorizontal=new Map,this.nodeToRelativeConstraintMapVertical=new Map,this.nodeToTempPositionMapHorizontal=new Map,this.nodeToTempPositionMapVertical=new Map,this.constraints.relativePlacementConstraint.forEach(function(O){if(O.left){var H=w.has(O.left)?w.get(O.left):O.left,B=w.has(O.right)?w.get(O.right):O.right;a.nodesInRelativeHorizontal.includes(H)||(a.nodesInRelativeHorizontal.push(H),a.nodeToRelativeConstraintMapHorizontal.set(H,[]),a.dummyToNodeForVerticalAlignment.has(H)?a.nodeToTempPositionMapHorizontal.set(H,a.idToNodeMap.get(a.dummyToNodeForVerticalAlignment.get(H)[0]).getCenterX()):a.nodeToTempPositionMapHorizontal.set(H,a.idToNodeMap.get(H).getCenterX())),a.nodesInRelativeHorizontal.includes(B)||(a.nodesInRelativeHorizontal.push(B),a.nodeToRelativeConstraintMapHorizontal.set(B,[]),a.dummyToNodeForVerticalAlignment.has(B)?a.nodeToTempPositionMapHorizontal.set(B,a.idToNodeMap.get(a.dummyToNodeForVerticalAlignment.get(B)[0]).getCenterX()):a.nodeToTempPositionMapHorizontal.set(B,a.idToNodeMap.get(B).getCenterX())),a.nodeToRelativeConstraintMapHorizontal.get(H).push({right:B,gap:O.gap}),a.nodeToRelativeConstraintMapHorizontal.get(B).push({left:H,gap:O.gap})}else{var _=R.has(O.top)?R.get(O.top):O.top,lt=R.has(O.bottom)?R.get(O.bottom):O.bottom;a.nodesInRelativeVertical.includes(_)||(a.nodesInRelativeVertical.push(_),a.nodeToRelativeConstraintMapVertical.set(_,[]),a.dummyToNodeForHorizontalAlignment.has(_)?a.nodeToTempPositionMapVertical.set(_,a.idToNodeMap.get(a.dummyToNodeForHorizontalAlignment.get(_)[0]).getCenterY()):a.nodeToTempPositionMapVertical.set(_,a.idToNodeMap.get(_).getCenterY())),a.nodesInRelativeVertical.includes(lt)||(a.nodesInRelativeVertical.push(lt),a.nodeToRelativeConstraintMapVertical.set(lt,[]),a.dummyToNodeForHorizontalAlignment.has(lt)?a.nodeToTempPositionMapVertical.set(lt,a.idToNodeMap.get(a.dummyToNodeForHorizontalAlignment.get(lt)[0]).getCenterY()):a.nodeToTempPositionMapVertical.set(lt,a.idToNodeMap.get(lt).getCenterY())),a.nodeToRelativeConstraintMapVertical.get(_).push({bottom:lt,gap:O.gap}),a.nodeToRelativeConstraintMapVertical.get(lt).push({top:_,gap:O.gap})}});else{var q=new Map,V=new Map;this.constraints.relativePlacementConstraint.forEach(function(O){if(O.left){var H=w.has(O.left)?w.get(O.left):O.left,B=w.has(O.right)?w.get(O.right):O.right;q.has(H)?q.get(H).push(B):q.set(H,[B]),q.has(B)?q.get(B).push(H):q.set(B,[H])}else{var _=R.has(O.top)?R.get(O.top):O.top,lt=R.has(O.bottom)?R.get(O.bottom):O.bottom;V.has(_)?V.get(_).push(lt):V.set(_,[lt]),V.has(lt)?V.get(lt).push(_):V.set(lt,[_])}});var Y=function(H,B){var _=[],lt=[],J=new k,Rt=new Set,Lt=0;return H.forEach(function(vt,it){if(!Rt.has(it)){_[Lt]=[],lt[Lt]=!1;var gt=it;for(J.push(gt),Rt.add(gt),_[Lt].push(gt);J.length!=0;){gt=J.shift(),B.has(gt)&&(lt[Lt]=!0);var Tt=H.get(gt);Tt.forEach(function(At){Rt.has(At)||(J.push(At),Rt.add(At),_[Lt].push(At))})}Lt++}}),{components:_,isFixed:lt}},et=Y(q,a.fixedNodesOnHorizontal);this.componentsOnHorizontal=et.components,this.fixedComponentsOnHorizontal=et.isFixed;var z=Y(V,a.fixedNodesOnVertical);this.componentsOnVertical=z.components,this.fixedComponentsOnVertical=z.isFixed}}},D.prototype.updateDisplacements=function(){var a=this;if(this.constraints.fixedNodeConstraint&&this.constraints.fixedNodeConstraint.forEach(function(z){var O=a.idToNodeMap.get(z.nodeId);O.displacementX=0,O.displacementY=0}),this.constraints.alignmentConstraint){if(this.constraints.alignmentConstraint.vertical)for(var m=this.constraints.alignmentConstraint.vertical,p=0;p1){var R;for(R=0;RE&&(E=Math.floor(w.y)),I=Math.floor(w.x+o.DEFAULT_COMPONENT_SEPERATION)}this.transform(new d(T.WORLD_CENTER_X-w.x/2,T.WORLD_CENTER_Y-w.y/2))},D.radialLayout=function(a,m,p){var E=Math.max(this.maxDiagonalInTree(a),o.DEFAULT_RADIAL_SEPARATION);D.branchRadialLayout(m,null,0,359,0,E);var y=K.calculateBounds(a),I=new X;I.setDeviceOrgX(y.getMinX()),I.setDeviceOrgY(y.getMinY()),I.setWorldOrgX(p.x),I.setWorldOrgY(p.y);for(var w=0;w1;){var B=H[0];H.splice(0,1);var _=V.indexOf(B);_>=0&&V.splice(_,1),z--,Y--}m!=null?O=(V.indexOf(H[0])+1)%z:O=0;for(var lt=Math.abs(E-p)/Y,J=O;et!=Y;J=++J%z){var Rt=V[J].getOtherEnd(a);if(Rt!=m){var Lt=(p+et*lt)%360,vt=(Lt+lt)%360;D.branchRadialLayout(Rt,a,Lt,vt,y+I,I),et++}}},D.maxDiagonalInTree=function(a){for(var m=M.MIN_VALUE,p=0;pm&&(m=y)}return m},D.prototype.calcRepulsionRange=function(){return 2*(this.level+1)*this.idealEdgeLength},D.prototype.groupZeroDegreeMembers=function(){var a=this,m={};this.memberGroups={},this.idToDummyNode={};for(var p=[],E=this.graphManager.getAllNodes(),y=0;y"u"&&(m[R]=[]),m[R]=m[R].concat(I)}Object.keys(m).forEach(function(W){if(m[W].length>1){var x="DummyCompound_"+W;a.memberGroups[x]=m[W];var q=m[W][0].getParent(),V=new t(a.graphManager);V.id=x,V.paddingLeft=q.paddingLeft||0,V.paddingRight=q.paddingRight||0,V.paddingBottom=q.paddingBottom||0,V.paddingTop=q.paddingTop||0,a.idToDummyNode[x]=V;var Y=a.getGraphManager().add(a.newGraph(),V),et=q.getChild();et.add(V);for(var z=0;zy?(E.rect.x-=(E.labelWidth-y)/2,E.setWidth(E.labelWidth),E.labelMarginLeft=(E.labelWidth-y)/2):E.labelPosHorizontal=="right"&&E.setWidth(y+E.labelWidth)),E.labelHeight&&(E.labelPosVertical=="top"?(E.rect.y-=E.labelHeight,E.setHeight(I+E.labelHeight),E.labelMarginTop=E.labelHeight):E.labelPosVertical=="center"&&E.labelHeight>I?(E.rect.y-=(E.labelHeight-I)/2,E.setHeight(E.labelHeight),E.labelMarginTop=(E.labelHeight-I)/2):E.labelPosVertical=="bottom"&&E.setHeight(I+E.labelHeight))}})},D.prototype.repopulateCompounds=function(){for(var a=this.compoundOrder.length-1;a>=0;a--){var m=this.compoundOrder[a],p=m.id,E=m.paddingLeft,y=m.paddingTop,I=m.labelMarginLeft,w=m.labelMarginTop;this.adjustLocations(this.tiledMemberPack[p],m.rect.x,m.rect.y,E,y,I,w)}},D.prototype.repopulateZeroDegreeMembers=function(){var a=this,m=this.tiledZeroDegreePack;Object.keys(m).forEach(function(p){var E=a.idToDummyNode[p],y=E.paddingLeft,I=E.paddingTop,w=E.labelMarginLeft,R=E.labelMarginTop;a.adjustLocations(m[p],E.rect.x,E.rect.y,y,I,w,R)})},D.prototype.getToBeTiled=function(a){var m=a.id;if(this.toBeTiled[m]!=null)return this.toBeTiled[m];var p=a.getChild();if(p==null)return this.toBeTiled[m]=!1,!1;for(var E=p.getNodes(),y=0;y0)return this.toBeTiled[m]=!1,!1;if(I.getChild()==null){this.toBeTiled[I.id]=!1;continue}if(!this.getToBeTiled(I))return this.toBeTiled[m]=!1,!1}return this.toBeTiled[m]=!0,!0},D.prototype.getNodeDegree=function(a){a.id;for(var m=a.getEdges(),p=0,E=0;Eq&&(q=Y.rect.height)}p+=q+a.verticalPadding}},D.prototype.tileCompoundMembers=function(a,m){var p=this;this.tiledMemberPack=[],Object.keys(a).forEach(function(E){var y=m[E];if(p.tiledMemberPack[E]=p.tileNodes(a[E],y.paddingLeft+y.paddingRight),y.rect.width=p.tiledMemberPack[E].width,y.rect.height=p.tiledMemberPack[E].height,y.setCenter(p.tiledMemberPack[E].centerX,p.tiledMemberPack[E].centerY),y.labelMarginLeft=0,y.labelMarginTop=0,o.NODE_DIMENSIONS_INCLUDE_LABELS){var I=y.rect.width,w=y.rect.height;y.labelWidth&&(y.labelPosHorizontal=="left"?(y.rect.x-=y.labelWidth,y.setWidth(I+y.labelWidth),y.labelMarginLeft=y.labelWidth):y.labelPosHorizontal=="center"&&y.labelWidth>I?(y.rect.x-=(y.labelWidth-I)/2,y.setWidth(y.labelWidth),y.labelMarginLeft=(y.labelWidth-I)/2):y.labelPosHorizontal=="right"&&y.setWidth(I+y.labelWidth)),y.labelHeight&&(y.labelPosVertical=="top"?(y.rect.y-=y.labelHeight,y.setHeight(w+y.labelHeight),y.labelMarginTop=y.labelHeight):y.labelPosVertical=="center"&&y.labelHeight>w?(y.rect.y-=(y.labelHeight-w)/2,y.setHeight(y.labelHeight),y.labelMarginTop=(y.labelHeight-w)/2):y.labelPosVertical=="bottom"&&y.setHeight(w+y.labelHeight))}})},D.prototype.tileNodes=function(a,m){var p=this.tileNodesByFavoringDim(a,m,!0),E=this.tileNodesByFavoringDim(a,m,!1),y=this.getOrgRatio(p),I=this.getOrgRatio(E),w;return IR&&(R=z.getWidth())});var W=I/y,x=w/y,q=Math.pow(p-E,2)+4*(W+E)*(x+p)*y,V=(E-p+Math.sqrt(q))/(2*(W+E)),Y;m?(Y=Math.ceil(V),Y==V&&Y++):Y=Math.floor(V);var et=Y*(W+E)-E;return R>et&&(et=R),et+=E*2,et},D.prototype.tileNodesByFavoringDim=function(a,m,p){var E=o.TILING_PADDING_VERTICAL,y=o.TILING_PADDING_HORIZONTAL,I=o.TILING_COMPARE_BY,w={rows:[],rowWidth:[],rowHeight:[],width:0,height:m,verticalPadding:E,horizontalPadding:y,centerX:0,centerY:0};I&&(w.idealRowWidth=this.calcIdealRowWidth(a,p));var R=function(O){return O.rect.width*O.rect.height},W=function(O,H){return R(H)-R(O)};a.sort(function(z,O){var H=W;return w.idealRowWidth?(H=I,H(z.id,O.id)):H(z,O)});for(var x=0,q=0,V=0;V0&&(w+=a.horizontalPadding),a.rowWidth[p]=w,a.width0&&(R+=a.verticalPadding);var W=0;R>a.rowHeight[p]&&(W=a.rowHeight[p],a.rowHeight[p]=R,W=a.rowHeight[p]-W),a.height+=W,a.rows[p].push(m)},D.prototype.getShortestRowIndex=function(a){for(var m=-1,p=Number.MAX_VALUE,E=0;Ep&&(m=E,p=a.rowWidth[E]);return m},D.prototype.canAddHorizontal=function(a,m,p){if(a.idealRowWidth){var E=a.rows.length-1,y=a.rowWidth[E];return y+m+a.horizontalPadding<=a.idealRowWidth}var I=this.getShortestRowIndex(a);if(I<0)return!0;var w=a.rowWidth[I];if(w+a.horizontalPadding+m<=a.width)return!0;var R=0;a.rowHeight[I]0&&(R=p+a.verticalPadding-a.rowHeight[I]);var W;a.width-w>=m+a.horizontalPadding?W=(a.height+R)/(w+m+a.horizontalPadding):W=(a.height+R)/a.width,R=p+a.verticalPadding;var x;return a.widthI&&m!=p){E.splice(-1,1),a.rows[p].push(y),a.rowWidth[m]=a.rowWidth[m]-I,a.rowWidth[p]=a.rowWidth[p]+I,a.width=a.rowWidth[instance.getLongestRowIndex(a)];for(var w=Number.MIN_VALUE,R=0;Rw&&(w=E[R].height);m>0&&(w+=a.verticalPadding);var W=a.rowHeight[m]+a.rowHeight[p];a.rowHeight[m]=w,a.rowHeight[p]0)for(var et=y;et<=I;et++)Y[0]+=this.grid[et][w-1].length+this.grid[et][w].length-1;if(I0)for(var et=w;et<=R;et++)Y[3]+=this.grid[y-1][et].length+this.grid[y][et].length-1;for(var z=M.MAX_VALUE,O,H,B=0;B{var f=e(551).FDLayoutNode,i=e(551).IMath;function g(s,o,c,h){f.call(this,s,o,c,h)}g.prototype=Object.create(f.prototype);for(var t in f)g[t]=f[t];g.prototype.calculateDisplacement=function(){var s=this.graphManager.getLayout();this.getChild()!=null&&this.fixedNodeWeight?(this.displacementX+=s.coolingFactor*(this.springForceX+this.repulsionForceX+this.gravitationForceX)/this.fixedNodeWeight,this.displacementY+=s.coolingFactor*(this.springForceY+this.repulsionForceY+this.gravitationForceY)/this.fixedNodeWeight):(this.displacementX+=s.coolingFactor*(this.springForceX+this.repulsionForceX+this.gravitationForceX)/this.noOfChildren,this.displacementY+=s.coolingFactor*(this.springForceY+this.repulsionForceY+this.gravitationForceY)/this.noOfChildren),Math.abs(this.displacementX)>s.coolingFactor*s.maxNodeDisplacement&&(this.displacementX=s.coolingFactor*s.maxNodeDisplacement*i.sign(this.displacementX)),Math.abs(this.displacementY)>s.coolingFactor*s.maxNodeDisplacement&&(this.displacementY=s.coolingFactor*s.maxNodeDisplacement*i.sign(this.displacementY)),this.child&&this.child.getNodes().length>0&&this.propogateDisplacementToChildren(this.displacementX,this.displacementY)},g.prototype.propogateDisplacementToChildren=function(s,o){for(var c=this.getChild().getNodes(),h,T=0;T{function f(c){if(Array.isArray(c)){for(var h=0,T=Array(c.length);h0){var Ct=0;st.forEach(function(ht){$=="horizontal"?(tt.set(ht,v.has(ht)?d[v.get(ht)]:Z.get(ht)),Ct+=tt.get(ht)):(tt.set(ht,v.has(ht)?N[v.get(ht)]:Z.get(ht)),Ct+=tt.get(ht))}),Ct=Ct/st.length,ft.forEach(function(ht){Q.has(ht)||tt.set(ht,Ct)})}else{var ct=0;ft.forEach(function(ht){$=="horizontal"?ct+=v.has(ht)?d[v.get(ht)]:Z.get(ht):ct+=v.has(ht)?N[v.get(ht)]:Z.get(ht)}),ct=ct/ft.length,ft.forEach(function(ht){tt.set(ht,ct)})}});for(var wt=function(){var st=dt.shift(),Ct=b.get(st);Ct.forEach(function(ct){if(tt.get(ct.id)ht&&(ht=qt),_tWt&&(Wt=_t)}}catch(ie){Mt=!0,Zt=ie}finally{try{!Nt&&Gt.return&&Gt.return()}finally{if(Mt)throw Zt}}var de=(Ct+ht)/2-(ct+Wt)/2,Kt=!0,te=!1,ee=void 0;try{for(var jt=ft[Symbol.iterator](),se;!(Kt=(se=jt.next()).done);Kt=!0){var re=se.value;tt.set(re,tt.get(re)+de)}}catch(ie){te=!0,ee=ie}finally{try{!Kt&&jt.return&&jt.return()}finally{if(te)throw ee}}})}return tt},rt=function(b){var $=0,Q=0,Z=0,nt=0;if(b.forEach(function(j){j.left?d[v.get(j.left)]-d[v.get(j.right)]>=0?$++:Q++:N[v.get(j.top)]-N[v.get(j.bottom)]>=0?Z++:nt++}),$>Q&&Z>nt)for(var ut=0;utQ)for(var ot=0;otnt)for(var tt=0;tt1)h.fixedNodeConstraint.forEach(function(F,b){E[b]=[F.position.x,F.position.y],y[b]=[d[v.get(F.nodeId)],N[v.get(F.nodeId)]]}),I=!0;else if(h.alignmentConstraint)(function(){var F=0;if(h.alignmentConstraint.vertical){for(var b=h.alignmentConstraint.vertical,$=function(tt){var j=new Set;b[tt].forEach(function(yt){j.add(yt)});var dt=new Set([].concat(f(j)).filter(function(yt){return R.has(yt)})),wt=void 0;dt.size>0?wt=d[v.get(dt.values().next().value)]:wt=k(j).x,b[tt].forEach(function(yt){E[F]=[wt,N[v.get(yt)]],y[F]=[d[v.get(yt)],N[v.get(yt)]],F++})},Q=0;Q0?wt=d[v.get(dt.values().next().value)]:wt=k(j).y,Z[tt].forEach(function(yt){E[F]=[d[v.get(yt)],wt],y[F]=[d[v.get(yt)],N[v.get(yt)]],F++})},ut=0;utV&&(V=q[et].length,Y=et);if(V0){var mt={x:0,y:0};h.fixedNodeConstraint.forEach(function(F,b){var $={x:d[v.get(F.nodeId)],y:N[v.get(F.nodeId)]},Q=F.position,Z=X(Q,$);mt.x+=Z.x,mt.y+=Z.y}),mt.x/=h.fixedNodeConstraint.length,mt.y/=h.fixedNodeConstraint.length,d.forEach(function(F,b){d[b]+=mt.x}),N.forEach(function(F,b){N[b]+=mt.y}),h.fixedNodeConstraint.forEach(function(F){d[v.get(F.nodeId)]=F.position.x,N[v.get(F.nodeId)]=F.position.y})}if(h.alignmentConstraint){if(h.alignmentConstraint.vertical)for(var xt=h.alignmentConstraint.vertical,St=function(b){var $=new Set;xt[b].forEach(function(nt){$.add(nt)});var Q=new Set([].concat(f($)).filter(function(nt){return R.has(nt)})),Z=void 0;Q.size>0?Z=d[v.get(Q.values().next().value)]:Z=k($).x,$.forEach(function(nt){R.has(nt)||(d[v.get(nt)]=Z)})},Vt=0;Vt0?Z=N[v.get(Q.values().next().value)]:Z=k($).y,$.forEach(function(nt){R.has(nt)||(N[v.get(nt)]=Z)})},bt=0;bt{n.exports=A}},L={};function u(n){var r=L[n];if(r!==void 0)return r.exports;var e=L[n]={exports:{}};return G[n](e,e.exports,u),e.exports}var l=u(45);return l})()})}(fe)),fe.exports}var vr=le.exports,Re;function pr(){return Re||(Re=1,function(C,U){(function(G,L){C.exports=L(dr())})(vr,function(A){return(()=>{var G={658:n=>{n.exports=Object.assign!=null?Object.assign.bind(Object):function(r){for(var e=arguments.length,f=Array(e>1?e-1:0),i=1;i{var f=function(){function t(s,o){var c=[],h=!0,T=!1,v=void 0;try{for(var d=s[Symbol.iterator](),N;!(h=(N=d.next()).done)&&(c.push(N.value),!(o&&c.length===o));h=!0);}catch(S){T=!0,v=S}finally{try{!h&&d.return&&d.return()}finally{if(T)throw v}}return c}return function(s,o){if(Array.isArray(s))return s;if(Symbol.iterator in Object(s))return t(s,o);throw new TypeError("Invalid attempt to destructure non-iterable instance")}}(),i=e(140).layoutBase.LinkedList,g={};g.getTopMostNodes=function(t){for(var s={},o=0;o0&&I.merge(x)});for(var w=0;w1){N=v[0],S=N.connectedEdges().length,v.forEach(function(y){y.connectedEdges().length0&&c.set("dummy"+(c.size+1),K),X},g.relocateComponent=function(t,s,o){if(!o.fixedNodeConstraint){var c=Number.POSITIVE_INFINITY,h=Number.NEGATIVE_INFINITY,T=Number.POSITIVE_INFINITY,v=Number.NEGATIVE_INFINITY;if(o.quality=="draft"){var d=!0,N=!1,S=void 0;try{for(var M=s.nodeIndexes[Symbol.iterator](),P;!(d=(P=M.next()).done);d=!0){var K=P.value,X=f(K,2),k=X[0],D=X[1],rt=o.cy.getElementById(k);if(rt){var a=rt.boundingBox(),m=s.xCoords[D]-a.w/2,p=s.xCoords[D]+a.w/2,E=s.yCoords[D]-a.h/2,y=s.yCoords[D]+a.h/2;mh&&(h=p),Ev&&(v=y)}}}catch(x){N=!0,S=x}finally{try{!d&&M.return&&M.return()}finally{if(N)throw S}}var I=t.x-(h+c)/2,w=t.y-(v+T)/2;s.xCoords=s.xCoords.map(function(x){return x+I}),s.yCoords=s.yCoords.map(function(x){return x+w})}else{Object.keys(s).forEach(function(x){var q=s[x],V=q.getRect().x,Y=q.getRect().x+q.getRect().width,et=q.getRect().y,z=q.getRect().y+q.getRect().height;Vh&&(h=Y),etv&&(v=z)});var R=t.x-(h+c)/2,W=t.y-(v+T)/2;Object.keys(s).forEach(function(x){var q=s[x];q.setCenter(q.getCenterX()+R,q.getCenterY()+W)})}}},g.calcBoundingBox=function(t,s,o,c){for(var h=Number.MAX_SAFE_INTEGER,T=Number.MIN_SAFE_INTEGER,v=Number.MAX_SAFE_INTEGER,d=Number.MIN_SAFE_INTEGER,N=void 0,S=void 0,M=void 0,P=void 0,K=t.descendants().not(":parent"),X=K.length,k=0;kN&&(h=N),TM&&(v=M),d{var f=e(548),i=e(140).CoSELayout,g=e(140).CoSENode,t=e(140).layoutBase.PointD,s=e(140).layoutBase.DimensionD,o=e(140).layoutBase.LayoutConstants,c=e(140).layoutBase.FDLayoutConstants,h=e(140).CoSEConstants,T=function(d,N){var S=d.cy,M=d.eles,P=M.nodes(),K=M.edges(),X=void 0,k=void 0,D=void 0,rt={};d.randomize&&(X=N.nodeIndexes,k=N.xCoords,D=N.yCoords);var a=function(x){return typeof x=="function"},m=function(x,q){return a(x)?x(q):x},p=f.calcParentsWithoutChildren(S,M),E=function W(x,q,V,Y){for(var et=q.length,z=0;z0){var J=void 0;J=V.getGraphManager().add(V.newGraph(),B),W(J,H,V,Y)}}},y=function(x,q,V){for(var Y=0,et=0,z=0;z0?h.DEFAULT_EDGE_LENGTH=c.DEFAULT_EDGE_LENGTH=Y/et:a(d.idealEdgeLength)?h.DEFAULT_EDGE_LENGTH=c.DEFAULT_EDGE_LENGTH=50:h.DEFAULT_EDGE_LENGTH=c.DEFAULT_EDGE_LENGTH=d.idealEdgeLength,h.MIN_REPULSION_DIST=c.MIN_REPULSION_DIST=c.DEFAULT_EDGE_LENGTH/10,h.DEFAULT_RADIAL_SEPARATION=c.DEFAULT_EDGE_LENGTH)},I=function(x,q){q.fixedNodeConstraint&&(x.constraints.fixedNodeConstraint=q.fixedNodeConstraint),q.alignmentConstraint&&(x.constraints.alignmentConstraint=q.alignmentConstraint),q.relativePlacementConstraint&&(x.constraints.relativePlacementConstraint=q.relativePlacementConstraint)};d.nestingFactor!=null&&(h.PER_LEVEL_IDEAL_EDGE_LENGTH_FACTOR=c.PER_LEVEL_IDEAL_EDGE_LENGTH_FACTOR=d.nestingFactor),d.gravity!=null&&(h.DEFAULT_GRAVITY_STRENGTH=c.DEFAULT_GRAVITY_STRENGTH=d.gravity),d.numIter!=null&&(h.MAX_ITERATIONS=c.MAX_ITERATIONS=d.numIter),d.gravityRange!=null&&(h.DEFAULT_GRAVITY_RANGE_FACTOR=c.DEFAULT_GRAVITY_RANGE_FACTOR=d.gravityRange),d.gravityCompound!=null&&(h.DEFAULT_COMPOUND_GRAVITY_STRENGTH=c.DEFAULT_COMPOUND_GRAVITY_STRENGTH=d.gravityCompound),d.gravityRangeCompound!=null&&(h.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR=c.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR=d.gravityRangeCompound),d.initialEnergyOnIncremental!=null&&(h.DEFAULT_COOLING_FACTOR_INCREMENTAL=c.DEFAULT_COOLING_FACTOR_INCREMENTAL=d.initialEnergyOnIncremental),d.tilingCompareBy!=null&&(h.TILING_COMPARE_BY=d.tilingCompareBy),d.quality=="proof"?o.QUALITY=2:o.QUALITY=0,h.NODE_DIMENSIONS_INCLUDE_LABELS=c.NODE_DIMENSIONS_INCLUDE_LABELS=o.NODE_DIMENSIONS_INCLUDE_LABELS=d.nodeDimensionsIncludeLabels,h.DEFAULT_INCREMENTAL=c.DEFAULT_INCREMENTAL=o.DEFAULT_INCREMENTAL=!d.randomize,h.ANIMATE=c.ANIMATE=o.ANIMATE=d.animate,h.TILE=d.tile,h.TILING_PADDING_VERTICAL=typeof d.tilingPaddingVertical=="function"?d.tilingPaddingVertical.call():d.tilingPaddingVertical,h.TILING_PADDING_HORIZONTAL=typeof d.tilingPaddingHorizontal=="function"?d.tilingPaddingHorizontal.call():d.tilingPaddingHorizontal,h.DEFAULT_INCREMENTAL=c.DEFAULT_INCREMENTAL=o.DEFAULT_INCREMENTAL=!0,h.PURE_INCREMENTAL=!d.randomize,o.DEFAULT_UNIFORM_LEAF_NODE_SIZES=d.uniformNodeDimensions,d.step=="transformed"&&(h.TRANSFORM_ON_CONSTRAINT_HANDLING=!0,h.ENFORCE_CONSTRAINTS=!1,h.APPLY_LAYOUT=!1),d.step=="enforced"&&(h.TRANSFORM_ON_CONSTRAINT_HANDLING=!1,h.ENFORCE_CONSTRAINTS=!0,h.APPLY_LAYOUT=!1),d.step=="cose"&&(h.TRANSFORM_ON_CONSTRAINT_HANDLING=!1,h.ENFORCE_CONSTRAINTS=!1,h.APPLY_LAYOUT=!0),d.step=="all"&&(d.randomize?h.TRANSFORM_ON_CONSTRAINT_HANDLING=!0:h.TRANSFORM_ON_CONSTRAINT_HANDLING=!1,h.ENFORCE_CONSTRAINTS=!0,h.APPLY_LAYOUT=!0),d.fixedNodeConstraint||d.alignmentConstraint||d.relativePlacementConstraint?h.TREE_REDUCTION_ON_INCREMENTAL=!1:h.TREE_REDUCTION_ON_INCREMENTAL=!0;var w=new i,R=w.newGraphManager();return E(R.addRoot(),f.getTopMostNodes(P),w,d),y(w,R,K),I(w,d),w.runLayout(),rt};n.exports={coseLayout:T}},212:(n,r,e)=>{var f=function(){function d(N,S){for(var M=0;M0)if(p){var I=t.getTopMostNodes(M.eles.nodes());if(D=t.connectComponents(P,M.eles,I),D.forEach(function(vt){var it=vt.boundingBox();rt.push({x:it.x1+it.w/2,y:it.y1+it.h/2})}),M.randomize&&D.forEach(function(vt){M.eles=vt,X.push(o(M))}),M.quality=="default"||M.quality=="proof"){var w=P.collection();if(M.tile){var R=new Map,W=[],x=[],q=0,V={nodeIndexes:R,xCoords:W,yCoords:x},Y=[];if(D.forEach(function(vt,it){vt.edges().length==0&&(vt.nodes().forEach(function(gt,Tt){w.merge(vt.nodes()[Tt]),gt.isParent()||(V.nodeIndexes.set(vt.nodes()[Tt].id(),q++),V.xCoords.push(vt.nodes()[0].position().x),V.yCoords.push(vt.nodes()[0].position().y))}),Y.push(it))}),w.length>1){var et=w.boundingBox();rt.push({x:et.x1+et.w/2,y:et.y1+et.h/2}),D.push(w),X.push(V);for(var z=Y.length-1;z>=0;z--)D.splice(Y[z],1),X.splice(Y[z],1),rt.splice(Y[z],1)}}D.forEach(function(vt,it){M.eles=vt,k.push(h(M,X[it])),t.relocateComponent(rt[it],k[it],M)})}else D.forEach(function(vt,it){t.relocateComponent(rt[it],X[it],M)});var O=new Set;if(D.length>1){var H=[],B=K.filter(function(vt){return vt.css("display")=="none"});D.forEach(function(vt,it){var gt=void 0;if(M.quality=="draft"&&(gt=X[it].nodeIndexes),vt.nodes().not(B).length>0){var Tt={};Tt.edges=[],Tt.nodes=[];var At=void 0;vt.nodes().not(B).forEach(function(Dt){if(M.quality=="draft")if(!Dt.isParent())At=gt.get(Dt.id()),Tt.nodes.push({x:X[it].xCoords[At]-Dt.boundingbox().w/2,y:X[it].yCoords[At]-Dt.boundingbox().h/2,width:Dt.boundingbox().w,height:Dt.boundingbox().h});else{var mt=t.calcBoundingBox(Dt,X[it].xCoords,X[it].yCoords,gt);Tt.nodes.push({x:mt.topLeftX,y:mt.topLeftY,width:mt.width,height:mt.height})}else k[it][Dt.id()]&&Tt.nodes.push({x:k[it][Dt.id()].getLeft(),y:k[it][Dt.id()].getTop(),width:k[it][Dt.id()].getWidth(),height:k[it][Dt.id()].getHeight()})}),vt.edges().forEach(function(Dt){var mt=Dt.source(),xt=Dt.target();if(mt.css("display")!="none"&&xt.css("display")!="none")if(M.quality=="draft"){var St=gt.get(mt.id()),Vt=gt.get(xt.id()),Xt=[],Ut=[];if(mt.isParent()){var bt=t.calcBoundingBox(mt,X[it].xCoords,X[it].yCoords,gt);Xt.push(bt.topLeftX+bt.width/2),Xt.push(bt.topLeftY+bt.height/2)}else Xt.push(X[it].xCoords[St]),Xt.push(X[it].yCoords[St]);if(xt.isParent()){var Ht=t.calcBoundingBox(xt,X[it].xCoords,X[it].yCoords,gt);Ut.push(Ht.topLeftX+Ht.width/2),Ut.push(Ht.topLeftY+Ht.height/2)}else Ut.push(X[it].xCoords[Vt]),Ut.push(X[it].yCoords[Vt]);Tt.edges.push({startX:Xt[0],startY:Xt[1],endX:Ut[0],endY:Ut[1]})}else k[it][mt.id()]&&k[it][xt.id()]&&Tt.edges.push({startX:k[it][mt.id()].getCenterX(),startY:k[it][mt.id()].getCenterY(),endX:k[it][xt.id()].getCenterX(),endY:k[it][xt.id()].getCenterY()})}),Tt.nodes.length>0&&(H.push(Tt),O.add(it))}});var _=m.packComponents(H,M.randomize).shifts;if(M.quality=="draft")X.forEach(function(vt,it){var gt=vt.xCoords.map(function(At){return At+_[it].dx}),Tt=vt.yCoords.map(function(At){return At+_[it].dy});vt.xCoords=gt,vt.yCoords=Tt});else{var lt=0;O.forEach(function(vt){Object.keys(k[vt]).forEach(function(it){var gt=k[vt][it];gt.setCenter(gt.getCenterX()+_[lt].dx,gt.getCenterY()+_[lt].dy)}),lt++})}}}else{var E=M.eles.boundingBox();if(rt.push({x:E.x1+E.w/2,y:E.y1+E.h/2}),M.randomize){var y=o(M);X.push(y)}M.quality=="default"||M.quality=="proof"?(k.push(h(M,X[0])),t.relocateComponent(rt[0],k[0],M)):t.relocateComponent(rt[0],X[0],M)}var J=function(it,gt){if(M.quality=="default"||M.quality=="proof"){typeof it=="number"&&(it=gt);var Tt=void 0,At=void 0,Dt=it.data("id");return k.forEach(function(xt){Dt in xt&&(Tt={x:xt[Dt].getRect().getCenterX(),y:xt[Dt].getRect().getCenterY()},At=xt[Dt])}),M.nodeDimensionsIncludeLabels&&(At.labelWidth&&(At.labelPosHorizontal=="left"?Tt.x+=At.labelWidth/2:At.labelPosHorizontal=="right"&&(Tt.x-=At.labelWidth/2)),At.labelHeight&&(At.labelPosVertical=="top"?Tt.y+=At.labelHeight/2:At.labelPosVertical=="bottom"&&(Tt.y-=At.labelHeight/2))),Tt==null&&(Tt={x:it.position("x"),y:it.position("y")}),{x:Tt.x,y:Tt.y}}else{var mt=void 0;return X.forEach(function(xt){var St=xt.nodeIndexes.get(it.id());St!=null&&(mt={x:xt.xCoords[St],y:xt.yCoords[St]})}),mt==null&&(mt={x:it.position("x"),y:it.position("y")}),{x:mt.x,y:mt.y}}};if(M.quality=="default"||M.quality=="proof"||M.randomize){var Rt=t.calcParentsWithoutChildren(P,K),Lt=K.filter(function(vt){return vt.css("display")=="none"});M.eles=K.not(Lt),K.nodes().not(":parent").not(Lt).layoutPositions(S,M,J),Rt.length>0&&Rt.forEach(function(vt){vt.position(J(vt))})}else console.log("If randomize option is set to false, then quality option must be 'default' or 'proof'.")}}]),d}();n.exports=v},657:(n,r,e)=>{var f=e(548),i=e(140).layoutBase.Matrix,g=e(140).layoutBase.SVD,t=function(o){var c=o.cy,h=o.eles,T=h.nodes(),v=h.nodes(":parent"),d=new Map,N=new Map,S=new Map,M=[],P=[],K=[],X=[],k=[],D=[],rt=[],a=[],m=void 0,p=1e8,E=1e-9,y=o.piTol,I=o.samplingType,w=o.nodeSeparation,R=void 0,W=function(){for(var b=0,$=0,Q=!1;$=nt;){ot=Z[nt++];for(var It=M[ot],ft=0;ftdt&&(dt=k[Ct],wt=Ct)}return wt},q=function(b){var $=void 0;if(b){$=Math.floor(Math.random()*m);for(var Z=0;Z=1)break;j=tt}for(var yt=0;yt=1)break;j=tt}for(var ft=0;ft0&&($.isParent()?M[b].push(S.get($.id())):M[b].push($.id()))})});var Lt=function(b){var $=N.get(b),Q=void 0;d.get(b).forEach(function(Z){c.getElementById(Z).isParent()?Q=S.get(Z):Q=Z,M[$].push(Q),M[N.get(Q)].push(b)})},vt=!0,it=!1,gt=void 0;try{for(var Tt=d.keys()[Symbol.iterator](),At;!(vt=(At=Tt.next()).done);vt=!0){var 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U==="L"||U==="R"},"isArchitectureDirectionX"),Qt=at(function(C){const U=C;return U==="T"||U==="B"},"isArchitectureDirectionY"),Ce=at(function(C,U){const A=zt(C)&&Qt(U),G=Qt(C)&&zt(U);return A||G},"isArchitectureDirectionXY"),Tr=at(function(C){const U=C[0],A=C[1],G=zt(U)&&Qt(A),L=Qt(U)&&zt(A);return G||L},"isArchitecturePairXY"),Nr=at(function(C){return C!=="LL"&&C!=="RR"&&C!=="TT"&&C!=="BB"},"isValidArchitectureDirectionPair"),Te=at(function(C,U){const A=`${C}${U}`;return Nr(A)?A:void 0},"getArchitectureDirectionPair"),Lr=at(function([C,U],A){const G=A[0],L=A[1];return zt(G)?Qt(L)?[C+(G==="L"?-1:1),U+(L==="T"?1:-1)]:[C+(G==="L"?-1:1),U]:zt(L)?[C+(L==="L"?1:-1),U+(G==="T"?1:-1)]:[C,U+(G==="T"?1:-1)]},"shiftPositionByArchitectureDirectionPair"),Cr=at(function(C){return C==="LT"||C==="TL"?[1,1]:C==="BL"||C==="LB"?[1,-1]:C==="BR"||C==="RB"?[-1,-1]:[-1,1]},"getArchitectureDirectionXYFactors"),Mr=at(function(C,U){return Ce(C,U)?"bend":zt(C)?"horizontal":"vertical"},"getArchitectureDirectionAlignment"),Ar=at(function(C){return C.type==="service"},"isArchitectureService"),wr=at(function(C){return C.type==="junction"},"isArchitectureJunction"),Ue=at(C=>C.data(),"edgeData"),ae=at(C=>C.data(),"nodeData"),Ye=nr.architecture,pt=new hr(()=>({nodes:{},groups:{},edges:[],registeredIds:{},config:Ye,dataStructures:void 0,elements:{}})),Or=at(()=>{pt.reset(),rr()},"clear"),Dr=at(function({id:C,icon:U,in:A,title:G,iconText:L}){if(pt.records.registeredIds[C]!==void 0)throw new Error(`The service id [${C}] is already in use by another ${pt.records.registeredIds[C]}`);if(A!==void 0){if(C===A)throw new Error(`The service [${C}] cannot be placed within itself`);if(pt.records.registeredIds[A]===void 0)throw new Error(`The service [${C}]'s parent does not exist. 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Please make sure the parent is created before this group`);if(pt.records.registeredIds[A]==="node")throw new Error(`The group [${C}]'s parent is not a group`)}pt.records.registeredIds[C]="group",pt.records.groups[C]={id:C,icon:U,title:G,in:A}},"addGroup"),br=at(()=>Object.values(pt.records.groups),"getGroups"),Pr=at(function({lhsId:C,rhsId:U,lhsDir:A,rhsDir:G,lhsInto:L,rhsInto:u,lhsGroup:l,rhsGroup:n,title:r}){if(!be(A))throw new Error(`Invalid direction given for left hand side of edge ${C}--${U}. Expected (L,R,T,B) got ${A}`);if(!be(G))throw new Error(`Invalid direction given for right hand side of edge ${C}--${U}. Expected (L,R,T,B) got ${G}`);if(pt.records.nodes[C]===void 0&&pt.records.groups[C]===void 0)throw new Error(`The left-hand id [${C}] does not yet exist. Please create the service/group before declaring an edge to it.`);if(pt.records.nodes[U]===void 0&&pt.records.groups[C]===void 0)throw new Error(`The right-hand id [${U}] does not yet exist. Please create the service/group before declaring an edge to it.`);const e=pt.records.nodes[C].in,f=pt.records.nodes[U].in;if(l&&e&&f&&e==f)throw new Error(`The left-hand id [${C}] is modified to traverse the group boundary, but the edge does not pass through two groups.`);if(n&&e&&f&&e==f)throw new Error(`The right-hand id [${U}] is modified to traverse the group boundary, but the edge does not pass through two groups.`);const i={lhsId:C,lhsDir:A,lhsInto:L,lhsGroup:l,rhsId:U,rhsDir:G,rhsInto:u,rhsGroup:n,title:r};pt.records.edges.push(i),pt.records.nodes[C]&&pt.records.nodes[U]&&(pt.records.nodes[C].edges.push(pt.records.edges[pt.records.edges.length-1]),pt.records.nodes[U].edges.push(pt.records.edges[pt.records.edges.length-1]))},"addEdge"),Gr=at(()=>pt.records.edges,"getEdges"),Ur=at(()=>{if(pt.records.dataStructures===void 0){const C={},U=Object.entries(pt.records.nodes).reduce((n,[r,e])=>(n[r]=e.edges.reduce((f,i)=>{var s,o;const g=(s=Ne(i.lhsId))==null?void 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pt.records.dataStructures},"getDataStructures"),Yr=at((C,U)=>{pt.records.elements[C]=U},"setElementForId"),Xr=at(C=>pt.records.elements[C],"getElementById"),ue={clear:Or,setDiagramTitle:_e,getDiagramTitle:je,setAccTitle:Ke,getAccTitle:Qe,setAccDescription:Je,getAccDescription:qe,addService:Dr,getServices:xr,addJunction:Ir,getJunctions:Rr,getNodes:Sr,getNode:Ne,addGroup:Fr,getGroups:br,addEdge:Pr,getEdges:Gr,setElementForId:Yr,getElementById:Xr,getDataStructures:Ur};function Pt(C){const U=ge().architecture;return U!=null&&U[C]?U[C]:Ye[C]}at(Pt,"getConfigField");var Hr=at((C,U)=>{sr(C,U),C.groups.map(U.addGroup),C.services.map(A=>U.addService({...A,type:"service"})),C.junctions.map(A=>U.addJunction({...A,type:"junction"})),C.edges.map(U.addEdge)},"populateDb"),Wr={parse:at(async C=>{const U=await lr("architecture",C);Pe.debug(U),Hr(U,ue)},"parse")},Vr=at(C=>` +import{_ as at,g as qe,s as Je,a as Qe,b as Ke,t as je,q as _e,K as tr,a2 as er,z as rr,l as Pe,ac as Le,c as ge,av as me,d as 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r(f,i,g){u.call(this,g),this.isOverlapingSourceAndTarget=!1,this.vGraphObject=g,this.bendpoints=[],this.source=f,this.target=i}r.prototype=Object.create(u.prototype);for(var e in u)r[e]=u[e];r.prototype.getSource=function(){return this.source},r.prototype.getTarget=function(){return this.target},r.prototype.isInterGraph=function(){return this.isInterGraph},r.prototype.getLength=function(){return this.length},r.prototype.isOverlapingSourceAndTarget=function(){return this.isOverlapingSourceAndTarget},r.prototype.getBendpoints=function(){return this.bendpoints},r.prototype.getLca=function(){return this.lca},r.prototype.getSourceInLca=function(){return this.sourceInLca},r.prototype.getTargetInLca=function(){return this.targetInLca},r.prototype.getOtherEnd=function(f){if(this.source===f)return this.target;if(this.target===f)return this.source;throw"Node is not incident with this edge"},r.prototype.getOtherEndInGraph=function(f,i){for(var g=this.getOtherEnd(f),t=i.getGraphManager().getRoot();;){if(g.getOwner()==i)return g;if(g.getOwner()==t)break;g=g.getOwner().getParent()}return null},r.prototype.updateLength=function(){var f=new Array(4);this.isOverlapingSourceAndTarget=l.getIntersection(this.target.getRect(),this.source.getRect(),f),this.isOverlapingSourceAndTarget||(this.lengthX=f[0]-f[2],this.lengthY=f[1]-f[3],Math.abs(this.lengthX)<1&&(this.lengthX=n.sign(this.lengthX)),Math.abs(this.lengthY)<1&&(this.lengthY=n.sign(this.lengthY)),this.length=Math.sqrt(this.lengthX*this.lengthX+this.lengthY*this.lengthY))},r.prototype.updateLengthSimple=function(){this.lengthX=this.target.getCenterX()-this.source.getCenterX(),this.lengthY=this.target.getCenterY()-this.source.getCenterY(),Math.abs(this.lengthX)<1&&(this.lengthX=n.sign(this.lengthX)),Math.abs(this.lengthY)<1&&(this.lengthY=n.sign(this.lengthY)),this.length=Math.sqrt(this.lengthX*this.lengthX+this.lengthY*this.lengthY)},A.exports=r},function(A,G,L){function 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this.rect.y+this.rect.height/2},i.prototype.getCenter=function(){return new f(this.rect.x+this.rect.width/2,this.rect.y+this.rect.height/2)},i.prototype.getLocation=function(){return new f(this.rect.x,this.rect.y)},i.prototype.getRect=function(){return this.rect},i.prototype.getDiagonal=function(){return Math.sqrt(this.rect.width*this.rect.width+this.rect.height*this.rect.height)},i.prototype.getHalfTheDiagonal=function(){return Math.sqrt(this.rect.height*this.rect.height+this.rect.width*this.rect.width)/2},i.prototype.setRect=function(t,s){this.rect.x=t.x,this.rect.y=t.y,this.rect.width=s.width,this.rect.height=s.height},i.prototype.setCenter=function(t,s){this.rect.x=t-this.rect.width/2,this.rect.y=s-this.rect.height/2},i.prototype.setLocation=function(t,s){this.rect.x=t,this.rect.y=s},i.prototype.moveBy=function(t,s){this.rect.x+=t,this.rect.y+=s},i.prototype.getEdgeListToNode=function(t){var s=[],o=this;return o.edges.forEach(function(c){if(c.target==t){if(c.source!=o)throw"Incorrect edge source!";s.push(c)}}),s},i.prototype.getEdgesBetween=function(t){var s=[],o=this;return o.edges.forEach(function(c){if(!(c.source==o||c.target==o))throw"Incorrect edge source and/or target";(c.target==t||c.source==t)&&s.push(c)}),s},i.prototype.getNeighborsList=function(){var t=new Set,s=this;return s.edges.forEach(function(o){if(o.source==s)t.add(o.target);else{if(o.target!=s)throw"Incorrect incidency!";t.add(o.source)}}),t},i.prototype.withChildren=function(){var t=new Set,s,o;if(t.add(this),this.child!=null)for(var c=this.child.getNodes(),h=0;hs?(this.rect.x-=(this.labelWidth-s)/2,this.setWidth(this.labelWidth)):this.labelPosHorizontal=="right"&&this.setWidth(s+this.labelWidth)),this.labelHeight&&(this.labelPosVertical=="top"?(this.rect.y-=this.labelHeight,this.setHeight(o+this.labelHeight)):this.labelPosVertical=="center"&&this.labelHeight>o?(this.rect.y-=(this.labelHeight-o)/2,this.setHeight(this.labelHeight)):this.labelPosVertical=="bottom"&&this.setHeight(o+this.labelHeight))}}},i.prototype.getInclusionTreeDepth=function(){if(this.inclusionTreeDepth==l.MAX_VALUE)throw"assert failed";return this.inclusionTreeDepth},i.prototype.transform=function(t){var s=this.rect.x;s>r.WORLD_BOUNDARY?s=r.WORLD_BOUNDARY:s<-r.WORLD_BOUNDARY&&(s=-r.WORLD_BOUNDARY);var o=this.rect.y;o>r.WORLD_BOUNDARY?o=r.WORLD_BOUNDARY:o<-r.WORLD_BOUNDARY&&(o=-r.WORLD_BOUNDARY);var c=new f(s,o),h=t.inverseTransformPoint(c);this.setLocation(h.x,h.y)},i.prototype.getLeft=function(){return this.rect.x},i.prototype.getRight=function(){return this.rect.x+this.rect.width},i.prototype.getTop=function(){return this.rect.y},i.prototype.getBottom=function(){return this.rect.y+this.rect.height},i.prototype.getParent=function(){return this.owner==null?null:this.owner.getParent()},A.exports=i},function(A,G,L){var u=L(0);function l(){}for(var n in u)l[n]=u[n];l.MAX_ITERATIONS=2500,l.DEFAULT_EDGE_LENGTH=50,l.DEFAULT_SPRING_STRENGTH=.45,l.DEFAULT_REPULSION_STRENGTH=4500,l.DEFAULT_GRAVITY_STRENGTH=.4,l.DEFAULT_COMPOUND_GRAVITY_STRENGTH=1,l.DEFAULT_GRAVITY_RANGE_FACTOR=3.8,l.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR=1.5,l.DEFAULT_USE_SMART_IDEAL_EDGE_LENGTH_CALCULATION=!0,l.DEFAULT_USE_SMART_REPULSION_RANGE_CALCULATION=!0,l.DEFAULT_COOLING_FACTOR_INCREMENTAL=.3,l.COOLING_ADAPTATION_FACTOR=.33,l.ADAPTATION_LOWER_NODE_LIMIT=1e3,l.ADAPTATION_UPPER_NODE_LIMIT=5e3,l.MAX_NODE_DISPLACEMENT_INCREMENTAL=100,l.MAX_NODE_DISPLACEMENT=l.MAX_NODE_DISPLACEMENT_INCREMENTAL*3,l.MIN_REPULSION_DIST=l.DEFAULT_EDGE_LENGTH/10,l.CONVERGENCE_CHECK_PERIOD=100,l.PER_LEVEL_IDEAL_EDGE_LENGTH_FACTOR=.1,l.MIN_EDGE_LENGTH=1,l.GRID_CALCULATION_CHECK_PERIOD=10,A.exports=l},function(A,G,L){function u(l,n){l==null&&n==null?(this.x=0,this.y=0):(this.x=l,this.y=n)}u.prototype.getX=function(){return this.x},u.prototype.getY=function(){return this.y},u.prototype.setX=function(l){this.x=l},u.prototype.setY=function(l){this.y=l},u.prototype.getDifference=function(l){return new DimensionD(this.x-l.x,this.y-l.y)},u.prototype.getCopy=function(){return new u(this.x,this.y)},u.prototype.translate=function(l){return this.x+=l.width,this.y+=l.height,this},A.exports=u},function(A,G,L){var u=L(2),l=L(10),n=L(0),r=L(7),e=L(3),f=L(1),i=L(13),g=L(12),t=L(11);function s(c,h,T){u.call(this,T),this.estimatedSize=l.MIN_VALUE,this.margin=n.DEFAULT_GRAPH_MARGIN,this.edges=[],this.nodes=[],this.isConnected=!1,this.parent=c,h!=null&&h instanceof r?this.graphManager=h:h!=null&&h instanceof Layout&&(this.graphManager=h.graphManager)}s.prototype=Object.create(u.prototype);for(var o in u)s[o]=u[o];s.prototype.getNodes=function(){return this.nodes},s.prototype.getEdges=function(){return this.edges},s.prototype.getGraphManager=function(){return this.graphManager},s.prototype.getParent=function(){return this.parent},s.prototype.getLeft=function(){return this.left},s.prototype.getRight=function(){return this.right},s.prototype.getTop=function(){return this.top},s.prototype.getBottom=function(){return this.bottom},s.prototype.isConnected=function(){return this.isConnected},s.prototype.add=function(c,h,T){if(h==null&&T==null){var v=c;if(this.graphManager==null)throw"Graph has no graph mgr!";if(this.getNodes().indexOf(v)>-1)throw"Node already in graph!";return v.owner=this,this.getNodes().push(v),v}else{var d=c;if(!(this.getNodes().indexOf(h)>-1&&this.getNodes().indexOf(T)>-1))throw"Source or target not in graph!";if(!(h.owner==T.owner&&h.owner==this))throw"Both owners must be this graph!";return h.owner!=T.owner?null:(d.source=h,d.target=T,d.isInterGraph=!1,this.getEdges().push(d),h.edges.push(d),T!=h&&T.edges.push(d),d)}},s.prototype.remove=function(c){var h=c;if(c instanceof e){if(h==null)throw"Node is null!";if(!(h.owner!=null&&h.owner==this))throw"Owner graph is 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k=0;T.forEach(function(D){D.owner==c&&k++}),k==this.nodes.length&&(this.isConnected=!0)}},A.exports=s},function(A,G,L){var u,l=L(1);function n(r){u=L(6),this.layout=r,this.graphs=[],this.edges=[]}n.prototype.addRoot=function(){var r=this.layout.newGraph(),e=this.layout.newNode(null),f=this.add(r,e);return this.setRootGraph(f),this.rootGraph},n.prototype.add=function(r,e,f,i,g){if(f==null&&i==null&&g==null){if(r==null)throw"Graph is null!";if(e==null)throw"Parent node is null!";if(this.graphs.indexOf(r)>-1)throw"Graph already in this graph mgr!";if(this.graphs.push(r),r.parent!=null)throw"Already has a parent!";if(e.child!=null)throw"Already has a child!";return r.parent=e,e.child=r,r}else{g=f,i=e,f=r;var t=i.getOwner(),s=g.getOwner();if(!(t!=null&&t.getGraphManager()==this))throw"Source not in this graph mgr!";if(!(s!=null&&s.getGraphManager()==this))throw"Target not in this graph mgr!";if(t==s)return f.isInterGraph=!1,t.add(f,i,g);if(f.isInterGraph=!0,f.source=i,f.target=g,this.edges.indexOf(f)>-1)throw"Edge already in inter-graph edge list!";if(this.edges.push(f),!(f.source!=null&&f.target!=null))throw"Edge source and/or target is null!";if(!(f.source.edges.indexOf(f)==-1&&f.target.edges.indexOf(f)==-1))throw"Edge already in source and/or target incidency list!";return f.source.edges.push(f),f.target.edges.push(f),f}},n.prototype.remove=function(r){if(r instanceof u){var e=r;if(e.getGraphManager()!=this)throw"Graph not in this graph mgr";if(!(e==this.rootGraph||e.parent!=null&&e.parent.graphManager==this))throw"Invalid parent node!";var f=[];f=f.concat(e.getEdges());for(var i,g=f.length,t=0;t=r.getRight()?e[0]+=Math.min(r.getX()-n.getX(),n.getRight()-r.getRight()):r.getX()<=n.getX()&&r.getRight()>=n.getRight()&&(e[0]+=Math.min(n.getX()-r.getX(),r.getRight()-n.getRight())),n.getY()<=r.getY()&&n.getBottom()>=r.getBottom()?e[1]+=Math.min(r.getY()-n.getY(),n.getBottom()-r.getBottom()):r.getY()<=n.getY()&&r.getBottom()>=n.getBottom()&&(e[1]+=Math.min(n.getY()-r.getY(),r.getBottom()-n.getBottom()));var g=Math.abs((r.getCenterY()-n.getCenterY())/(r.getCenterX()-n.getCenterX()));r.getCenterY()===n.getCenterY()&&r.getCenterX()===n.getCenterX()&&(g=1);var t=g*e[0],s=e[1]/g;e[0]t)return e[0]=f,e[1]=o,e[2]=g,e[3]=X,!1;if(ig)return e[0]=s,e[1]=i,e[2]=P,e[3]=t,!1;if(fg?(e[0]=h,e[1]=T,a=!0):(e[0]=c,e[1]=o,a=!0):p===y&&(f>g?(e[0]=s,e[1]=o,a=!0):(e[0]=v,e[1]=T,a=!0)),-E===y?g>f?(e[2]=K,e[3]=X,m=!0):(e[2]=P,e[3]=M,m=!0):E===y&&(g>f?(e[2]=S,e[3]=M,m=!0):(e[2]=k,e[3]=X,m=!0)),a&&m)return!1;if(f>g?i>t?(I=this.getCardinalDirection(p,y,4),w=this.getCardinalDirection(E,y,2)):(I=this.getCardinalDirection(-p,y,3),w=this.getCardinalDirection(-E,y,1)):i>t?(I=this.getCardinalDirection(-p,y,1),w=this.getCardinalDirection(-E,y,3)):(I=this.getCardinalDirection(p,y,2),w=this.getCardinalDirection(E,y,4)),!a)switch(I){case 1:W=o,R=f+-N/y,e[0]=R,e[1]=W;break;case 2:R=v,W=i+d*y,e[0]=R,e[1]=W;break;case 3:W=T,R=f+N/y,e[0]=R,e[1]=W;break;case 4:R=h,W=i+-d*y,e[0]=R,e[1]=W;break}if(!m)switch(w){case 1:q=M,x=g+-rt/y,e[2]=x,e[3]=q;break;case 2:x=k,q=t+D*y,e[2]=x,e[3]=q;break;case 3:q=X,x=g+rt/y,e[2]=x,e[3]=q;break;case 4:x=K,q=t+-D*y,e[2]=x,e[3]=q;break}}return!1},l.getCardinalDirection=function(n,r,e){return n>r?e:1+e%4},l.getIntersection=function(n,r,e,f){if(f==null)return this.getIntersection2(n,r,e);var i=n.x,g=n.y,t=r.x,s=r.y,o=e.x,c=e.y,h=f.x,T=f.y,v=void 0,d=void 0,N=void 0,S=void 0,M=void 0,P=void 0,K=void 0,X=void 0,k=void 0;return N=s-g,M=i-t,K=t*g-i*s,S=T-c,P=o-h,X=h*c-o*T,k=N*P-S*M,k===0?null:(v=(M*X-P*K)/k,d=(S*K-N*X)/k,new u(v,d))},l.angleOfVector=function(n,r,e,f){var i=void 0;return n!==e?(i=Math.atan((f-r)/(e-n)),e=0){var T=(-o+Math.sqrt(o*o-4*s*c))/(2*s),v=(-o-Math.sqrt(o*o-4*s*c))/(2*s),d=null;return T>=0&&T<=1?[T]:v>=0&&v<=1?[v]:d}else return null},l.HALF_PI=.5*Math.PI,l.ONE_AND_HALF_PI=1.5*Math.PI,l.TWO_PI=2*Math.PI,l.THREE_PI=3*Math.PI,A.exports=l},function(A,G,L){function u(){}u.sign=function(l){return l>0?1:l<0?-1:0},u.floor=function(l){return l<0?Math.ceil(l):Math.floor(l)},u.ceil=function(l){return l<0?Math.floor(l):Math.ceil(l)},A.exports=u},function(A,G,L){function u(){}u.MAX_VALUE=2147483647,u.MIN_VALUE=-2147483648,A.exports=u},function(A,G,L){var u=function(){function i(g,t){for(var s=0;s"u"?"undefined":u(n);return n==null||r!="object"&&r!="function"},A.exports=l},function(A,G,L){function u(o){if(Array.isArray(o)){for(var c=0,h=Array(o.length);c0&&c;){for(N.push(M[0]);N.length>0&&c;){var P=N[0];N.splice(0,1),d.add(P);for(var K=P.getEdges(),v=0;v-1&&M.splice(rt,1)}d=new Set,S=new Map}}return o},s.prototype.createDummyNodesForBendpoints=function(o){for(var c=[],h=o.source,T=this.graphManager.calcLowestCommonAncestor(o.source,o.target),v=0;v0){for(var T=this.edgeToDummyNodes.get(h),v=0;v=0&&c.splice(X,1);var k=S.getNeighborsList();k.forEach(function(a){if(h.indexOf(a)<0){var m=T.get(a),p=m-1;p==1&&P.push(a),T.set(a,p)}})}h=h.concat(P),(c.length==1||c.length==2)&&(v=!0,d=c[0])}return d},s.prototype.setGraphManager=function(o){this.graphManager=o},A.exports=s},function(A,G,L){function u(){}u.seed=1,u.x=0,u.nextDouble=function(){return u.x=Math.sin(u.seed++)*1e4,u.x-Math.floor(u.x)},A.exports=u},function(A,G,L){var u=L(5);function l(n,r){this.lworldOrgX=0,this.lworldOrgY=0,this.ldeviceOrgX=0,this.ldeviceOrgY=0,this.lworldExtX=1,this.lworldExtY=1,this.ldeviceExtX=1,this.ldeviceExtY=1}l.prototype.getWorldOrgX=function(){return this.lworldOrgX},l.prototype.setWorldOrgX=function(n){this.lworldOrgX=n},l.prototype.getWorldOrgY=function(){return this.lworldOrgY},l.prototype.setWorldOrgY=function(n){this.lworldOrgY=n},l.prototype.getWorldExtX=function(){return this.lworldExtX},l.prototype.setWorldExtX=function(n){this.lworldExtX=n},l.prototype.getWorldExtY=function(){return this.lworldExtY},l.prototype.setWorldExtY=function(n){this.lworldExtY=n},l.prototype.getDeviceOrgX=function(){return this.ldeviceOrgX},l.prototype.setDeviceOrgX=function(n){this.ldeviceOrgX=n},l.prototype.getDeviceOrgY=function(){return this.ldeviceOrgY},l.prototype.setDeviceOrgY=function(n){this.ldeviceOrgY=n},l.prototype.getDeviceExtX=function(){return this.ldeviceExtX},l.prototype.setDeviceExtX=function(n){this.ldeviceExtX=n},l.prototype.getDeviceExtY=function(){return this.ldeviceExtY},l.prototype.setDeviceExtY=function(n){this.ldeviceExtY=n},l.prototype.transformX=function(n){var r=0,e=this.lworldExtX;return e!=0&&(r=this.ldeviceOrgX+(n-this.lworldOrgX)*this.ldeviceExtX/e),r},l.prototype.transformY=function(n){var r=0,e=this.lworldExtY;return e!=0&&(r=this.ldeviceOrgY+(n-this.lworldOrgY)*this.ldeviceExtY/e),r},l.prototype.inverseTransformX=function(n){var r=0,e=this.ldeviceExtX;return e!=0&&(r=this.lworldOrgX+(n-this.ldeviceOrgX)*this.lworldExtX/e),r},l.prototype.inverseTransformY=function(n){var r=0,e=this.ldeviceExtY;return e!=0&&(r=this.lworldOrgY+(n-this.ldeviceOrgY)*this.lworldExtY/e),r},l.prototype.inverseTransformPoint=function(n){var r=new u(this.inverseTransformX(n.x),this.inverseTransformY(n.y));return r},A.exports=l},function(A,G,L){function u(t){if(Array.isArray(t)){for(var s=0,o=Array(t.length);sn.ADAPTATION_LOWER_NODE_LIMIT&&(this.coolingFactor=Math.max(this.coolingFactor*n.COOLING_ADAPTATION_FACTOR,this.coolingFactor-(t-n.ADAPTATION_LOWER_NODE_LIMIT)/(n.ADAPTATION_UPPER_NODE_LIMIT-n.ADAPTATION_LOWER_NODE_LIMIT)*this.coolingFactor*(1-n.COOLING_ADAPTATION_FACTOR))),this.maxNodeDisplacement=n.MAX_NODE_DISPLACEMENT_INCREMENTAL):(t>n.ADAPTATION_LOWER_NODE_LIMIT?this.coolingFactor=Math.max(n.COOLING_ADAPTATION_FACTOR,1-(t-n.ADAPTATION_LOWER_NODE_LIMIT)/(n.ADAPTATION_UPPER_NODE_LIMIT-n.ADAPTATION_LOWER_NODE_LIMIT)*(1-n.COOLING_ADAPTATION_FACTOR)):this.coolingFactor=1,this.initialCoolingFactor=this.coolingFactor,this.maxNodeDisplacement=n.MAX_NODE_DISPLACEMENT),this.maxIterations=Math.max(this.getAllNodes().length*5,this.maxIterations),this.displacementThresholdPerNode=3*n.DEFAULT_EDGE_LENGTH/100,this.totalDisplacementThreshold=this.displacementThresholdPerNode*this.getAllNodes().length,this.repulsionRange=this.calcRepulsionRange()},i.prototype.calcSpringForces=function(){for(var t=this.getAllEdges(),s,o=0;o0&&arguments[0]!==void 0?arguments[0]:!0,s=arguments.length>1&&arguments[1]!==void 0?arguments[1]:!1,o,c,h,T,v=this.getAllNodes(),d;if(this.useFRGridVariant)for(this.totalIterations%n.GRID_CALCULATION_CHECK_PERIOD==1&&t&&this.updateGrid(),d=new Set,o=0;oN||d>N)&&(t.gravitationForceX=-this.gravityConstant*h,t.gravitationForceY=-this.gravityConstant*T)):(N=s.getEstimatedSize()*this.compoundGravityRangeFactor,(v>N||d>N)&&(t.gravitationForceX=-this.gravityConstant*h*this.compoundGravityConstant,t.gravitationForceY=-this.gravityConstant*T*this.compoundGravityConstant))},i.prototype.isConverged=function(){var t,s=!1;return this.totalIterations>this.maxIterations/3&&(s=Math.abs(this.totalDisplacement-this.oldTotalDisplacement)<2),t=this.totalDisplacement=v.length||N>=v[0].length)){for(var S=0;Si}}]),e}();A.exports=r},function(A,G,L){function u(){}u.svd=function(l){this.U=null,this.V=null,this.s=null,this.m=0,this.n=0,this.m=l.length,this.n=l[0].length;var n=Math.min(this.m,this.n);this.s=function(Nt){for(var Mt=[];Nt-- >0;)Mt.push(0);return Mt}(Math.min(this.m+1,this.n)),this.U=function(Nt){var Mt=function Zt(Gt){if(Gt.length==0)return 0;for(var $t=[],Ft=0;Ft0;)Mt.push(0);return Mt}(this.n),e=function(Nt){for(var Mt=[];Nt-- >0;)Mt.push(0);return Mt}(this.m),f=!0,i=Math.min(this.m-1,this.n),g=Math.max(0,Math.min(this.n-2,this.m)),t=0;t=0;E--)if(this.s[E]!==0){for(var y=E+1;y=0;V--){if(function(Nt,Mt){return Nt&&Mt}(V0;){var J=void 0,Rt=void 0;for(J=a-2;J>=-1&&J!==-1;J--)if(Math.abs(r[J])<=lt+_*(Math.abs(this.s[J])+Math.abs(this.s[J+1]))){r[J]=0;break}if(J===a-2)Rt=4;else{var Lt=void 0;for(Lt=a-1;Lt>=J&&Lt!==J;Lt--){var vt=(Lt!==a?Math.abs(r[Lt]):0)+(Lt!==J+1?Math.abs(r[Lt-1]):0);if(Math.abs(this.s[Lt])<=lt+_*vt){this.s[Lt]=0;break}}Lt===J?Rt=3:Lt===a-1?Rt=1:(Rt=2,J=Lt)}switch(J++,Rt){case 1:{var it=r[a-2];r[a-2]=0;for(var gt=a-2;gt>=J;gt--){var Tt=u.hypot(this.s[gt],it),At=this.s[gt]/Tt,Dt=it/Tt;this.s[gt]=Tt,gt!==J&&(it=-Dt*r[gt-1],r[gt-1]=At*r[gt-1]);for(var mt=0;mt=this.s[J+1]);){var Ct=this.s[J];if(this.s[J]=this.s[J+1],this.s[J+1]=Ct,JMath.abs(n)?(r=n/l,r=Math.abs(l)*Math.sqrt(1+r*r)):n!=0?(r=l/n,r=Math.abs(n)*Math.sqrt(1+r*r)):r=0,r},A.exports=u},function(A,G,L){var u=function(){function r(e,f){for(var i=0;i2&&arguments[2]!==void 0?arguments[2]:1,g=arguments.length>3&&arguments[3]!==void 0?arguments[3]:-1,t=arguments.length>4&&arguments[4]!==void 0?arguments[4]:-1;l(this,r),this.sequence1=e,this.sequence2=f,this.match_score=i,this.mismatch_penalty=g,this.gap_penalty=t,this.iMax=e.length+1,this.jMax=f.length+1,this.grid=new Array(this.iMax);for(var s=0;s=0;e--){var f=this.listeners[e];f.event===n&&f.callback===r&&this.listeners.splice(e,1)}},l.emit=function(n,r){for(var e=0;e{var G={45:(n,r,e)=>{var f={};f.layoutBase=e(551),f.CoSEConstants=e(806),f.CoSEEdge=e(767),f.CoSEGraph=e(880),f.CoSEGraphManager=e(578),f.CoSELayout=e(765),f.CoSENode=e(991),f.ConstraintHandler=e(902),n.exports=f},806:(n,r,e)=>{var f=e(551).FDLayoutConstants;function i(){}for(var g in f)i[g]=f[g];i.DEFAULT_USE_MULTI_LEVEL_SCALING=!1,i.DEFAULT_RADIAL_SEPARATION=f.DEFAULT_EDGE_LENGTH,i.DEFAULT_COMPONENT_SEPERATION=60,i.TILE=!0,i.TILING_PADDING_VERTICAL=10,i.TILING_PADDING_HORIZONTAL=10,i.TRANSFORM_ON_CONSTRAINT_HANDLING=!0,i.ENFORCE_CONSTRAINTS=!0,i.APPLY_LAYOUT=!0,i.RELAX_MOVEMENT_ON_CONSTRAINTS=!0,i.TREE_REDUCTION_ON_INCREMENTAL=!0,i.PURE_INCREMENTAL=i.DEFAULT_INCREMENTAL,n.exports=i},767:(n,r,e)=>{var f=e(551).FDLayoutEdge;function i(t,s,o){f.call(this,t,s,o)}i.prototype=Object.create(f.prototype);for(var g in f)i[g]=f[g];n.exports=i},880:(n,r,e)=>{var f=e(551).LGraph;function i(t,s,o){f.call(this,t,s,o)}i.prototype=Object.create(f.prototype);for(var g in f)i[g]=f[g];n.exports=i},578:(n,r,e)=>{var f=e(551).LGraphManager;function i(t){f.call(this,t)}i.prototype=Object.create(f.prototype);for(var g in f)i[g]=f[g];n.exports=i},765:(n,r,e)=>{var f=e(551).FDLayout,i=e(578),g=e(880),t=e(991),s=e(767),o=e(806),c=e(902),h=e(551).FDLayoutConstants,T=e(551).LayoutConstants,v=e(551).Point,d=e(551).PointD,N=e(551).DimensionD,S=e(551).Layout,M=e(551).Integer,P=e(551).IGeometry,K=e(551).LGraph,X=e(551).Transform,k=e(551).LinkedList;function D(){f.call(this),this.toBeTiled={},this.constraints={}}D.prototype=Object.create(f.prototype);for(var rt in f)D[rt]=f[rt];D.prototype.newGraphManager=function(){var a=new i(this);return this.graphManager=a,a},D.prototype.newGraph=function(a){return new g(null,this.graphManager,a)},D.prototype.newNode=function(a){return new t(this.graphManager,a)},D.prototype.newEdge=function(a){return new s(null,null,a)},D.prototype.initParameters=function(){f.prototype.initParameters.call(this,arguments),this.isSubLayout||(o.DEFAULT_EDGE_LENGTH<10?this.idealEdgeLength=10:this.idealEdgeLength=o.DEFAULT_EDGE_LENGTH,this.useSmartIdealEdgeLengthCalculation=o.DEFAULT_USE_SMART_IDEAL_EDGE_LENGTH_CALCULATION,this.gravityConstant=h.DEFAULT_GRAVITY_STRENGTH,this.compoundGravityConstant=h.DEFAULT_COMPOUND_GRAVITY_STRENGTH,this.gravityRangeFactor=h.DEFAULT_GRAVITY_RANGE_FACTOR,this.compoundGravityRangeFactor=h.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR,this.prunedNodesAll=[],this.growTreeIterations=0,this.afterGrowthIterations=0,this.isTreeGrowing=!1,this.isGrowthFinished=!1)},D.prototype.initSpringEmbedder=function(){f.prototype.initSpringEmbedder.call(this),this.coolingCycle=0,this.maxCoolingCycle=this.maxIterations/h.CONVERGENCE_CHECK_PERIOD,this.finalTemperature=.04,this.coolingAdjuster=1},D.prototype.layout=function(){var a=T.DEFAULT_CREATE_BENDS_AS_NEEDED;return a&&(this.createBendpoints(),this.graphManager.resetAllEdges()),this.level=0,this.classicLayout()},D.prototype.classicLayout=function(){if(this.nodesWithGravity=this.calculateNodesToApplyGravitationTo(),this.graphManager.setAllNodesToApplyGravitation(this.nodesWithGravity),this.calcNoOfChildrenForAllNodes(),this.graphManager.calcLowestCommonAncestors(),this.graphManager.calcInclusionTreeDepths(),this.graphManager.getRoot().calcEstimatedSize(),this.calcIdealEdgeLengths(),this.incremental){if(o.TREE_REDUCTION_ON_INCREMENTAL){this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var m=new Set(this.getAllNodes()),p=this.nodesWithGravity.filter(function(I){return m.has(I)});this.graphManager.setAllNodesToApplyGravitation(p)}}else{var a=this.getFlatForest();if(a.length>0)this.positionNodesRadially(a);else{this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var m=new Set(this.getAllNodes()),p=this.nodesWithGravity.filter(function(E){return m.has(E)});this.graphManager.setAllNodesToApplyGravitation(p),this.positionNodesRandomly()}}return Object.keys(this.constraints).length>0&&(c.handleConstraints(this),this.initConstraintVariables()),this.initSpringEmbedder(),o.APPLY_LAYOUT&&this.runSpringEmbedder(),!0},D.prototype.tick=function(){if(this.totalIterations++,this.totalIterations===this.maxIterations&&!this.isTreeGrowing&&!this.isGrowthFinished)if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;if(this.totalIterations%h.CONVERGENCE_CHECK_PERIOD==0&&!this.isTreeGrowing&&!this.isGrowthFinished){if(this.isConverged())if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;this.coolingCycle++,this.layoutQuality==0?this.coolingAdjuster=this.coolingCycle:this.layoutQuality==1&&(this.coolingAdjuster=this.coolingCycle/3),this.coolingFactor=Math.max(this.initialCoolingFactor-Math.pow(this.coolingCycle,Math.log(100*(this.initialCoolingFactor-this.finalTemperature))/Math.log(this.maxCoolingCycle))/100*this.coolingAdjuster,this.finalTemperature),this.animationPeriod=Math.ceil(this.initialAnimationPeriod*Math.sqrt(this.coolingFactor))}if(this.isTreeGrowing){if(this.growTreeIterations%10==0)if(this.prunedNodesAll.length>0){this.graphManager.updateBounds(),this.updateGrid(),this.growTree(this.prunedNodesAll),this.graphManager.resetAllNodesToApplyGravitation();var a=new Set(this.getAllNodes()),m=this.nodesWithGravity.filter(function(y){return a.has(y)});this.graphManager.setAllNodesToApplyGravitation(m),this.graphManager.updateBounds(),this.updateGrid(),o.PURE_INCREMENTAL?this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL/2:this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL}else this.isTreeGrowing=!1,this.isGrowthFinished=!0;this.growTreeIterations++}if(this.isGrowthFinished){if(this.isConverged())return!0;this.afterGrowthIterations%10==0&&(this.graphManager.updateBounds(),this.updateGrid()),o.PURE_INCREMENTAL?this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL/2*((100-this.afterGrowthIterations)/100):this.coolingFactor=h.DEFAULT_COOLING_FACTOR_INCREMENTAL*((100-this.afterGrowthIterations)/100),this.afterGrowthIterations++}var p=!this.isTreeGrowing&&!this.isGrowthFinished,E=this.growTreeIterations%10==1&&this.isTreeGrowing||this.afterGrowthIterations%10==1&&this.isGrowthFinished;return this.totalDisplacement=0,this.graphManager.updateBounds(),this.calcSpringForces(),this.calcRepulsionForces(p,E),this.calcGravitationalForces(),this.moveNodes(),this.animate(),!1},D.prototype.getPositionsData=function(){for(var a=this.graphManager.getAllNodes(),m={},p=0;p0&&this.updateDisplacements();for(var p=0;p0&&(E.fixedNodeWeight=I)}}if(this.constraints.relativePlacementConstraint){var w=new Map,R=new Map;if(this.dummyToNodeForVerticalAlignment=new Map,this.dummyToNodeForHorizontalAlignment=new Map,this.fixedNodesOnHorizontal=new Set,this.fixedNodesOnVertical=new Set,this.fixedNodeSet.forEach(function(O){a.fixedNodesOnHorizontal.add(O),a.fixedNodesOnVertical.add(O)}),this.constraints.alignmentConstraint){if(this.constraints.alignmentConstraint.vertical)for(var W=this.constraints.alignmentConstraint.vertical,p=0;p=2*O.length/3;_--)H=Math.floor(Math.random()*(_+1)),B=O[_],O[_]=O[H],O[H]=B;return O},this.nodesInRelativeHorizontal=[],this.nodesInRelativeVertical=[],this.nodeToRelativeConstraintMapHorizontal=new Map,this.nodeToRelativeConstraintMapVertical=new Map,this.nodeToTempPositionMapHorizontal=new Map,this.nodeToTempPositionMapVertical=new Map,this.constraints.relativePlacementConstraint.forEach(function(O){if(O.left){var H=w.has(O.left)?w.get(O.left):O.left,B=w.has(O.right)?w.get(O.right):O.right;a.nodesInRelativeHorizontal.includes(H)||(a.nodesInRelativeHorizontal.push(H),a.nodeToRelativeConstraintMapHorizontal.set(H,[]),a.dummyToNodeForVerticalAlignment.has(H)?a.nodeToTempPositionMapHorizontal.set(H,a.idToNodeMap.get(a.dummyToNodeForVerticalAlignment.get(H)[0]).getCenterX()):a.nodeToTempPositionMapHorizontal.set(H,a.idToNodeMap.get(H).getCenterX())),a.nodesInRelativeHorizontal.includes(B)||(a.nodesInRelativeHorizontal.push(B),a.nodeToRelativeConstraintMapHorizontal.set(B,[]),a.dummyToNodeForVerticalAlignment.has(B)?a.nodeToTempPositionMapHorizontal.set(B,a.idToNodeMap.get(a.dummyToNodeForVerticalAlignment.get(B)[0]).getCenterX()):a.nodeToTempPositionMapHorizontal.set(B,a.idToNodeMap.get(B).getCenterX())),a.nodeToRelativeConstraintMapHorizontal.get(H).push({right:B,gap:O.gap}),a.nodeToRelativeConstraintMapHorizontal.get(B).push({left:H,gap:O.gap})}else{var _=R.has(O.top)?R.get(O.top):O.top,lt=R.has(O.bottom)?R.get(O.bottom):O.bottom;a.nodesInRelativeVertical.includes(_)||(a.nodesInRelativeVertical.push(_),a.nodeToRelativeConstraintMapVertical.set(_,[]),a.dummyToNodeForHorizontalAlignment.has(_)?a.nodeToTempPositionMapVertical.set(_,a.idToNodeMap.get(a.dummyToNodeForHorizontalAlignment.get(_)[0]).getCenterY()):a.nodeToTempPositionMapVertical.set(_,a.idToNodeMap.get(_).getCenterY())),a.nodesInRelativeVertical.includes(lt)||(a.nodesInRelativeVertical.push(lt),a.nodeToRelativeConstraintMapVertical.set(lt,[]),a.dummyToNodeForHorizontalAlignment.has(lt)?a.nodeToTempPositionMapVertical.set(lt,a.idToNodeMap.get(a.dummyToNodeForHorizontalAlignment.get(lt)[0]).getCenterY()):a.nodeToTempPositionMapVertical.set(lt,a.idToNodeMap.get(lt).getCenterY())),a.nodeToRelativeConstraintMapVertical.get(_).push({bottom:lt,gap:O.gap}),a.nodeToRelativeConstraintMapVertical.get(lt).push({top:_,gap:O.gap})}});else{var q=new Map,V=new Map;this.constraints.relativePlacementConstraint.forEach(function(O){if(O.left){var H=w.has(O.left)?w.get(O.left):O.left,B=w.has(O.right)?w.get(O.right):O.right;q.has(H)?q.get(H).push(B):q.set(H,[B]),q.has(B)?q.get(B).push(H):q.set(B,[H])}else{var _=R.has(O.top)?R.get(O.top):O.top,lt=R.has(O.bottom)?R.get(O.bottom):O.bottom;V.has(_)?V.get(_).push(lt):V.set(_,[lt]),V.has(lt)?V.get(lt).push(_):V.set(lt,[_])}});var Y=function(H,B){var _=[],lt=[],J=new k,Rt=new Set,Lt=0;return H.forEach(function(vt,it){if(!Rt.has(it)){_[Lt]=[],lt[Lt]=!1;var gt=it;for(J.push(gt),Rt.add(gt),_[Lt].push(gt);J.length!=0;){gt=J.shift(),B.has(gt)&&(lt[Lt]=!0);var Tt=H.get(gt);Tt.forEach(function(At){Rt.has(At)||(J.push(At),Rt.add(At),_[Lt].push(At))})}Lt++}}),{components:_,isFixed:lt}},et=Y(q,a.fixedNodesOnHorizontal);this.componentsOnHorizontal=et.components,this.fixedComponentsOnHorizontal=et.isFixed;var z=Y(V,a.fixedNodesOnVertical);this.componentsOnVertical=z.components,this.fixedComponentsOnVertical=z.isFixed}}},D.prototype.updateDisplacements=function(){var a=this;if(this.constraints.fixedNodeConstraint&&this.constraints.fixedNodeConstraint.forEach(function(z){var O=a.idToNodeMap.get(z.nodeId);O.displacementX=0,O.displacementY=0}),this.constraints.alignmentConstraint){if(this.constraints.alignmentConstraint.vertical)for(var m=this.constraints.alignmentConstraint.vertical,p=0;p1){var R;for(R=0;RE&&(E=Math.floor(w.y)),I=Math.floor(w.x+o.DEFAULT_COMPONENT_SEPERATION)}this.transform(new d(T.WORLD_CENTER_X-w.x/2,T.WORLD_CENTER_Y-w.y/2))},D.radialLayout=function(a,m,p){var E=Math.max(this.maxDiagonalInTree(a),o.DEFAULT_RADIAL_SEPARATION);D.branchRadialLayout(m,null,0,359,0,E);var y=K.calculateBounds(a),I=new X;I.setDeviceOrgX(y.getMinX()),I.setDeviceOrgY(y.getMinY()),I.setWorldOrgX(p.x),I.setWorldOrgY(p.y);for(var w=0;w1;){var B=H[0];H.splice(0,1);var _=V.indexOf(B);_>=0&&V.splice(_,1),z--,Y--}m!=null?O=(V.indexOf(H[0])+1)%z:O=0;for(var lt=Math.abs(E-p)/Y,J=O;et!=Y;J=++J%z){var Rt=V[J].getOtherEnd(a);if(Rt!=m){var Lt=(p+et*lt)%360,vt=(Lt+lt)%360;D.branchRadialLayout(Rt,a,Lt,vt,y+I,I),et++}}},D.maxDiagonalInTree=function(a){for(var m=M.MIN_VALUE,p=0;pm&&(m=y)}return m},D.prototype.calcRepulsionRange=function(){return 2*(this.level+1)*this.idealEdgeLength},D.prototype.groupZeroDegreeMembers=function(){var a=this,m={};this.memberGroups={},this.idToDummyNode={};for(var p=[],E=this.graphManager.getAllNodes(),y=0;y"u"&&(m[R]=[]),m[R]=m[R].concat(I)}Object.keys(m).forEach(function(W){if(m[W].length>1){var x="DummyCompound_"+W;a.memberGroups[x]=m[W];var q=m[W][0].getParent(),V=new t(a.graphManager);V.id=x,V.paddingLeft=q.paddingLeft||0,V.paddingRight=q.paddingRight||0,V.paddingBottom=q.paddingBottom||0,V.paddingTop=q.paddingTop||0,a.idToDummyNode[x]=V;var Y=a.getGraphManager().add(a.newGraph(),V),et=q.getChild();et.add(V);for(var z=0;zy?(E.rect.x-=(E.labelWidth-y)/2,E.setWidth(E.labelWidth),E.labelMarginLeft=(E.labelWidth-y)/2):E.labelPosHorizontal=="right"&&E.setWidth(y+E.labelWidth)),E.labelHeight&&(E.labelPosVertical=="top"?(E.rect.y-=E.labelHeight,E.setHeight(I+E.labelHeight),E.labelMarginTop=E.labelHeight):E.labelPosVertical=="center"&&E.labelHeight>I?(E.rect.y-=(E.labelHeight-I)/2,E.setHeight(E.labelHeight),E.labelMarginTop=(E.labelHeight-I)/2):E.labelPosVertical=="bottom"&&E.setHeight(I+E.labelHeight))}})},D.prototype.repopulateCompounds=function(){for(var a=this.compoundOrder.length-1;a>=0;a--){var m=this.compoundOrder[a],p=m.id,E=m.paddingLeft,y=m.paddingTop,I=m.labelMarginLeft,w=m.labelMarginTop;this.adjustLocations(this.tiledMemberPack[p],m.rect.x,m.rect.y,E,y,I,w)}},D.prototype.repopulateZeroDegreeMembers=function(){var a=this,m=this.tiledZeroDegreePack;Object.keys(m).forEach(function(p){var E=a.idToDummyNode[p],y=E.paddingLeft,I=E.paddingTop,w=E.labelMarginLeft,R=E.labelMarginTop;a.adjustLocations(m[p],E.rect.x,E.rect.y,y,I,w,R)})},D.prototype.getToBeTiled=function(a){var m=a.id;if(this.toBeTiled[m]!=null)return this.toBeTiled[m];var p=a.getChild();if(p==null)return this.toBeTiled[m]=!1,!1;for(var E=p.getNodes(),y=0;y0)return this.toBeTiled[m]=!1,!1;if(I.getChild()==null){this.toBeTiled[I.id]=!1;continue}if(!this.getToBeTiled(I))return this.toBeTiled[m]=!1,!1}return this.toBeTiled[m]=!0,!0},D.prototype.getNodeDegree=function(a){a.id;for(var m=a.getEdges(),p=0,E=0;Eq&&(q=Y.rect.height)}p+=q+a.verticalPadding}},D.prototype.tileCompoundMembers=function(a,m){var p=this;this.tiledMemberPack=[],Object.keys(a).forEach(function(E){var y=m[E];if(p.tiledMemberPack[E]=p.tileNodes(a[E],y.paddingLeft+y.paddingRight),y.rect.width=p.tiledMemberPack[E].width,y.rect.height=p.tiledMemberPack[E].height,y.setCenter(p.tiledMemberPack[E].centerX,p.tiledMemberPack[E].centerY),y.labelMarginLeft=0,y.labelMarginTop=0,o.NODE_DIMENSIONS_INCLUDE_LABELS){var I=y.rect.width,w=y.rect.height;y.labelWidth&&(y.labelPosHorizontal=="left"?(y.rect.x-=y.labelWidth,y.setWidth(I+y.labelWidth),y.labelMarginLeft=y.labelWidth):y.labelPosHorizontal=="center"&&y.labelWidth>I?(y.rect.x-=(y.labelWidth-I)/2,y.setWidth(y.labelWidth),y.labelMarginLeft=(y.labelWidth-I)/2):y.labelPosHorizontal=="right"&&y.setWidth(I+y.labelWidth)),y.labelHeight&&(y.labelPosVertical=="top"?(y.rect.y-=y.labelHeight,y.setHeight(w+y.labelHeight),y.labelMarginTop=y.labelHeight):y.labelPosVertical=="center"&&y.labelHeight>w?(y.rect.y-=(y.labelHeight-w)/2,y.setHeight(y.labelHeight),y.labelMarginTop=(y.labelHeight-w)/2):y.labelPosVertical=="bottom"&&y.setHeight(w+y.labelHeight))}})},D.prototype.tileNodes=function(a,m){var p=this.tileNodesByFavoringDim(a,m,!0),E=this.tileNodesByFavoringDim(a,m,!1),y=this.getOrgRatio(p),I=this.getOrgRatio(E),w;return IR&&(R=z.getWidth())});var W=I/y,x=w/y,q=Math.pow(p-E,2)+4*(W+E)*(x+p)*y,V=(E-p+Math.sqrt(q))/(2*(W+E)),Y;m?(Y=Math.ceil(V),Y==V&&Y++):Y=Math.floor(V);var et=Y*(W+E)-E;return R>et&&(et=R),et+=E*2,et},D.prototype.tileNodesByFavoringDim=function(a,m,p){var E=o.TILING_PADDING_VERTICAL,y=o.TILING_PADDING_HORIZONTAL,I=o.TILING_COMPARE_BY,w={rows:[],rowWidth:[],rowHeight:[],width:0,height:m,verticalPadding:E,horizontalPadding:y,centerX:0,centerY:0};I&&(w.idealRowWidth=this.calcIdealRowWidth(a,p));var R=function(O){return O.rect.width*O.rect.height},W=function(O,H){return R(H)-R(O)};a.sort(function(z,O){var H=W;return w.idealRowWidth?(H=I,H(z.id,O.id)):H(z,O)});for(var x=0,q=0,V=0;V0&&(w+=a.horizontalPadding),a.rowWidth[p]=w,a.width0&&(R+=a.verticalPadding);var W=0;R>a.rowHeight[p]&&(W=a.rowHeight[p],a.rowHeight[p]=R,W=a.rowHeight[p]-W),a.height+=W,a.rows[p].push(m)},D.prototype.getShortestRowIndex=function(a){for(var m=-1,p=Number.MAX_VALUE,E=0;Ep&&(m=E,p=a.rowWidth[E]);return m},D.prototype.canAddHorizontal=function(a,m,p){if(a.idealRowWidth){var E=a.rows.length-1,y=a.rowWidth[E];return y+m+a.horizontalPadding<=a.idealRowWidth}var I=this.getShortestRowIndex(a);if(I<0)return!0;var w=a.rowWidth[I];if(w+a.horizontalPadding+m<=a.width)return!0;var R=0;a.rowHeight[I]0&&(R=p+a.verticalPadding-a.rowHeight[I]);var W;a.width-w>=m+a.horizontalPadding?W=(a.height+R)/(w+m+a.horizontalPadding):W=(a.height+R)/a.width,R=p+a.verticalPadding;var x;return a.widthI&&m!=p){E.splice(-1,1),a.rows[p].push(y),a.rowWidth[m]=a.rowWidth[m]-I,a.rowWidth[p]=a.rowWidth[p]+I,a.width=a.rowWidth[instance.getLongestRowIndex(a)];for(var w=Number.MIN_VALUE,R=0;Rw&&(w=E[R].height);m>0&&(w+=a.verticalPadding);var W=a.rowHeight[m]+a.rowHeight[p];a.rowHeight[m]=w,a.rowHeight[p]0)for(var et=y;et<=I;et++)Y[0]+=this.grid[et][w-1].length+this.grid[et][w].length-1;if(I0)for(var et=w;et<=R;et++)Y[3]+=this.grid[y-1][et].length+this.grid[y][et].length-1;for(var z=M.MAX_VALUE,O,H,B=0;B{var f=e(551).FDLayoutNode,i=e(551).IMath;function g(s,o,c,h){f.call(this,s,o,c,h)}g.prototype=Object.create(f.prototype);for(var t in f)g[t]=f[t];g.prototype.calculateDisplacement=function(){var s=this.graphManager.getLayout();this.getChild()!=null&&this.fixedNodeWeight?(this.displacementX+=s.coolingFactor*(this.springForceX+this.repulsionForceX+this.gravitationForceX)/this.fixedNodeWeight,this.displacementY+=s.coolingFactor*(this.springForceY+this.repulsionForceY+this.gravitationForceY)/this.fixedNodeWeight):(this.displacementX+=s.coolingFactor*(this.springForceX+this.repulsionForceX+this.gravitationForceX)/this.noOfChildren,this.displacementY+=s.coolingFactor*(this.springForceY+this.repulsionForceY+this.gravitationForceY)/this.noOfChildren),Math.abs(this.displacementX)>s.coolingFactor*s.maxNodeDisplacement&&(this.displacementX=s.coolingFactor*s.maxNodeDisplacement*i.sign(this.displacementX)),Math.abs(this.displacementY)>s.coolingFactor*s.maxNodeDisplacement&&(this.displacementY=s.coolingFactor*s.maxNodeDisplacement*i.sign(this.displacementY)),this.child&&this.child.getNodes().length>0&&this.propogateDisplacementToChildren(this.displacementX,this.displacementY)},g.prototype.propogateDisplacementToChildren=function(s,o){for(var c=this.getChild().getNodes(),h,T=0;T{function f(c){if(Array.isArray(c)){for(var h=0,T=Array(c.length);h0){var Ct=0;st.forEach(function(ht){$=="horizontal"?(tt.set(ht,v.has(ht)?d[v.get(ht)]:Z.get(ht)),Ct+=tt.get(ht)):(tt.set(ht,v.has(ht)?N[v.get(ht)]:Z.get(ht)),Ct+=tt.get(ht))}),Ct=Ct/st.length,ft.forEach(function(ht){Q.has(ht)||tt.set(ht,Ct)})}else{var ct=0;ft.forEach(function(ht){$=="horizontal"?ct+=v.has(ht)?d[v.get(ht)]:Z.get(ht):ct+=v.has(ht)?N[v.get(ht)]:Z.get(ht)}),ct=ct/ft.length,ft.forEach(function(ht){tt.set(ht,ct)})}});for(var wt=function(){var st=dt.shift(),Ct=b.get(st);Ct.forEach(function(ct){if(tt.get(ct.id)ht&&(ht=qt),_tWt&&(Wt=_t)}}catch(ie){Mt=!0,Zt=ie}finally{try{!Nt&&Gt.return&&Gt.return()}finally{if(Mt)throw Zt}}var de=(Ct+ht)/2-(ct+Wt)/2,Kt=!0,te=!1,ee=void 0;try{for(var jt=ft[Symbol.iterator](),se;!(Kt=(se=jt.next()).done);Kt=!0){var re=se.value;tt.set(re,tt.get(re)+de)}}catch(ie){te=!0,ee=ie}finally{try{!Kt&&jt.return&&jt.return()}finally{if(te)throw ee}}})}return tt},rt=function(b){var $=0,Q=0,Z=0,nt=0;if(b.forEach(function(j){j.left?d[v.get(j.left)]-d[v.get(j.right)]>=0?$++:Q++:N[v.get(j.top)]-N[v.get(j.bottom)]>=0?Z++:nt++}),$>Q&&Z>nt)for(var ut=0;utQ)for(var ot=0;otnt)for(var tt=0;tt1)h.fixedNodeConstraint.forEach(function(F,b){E[b]=[F.position.x,F.position.y],y[b]=[d[v.get(F.nodeId)],N[v.get(F.nodeId)]]}),I=!0;else if(h.alignmentConstraint)(function(){var F=0;if(h.alignmentConstraint.vertical){for(var b=h.alignmentConstraint.vertical,$=function(tt){var j=new Set;b[tt].forEach(function(yt){j.add(yt)});var dt=new Set([].concat(f(j)).filter(function(yt){return R.has(yt)})),wt=void 0;dt.size>0?wt=d[v.get(dt.values().next().value)]:wt=k(j).x,b[tt].forEach(function(yt){E[F]=[wt,N[v.get(yt)]],y[F]=[d[v.get(yt)],N[v.get(yt)]],F++})},Q=0;Q0?wt=d[v.get(dt.values().next().value)]:wt=k(j).y,Z[tt].forEach(function(yt){E[F]=[d[v.get(yt)],wt],y[F]=[d[v.get(yt)],N[v.get(yt)]],F++})},ut=0;utV&&(V=q[et].length,Y=et);if(V0){var mt={x:0,y:0};h.fixedNodeConstraint.forEach(function(F,b){var $={x:d[v.get(F.nodeId)],y:N[v.get(F.nodeId)]},Q=F.position,Z=X(Q,$);mt.x+=Z.x,mt.y+=Z.y}),mt.x/=h.fixedNodeConstraint.length,mt.y/=h.fixedNodeConstraint.length,d.forEach(function(F,b){d[b]+=mt.x}),N.forEach(function(F,b){N[b]+=mt.y}),h.fixedNodeConstraint.forEach(function(F){d[v.get(F.nodeId)]=F.position.x,N[v.get(F.nodeId)]=F.position.y})}if(h.alignmentConstraint){if(h.alignmentConstraint.vertical)for(var xt=h.alignmentConstraint.vertical,St=function(b){var $=new Set;xt[b].forEach(function(nt){$.add(nt)});var Q=new Set([].concat(f($)).filter(function(nt){return R.has(nt)})),Z=void 0;Q.size>0?Z=d[v.get(Q.values().next().value)]:Z=k($).x,$.forEach(function(nt){R.has(nt)||(d[v.get(nt)]=Z)})},Vt=0;Vt0?Z=N[v.get(Q.values().next().value)]:Z=k($).y,$.forEach(function(nt){R.has(nt)||(N[v.get(nt)]=Z)})},bt=0;bt{n.exports=A}},L={};function u(n){var r=L[n];if(r!==void 0)return r.exports;var e=L[n]={exports:{}};return G[n](e,e.exports,u),e.exports}var l=u(45);return l})()})}(fe)),fe.exports}var vr=le.exports,Re;function pr(){return Re||(Re=1,function(C,U){(function(G,L){C.exports=L(dr())})(vr,function(A){return(()=>{var G={658:n=>{n.exports=Object.assign!=null?Object.assign.bind(Object):function(r){for(var e=arguments.length,f=Array(e>1?e-1:0),i=1;i{var f=function(){function t(s,o){var c=[],h=!0,T=!1,v=void 0;try{for(var d=s[Symbol.iterator](),N;!(h=(N=d.next()).done)&&(c.push(N.value),!(o&&c.length===o));h=!0);}catch(S){T=!0,v=S}finally{try{!h&&d.return&&d.return()}finally{if(T)throw v}}return c}return function(s,o){if(Array.isArray(s))return s;if(Symbol.iterator in Object(s))return t(s,o);throw new TypeError("Invalid attempt to destructure non-iterable instance")}}(),i=e(140).layoutBase.LinkedList,g={};g.getTopMostNodes=function(t){for(var s={},o=0;o0&&I.merge(x)});for(var w=0;w1){N=v[0],S=N.connectedEdges().length,v.forEach(function(y){y.connectedEdges().length0&&c.set("dummy"+(c.size+1),K),X},g.relocateComponent=function(t,s,o){if(!o.fixedNodeConstraint){var c=Number.POSITIVE_INFINITY,h=Number.NEGATIVE_INFINITY,T=Number.POSITIVE_INFINITY,v=Number.NEGATIVE_INFINITY;if(o.quality=="draft"){var d=!0,N=!1,S=void 0;try{for(var M=s.nodeIndexes[Symbol.iterator](),P;!(d=(P=M.next()).done);d=!0){var K=P.value,X=f(K,2),k=X[0],D=X[1],rt=o.cy.getElementById(k);if(rt){var a=rt.boundingBox(),m=s.xCoords[D]-a.w/2,p=s.xCoords[D]+a.w/2,E=s.yCoords[D]-a.h/2,y=s.yCoords[D]+a.h/2;mh&&(h=p),Ev&&(v=y)}}}catch(x){N=!0,S=x}finally{try{!d&&M.return&&M.return()}finally{if(N)throw S}}var I=t.x-(h+c)/2,w=t.y-(v+T)/2;s.xCoords=s.xCoords.map(function(x){return x+I}),s.yCoords=s.yCoords.map(function(x){return x+w})}else{Object.keys(s).forEach(function(x){var q=s[x],V=q.getRect().x,Y=q.getRect().x+q.getRect().width,et=q.getRect().y,z=q.getRect().y+q.getRect().height;Vh&&(h=Y),etv&&(v=z)});var R=t.x-(h+c)/2,W=t.y-(v+T)/2;Object.keys(s).forEach(function(x){var q=s[x];q.setCenter(q.getCenterX()+R,q.getCenterY()+W)})}}},g.calcBoundingBox=function(t,s,o,c){for(var h=Number.MAX_SAFE_INTEGER,T=Number.MIN_SAFE_INTEGER,v=Number.MAX_SAFE_INTEGER,d=Number.MIN_SAFE_INTEGER,N=void 0,S=void 0,M=void 0,P=void 0,K=t.descendants().not(":parent"),X=K.length,k=0;kN&&(h=N),TM&&(v=M),d{var f=e(548),i=e(140).CoSELayout,g=e(140).CoSENode,t=e(140).layoutBase.PointD,s=e(140).layoutBase.DimensionD,o=e(140).layoutBase.LayoutConstants,c=e(140).layoutBase.FDLayoutConstants,h=e(140).CoSEConstants,T=function(d,N){var S=d.cy,M=d.eles,P=M.nodes(),K=M.edges(),X=void 0,k=void 0,D=void 0,rt={};d.randomize&&(X=N.nodeIndexes,k=N.xCoords,D=N.yCoords);var a=function(x){return typeof x=="function"},m=function(x,q){return a(x)?x(q):x},p=f.calcParentsWithoutChildren(S,M),E=function W(x,q,V,Y){for(var et=q.length,z=0;z0){var J=void 0;J=V.getGraphManager().add(V.newGraph(),B),W(J,H,V,Y)}}},y=function(x,q,V){for(var Y=0,et=0,z=0;z0?h.DEFAULT_EDGE_LENGTH=c.DEFAULT_EDGE_LENGTH=Y/et:a(d.idealEdgeLength)?h.DEFAULT_EDGE_LENGTH=c.DEFAULT_EDGE_LENGTH=50:h.DEFAULT_EDGE_LENGTH=c.DEFAULT_EDGE_LENGTH=d.idealEdgeLength,h.MIN_REPULSION_DIST=c.MIN_REPULSION_DIST=c.DEFAULT_EDGE_LENGTH/10,h.DEFAULT_RADIAL_SEPARATION=c.DEFAULT_EDGE_LENGTH)},I=function(x,q){q.fixedNodeConstraint&&(x.constraints.fixedNodeConstraint=q.fixedNodeConstraint),q.alignmentConstraint&&(x.constraints.alignmentConstraint=q.alignmentConstraint),q.relativePlacementConstraint&&(x.constraints.relativePlacementConstraint=q.relativePlacementConstraint)};d.nestingFactor!=null&&(h.PER_LEVEL_IDEAL_EDGE_LENGTH_FACTOR=c.PER_LEVEL_IDEAL_EDGE_LENGTH_FACTOR=d.nestingFactor),d.gravity!=null&&(h.DEFAULT_GRAVITY_STRENGTH=c.DEFAULT_GRAVITY_STRENGTH=d.gravity),d.numIter!=null&&(h.MAX_ITERATIONS=c.MAX_ITERATIONS=d.numIter),d.gravityRange!=null&&(h.DEFAULT_GRAVITY_RANGE_FACTOR=c.DEFAULT_GRAVITY_RANGE_FACTOR=d.gravityRange),d.gravityCompound!=null&&(h.DEFAULT_COMPOUND_GRAVITY_STRENGTH=c.DEFAULT_COMPOUND_GRAVITY_STRENGTH=d.gravityCompound),d.gravityRangeCompound!=null&&(h.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR=c.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR=d.gravityRangeCompound),d.initialEnergyOnIncremental!=null&&(h.DEFAULT_COOLING_FACTOR_INCREMENTAL=c.DEFAULT_COOLING_FACTOR_INCREMENTAL=d.initialEnergyOnIncremental),d.tilingCompareBy!=null&&(h.TILING_COMPARE_BY=d.tilingCompareBy),d.quality=="proof"?o.QUALITY=2:o.QUALITY=0,h.NODE_DIMENSIONS_INCLUDE_LABELS=c.NODE_DIMENSIONS_INCLUDE_LABELS=o.NODE_DIMENSIONS_INCLUDE_LABELS=d.nodeDimensionsIncludeLabels,h.DEFAULT_INCREMENTAL=c.DEFAULT_INCREMENTAL=o.DEFAULT_INCREMENTAL=!d.randomize,h.ANIMATE=c.ANIMATE=o.ANIMATE=d.animate,h.TILE=d.tile,h.TILING_PADDING_VERTICAL=typeof d.tilingPaddingVertical=="function"?d.tilingPaddingVertical.call():d.tilingPaddingVertical,h.TILING_PADDING_HORIZONTAL=typeof d.tilingPaddingHorizontal=="function"?d.tilingPaddingHorizontal.call():d.tilingPaddingHorizontal,h.DEFAULT_INCREMENTAL=c.DEFAULT_INCREMENTAL=o.DEFAULT_INCREMENTAL=!0,h.PURE_INCREMENTAL=!d.randomize,o.DEFAULT_UNIFORM_LEAF_NODE_SIZES=d.uniformNodeDimensions,d.step=="transformed"&&(h.TRANSFORM_ON_CONSTRAINT_HANDLING=!0,h.ENFORCE_CONSTRAINTS=!1,h.APPLY_LAYOUT=!1),d.step=="enforced"&&(h.TRANSFORM_ON_CONSTRAINT_HANDLING=!1,h.ENFORCE_CONSTRAINTS=!0,h.APPLY_LAYOUT=!1),d.step=="cose"&&(h.TRANSFORM_ON_CONSTRAINT_HANDLING=!1,h.ENFORCE_CONSTRAINTS=!1,h.APPLY_LAYOUT=!0),d.step=="all"&&(d.randomize?h.TRANSFORM_ON_CONSTRAINT_HANDLING=!0:h.TRANSFORM_ON_CONSTRAINT_HANDLING=!1,h.ENFORCE_CONSTRAINTS=!0,h.APPLY_LAYOUT=!0),d.fixedNodeConstraint||d.alignmentConstraint||d.relativePlacementConstraint?h.TREE_REDUCTION_ON_INCREMENTAL=!1:h.TREE_REDUCTION_ON_INCREMENTAL=!0;var w=new i,R=w.newGraphManager();return E(R.addRoot(),f.getTopMostNodes(P),w,d),y(w,R,K),I(w,d),w.runLayout(),rt};n.exports={coseLayout:T}},212:(n,r,e)=>{var f=function(){function d(N,S){for(var M=0;M0)if(p){var I=t.getTopMostNodes(M.eles.nodes());if(D=t.connectComponents(P,M.eles,I),D.forEach(function(vt){var it=vt.boundingBox();rt.push({x:it.x1+it.w/2,y:it.y1+it.h/2})}),M.randomize&&D.forEach(function(vt){M.eles=vt,X.push(o(M))}),M.quality=="default"||M.quality=="proof"){var w=P.collection();if(M.tile){var R=new Map,W=[],x=[],q=0,V={nodeIndexes:R,xCoords:W,yCoords:x},Y=[];if(D.forEach(function(vt,it){vt.edges().length==0&&(vt.nodes().forEach(function(gt,Tt){w.merge(vt.nodes()[Tt]),gt.isParent()||(V.nodeIndexes.set(vt.nodes()[Tt].id(),q++),V.xCoords.push(vt.nodes()[0].position().x),V.yCoords.push(vt.nodes()[0].position().y))}),Y.push(it))}),w.length>1){var et=w.boundingBox();rt.push({x:et.x1+et.w/2,y:et.y1+et.h/2}),D.push(w),X.push(V);for(var 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s.attr("x",t.x+t.textMargin*2),s.text(e),r},"drawText"),h=n((a,t,e,r)=>{const s=a.append("image");s.attr("x",t),s.attr("y",e);const i=l.sanitizeUrl(r);s.attr("xlink:href",i)},"drawImage"),m=n((a,t,e,r)=>{const s=a.append("use");s.attr("x",t),s.attr("y",e);const i=l.sanitizeUrl(r);s.attr("xlink:href",`#${i}`)},"drawEmbeddedImage"),y=n(()=>({x:0,y:0,width:100,height:100,fill:"#EDF2AE",stroke:"#666",anchor:"start",rx:0,ry:0}),"getNoteRect"),p=n(()=>({x:0,y:0,width:100,height:100,"text-anchor":"start",style:"#666",textMargin:0,rx:0,ry:0,tspan:!0}),"getTextObj");export{d as a,p as b,m as c,c as d,h as e,g as f,y as g}; +import{_ as n,a1 as x,j as l}from"./mermaid-vendor-D0f_SE0h.js";var c=n((a,t)=>{const e=a.append("rect");if(e.attr("x",t.x),e.attr("y",t.y),e.attr("fill",t.fill),e.attr("stroke",t.stroke),e.attr("width",t.width),e.attr("height",t.height),t.name&&e.attr("name",t.name),t.rx&&e.attr("rx",t.rx),t.ry&&e.attr("ry",t.ry),t.attrs!==void 0)for(const r in 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s}from"./mermaid-vendor-D0f_SE0h.js";var t,e=(t=class{constructor(i){this.init=i,this.records=this.init()}reset(){this.records=this.init()}},s(t,"ImperativeState"),t);export{e as I}; diff --git a/lightrag/api/webui/assets/classDiagram-GIVACNV2-CtQONuGk.js b/lightrag/api/webui/assets/classDiagram-GIVACNV2-DBTA8XwB.js similarity index 61% rename from lightrag/api/webui/assets/classDiagram-GIVACNV2-CtQONuGk.js rename to lightrag/api/webui/assets/classDiagram-GIVACNV2-DBTA8XwB.js index 8c8238ea..27c65696 100644 --- a/lightrag/api/webui/assets/classDiagram-GIVACNV2-CtQONuGk.js +++ b/lightrag/api/webui/assets/classDiagram-GIVACNV2-DBTA8XwB.js @@ -1 +1 @@ -import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-79sAOFxS.js";import{_ as i}from"./mermaid-vendor-BVBgFwCv.js";import"./chunk-RZ5BOZE2-PbmQbmec.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram}; +import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-B91iiasA.js";import{_ as i}from"./mermaid-vendor-D0f_SE0h.js";import"./chunk-RZ5BOZE2-B615FLH4.js";import"./feature-graph-NODQb6qW.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram}; diff --git a/lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-CtQONuGk.js b/lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-DBTA8XwB.js similarity index 61% rename from lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-CtQONuGk.js rename to lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-DBTA8XwB.js index 8c8238ea..27c65696 100644 --- a/lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-CtQONuGk.js +++ b/lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-DBTA8XwB.js @@ -1 +1 @@ -import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-79sAOFxS.js";import{_ as i}from"./mermaid-vendor-BVBgFwCv.js";import"./chunk-RZ5BOZE2-PbmQbmec.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram}; +import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-B91iiasA.js";import{_ as i}from"./mermaid-vendor-D0f_SE0h.js";import"./chunk-RZ5BOZE2-B615FLH4.js";import"./feature-graph-NODQb6qW.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram}; diff --git a/lightrag/api/webui/assets/clone-Dm5jEAXQ.js b/lightrag/api/webui/assets/clone-Dm5jEAXQ.js new file mode 100644 index 00000000..8b42b7f6 --- /dev/null +++ b/lightrag/api/webui/assets/clone-Dm5jEAXQ.js @@ -0,0 +1 @@ +import{b as r}from"./_baseUniq-CtAZZJ8e.js";var e=4;function a(o){return r(o,e)}export{a as c}; diff --git a/lightrag/api/webui/assets/clone-UTZGcTvC.js b/lightrag/api/webui/assets/clone-UTZGcTvC.js deleted file mode 100644 index 9e8db024..00000000 --- a/lightrag/api/webui/assets/clone-UTZGcTvC.js +++ /dev/null @@ -1 +0,0 @@ -import{b as r}from"./_baseUniq-CoKY6BVy.js";var e=4;function a(o){return r(o,e)}export{a as c}; diff --git a/lightrag/api/webui/assets/dagre-OKDRZEBW-B2QKcgt1.js b/lightrag/api/webui/assets/dagre-OKDRZEBW-CqR4Poz4.js similarity index 97% rename from lightrag/api/webui/assets/dagre-OKDRZEBW-B2QKcgt1.js rename to lightrag/api/webui/assets/dagre-OKDRZEBW-CqR4Poz4.js index 88294511..046ac1a0 100644 --- a/lightrag/api/webui/assets/dagre-OKDRZEBW-B2QKcgt1.js +++ b/lightrag/api/webui/assets/dagre-OKDRZEBW-CqR4Poz4.js @@ -1,4 +1,4 @@ -import{_ as p,ah as F,ai as Y,aj as _,ak as H,l as i,c as V,al as U,am as $,a8 as q,ad as z,a9 as P,a7 as K,an as Q,ao as W,ap as Z}from"./mermaid-vendor-BVBgFwCv.js";import{G as B}from"./graph-gg_UPtwE.js";import{l as I}from"./layout-DgVd6nly.js";import{i as x}from"./_baseUniq-CoKY6BVy.js";import{c as L}from"./clone-UTZGcTvC.js";import{m as A}from"./_basePickBy-BVZSZRdU.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";function E(e){var t={options:{directed:e.isDirected(),multigraph:e.isMultigraph(),compound:e.isCompound()},nodes:ee(e),edges:ne(e)};return x(e.graph())||(t.value=L(e.graph())),t}function ee(e){return A(e.nodes(),function(t){var n=e.node(t),o=e.parent(t),c={v:t};return x(n)||(c.value=n),x(o)||(c.parent=o),c})}function ne(e){return A(e.edges(),function(t){var n=e.edge(t),o={v:t.v,w:t.w};return x(t.name)||(o.name=t.name),x(n)||(o.value=n),o})}var f=new Map,b=new Map,J=new Map,te=p(()=>{b.clear(),J.clear(),f.clear()},"clear"),O=p((e,t)=>{const n=b.get(t)||[];return i.trace("In isDescendant",t," ",e," = ",n.includes(e)),n.includes(e)},"isDescendant"),se=p((e,t)=>{const n=b.get(t)||[];return i.info("Descendants of ",t," is ",n),i.info("Edge is 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l=e.graph().rankdir==="TB"?"LR":"TB";(a=(c=f.get(r))==null?void 0:c.clusterData)!=null&&a.dir&&(l=f.get(r).clusterData.dir,i.warn("Fixing dir",f.get(r).clusterData.dir,l));const v=new B({multigraph:!0,compound:!0}).setGraph({rankdir:l,nodesep:50,ranksep:50,marginx:8,marginy:8}).setDefaultEdgeLabel(function(){return{}});i.warn("Old graph before copy",E(e)),G(r,e,v,r),e.setNode(r,{clusterNode:!0,id:r,clusterData:f.get(r).clusterData,label:f.get(r).label,graph:v}),i.warn("New graph after copy node: (",r,")",E(v)),i.debug("Old graph after copy",E(e))}else i.warn("Cluster ** ",r," **not meeting the criteria !externalConnections:",!f.get(r).externalConnections," no parent: ",!e.parent(r)," children ",e.children(r)&&e.children(r).length>0,e.children("D"),t),i.debug(f);n=e.nodes(),i.warn("New list of nodes",n);for(const r of n){const u=e.node(r);i.warn(" Now next level",r,u),u!=null&&u.clusterNode&&T(u.graph,t+1)}},"extractor"),M=p((e,t)=>{if(t.length===0)return[];let n=Object.assign([],t);return t.forEach(o=>{const c=e.children(o),a=M(e,c);n=[...n,...a]}),n},"sorter"),oe=p(e=>M(e,e.children()),"sortNodesByHierarchy"),j=p(async(e,t,n,o,c,a)=>{i.warn("Graph in recursive render:XAX",E(t),c);const r=t.graph().rankdir;i.trace("Dir in recursive render - dir:",r);const u=e.insert("g").attr("class","root");t.nodes()?i.info("Recursive render XXX",t.nodes()):i.info("No nodes found for",t),t.edges().length>0&&i.info("Recursive edges",t.edge(t.edges()[0]));const l=u.insert("g").attr("class","clusters"),v=u.insert("g").attr("class","edgePaths"),C=u.insert("g").attr("class","edgeLabels"),g=u.insert("g").attr("class","nodes");await Promise.all(t.nodes().map(async function(d){const s=t.node(d);if(c!==void 0){const w=JSON.parse(JSON.stringify(c.clusterData));i.trace(`Setting data for parent cluster XXX +import{_ as p,ah as F,ai as Y,aj as _,ak as H,l as i,c as V,al as U,am as $,a8 as q,ad as z,a9 as P,a7 as K,an as Q,ao as W,ap as Z}from"./mermaid-vendor-D0f_SE0h.js";import{G as B}from"./graph-BLnbmvfZ.js";import{l as I}from"./layout-DsT4215v.js";import{i as x}from"./_baseUniq-CtAZZJ8e.js";import{c as L}from"./clone-Dm5jEAXQ.js";import{m as A}from"./_basePickBy-D3PHsJjq.js";import"./feature-graph-NODQb6qW.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";function E(e){var t={options:{directed:e.isDirected(),multigraph:e.isMultigraph(),compound:e.isCompound()},nodes:ee(e),edges:ne(e)};return x(e.graph())||(t.value=L(e.graph())),t}function ee(e){return A(e.nodes(),function(t){var n=e.node(t),o=e.parent(t),c={v:t};return x(n)||(c.value=n),x(o)||(c.parent=o),c})}function ne(e){return A(e.edges(),function(t){var n=e.edge(t),o={v:t.v,w:t.w};return x(t.name)||(o.name=t.name),x(n)||(o.value=n),o})}var f=new Map,b=new Map,J=new Map,te=p(()=>{b.clear(),J.clear(),f.clear()},"clear"),O=p((e,t)=>{const n=b.get(t)||[];return i.trace("In 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v=t.edge(l.v,l.w,l.name);i.info("Edge data",v,o);try{se(l,o)?(i.info("Copying as ",l.v,l.w,v,l.name),n.setEdge(l.v,l.w,v,l.name),i.info("newGraph edges ",n.edges(),n.edge(n.edges()[0]))):i.info("Skipping copy of edge ",l.v,"-->",l.w," rootId: ",o," clusterId:",e)}catch(C){i.error(C)}})}i.debug("Removing node",a),t.removeNode(a)})},"copy"),R=p((e,t)=>{const n=t.children(e);let o=[...n];for(const c of n)J.set(c,e),o=[...o,...R(c,t)];return o},"extractDescendants"),ie=p((e,t,n)=>{const o=e.edges().filter(l=>l.v===t||l.w===t),c=e.edges().filter(l=>l.v===n||l.w===n),a=o.map(l=>({v:l.v===t?n:l.v,w:l.w===t?t:l.w})),r=c.map(l=>({v:l.v,w:l.w}));return a.filter(l=>r.some(v=>l.v===v.v&&l.w===v.w))},"findCommonEdges"),D=p((e,t,n)=>{const o=t.children(e);if(i.trace("Searching children of id ",e,o),o.length<1)return e;let c;for(const a of o){const r=D(a,t,n),u=ie(t,n,r);if(r)if(u.length>0)c=r;else return r}return 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lightrag/api/webui/assets/graph-gg_UPtwE.js rename to lightrag/api/webui/assets/graph-BLnbmvfZ.js index 43f325ff..c1f9f3d5 100644 --- a/lightrag/api/webui/assets/graph-gg_UPtwE.js +++ b/lightrag/api/webui/assets/graph-BLnbmvfZ.js @@ -1 +1 @@ -import{aq as N,ar as j,as as f,at as b,au as E}from"./mermaid-vendor-BVBgFwCv.js";import{a as v,c as P,k as _,f as g,d,i as l,v as p,r as D}from"./_baseUniq-CoKY6BVy.js";var w=N(function(o){return v(P(o,1,j,!0))}),F="\0",a="\0",O="";class L{constructor(e={}){this._isDirected=Object.prototype.hasOwnProperty.call(e,"directed")?e.directed:!0,this._isMultigraph=Object.prototype.hasOwnProperty.call(e,"multigraph")?e.multigraph:!1,this._isCompound=Object.prototype.hasOwnProperty.call(e,"compound")?e.compound:!1,this._label=void 0,this._defaultNodeLabelFn=f(void 0),this._defaultEdgeLabelFn=f(void 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Object.prototype.hasOwnProperty.call(this._nodes,e)?(arguments.length>1&&(this._nodes[e]=t),this):(this._nodes[e]=arguments.length>1?t:this._defaultNodeLabelFn(e),this._isCompound&&(this._parent[e]=a,this._children[e]={},this._children[a][e]=!0),this._in[e]={},this._preds[e]={},this._out[e]={},this._sucs[e]={},++this._nodeCount,this)}node(e){return this._nodes[e]}hasNode(e){return Object.prototype.hasOwnProperty.call(this._nodes,e)}removeNode(e){if(Object.prototype.hasOwnProperty.call(this._nodes,e)){var t=s=>this.removeEdge(this._edgeObjs[s]);delete this._nodes[e],this._isCompound&&(this._removeFromParentsChildList(e),delete this._parent[e],d(this.children(e),s=>{this.setParent(s)}),delete this._children[e]),d(_(this._in[e]),t),delete this._in[e],delete this._preds[e],d(_(this._out[e]),t),delete this._out[e],delete this._sucs[e],--this._nodeCount}return this}setParent(e,t){if(!this._isCompound)throw new Error("Cannot set parent in a non-compound graph");if(l(t))t=a;else{t+="";for(var 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h=c(this._isDirected,e,t,s);if(Object.prototype.hasOwnProperty.call(this._edgeLabels,h))return r&&(this._edgeLabels[h]=i),this;if(!l(s)&&!this._isMultigraph)throw new Error("Cannot set a named edge when isMultigraph = false");this.setNode(e),this.setNode(t),this._edgeLabels[h]=r?i:this._defaultEdgeLabelFn(e,t,s);var u=M(this._isDirected,e,t,s);return e=u.v,t=u.w,Object.freeze(u),this._edgeObjs[h]=u,y(this._preds[t],e),y(this._sucs[e],t),this._in[t][h]=u,this._out[e][h]=u,this._edgeCount++,this}edge(e,t,s){var i=arguments.length===1?m(this._isDirected,arguments[0]):c(this._isDirected,e,t,s);return this._edgeLabels[i]}hasEdge(e,t,s){var i=arguments.length===1?m(this._isDirected,arguments[0]):c(this._isDirected,e,t,s);return Object.prototype.hasOwnProperty.call(this._edgeLabels,i)}removeEdge(e,t,s){var i=arguments.length===1?m(this._isDirected,arguments[0]):c(this._isDirected,e,t,s),r=this._edgeObjs[i];return r&&(e=r.v,t=r.w,delete this._edgeLabels[i],delete 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lightrag/api/webui/assets/index-TxZuijtM.js index 9ebb2e9c..f3ca7d16 100644 --- a/lightrag/api/webui/assets/index-CZQXgxUO.js +++ b/lightrag/api/webui/assets/index-TxZuijtM.js @@ -1,4 +1,4 @@ -import{j as o,Y as td,O as fg,k as dg,u as ad,Z as mg,c as hg,l as gg,g as pg,S as yg,T as vg,n as bg,m as nd,o as Sg,p as Tg,$ as ud,a0 as id,a1 as cd,a2 as xg}from"./ui-vendor-CeCm8EER.js";import{d as Ag,h as Dg,r as E,u as sd,H as Ng,i as Eg,j as kf}from"./react-vendor-DEwriMA6.js";import{z as we,c as Ve,a8 as od,u as Bl,y as Gt,a9 as rd,aa as fd,I as us,B as Cn,D as Mg,i as zg,j as Cg,k as Og,l as jg,ab as Rg,ac as Ug,ad as _g,ae as Hg,af as Ll,ag as dd,ah as ss,ai as is,W as Lg,Y as Bg,Z as qg,_ as Gg,aj as Yg,ak as Xg,al as md,am as wg,an as Vg,ao as hd,ap as Qg,aq as gd,C as Zg,J as Kg,K as kg,d as En,ar as Jg,as as Fg,at as $g}from"./feature-graph-D-mwOi0p.js";import{S as Jf,a as Ff,b as $f,c as Wf,d as ot,R as Wg}from"./feature-retrieval-BhEQ7fz5.js";import{D as 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dg,u as ad,Z as mg,c as hg,l as gg,g as pg,S as yg,T as vg,n as bg,m as nd,o as Sg,p as Tg,$ as ud,a0 as id,a1 as cd,a2 as xg}from"./ui-vendor-CeCm8EER.js";import{d as Ag,h as Dg,r as E,u as sd,H as Ng,i as Eg,j as kf}from"./react-vendor-DEwriMA6.js";import{z as we,c as Ve,a8 as od,u as Bl,y as Gt,a9 as rd,aa as fd,I as us,B as Cn,D as Mg,i as zg,j as Cg,k as Og,l as jg,ab as Rg,ac as _g,ad as Ug,ae as Hg,af as Ll,ag as dd,ah as ss,ai as is,W as Lg,Y as Bg,Z as qg,_ as Gg,aj as Yg,ak as Xg,al as md,am as wg,an as Vg,ao as hd,ap as Qg,aq as gd,C as Zg,J as Kg,K as kg,d as En,ar as Jg,as as Fg,at as Pg}from"./feature-graph-NODQb6qW.js";import{S as Jf,a as Ff,b as Pf,c as $f,d as ot,R as $g}from"./feature-retrieval-DWXwsuMo.js";import{D as Wg}from"./feature-documents-oks3sUnM.js";import{i as cs}from"./utils-vendor-BysuhMZA.js";import"./graph-vendor-B-X5JegA.js";import"./mermaid-vendor-D0f_SE0h.js";import"./markdown-vendor-DmIvJdn7.js";(function(){const 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gd();if((C.core_version||C.api_version)&&sessionStorage.setItem("VERSION_CHECKED_FROM_LOGIN","true"),!C.auth_configured&&C.access_token){y(C.access_token,!0,C.core_version,C.api_version,C.webui_title||null,C.webui_description||null),C.message&&En.info(C.message),h("/");return}ge(!1)}catch(C){console.error("Failed to check auth configuration:",C),ge(!1)}}})(),()=>{}),[x,y,h]),he)return null;const pe=async le=>{if(le.preventDefault(),!H||!Y){En.error(d("login.errorEmptyFields"));return}try{j(!0);const C=await Jg(H,Y);localStorage.getItem("LIGHTRAG-PREVIOUS-USER")===H?console.log("Same user logging in, preserving chat history"):(console.log("Different user logging in, clearing chat history"),we.getState().setRetrievalHistory([])),localStorage.setItem("LIGHTRAG-PREVIOUS-USER",H);const je=C.auth_mode==="disabled";y(C.access_token,je,C.core_version,C.api_version,C.webui_title||null,C.webui_description||null),(C.core_version||C.api_version)&&sessionStorage.setItem("VERSION_CHECKED_FROM_LOGIN","true"),je?En.info(C.message||d("login.authDisabled","Authentication is disabled. 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Using login free mode.",guestMode:"Login Free"},Bp={cancel:"Cancel",save:"Save",saving:"Saving...",saveFailed:"Save failed"},qp={clearDocuments:{button:"Clear",tooltip:"Clear documents",title:"Clear Documents",description:"This will remove all documents from the system",warning:"WARNING: This action will permanently delete all documents and cannot be undone!",confirm:"Do you really want to clear all documents?",confirmPrompt:"Type 'yes' to confirm this action",confirmPlaceholder:"Type yes to confirm",clearCache:"Clear LLM cache",confirmButton:"YES",success:"Documents cleared successfully",cacheCleared:"Cache cleared successfully",cacheClearFailed:`Failed to clear cache: {{error}}`,failed:`Clear Documents Failed: {{message}}`,error:`Clear Documents Failed: {{error}}`},deleteDocuments:{button:"Delete",tooltip:"Delete selected documents",title:"Delete Documents",description:"This will permanently delete the selected documents from the system",warning:"WARNING: This action will permanently delete the selected documents and cannot be undone!",confirm:"Do you really want to delete {{count}} selected document(s)?",confirmPrompt:"Type 'yes' to confirm this action",confirmPlaceholder:"Type yes to confirm",confirmButton:"YES",deleteFileOption:"Also delete uploaded files",deleteFileTooltip:"Check this option to also delete the corresponding uploaded files on the server",success:"Document deletion pipeline started successfully",failed:`Delete Documents Failed: @@ -43,7 +43,7 @@ For more information, see https://radix-ui.com/primitives/docs/components/alert- {{error}}`,scanFailed:`Failed to scan documents {{error}}`,scanProgressFailed:`Failed to get scan progress {{error}}`},fileNameLabel:"File Name",showButton:"Show",hideButton:"Hide",showFileNameTooltip:"Show file name",hideFileNameTooltip:"Hide file name"},pipelineStatus:{title:"Pipeline Status",busy:"Pipeline Busy",requestPending:"Request Pending",jobName:"Job Name",startTime:"Start 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Layout Iterations",resetToDefault:"Reset to default",edgeSizeRange:"Edge Size Range",depth:"D",max:"Max",degree:"Degree",apiKey:"API Key",enterYourAPIkey:"Enter your API key",save:"Save",refreshLayout:"Refresh Layout"},zoomControl:{zoomIn:"Zoom In",zoomOut:"Zoom Out",resetZoom:"Reset Zoom",rotateCamera:"Clockwise Rotate",rotateCameraCounterClockwise:"Counter-Clockwise Rotate"},layoutsControl:{startAnimation:"Continue layout animation",stopAnimation:"Stop layout animation",layoutGraph:"Layout Graph",layouts:{Circular:"Circular",Circlepack:"Circlepack",Random:"Random",Noverlaps:"Noverlaps","Force Directed":"Force Directed","Force Atlas":"Force Atlas"}},fullScreenControl:{fullScreen:"Full Screen",windowed:"Windowed"},legendControl:{toggleLegend:"Toggle Legend"}},statusIndicator:{connected:"Connected",disconnected:"Disconnected"},statusCard:{unavailable:"Status information unavailable",storageInfo:"Storage Info",workingDirectory:"Working Directory",inputDirectory:"Input 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subgraph)",expandNode:"Expand Node",pruneNode:"Prune Node",deleteAllNodesError:"Refuse to delete all nodes in the graph",nodesRemoved:"{{count}} nodes removed, including orphan nodes",noNewNodes:"No expandable nodes found",propertyNames:{description:"Description",entity_id:"Name",entity_type:"Type",source_id:"SrcID",Neighbour:"Neigh",file_path:"Source",keywords:"Keys",weight:"Weight"}},edge:{title:"Relationship",id:"ID",type:"Type",source:"Source",target:"Target",properties:"Properties"}},search:{placeholder:"Search nodes...",message:"And {count} others"},graphLabels:{selectTooltip:"Select query label",noLabels:"No labels found",label:"Label",placeholder:"Search labels...",andOthers:"And {count} others",refreshTooltip:"Reload data(After file added)"},emptyGraph:"Empty(Try Reload Again)"},Yp={chatMessage:{copyTooltip:"Copy to clipboard",copyError:"Failed to copy text to clipboard"},retrieval:{startPrompt:"Start a retrieval by typing your query below",clear:"Clear",send:"Send",placeholder:"Enter your query (Support prefix: /)",error:"Error: Failed to get response",queryModeError:"Only supports the following query modes: {{modes}}",queryModePrefixInvalid:"Invalid query mode prefix. Use: / [space] your query"},querySettings:{parametersTitle:"Parameters",parametersDescription:"Configure your query parameters",queryMode:"Query Mode",queryModeTooltip:`Select the retrieval strategy: +{{error}}`}}},Gp={dataIsTruncated:"Graph data is truncated to Max Nodes",statusDialog:{title:"LightRAG Server Settings",description:"View current system status and connection information"},legend:"Legend",nodeTypes:{person:"Person",category:"Category",geo:"Geographic",location:"Location",organization:"Organization",event:"Event",equipment:"Equipment",weapon:"Weapon",animal:"Animal",unknown:"Unknown",object:"Object",group:"Group",technology:"Technology"},sideBar:{settings:{settings:"Settings",healthCheck:"Health Check",showPropertyPanel:"Show Property Panel",showSearchBar:"Show Search Bar",showNodeLabel:"Show Node Label",nodeDraggable:"Node Draggable",showEdgeLabel:"Show Edge Label",hideUnselectedEdges:"Hide Unselected Edges",edgeEvents:"Edge Events",maxQueryDepth:"Max Query Depth",maxNodes:"Max Nodes",maxLayoutIterations:"Max Layout Iterations",resetToDefault:"Reset to default",edgeSizeRange:"Edge Size Range",depth:"D",max:"Max",degree:"Degree",apiKey:"API Key",enterYourAPIkey:"Enter your API key",save:"Save",refreshLayout:"Refresh Layout"},zoomControl:{zoomIn:"Zoom In",zoomOut:"Zoom Out",resetZoom:"Reset Zoom",rotateCamera:"Clockwise Rotate",rotateCameraCounterClockwise:"Counter-Clockwise Rotate"},layoutsControl:{startAnimation:"Continue layout animation",stopAnimation:"Stop layout animation",layoutGraph:"Layout Graph",layouts:{Circular:"Circular",Circlepack:"Circlepack",Random:"Random",Noverlaps:"Noverlaps","Force Directed":"Force Directed","Force Atlas":"Force Atlas"}},fullScreenControl:{fullScreen:"Full Screen",windowed:"Windowed"},legendControl:{toggleLegend:"Toggle Legend"}},statusIndicator:{connected:"Connected",disconnected:"Disconnected"},statusCard:{unavailable:"Status information unavailable",storageInfo:"Storage Info",workingDirectory:"Working Directory",inputDirectory:"Input Directory",llmConfig:"LLM Configuration",llmBinding:"LLM Binding",llmBindingHost:"LLM Endpoint",llmModel:"LLM Model",maxTokens:"Max Tokens",embeddingConfig:"Embedding Configuration",embeddingBinding:"Embedding Binding",embeddingBindingHost:"Embedding Endpoint",embeddingModel:"Embedding Model",storageConfig:"Storage Configuration",kvStorage:"KV Storage",docStatusStorage:"Doc Status Storage",graphStorage:"Graph Storage",vectorStorage:"Vector Storage",workspace:"Workspace",maxGraphNodes:"Max Graph Nodes",rerankerConfig:"Reranker Configuration",rerankerBindingHost:"Reranker Endpoint",rerankerModel:"Reranker Model",lockStatus:"Lock Status"},propertiesView:{editProperty:"Edit {{property}}",editPropertyDescription:"Edit the property value in the text area below.",errors:{duplicateName:"Node name already exists",updateFailed:"Failed to update node",tryAgainLater:"Please try again later"},success:{entityUpdated:"Node updated successfully",relationUpdated:"Relation updated successfully"},node:{title:"Node",id:"ID",labels:"Labels",degree:"Degree",properties:"Properties",relationships:"Relations(within subgraph)",expandNode:"Expand Node",pruneNode:"Prune Node",deleteAllNodesError:"Refuse to delete all nodes in the graph",nodesRemoved:"{{count}} nodes removed, including orphan nodes",noNewNodes:"No expandable nodes found",propertyNames:{description:"Description",entity_id:"Name",entity_type:"Type",source_id:"SrcID",Neighbour:"Neigh",file_path:"Source",keywords:"Keys",weight:"Weight"}},edge:{title:"Relationship",id:"ID",type:"Type",source:"Source",target:"Target",properties:"Properties"}},search:{placeholder:"Search nodes...",message:"And {count} others"},graphLabels:{selectTooltip:"Select query label",noLabels:"No labels found",label:"Label",placeholder:"Search labels...",andOthers:"And {count} others",refreshTooltip:"Reload data(After file added)"},emptyGraph:"Empty(Try Reload Again)"},Yp={chatMessage:{copyTooltip:"Copy to clipboard",copyError:"Failed to copy text to clipboard"},retrieval:{startPrompt:"Start a retrieval by typing your query below",clear:"Clear",send:"Send",placeholder:"Enter your query (Support prefix: /)",error:"Error: Failed to get response",queryModeError:"Only supports the following query modes: {{modes}}",queryModePrefixInvalid:"Invalid query mode prefix. Use: / [space] your query"},querySettings:{parametersTitle:"Parameters",parametersDescription:"Configure your query parameters",queryMode:"Query Mode",queryModeTooltip:`Select the retrieval strategy: • Naive: Basic search without advanced techniques • Local: Context-dependent information retrieval • Global: Utilizes global knowledge base @@ -52,7 +52,7 @@ For more information, see https://radix-ui.com/primitives/docs/components/alert- • Bypass: Passes query directly to LLM without retrieval`,queryModeOptions:{naive:"Naive",local:"Local",global:"Global",hybrid:"Hybrid",mix:"Mix",bypass:"Bypass"},responseFormat:"Response Format",responseFormatTooltip:`Defines the response format. Examples: • Multiple Paragraphs • Single Paragraph -• Bullet Points`,responseFormatOptions:{multipleParagraphs:"Multiple Paragraphs",singleParagraph:"Single Paragraph",bulletPoints:"Bullet Points"},topK:"Top K Results",topKTooltip:"Number of top items to retrieve. Represents entities in 'local' mode and relationships in 'global' mode",topKPlaceholder:"Number of results",maxTokensTextUnit:"Max Tokens for Text Unit",maxTokensTextUnitTooltip:"Maximum number of tokens allowed for each retrieved text chunk",maxTokensGlobalContext:"Max Tokens for Global Context",maxTokensGlobalContextTooltip:"Maximum number of tokens allocated for relationship descriptions in global retrieval",maxTokensLocalContext:"Max Tokens for Local Context",maxTokensLocalContextTooltip:"Maximum number of tokens allocated for entity descriptions in local retrieval",historyTurns:"History Turns",historyTurnsTooltip:"Number of complete conversation turns (user-assistant pairs) to consider in the response context",historyTurnsPlaceholder:"Number of history turns",onlyNeedContext:"Only Need Context",onlyNeedContextTooltip:"If True, only returns the retrieved context without generating a response",onlyNeedPrompt:"Only Need Prompt",onlyNeedPromptTooltip:"If True, only returns the generated prompt without producing a response",streamResponse:"Stream Response",streamResponseTooltip:"If True, enables streaming output for real-time responses",userPrompt:"User Prompt",userPromptTooltip:"Provide additional response requirements to the LLM (unrelated to query content, only for output processing).",userPromptPlaceholder:"Enter custom prompt (optional)"}},Xp={loading:"Loading API Documentation..."},wp={title:"API Key is required",description:"Please enter your API key to access the service",placeholder:"Enter your API key",save:"Save"},Vp={settings:_p,header:Hp,login:Lp,common:Bp,documentPanel:qp,graphPanel:Gp,retrievePanel:Yp,apiSite:Xp,apiKeyAlert:wp},Qp={language:"语言",theme:"主题",light:"浅色",dark:"深色",system:"系统"},Zp={documents:"文档",knowledgeGraph:"知识图谱",retrieval:"检索",api:"API",projectRepository:"项目仓库",logout:"退出登录",themeToggle:{switchToLight:"切换到浅色主题",switchToDark:"切换到深色主题"}},Kp={description:"请输入您的账号和密码登录系统",username:"用户名",usernamePlaceholder:"请输入用户名",password:"密码",passwordPlaceholder:"请输入密码",loginButton:"登录",loggingIn:"登录中...",successMessage:"登录成功",errorEmptyFields:"请输入您的用户名和密码",errorInvalidCredentials:"登录失败，请检查用户名和密码",authDisabled:"认证已禁用，使用无需登陆模式。",guestMode:"无需登陆"},kp={cancel:"取消",save:"保存",saving:"保存中...",saveFailed:"保存失败"},Jp={clearDocuments:{button:"清空",tooltip:"清空文档",title:"清空文档",description:"此操作将从系统中移除所有文档",warning:"警告：此操作将永久删除所有文档，无法恢复！",confirm:"确定要清空所有文档吗？",confirmPrompt:"请输入 yes 确认操作",confirmPlaceholder:"输入 yes 确认",clearCache:"清空LLM缓存",confirmButton:"确定",success:"文档清空成功",cacheCleared:"缓存清空成功",cacheClearFailed:`清空缓存失败： +• Bullet Points`,responseFormatOptions:{multipleParagraphs:"Multiple Paragraphs",singleParagraph:"Single Paragraph",bulletPoints:"Bullet Points"},topK:"Top K Results",topKTooltip:"Number of top items to retrieve. Represents entities in 'local' mode and relationships in 'global' mode",topKPlaceholder:"Number of results",maxTokensTextUnit:"Max Tokens for Text Unit",maxTokensTextUnitTooltip:"Maximum number of tokens allowed for each retrieved text chunk",maxTokensGlobalContext:"Max Tokens for Global Context",maxTokensGlobalContextTooltip:"Maximum number of tokens allocated for relationship descriptions in global retrieval",maxTokensLocalContext:"Max Tokens for Local Context",maxTokensLocalContextTooltip:"Maximum number of tokens allocated for entity descriptions in local retrieval",historyTurns:"History Turns",historyTurnsTooltip:"Number of complete conversation turns (user-assistant pairs) to consider in the response context",historyTurnsPlaceholder:"Number of history turns",onlyNeedContext:"Only Need Context",onlyNeedContextTooltip:"If True, only returns the retrieved context without generating a response",onlyNeedPrompt:"Only Need Prompt",onlyNeedPromptTooltip:"If True, only returns the generated prompt without producing a response",streamResponse:"Stream Response",streamResponseTooltip:"If True, enables streaming output for real-time responses",userPrompt:"User Prompt",userPromptTooltip:"Provide additional response requirements to the LLM (unrelated to query content, only for output processing).",userPromptPlaceholder:"Enter custom prompt (optional)"}},Xp={loading:"Loading API Documentation..."},wp={title:"API Key is required",description:"Please enter your API key to access the service",placeholder:"Enter your API key",save:"Save"},Vp={settings:Up,header:Hp,login:Lp,common:Bp,documentPanel:qp,graphPanel:Gp,retrievePanel:Yp,apiSite:Xp,apiKeyAlert:wp},Qp={language:"语言",theme:"主题",light:"浅色",dark:"深色",system:"系统"},Zp={documents:"文档",knowledgeGraph:"知识图谱",retrieval:"检索",api:"API",projectRepository:"项目仓库",logout:"退出登录",themeToggle:{switchToLight:"切换到浅色主题",switchToDark:"切换到深色主题"}},Kp={description:"请输入您的账号和密码登录系统",username:"用户名",usernamePlaceholder:"请输入用户名",password:"密码",passwordPlaceholder:"请输入密码",loginButton:"登录",loggingIn:"登录中...",successMessage:"登录成功",errorEmptyFields:"请输入您的用户名和密码",errorInvalidCredentials:"登录失败，请检查用户名和密码",authDisabled:"认证已禁用，使用无需登陆模式。",guestMode:"无需登陆"},kp={cancel:"取消",save:"保存",saving:"保存中...",saveFailed:"保存失败"},Jp={clearDocuments:{button:"清空",tooltip:"清空文档",title:"清空文档",description:"此操作将从系统中移除所有文档",warning:"警告：此操作将永久删除所有文档，无法恢复！",confirm:"确定要清空所有文档吗？",confirmPrompt:"请输入 yes 确认操作",confirmPlaceholder:"输入 yes 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伺服器設定",description:"查看目前系統狀態和連線資訊"},legend:"圖例",nodeTypes:{person:"人物角色",category:"分類",geo:"地理名稱",location:"位置",organization:"組織機構",event:"事件",equipment:"設備",weapon:"武器",animal:"動物",unknown:"未知",object:"物品",group:"群組",technology:"技術"},sideBar:{settings:{settings:"設定",healthCheck:"健康檢查",showPropertyPanel:"顯示屬性面板",showSearchBar:"顯示搜尋列",showNodeLabel:"顯示節點標籤",nodeDraggable:"節點可拖曳",showEdgeLabel:"顯示 Edge 標籤",hideUnselectedEdges:"隱藏未選取的 Edge",edgeEvents:"Edge 事件",maxQueryDepth:"最大查詢深度",maxNodes:"最大回傳節點數",maxLayoutIterations:"最大版面配置迭代次數",resetToDefault:"重設為預設值",edgeSizeRange:"Edge 粗細範圍",depth:"深度",max:"最大值",degree:"鄰邊",apiKey:"API key",enterYourAPIkey:"輸入您的 API key",save:"儲存",refreshLayout:"重新整理版面配置"},zoomControl:{zoomIn:"放大",zoomOut:"縮小",resetZoom:"重設縮放",rotateCamera:"順時針旋轉圖形",rotateCameraCounterClockwise:"逆時針旋轉圖形"},layoutsControl:{startAnimation:"繼續版面配置動畫",stopAnimation:"停止版面配置動畫",layoutGraph:"圖形版面配置",layouts:{Circular:"環形",Circlepack:"圓形打包",Random:"隨機",Noverlaps:"無重疊","Force Directed":"力導向","Force Atlas":"力圖"}},fullScreenControl:{fullScreen:"全螢幕",windowed:"視窗"},legendControl:{toggleLegend:"切換圖例顯示"}},statusIndicator:{connected:"已連線",disconnected:"未連線"},statusCard:{unavailable:"狀態資訊不可用",storageInfo:"儲存資訊",workingDirectory:"工作目錄",inputDirectory:"輸入目錄",llmConfig:"LLM 設定",llmBinding:"LLM 綁定",llmBindingHost:"LLM 端點",llmModel:"LLM 模型",maxTokens:"最大權杖數",embeddingConfig:"嵌入設定",embeddingBinding:"嵌入綁定",embeddingBindingHost:"嵌入端點",embeddingModel:"嵌入模型",storageConfig:"儲存設定",kvStorage:"KV 儲存",docStatusStorage:"文件狀態儲存",graphStorage:"圖形儲存",vectorStorage:"向量儲存",workspace:"工作空間",maxGraphNodes:"最大圖形節點數",rerankerConfig:"重排序設定",rerankerBindingHost:"重排序端點",rerankerModel:"重排序模型",lockStatus:"鎖定狀態"},propertiesView:{editProperty:"編輯{{property}}",editPropertyDescription:"在下方文字區域編輯屬性值。",errors:{duplicateName:"節點名稱已存在",updateFailed:"更新節點失敗",tryAgainLater:"請稍後重試"},success:{entityUpdated:"節點更新成功",relationUpdated:"關係更新成功"},node:{title:"節點",id:"ID",labels:"標籤",degree:"度數",properties:"屬性",relationships:"關係(子圖內)",expandNode:"展開節點",pruneNode:"修剪節點",deleteAllNodesError:"拒絕刪除圖中的所有節點",nodesRemoved:"已刪除 {{count}} 個節點，包括孤立節點",noNewNodes:"沒有發現可以展開的節點",propertyNames:{description:"描述",entity_id:"名稱",entity_type:"類型",source_id:"來源ID",Neighbour:"鄰接",file_path:"來源",keywords:"Keys",weight:"權重"}},edge:{title:"關係",id:"ID",type:"類型",source:"來源節點",target:"目標節點",properties:"屬性"}},search:{placeholder:"搜尋節點...",message:"還有 {count} 個"},graphLabels:{selectTooltip:"選擇查詢標籤",noLabels:"未找到標籤",label:"標籤",placeholder:"搜尋標籤...",andOthers:"還有 {count} 個",refreshTooltip:"重載圖形數據(新增檔案後需重載)"},emptyGraph:"無數據(請重載圖形數據)"},Ey={chatMessage:{copyTooltip:"複製到剪貼簿",copyError:"複製文字到剪貼簿失敗"},retrieval:{startPrompt:"輸入查詢開始檢索",clear:"清空",send:"送出",placeholder:"輸入查詢內容 (支援模式前綴：/)",error:"錯誤：取得回應失敗",queryModeError:"僅支援以下查詢模式：{{modes}}",queryModePrefixInvalid:"無效的查詢模式前綴。請使用：/<模式> [空格] 查詢內容"},querySettings:{parametersTitle:"參數",parametersDescription:"設定查詢參數",queryMode:"查詢模式",queryModeTooltip:`選擇檢索策略： • Naive：基礎搜尋，無進階技術 • Local：上下文相關資訊檢索 • Global：利用全域知識庫 @@ -148,4 +148,4 @@ For more information, see https://radix-ui.com/primitives/docs/components/alert- • Bypass：直接傳遞查詢到LLM，不進行檢索`,queryModeOptions:{naive:"Naive",local:"Local",global:"Global",hybrid:"Hybrid",mix:"Mix",bypass:"Bypass"},responseFormat:"回應格式",responseFormatTooltip:`定義回應格式。例如： • 多段落 • 單段落 -• 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K結果",topKTooltip:"檢索的前幾項結果數。在'local'模式下表示實體，在'global'模式下表示關係",topKPlaceholder:"結果數量",maxTokensTextUnit:"文字單元最大權杖數",maxTokensTextUnitTooltip:"每個檢索文字區塊允許的最大權杖數",maxTokensGlobalContext:"全域上下文最大權杖數",maxTokensGlobalContextTooltip:"全域檢索中關係描述的最大權杖數",maxTokensLocalContext:"本地上下文最大權杖數",maxTokensLocalContextTooltip:"本地檢索中實體描述的最大權杖數",historyTurns:"歷史輪次",historyTurnsTooltip:"回應上下文中考慮的完整對話輪次（使用者-助手對）數量",historyTurnsPlaceholder:"歷史輪次數",onlyNeedContext:"僅需上下文",onlyNeedContextTooltip:"如果為True，僅回傳檢索到的上下文而不產生回應",onlyNeedPrompt:"僅需提示",onlyNeedPromptTooltip:"如果為True，僅回傳產生的提示而不產生回應",streamResponse:"串流回應",streamResponseTooltip:"如果為True，啟用即時串流輸出回應",userPrompt:"用戶提示詞",userPromptTooltip:"向LLM提供額外的響應要求（與查詢內容無關，僅用於處理輸出）。",userPromptPlaceholder:"輸入自定義提示詞（可選）"}},My={loading:"正在載入 API 文件..."},zy={title:"需要 API key",description:"請輸入您的 API key 以存取服務",placeholder:"請輸入 API key",save:"儲存"},Cy={settings:Sy,header:Ty,login:xy,common:Ay,documentPanel:Dy,graphPanel:Ny,retrievePanel:Ey,apiSite:My,apiKeyAlert:zy},Oy=()=>{var h;try{const y=localStorage.getItem("settings-storage");if(y)return((h=JSON.parse(y).state)==null?void 0:h.language)||"en"}catch(y){console.error("Failed to get stored language:",y)}return"en"};cs.use(Pg).init({resources:{en:{translation:Vp},zh:{translation:Ip},fr:{translation:oy},ar:{translation:by},zh_TW:{translation:Cy}},lng:Oy(),fallbackLng:"en",interpolation:{escapeValue:!1},returnEmptyString:!1,returnNull:!1});we.subscribe(h=>{const y=h.language;cs.language!==y&&cs.changeLanguage(y)});ap.createRoot(document.getElementById("root")).render(o.jsx(E.StrictMode,{children:o.jsx(_p,{})})); diff --git a/lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DKUJQA1J.js b/lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DAtlRRqj.js similarity index 61% rename from lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DKUJQA1J.js rename to lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DAtlRRqj.js index 1c1c8eab..04c4a462 100644 --- a/lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DKUJQA1J.js +++ b/lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DAtlRRqj.js @@ -1,2 +1,2 @@ -import{_ as e,l as o,K as i,e as n,L as p}from"./mermaid-vendor-BVBgFwCv.js";import{p as m}from"./radar-MK3ICKWK-B0N6XiM2.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CoKY6BVy.js";import"./_basePickBy-BVZSZRdU.js";import"./clone-UTZGcTvC.js";var g={parse:e(async r=>{const a=await m("info",r);o.debug(a)},"parse")},v={version:p.version},d=e(()=>v.version,"getVersion"),c={getVersion:d},l=e((r,a,s)=>{o.debug(`rendering info diagram +import{_ as e,l as o,K as i,e as n,L as p}from"./mermaid-vendor-D0f_SE0h.js";import{p as m}from"./radar-MK3ICKWK-DOAXm8cx.js";import"./feature-graph-NODQb6qW.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CtAZZJ8e.js";import"./_basePickBy-D3PHsJjq.js";import"./clone-Dm5jEAXQ.js";var g={parse:e(async r=>{const a=await m("info",r);o.debug(a)},"parse")},v={version:p.version},d=e(()=>v.version,"getVersion"),c={getVersion:d},l=e((r,a,s)=>{o.debug(`rendering info diagram `+r);const t=i(a);n(t,100,400,!0),t.append("g").append("text").attr("x",100).attr("y",40).attr("class","version").attr("font-size",32).style("text-anchor","middle").text(`v${s}`)},"draw"),f={draw:l},L={parser:g,db:c,renderer:f};export{L as diagram}; diff --git a/lightrag/api/webui/assets/journeyDiagram-U35MCT3I-C9ZzbUpH.js b/lightrag/api/webui/assets/journeyDiagram-U35MCT3I-BscxFTBa.js similarity index 99% rename from lightrag/api/webui/assets/journeyDiagram-U35MCT3I-C9ZzbUpH.js rename to 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sans-serif',this.fontSize="16px",this.labelBackground="#181818",this.textColor="#ccc",this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="#F9FFFE",this.edgeLabelBackground="calculated",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="calculated",this.actorLineColor="calculated",this.signalColor="calculated",this.signalTextColor="calculated",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="calculated",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="#fff5ad",this.noteTextColor="calculated",this.activationBorderColor="calculated",this.activationBkgColor="calculated",this.sequenceNumberColor="black",this.sectionBkgColor=at("#EAE8D9",30),this.altSectionBkgColor="calculated",this.sectionBkgColor2="#EAE8D9",this.excludeBkgColor=at(this.sectionBkgColor,10),this.taskBorderColor=ln(255,255,255,70),this.taskBkgColor="calculated",this.taskTextColor="calculated",this.taskTextLightColor="calculated",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor=ln(255,255,255,50),this.activeTaskBkgColor="#81B1DB",this.gridColor="calculated",this.doneTaskBkgColor="calculated",this.doneTaskBorderColor="grey",this.critBorderColor="#E83737",this.critBkgColor="#E83737",this.taskTextDarkColor="calculated",this.todayLineColor="#DB5757",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.archEdgeColor="calculated",this.archEdgeArrowColor="calculated",this.archEdgeWidth="3",this.archGroupBorderColor=this.primaryBorderColor,this.archGroupBorderWidth="2px",this.rowOdd=this.rowOdd||Y(this.mainBkg,5)||"#ffffff",this.rowEven=this.rowEven||at(this.mainBkg,10),this.labelColor="calculated",this.errorBkgColor="#a44141",this.errorTextColor="#ddd"}updateColors(){var t,r,i,n,a,o,s,c,l,h,u,f,d,p,m,y,x,b,C,v,k;this.secondBkg=Y(this.mainBkg,16),this.lineColor=this.mainContrastColor,this.arrowheadColor=this.mainContrastColor,this.nodeBkg=this.mainBkg,this.nodeBorder=this.border1,this.clusterBkg=this.secondBkg,this.clusterBorder=this.border2,this.defaultLinkColor=this.lineColor,this.edgeLabelBackground=Y(this.labelBackground,25),this.actorBorder=this.border1,this.actorBkg=this.mainBkg,this.actorTextColor=this.mainContrastColor,this.actorLineColor=this.actorBorder,this.signalColor=this.mainContrastColor,this.signalTextColor=this.mainContrastColor,this.labelBoxBkgColor=this.actorBkg,this.labelBoxBorderColor=this.actorBorder,this.labelTextColor=this.mainContrastColor,this.loopTextColor=this.mainContrastColor,this.noteBorderColor=this.secondaryBorderColor,this.noteBkgColor=this.secondBkg,this.noteTextColor=this.secondaryTextColor,this.activationBorderColor=this.border1,this.activationBkgColor=this.secondBkg,this.altSectionBkgColor=this.background,this.taskBkgColor=Y(this.mainBkg,23),this.taskTextColor=this.darkTextColor,this.taskTextLightColor=this.mainContrastColor,this.taskTextOutsideColor=this.taskTextLightColor,this.gridColor=this.mainContrastColor,this.doneTaskBkgColor=this.mainContrastColor,this.taskTextDarkColor=this.darkTextColor,this.archEdgeColor=this.lineColor,this.archEdgeArrowColor=this.lineColor,this.transitionColor=this.transitionColor||this.lineColor,this.transitionLabelColor=this.transitionLabelColor||this.textColor,this.stateLabelColor=this.stateLabelColor||this.stateBkg||this.primaryTextColor,this.stateBkg=this.stateBkg||this.mainBkg,this.labelBackgroundColor=this.labelBackgroundColor||this.stateBkg,this.compositeBackground=this.compositeBackground||this.background||this.tertiaryColor,this.altBackground=this.altBackground||"#555",this.compositeTitleBackground=this.compositeTitleBackground||this.mainBkg,this.compositeBorder=this.compositeBorder||this.nodeBorder,this.innerEndBackground=this.primaryBorderColor,this.specialStateColor="#f4f4f4",this.errorBkgColor=this.errorBkgColor||this.tertiaryColor,this.errorTextColor=this.errorTextColor||this.tertiaryTextColor,this.fillType0=this.primaryColor,this.fillType1=this.secondaryColor,this.fillType2=M(this.primaryColor,{h:64}),this.fillType3=M(this.secondaryColor,{h:64}),this.fillType4=M(this.primaryColor,{h:-64}),this.fillType5=M(this.secondaryColor,{h:-64}),this.fillType6=M(this.primaryColor,{h:128}),this.fillType7=M(this.secondaryColor,{h:128}),this.cScale1=this.cScale1||"#0b0000",this.cScale2=this.cScale2||"#4d1037",this.cScale3=this.cScale3||"#3f5258",this.cScale4=this.cScale4||"#4f2f1b",this.cScale5=this.cScale5||"#6e0a0a",this.cScale6=this.cScale6||"#3b0048",this.cScale7=this.cScale7||"#995a01",this.cScale8=this.cScale8||"#154706",this.cScale9=this.cScale9||"#161722",this.cScale10=this.cScale10||"#00296f",this.cScale11=this.cScale11||"#01629c",this.cScale12=this.cScale12||"#010029",this.cScale0=this.cScale0||this.primaryColor,this.cScale1=this.cScale1||this.secondaryColor,this.cScale2=this.cScale2||this.tertiaryColor,this.cScale3=this.cScale3||M(this.primaryColor,{h:30}),this.cScale4=this.cScale4||M(this.primaryColor,{h:60}),this.cScale5=this.cScale5||M(this.primaryColor,{h:90}),this.cScale6=this.cScale6||M(this.primaryColor,{h:120}),this.cScale7=this.cScale7||M(this.primaryColor,{h:150}),this.cScale8=this.cScale8||M(this.primaryColor,{h:210}),this.cScale9=this.cScale9||M(this.primaryColor,{h:270}),this.cScale10=this.cScale10||M(this.primaryColor,{h:300}),this.cScale11=this.cScale11||M(this.primaryColor,{h:330});for(let _=0;_{this[i]=t[i]}),this.updateColors(),r.forEach(i=>{this[i]=t[i]})}},g(li,"Theme"),li),Lx=g(e=>{const t=new Ax;return t.calculate(e),t},"getThemeVariables"),ci,Bx=(ci=class{constructor(){this.background="#f4f4f4",this.primaryColor="#ECECFF",this.secondaryColor=M(this.primaryColor,{h:120}),this.secondaryColor="#ffffde",this.tertiaryColor=M(this.primaryColor,{h:-160}),this.primaryBorderColor=Jt(this.primaryColor,this.darkMode),this.secondaryBorderColor=Jt(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=Jt(this.tertiaryColor,this.darkMode),this.primaryTextColor=H(this.primaryColor),this.secondaryTextColor=H(this.secondaryColor),this.tertiaryTextColor=H(this.tertiaryColor),this.lineColor=H(this.background),this.textColor=H(this.background),this.background="white",this.mainBkg="#ECECFF",this.secondBkg="#ffffde",this.lineColor="#333333",this.border1="#9370DB",this.border2="#aaaa33",this.arrowheadColor="#333333",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.labelBackground="rgba(232,232,232, 0.8)",this.textColor="#333",this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="calculated",this.edgeLabelBackground="calculated",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="black",this.actorLineColor="calculated",this.signalColor="calculated",this.signalTextColor="calculated",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="calculated",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="#fff5ad",this.noteTextColor="calculated",this.activationBorderColor="#666",this.activationBkgColor="#f4f4f4",this.sequenceNumberColor="white",this.sectionBkgColor="calculated",this.altSectionBkgColor="calculated",this.sectionBkgColor2="calculated",this.excludeBkgColor="#eeeeee",this.taskBorderColor="calculated",this.taskBkgColor="calculated",this.taskTextLightColor="calculated",this.taskTextColor=this.taskTextLightColor,this.taskTextDarkColor="calculated",this.taskTextOutsideColor=this.taskTextDarkColor,this.taskTextClickableColor="calculated",this.activeTaskBorderColor="calculated",this.activeTaskBkgColor="calculated",this.gridColor="calculated",this.doneTaskBkgColor="calculated",this.doneTaskBorderColor="calculated",this.critBorderColor="calculated",this.critBkgColor="calculated",this.todayLineColor="calculated",this.sectionBkgColor=ln(102,102,255,.49),this.altSectionBkgColor="white",this.sectionBkgColor2="#fff400",this.taskBorderColor="#534fbc",this.taskBkgColor="#8a90dd",this.taskTextLightColor="white",this.taskTextColor="calculated",this.taskTextDarkColor="black",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor="#534fbc",this.activeTaskBkgColor="#bfc7ff",this.gridColor="lightgrey",this.doneTaskBkgColor="lightgrey",this.doneTaskBorderColor="grey",this.critBorderColor="#ff8888",this.critBkgColor="red",this.todayLineColor="red",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.archEdgeColor="calculated",this.archEdgeArrowColor="calculated",this.archEdgeWidth="3",this.archGroupBorderColor=this.primaryBorderColor,this.archGroupBorderWidth="2px",this.rowOdd="calculated",this.rowEven="calculated",this.labelColor="black",this.errorBkgColor="#552222",this.errorTextColor="#552222",this.updateColors()}updateColors(){var t,r,i,n,a,o,s,c,l,h,u,f,d,p,m,y,x,b,C,v,k;this.cScale0=this.cScale0||this.primaryColor,this.cScale1=this.cScale1||this.secondaryColor,this.cScale2=this.cScale2||this.tertiaryColor,this.cScale3=this.cScale3||M(this.primaryColor,{h:30}),this.cScale4=this.cScale4||M(this.primaryColor,{h:60}),this.cScale5=this.cScale5||M(this.primaryColor,{h:90}),this.cScale6=this.cScale6||M(this.primaryColor,{h:120}),this.cScale7=this.cScale7||M(this.primaryColor,{h:150}),this.cScale8=this.cScale8||M(this.primaryColor,{h:210}),this.cScale9=this.cScale9||M(this.primaryColor,{h:270}),this.cScale10=this.cScale10||M(this.primaryColor,{h:300}),this.cScale11=this.cScale11||M(this.primaryColor,{h:330}),this.cScalePeer1=this.cScalePeer1||at(this.secondaryColor,45),this.cScalePeer2=this.cScalePeer2||at(this.tertiaryColor,40);for(let _=0;_{this[i]==="calculated"&&(this[i]=void 0)}),typeof t!="object"){this.updateColors();return}const r=Object.keys(t);r.forEach(i=>{this[i]=t[i]}),this.updateColors(),r.forEach(i=>{this[i]=t[i]})}},g(ci,"Theme"),ci),Ex=g(e=>{const t=new Bx;return t.calculate(e),t},"getThemeVariables"),hi,Fx=(hi=class{constructor(){this.background="#f4f4f4",this.primaryColor="#cde498",this.secondaryColor="#cdffb2",this.background="white",this.mainBkg="#cde498",this.secondBkg="#cdffb2",this.lineColor="green",this.border1="#13540c",this.border2="#6eaa49",this.arrowheadColor="green",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.tertiaryColor=Y("#cde498",10),this.primaryBorderColor=Jt(this.primaryColor,this.darkMode),this.secondaryBorderColor=Jt(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=Jt(this.tertiaryColor,this.darkMode),this.primaryTextColor=H(this.primaryColor),this.secondaryTextColor=H(this.secondaryColor),this.tertiaryTextColor=H(this.primaryColor),this.lineColor=H(this.background),this.textColor=H(this.background),this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="#333",this.edgeLabelBackground="#e8e8e8",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="black",this.actorLineColor="calculated",this.signalColor="#333",this.signalTextColor="#333",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="#326932",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="#fff5ad",this.noteTextColor="calculated",this.activationBorderColor="#666",this.activationBkgColor="#f4f4f4",this.sequenceNumberColor="white",this.sectionBkgColor="#6eaa49",this.altSectionBkgColor="white",this.sectionBkgColor2="#6eaa49",this.excludeBkgColor="#eeeeee",this.taskBorderColor="calculated",this.taskBkgColor="#487e3a",this.taskTextLightColor="white",this.taskTextColor="calculated",this.taskTextDarkColor="black",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor="calculated",this.activeTaskBkgColor="calculated",this.gridColor="lightgrey",this.doneTaskBkgColor="lightgrey",this.doneTaskBorderColor="grey",this.critBorderColor="#ff8888",this.critBkgColor="red",this.todayLineColor="red",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.archEdgeColor="calculated",this.archEdgeArrowColor="calculated",this.archEdgeWidth="3",this.archGroupBorderColor=this.primaryBorderColor,this.archGroupBorderWidth="2px",this.labelColor="black",this.errorBkgColor="#552222",this.errorTextColor="#552222"}updateColors(){var t,r,i,n,a,o,s,c,l,h,u,f,d,p,m,y,x,b,C,v,k;this.actorBorder=at(this.mainBkg,20),this.actorBkg=this.mainBkg,this.labelBoxBkgColor=this.actorBkg,this.labelTextColor=this.actorTextColor,this.loopTextColor=this.actorTextColor,this.noteBorderColor=this.border2,this.noteTextColor=this.actorTextColor,this.actorLineColor=this.actorBorder,this.cScale0=this.cScale0||this.primaryColor,this.cScale1=this.cScale1||this.secondaryColor,this.cScale2=this.cScale2||this.tertiaryColor,this.cScale3=this.cScale3||M(this.primaryColor,{h:30}),this.cScale4=this.cScale4||M(this.primaryColor,{h:60}),this.cScale5=this.cScale5||M(this.primaryColor,{h:90}),this.cScale6=this.cScale6||M(this.primaryColor,{h:120}),this.cScale7=this.cScale7||M(this.primaryColor,{h:150}),this.cScale8=this.cScale8||M(this.primaryColor,{h:210}),this.cScale9=this.cScale9||M(this.primaryColor,{h:270}),this.cScale10=this.cScale10||M(this.primaryColor,{h:300}),this.cScale11=this.cScale11||M(this.primaryColor,{h:330}),this.cScalePeer1=this.cScalePeer1||at(this.secondaryColor,45),this.cScalePeer2=this.cScalePeer2||at(this.tertiaryColor,40);for(let _=0;_{this[i]=t[i]}),this.updateColors(),r.forEach(i=>{this[i]=t[i]})}},g(hi,"Theme"),hi),$x=g(e=>{const t=new Fx;return t.calculate(e),t},"getThemeVariables"),ui,Dx=(ui=class{constructor(){this.primaryColor="#eee",this.contrast="#707070",this.secondaryColor=Y(this.contrast,55),this.background="#ffffff",this.tertiaryColor=M(this.primaryColor,{h:-160}),this.primaryBorderColor=Jt(this.primaryColor,this.darkMode),this.secondaryBorderColor=Jt(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=Jt(this.tertiaryColor,this.darkMode),this.primaryTextColor=H(this.primaryColor),this.secondaryTextColor=H(this.secondaryColor),this.tertiaryTextColor=H(this.tertiaryColor),this.lineColor=H(this.background),this.textColor=H(this.background),this.mainBkg="#eee",this.secondBkg="calculated",this.lineColor="#666",this.border1="#999",this.border2="calculated",this.note="#ffa",this.text="#333",this.critical="#d42",this.done="#bbb",this.arrowheadColor="#333333",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="calculated",this.edgeLabelBackground="white",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="calculated",this.actorLineColor=this.actorBorder,this.signalColor="calculated",this.signalTextColor="calculated",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="calculated",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="calculated",this.noteTextColor="calculated",this.activationBorderColor="#666",this.activationBkgColor="#f4f4f4",this.sequenceNumberColor="white",this.sectionBkgColor="calculated",this.altSectionBkgColor="white",this.sectionBkgColor2="calculated",this.excludeBkgColor="#eeeeee",this.taskBorderColor="calculated",this.taskBkgColor="calculated",this.taskTextLightColor="white",this.taskTextColor="calculated",this.taskTextDarkColor="calculated",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor="calculated",this.activeTaskBkgColor="calculated",this.gridColor="calculated",this.doneTaskBkgColor="calculated",this.doneTaskBorderColor="calculated",this.critBkgColor="calculated",this.critBorderColor="calculated",this.todayLineColor="calculated",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.archEdgeColor="calculated",this.archEdgeArrowColor="calculated",this.archEdgeWidth="3",this.archGroupBorderColor=this.primaryBorderColor,this.archGroupBorderWidth="2px",this.rowOdd=this.rowOdd||Y(this.mainBkg,75)||"#ffffff",this.rowEven=this.rowEven||"#f4f4f4",this.labelColor="black",this.errorBkgColor="#552222",this.errorTextColor="#552222"}updateColors(){var t,r,i,n,a,o,s,c,l,h,u,f,d,p,m,y,x,b,C,v,k;this.secondBkg=Y(this.contrast,55),this.border2=this.contrast,this.actorBorder=Y(this.border1,23),this.actorBkg=this.mainBkg,this.actorTextColor=this.text,this.actorLineColor=this.actorBorder,this.signalColor=this.text,this.signalTextColor=this.text,this.labelBoxBkgColor=this.actorBkg,this.labelBoxBorderColor=this.actorBorder,this.labelTextColor=this.text,this.loopTextColor=this.text,this.noteBorderColor="#999",this.noteBkgColor="#666",this.noteTextColor="#fff",this.cScale0=this.cScale0||"#555",this.cScale1=this.cScale1||"#F4F4F4",this.cScale2=this.cScale2||"#555",this.cScale3=this.cScale3||"#BBB",this.cScale4=this.cScale4||"#777",this.cScale5=this.cScale5||"#999",this.cScale6=this.cScale6||"#DDD",this.cScale7=this.cScale7||"#FFF",this.cScale8=this.cScale8||"#DDD",this.cScale9=this.cScale9||"#BBB",this.cScale10=this.cScale10||"#999",this.cScale11=this.cScale11||"#777";for(let _=0;_{this[i]=t[i]}),this.updateColors(),r.forEach(i=>{this[i]=t[i]})}},g(ui,"Theme"),ui),Ox=g(e=>{const t=new Dx;return t.calculate(e),t},"getThemeVariables"),Ze={base:{getThemeVariables:Mx},dark:{getThemeVariables:Lx},default:{getThemeVariables:Ex},forest:{getThemeVariables:$x},neutral:{getThemeVariables:Ox}},He={flowchart:{useMaxWidth:!0,titleTopMargin:25,subGraphTitleMargin:{top:0,bottom:0},diagramPadding:8,htmlLabels:!0,nodeSpacing:50,rankSpacing:50,curve:"basis",padding:15,defaultRenderer:"dagre-wrapper",wrappingWidth:200},sequence:{useMaxWidth:!0,hideUnusedParticipants:!1,activationWidth:10,diagramMarginX:50,diagramMarginY:10,actorMargin:50,width:150,height:65,boxMargin:10,boxTextMargin:5,noteMargin:10,messageMargin:35,messageAlign:"center",mirrorActors:!0,forceMenus:!1,bottomMarginAdj:1,rightAngles:!1,showSequenceNumbers:!1,actorFontSize:14,actorFontFamily:'"Open Sans", sans-serif',actorFontWeight:400,noteFontSize:14,noteFontFamily:'"trebuchet ms", verdana, arial, sans-serif',noteFontWeight:400,noteAlign:"center",messageFontSize:16,messageFontFamily:'"trebuchet ms", verdana, arial, sans-serif',messageFontWeight:400,wrap:!1,wrapPadding:10,labelBoxWidth:50,labelBoxHeight:20},gantt:{useMaxWidth:!0,titleTopMargin:25,barHeight:20,barGap:4,topPadding:50,rightPadding:75,leftPadding:75,gridLineStartPadding:35,fontSize:11,sectionFontSize:11,numberSectionStyles:4,axisFormat:"%Y-%m-%d",topAxis:!1,displayMode:"",weekday:"sunday"},journey:{useMaxWidth:!0,diagramMarginX:50,diagramMarginY:10,leftMargin:150,width:150,height:50,boxMargin:10,boxTextMargin:5,noteMargin:10,messageMargin:35,messageAlign:"center",bottomMarginAdj:1,rightAngles:!1,taskFontSize:14,taskFontFamily:'"Open Sans", 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this.top},c.prototype.getBottom=function(){return this.bottom},c.prototype.isConnected=function(){return this.isConnected},c.prototype.add=function(E,T,m){if(T==null&&m==null){var L=E;if(this.graphManager==null)throw"Graph has no graph mgr!";if(this.getNodes().indexOf(L)>-1)throw"Node already in graph!";return L.owner=this,this.getNodes().push(L),L}else{var O=E;if(!(this.getNodes().indexOf(T)>-1&&this.getNodes().indexOf(m)>-1))throw"Source or target not in graph!";if(!(T.owner==m.owner&&T.owner==this))throw"Both owners must be this graph!";return T.owner!=m.owner?null:(O.source=T,O.target=m,O.isInterGraph=!1,this.getEdges().push(O),T.edges.push(O),m!=T&&m.edges.push(O),O)}},c.prototype.remove=function(E){var T=E;if(E instanceof o){if(T==null)throw"Node is null!";if(!(T.owner!=null&&T.owner==this))throw"Owner graph is invalid!";if(this.graphManager==null)throw"Owner graph manager is invalid!";for(var m=T.edges.slice(),L,O=m.length,d=0;d-1&&h>-1))throw"Source and/or target doesn't know 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i=this.layout.newGraph(),o=this.layout.newNode(null),g=this.add(i,o);return this.setRootGraph(g),this.rootGraph},e.prototype.add=function(i,o,g,a,v){if(g==null&&a==null&&v==null){if(i==null)throw"Graph is null!";if(o==null)throw"Parent node is null!";if(this.graphs.indexOf(i)>-1)throw"Graph already in this graph mgr!";if(this.graphs.push(i),i.parent!=null)throw"Already has a parent!";if(o.child!=null)throw"Already has a child!";return i.parent=o,o.child=i,i}else{v=g,a=o,g=i;var n=a.getOwner(),c=v.getOwner();if(!(n!=null&&n.getGraphManager()==this))throw"Source not in this graph mgr!";if(!(c!=null&&c.getGraphManager()==this))throw"Target not in this graph mgr!";if(n==c)return g.isInterGraph=!1,n.add(g,a,v);if(g.isInterGraph=!0,g.source=a,g.target=v,this.edges.indexOf(g)>-1)throw"Edge already in inter-graph edge list!";if(this.edges.push(g),!(g.source!=null&&g.target!=null))throw"Edge source and/or target is null!";if(!(g.source.edges.indexOf(g)==-1&&g.target.edges.indexOf(g)==-1))throw"Edge already in source and/or target incidency list!";return g.source.edges.push(g),g.target.edges.push(g),g}},e.prototype.remove=function(i){if(i instanceof r){var o=i;if(o.getGraphManager()!=this)throw"Graph not in this graph mgr";if(!(o==this.rootGraph||o.parent!=null&&o.parent.graphManager==this))throw"Invalid parent node!";var g=[];g=g.concat(o.getEdges());for(var a,v=g.length,n=0;n=i.getRight()?o[0]+=Math.min(i.getX()-e.getX(),e.getRight()-i.getRight()):i.getX()<=e.getX()&&i.getRight()>=e.getRight()&&(o[0]+=Math.min(e.getX()-i.getX(),i.getRight()-e.getRight())),e.getY()<=i.getY()&&e.getBottom()>=i.getBottom()?o[1]+=Math.min(i.getY()-e.getY(),e.getBottom()-i.getBottom()):i.getY()<=e.getY()&&i.getBottom()>=e.getBottom()&&(o[1]+=Math.min(e.getY()-i.getY(),i.getBottom()-e.getBottom()));var v=Math.abs((i.getCenterY()-e.getCenterY())/(i.getCenterX()-e.getCenterX()));i.getCenterY()===e.getCenterY()&&i.getCenterX()===e.getCenterX()&&(v=1);var n=v*o[0],c=o[1]/v;o[0]n)return o[0]=g,o[1]=l,o[2]=v,o[3]=p,!1;if(av)return o[0]=c,o[1]=a,o[2]=h,o[3]=n,!1;if(gv?(o[0]=T,o[1]=m,x=!0):(o[0]=E,o[1]=l,x=!0):U===M&&(g>v?(o[0]=c,o[1]=l,x=!0):(o[0]=L,o[1]=m,x=!0)),-X===M?v>g?(o[2]=u,o[3]=p,_=!0):(o[2]=h,o[3]=s,_=!0):X===M&&(v>g?(o[2]=N,o[3]=s,_=!0):(o[2]=A,o[3]=p,_=!0)),x&&_)return!1;if(g>v?a>n?(G=this.getCardinalDirection(U,M,4),F=this.getCardinalDirection(X,M,2)):(G=this.getCardinalDirection(-U,M,3),F=this.getCardinalDirection(-X,M,1)):a>n?(G=this.getCardinalDirection(-U,M,1),F=this.getCardinalDirection(-X,M,3)):(G=this.getCardinalDirection(U,M,2),F=this.getCardinalDirection(X,M,4)),!x)switch(G){case 1:Y=l,b=g+-d/M,o[0]=b,o[1]=Y;break;case 2:b=L,Y=a+O*M,o[0]=b,o[1]=Y;break;case 3:Y=m,b=g+d/M,o[0]=b,o[1]=Y;break;case 4:b=T,Y=a+-O*M,o[0]=b,o[1]=Y;break}if(!_)switch(F){case 1:H=s,k=v+-R/M,o[2]=k,o[3]=H;break;case 2:k=A,H=n+C*M,o[2]=k,o[3]=H;break;case 3:H=p,k=v+R/M,o[2]=k,o[3]=H;break;case 4:k=u,H=n+-C*M,o[2]=k,o[3]=H;break}}return!1},t.getCardinalDirection=function(e,i,o){return e>i?o:1+o%4},t.getIntersection=function(e,i,o,g){if(g==null)return this.getIntersection2(e,i,o);var a=e.x,v=e.y,n=i.x,c=i.y,l=o.x,E=o.y,T=g.x,m=g.y,L=void 0,O=void 0,d=void 0,N=void 0,s=void 0,h=void 0,u=void 0,p=void 0,A=void 0;return d=c-v,s=a-n,u=n*v-a*c,N=m-E,h=l-T,p=T*E-l*m,A=d*h-N*s,A===0?null:(L=(s*p-h*u)/A,O=(N*u-d*p)/A,new r(L,O))},t.angleOfVector=function(e,i,o,g){var a=void 0;return e!==o?(a=Math.atan((g-i)/(o-e)),o0?1:t<0?-1:0},r.floor=function(t){return t<0?Math.ceil(t):Math.floor(t)},r.ceil=function(t){return t<0?Math.floor(t):Math.ceil(t)},f.exports=r},function(f,D,y){function r(){}r.MAX_VALUE=2147483647,r.MIN_VALUE=-2147483648,f.exports=r},function(f,D,y){var r=function(){function a(v,n){for(var c=0;c"u"?"undefined":r(e);return e==null||i!="object"&&i!="function"},f.exports=t},function(f,D,y){function r(l){if(Array.isArray(l)){for(var E=0,T=Array(l.length);E0&&E;){for(d.push(s[0]);d.length>0&&E;){var h=d[0];d.splice(0,1),O.add(h);for(var u=h.getEdges(),L=0;L-1&&s.splice(R,1)}O=new Set,N=new Map}}return l},c.prototype.createDummyNodesForBendpoints=function(l){for(var E=[],T=l.source,m=this.graphManager.calcLowestCommonAncestor(l.source,l.target),L=0;L0){for(var m=this.edgeToDummyNodes.get(T),L=0;L=0&&E.splice(p,1);var A=N.getNeighborsList();A.forEach(function(x){if(T.indexOf(x)<0){var _=m.get(x),U=_-1;U==1&&h.push(x),m.set(x,U)}})}T=T.concat(h),(E.length==1||E.length==2)&&(L=!0,O=E[0])}return O},c.prototype.setGraphManager=function(l){this.graphManager=l},f.exports=c},function(f,D,y){function r(){}r.seed=1,r.x=0,r.nextDouble=function(){return r.x=Math.sin(r.seed++)*1e4,r.x-Math.floor(r.x)},f.exports=r},function(f,D,y){var r=y(4);function t(e,i){this.lworldOrgX=0,this.lworldOrgY=0,this.ldeviceOrgX=0,this.ldeviceOrgY=0,this.lworldExtX=1,this.lworldExtY=1,this.ldeviceExtX=1,this.ldeviceExtY=1}t.prototype.getWorldOrgX=function(){return this.lworldOrgX},t.prototype.setWorldOrgX=function(e){this.lworldOrgX=e},t.prototype.getWorldOrgY=function(){return this.lworldOrgY},t.prototype.setWorldOrgY=function(e){this.lworldOrgY=e},t.prototype.getWorldExtX=function(){return this.lworldExtX},t.prototype.setWorldExtX=function(e){this.lworldExtX=e},t.prototype.getWorldExtY=function(){return this.lworldExtY},t.prototype.setWorldExtY=function(e){this.lworldExtY=e},t.prototype.getDeviceOrgX=function(){return this.ldeviceOrgX},t.prototype.setDeviceOrgX=function(e){this.ldeviceOrgX=e},t.prototype.getDeviceOrgY=function(){return this.ldeviceOrgY},t.prototype.setDeviceOrgY=function(e){this.ldeviceOrgY=e},t.prototype.getDeviceExtX=function(){return this.ldeviceExtX},t.prototype.setDeviceExtX=function(e){this.ldeviceExtX=e},t.prototype.getDeviceExtY=function(){return this.ldeviceExtY},t.prototype.setDeviceExtY=function(e){this.ldeviceExtY=e},t.prototype.transformX=function(e){var i=0,o=this.lworldExtX;return o!=0&&(i=this.ldeviceOrgX+(e-this.lworldOrgX)*this.ldeviceExtX/o),i},t.prototype.transformY=function(e){var i=0,o=this.lworldExtY;return o!=0&&(i=this.ldeviceOrgY+(e-this.lworldOrgY)*this.ldeviceExtY/o),i},t.prototype.inverseTransformX=function(e){var i=0,o=this.ldeviceExtX;return o!=0&&(i=this.lworldOrgX+(e-this.ldeviceOrgX)*this.lworldExtX/o),i},t.prototype.inverseTransformY=function(e){var i=0,o=this.ldeviceExtY;return o!=0&&(i=this.lworldOrgY+(e-this.ldeviceOrgY)*this.lworldExtY/o),i},t.prototype.inverseTransformPoint=function(e){var i=new r(this.inverseTransformX(e.x),this.inverseTransformY(e.y));return i},f.exports=t},function(f,D,y){function r(n){if(Array.isArray(n)){for(var c=0,l=Array(n.length);ce.ADAPTATION_LOWER_NODE_LIMIT&&(this.coolingFactor=Math.max(this.coolingFactor*e.COOLING_ADAPTATION_FACTOR,this.coolingFactor-(n-e.ADAPTATION_LOWER_NODE_LIMIT)/(e.ADAPTATION_UPPER_NODE_LIMIT-e.ADAPTATION_LOWER_NODE_LIMIT)*this.coolingFactor*(1-e.COOLING_ADAPTATION_FACTOR))),this.maxNodeDisplacement=e.MAX_NODE_DISPLACEMENT_INCREMENTAL):(n>e.ADAPTATION_LOWER_NODE_LIMIT?this.coolingFactor=Math.max(e.COOLING_ADAPTATION_FACTOR,1-(n-e.ADAPTATION_LOWER_NODE_LIMIT)/(e.ADAPTATION_UPPER_NODE_LIMIT-e.ADAPTATION_LOWER_NODE_LIMIT)*(1-e.COOLING_ADAPTATION_FACTOR)):this.coolingFactor=1,this.initialCoolingFactor=this.coolingFactor,this.maxNodeDisplacement=e.MAX_NODE_DISPLACEMENT),this.maxIterations=Math.max(this.getAllNodes().length*5,this.maxIterations),this.totalDisplacementThreshold=this.displacementThresholdPerNode*this.getAllNodes().length,this.repulsionRange=this.calcRepulsionRange()},a.prototype.calcSpringForces=function(){for(var n=this.getAllEdges(),c,l=0;l0&&arguments[0]!==void 0?arguments[0]:!0,c=arguments.length>1&&arguments[1]!==void 0?arguments[1]:!1,l,E,T,m,L=this.getAllNodes(),O;if(this.useFRGridVariant)for(this.totalIterations%e.GRID_CALCULATION_CHECK_PERIOD==1&&n&&this.updateGrid(),O=new Set,l=0;ld||O>d)&&(n.gravitationForceX=-this.gravityConstant*T,n.gravitationForceY=-this.gravityConstant*m)):(d=c.getEstimatedSize()*this.compoundGravityRangeFactor,(L>d||O>d)&&(n.gravitationForceX=-this.gravityConstant*T*this.compoundGravityConstant,n.gravitationForceY=-this.gravityConstant*m*this.compoundGravityConstant))},a.prototype.isConverged=function(){var n,c=!1;return this.totalIterations>this.maxIterations/3&&(c=Math.abs(this.totalDisplacement-this.oldTotalDisplacement)<2),n=this.totalDisplacement=L.length||d>=L[0].length)){for(var N=0;Na}}]),o}();f.exports=i},function(f,D,y){var r=function(){function i(o,g){for(var a=0;a2&&arguments[2]!==void 0?arguments[2]:1,v=arguments.length>3&&arguments[3]!==void 0?arguments[3]:-1,n=arguments.length>4&&arguments[4]!==void 0?arguments[4]:-1;t(this,i),this.sequence1=o,this.sequence2=g,this.match_score=a,this.mismatch_penalty=v,this.gap_penalty=n,this.iMax=o.length+1,this.jMax=g.length+1,this.grid=new Array(this.iMax);for(var c=0;c=0;o--){var g=this.listeners[o];g.event===e&&g.callback===i&&this.listeners.splice(o,1)}},t.emit=function(e,i){for(var o=0;og.coolingFactor*g.maxNodeDisplacement&&(this.displacementX=g.coolingFactor*g.maxNodeDisplacement*e.sign(this.displacementX)),Math.abs(this.displacementY)>g.coolingFactor*g.maxNodeDisplacement&&(this.displacementY=g.coolingFactor*g.maxNodeDisplacement*e.sign(this.displacementY)),this.child==null?this.moveBy(this.displacementX,this.displacementY):this.child.getNodes().length==0?this.moveBy(this.displacementX,this.displacementY):this.propogateDisplacementToChildren(this.displacementX,this.displacementY),g.totalDisplacement+=Math.abs(this.displacementX)+Math.abs(this.displacementY),this.springForceX=0,this.springForceY=0,this.repulsionForceX=0,this.repulsionForceY=0,this.gravitationForceX=0,this.gravitationForceY=0,this.displacementX=0,this.displacementY=0},i.prototype.propogateDisplacementToChildren=function(g,a){for(var v=this.getChild().getNodes(),n,c=0;c0)this.positionNodesRadially(s);else{this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var h=new Set(this.getAllNodes()),u=this.nodesWithGravity.filter(function(p){return h.has(p)});this.graphManager.setAllNodesToApplyGravitation(u),this.positionNodesRandomly()}}return this.initSpringEmbedder(),this.runSpringEmbedder(),!0},d.prototype.tick=function(){if(this.totalIterations++,this.totalIterations===this.maxIterations&&!this.isTreeGrowing&&!this.isGrowthFinished)if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;if(this.totalIterations%v.CONVERGENCE_CHECK_PERIOD==0&&!this.isTreeGrowing&&!this.isGrowthFinished){if(this.isConverged())if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;this.coolingCycle++,this.layoutQuality==0?this.coolingAdjuster=this.coolingCycle:this.layoutQuality==1&&(this.coolingAdjuster=this.coolingCycle/3),this.coolingFactor=Math.max(this.initialCoolingFactor-Math.pow(this.coolingCycle,Math.log(100*(this.initialCoolingFactor-this.finalTemperature))/Math.log(this.maxCoolingCycle))/100*this.coolingAdjuster,this.finalTemperature),this.animationPeriod=Math.ceil(this.initialAnimationPeriod*Math.sqrt(this.coolingFactor))}if(this.isTreeGrowing){if(this.growTreeIterations%10==0)if(this.prunedNodesAll.length>0){this.graphManager.updateBounds(),this.updateGrid(),this.growTree(this.prunedNodesAll),this.graphManager.resetAllNodesToApplyGravitation();var s=new Set(this.getAllNodes()),h=this.nodesWithGravity.filter(function(A){return s.has(A)});this.graphManager.setAllNodesToApplyGravitation(h),this.graphManager.updateBounds(),this.updateGrid(),this.coolingFactor=v.DEFAULT_COOLING_FACTOR_INCREMENTAL}else this.isTreeGrowing=!1,this.isGrowthFinished=!0;this.growTreeIterations++}if(this.isGrowthFinished){if(this.isConverged())return!0;this.afterGrowthIterations%10==0&&(this.graphManager.updateBounds(),this.updateGrid()),this.coolingFactor=v.DEFAULT_COOLING_FACTOR_INCREMENTAL*((100-this.afterGrowthIterations)/100),this.afterGrowthIterations++}var u=!this.isTreeGrowing&&!this.isGrowthFinished,p=this.growTreeIterations%10==1&&this.isTreeGrowing||this.afterGrowthIterations%10==1&&this.isGrowthFinished;return this.totalDisplacement=0,this.graphManager.updateBounds(),this.calcSpringForces(),this.calcRepulsionForces(u,p),this.calcGravitationalForces(),this.moveNodes(),this.animate(),!1},d.prototype.getPositionsData=function(){for(var s=this.graphManager.getAllNodes(),h={},u=0;u1){var x;for(x=0;xp&&(p=Math.floor(R.y)),C=Math.floor(R.x+a.DEFAULT_COMPONENT_SEPERATION)}this.transform(new l(n.WORLD_CENTER_X-R.x/2,n.WORLD_CENTER_Y-R.y/2))},d.radialLayout=function(s,h,u){var p=Math.max(this.maxDiagonalInTree(s),a.DEFAULT_RADIAL_SEPARATION);d.branchRadialLayout(h,null,0,359,0,p);var A=L.calculateBounds(s),C=new O;C.setDeviceOrgX(A.getMinX()),C.setDeviceOrgY(A.getMinY()),C.setWorldOrgX(u.x),C.setWorldOrgY(u.y);for(var R=0;R1;){var H=k[0];k.splice(0,1);var P=M.indexOf(H);P>=0&&M.splice(P,1),b--,G--}h!=null?Y=(M.indexOf(k[0])+1)%b:Y=0;for(var B=Math.abs(p-u)/G,$=Y;F!=G;$=++$%b){var K=M[$].getOtherEnd(s);if(K!=h){var Q=(u+F*B)%360,q=(Q+B)%360;d.branchRadialLayout(K,s,Q,q,A+C,C),F++}}},d.maxDiagonalInTree=function(s){for(var h=T.MIN_VALUE,u=0;uh&&(h=A)}return h},d.prototype.calcRepulsionRange=function(){return 2*(this.level+1)*this.idealEdgeLength},d.prototype.groupZeroDegreeMembers=function(){var s=this,h={};this.memberGroups={},this.idToDummyNode={};for(var u=[],p=this.graphManager.getAllNodes(),A=0;A"u"&&(h[x]=[]),h[x]=h[x].concat(C)}Object.keys(h).forEach(function(_){if(h[_].length>1){var U="DummyCompound_"+_;s.memberGroups[U]=h[_];var X=h[_][0].getParent(),M=new o(s.graphManager);M.id=U,M.paddingLeft=X.paddingLeft||0,M.paddingRight=X.paddingRight||0,M.paddingBottom=X.paddingBottom||0,M.paddingTop=X.paddingTop||0,s.idToDummyNode[U]=M;var G=s.getGraphManager().add(s.newGraph(),M),F=X.getChild();F.add(M);for(var b=0;b=0;s--){var h=this.compoundOrder[s],u=h.id,p=h.paddingLeft,A=h.paddingTop;this.adjustLocations(this.tiledMemberPack[u],h.rect.x,h.rect.y,p,A)}},d.prototype.repopulateZeroDegreeMembers=function(){var s=this,h=this.tiledZeroDegreePack;Object.keys(h).forEach(function(u){var p=s.idToDummyNode[u],A=p.paddingLeft,C=p.paddingTop;s.adjustLocations(h[u],p.rect.x,p.rect.y,A,C)})},d.prototype.getToBeTiled=function(s){var h=s.id;if(this.toBeTiled[h]!=null)return this.toBeTiled[h];var u=s.getChild();if(u==null)return this.toBeTiled[h]=!1,!1;for(var p=u.getNodes(),A=0;A0)return this.toBeTiled[h]=!1,!1;if(C.getChild()==null){this.toBeTiled[C.id]=!1;continue}if(!this.getToBeTiled(C))return this.toBeTiled[h]=!1,!1}return this.toBeTiled[h]=!0,!0},d.prototype.getNodeDegree=function(s){s.id;for(var h=s.getEdges(),u=0,p=0;p_&&(_=X.rect.height)}u+=_+s.verticalPadding}},d.prototype.tileCompoundMembers=function(s,h){var u=this;this.tiledMemberPack=[],Object.keys(s).forEach(function(p){var A=h[p];u.tiledMemberPack[p]=u.tileNodes(s[p],A.paddingLeft+A.paddingRight),A.rect.width=u.tiledMemberPack[p].width,A.rect.height=u.tiledMemberPack[p].height})},d.prototype.tileNodes=function(s,h){var u=a.TILING_PADDING_VERTICAL,p=a.TILING_PADDING_HORIZONTAL,A={rows:[],rowWidth:[],rowHeight:[],width:0,height:h,verticalPadding:u,horizontalPadding:p};s.sort(function(x,_){return x.rect.width*x.rect.height>_.rect.width*_.rect.height?-1:x.rect.width*x.rect.height<_.rect.width*_.rect.height?1:0});for(var C=0;C0&&(R+=s.horizontalPadding),s.rowWidth[u]=R,s.width0&&(x+=s.verticalPadding);var _=0;x>s.rowHeight[u]&&(_=s.rowHeight[u],s.rowHeight[u]=x,_=s.rowHeight[u]-_),s.height+=_,s.rows[u].push(h)},d.prototype.getShortestRowIndex=function(s){for(var h=-1,u=Number.MAX_VALUE,p=0;pu&&(h=p,u=s.rowWidth[p]);return h},d.prototype.canAddHorizontal=function(s,h,u){var p=this.getShortestRowIndex(s);if(p<0)return!0;var A=s.rowWidth[p];if(A+s.horizontalPadding+h<=s.width)return!0;var C=0;s.rowHeight[p]0&&(C=u+s.verticalPadding-s.rowHeight[p]);var R;s.width-A>=h+s.horizontalPadding?R=(s.height+C)/(A+h+s.horizontalPadding):R=(s.height+C)/s.width,C=u+s.verticalPadding;var x;return s.widthC&&h!=u){p.splice(-1,1),s.rows[u].push(A),s.rowWidth[h]=s.rowWidth[h]-C,s.rowWidth[u]=s.rowWidth[u]+C,s.width=s.rowWidth[instance.getLongestRowIndex(s)];for(var R=Number.MIN_VALUE,x=0;xR&&(R=p[x].height);h>0&&(R+=s.verticalPadding);var _=s.rowHeight[h]+s.rowHeight[u];s.rowHeight[h]=R,s.rowHeight[u]0)for(var F=A;F<=C;F++)G[0]+=this.grid[F][R-1].length+this.grid[F][R].length-1;if(C0)for(var F=R;F<=x;F++)G[3]+=this.grid[A-1][F].length+this.grid[A][F].length-1;for(var b=T.MAX_VALUE,Y,k,H=0;H0){var x;x=O.getGraphManager().add(O.newGraph(),u),this.processChildrenList(x,h,O)}}},l.prototype.stop=function(){return this.stopped=!0,this};var T=function(L){L("layout","cose-bilkent",l)};typeof cytoscape<"u"&&T(cytoscape),D.exports=T}])})}(tt)),tt.exports}var bt=Ft();const Ut=xt(bt);var at=function(){var I=S(function(O,d,N,s){for(N=N||{},s=O.length;s--;N[O[s]]=d);return 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this.setRootGraph(g),this.rootGraph},e.prototype.add=function(i,o,g,a,v){if(g==null&&a==null&&v==null){if(i==null)throw"Graph is null!";if(o==null)throw"Parent node is null!";if(this.graphs.indexOf(i)>-1)throw"Graph already in this graph mgr!";if(this.graphs.push(i),i.parent!=null)throw"Already has a parent!";if(o.child!=null)throw"Already has a child!";return i.parent=o,o.child=i,i}else{v=g,a=o,g=i;var n=a.getOwner(),c=v.getOwner();if(!(n!=null&&n.getGraphManager()==this))throw"Source not in this graph mgr!";if(!(c!=null&&c.getGraphManager()==this))throw"Target not in this graph mgr!";if(n==c)return g.isInterGraph=!1,n.add(g,a,v);if(g.isInterGraph=!0,g.source=a,g.target=v,this.edges.indexOf(g)>-1)throw"Edge already in inter-graph edge list!";if(this.edges.push(g),!(g.source!=null&&g.target!=null))throw"Edge source and/or target is null!";if(!(g.source.edges.indexOf(g)==-1&&g.target.edges.indexOf(g)==-1))throw"Edge already in source and/or target incidency list!";return g.source.edges.push(g),g.target.edges.push(g),g}},e.prototype.remove=function(i){if(i instanceof r){var o=i;if(o.getGraphManager()!=this)throw"Graph not in this graph mgr";if(!(o==this.rootGraph||o.parent!=null&&o.parent.graphManager==this))throw"Invalid parent node!";var g=[];g=g.concat(o.getEdges());for(var a,v=g.length,n=0;n=i.getRight()?o[0]+=Math.min(i.getX()-e.getX(),e.getRight()-i.getRight()):i.getX()<=e.getX()&&i.getRight()>=e.getRight()&&(o[0]+=Math.min(e.getX()-i.getX(),i.getRight()-e.getRight())),e.getY()<=i.getY()&&e.getBottom()>=i.getBottom()?o[1]+=Math.min(i.getY()-e.getY(),e.getBottom()-i.getBottom()):i.getY()<=e.getY()&&i.getBottom()>=e.getBottom()&&(o[1]+=Math.min(e.getY()-i.getY(),i.getBottom()-e.getBottom()));var v=Math.abs((i.getCenterY()-e.getCenterY())/(i.getCenterX()-e.getCenterX()));i.getCenterY()===e.getCenterY()&&i.getCenterX()===e.getCenterX()&&(v=1);var n=v*o[0],c=o[1]/v;o[0]n)return o[0]=g,o[1]=l,o[2]=v,o[3]=p,!1;if(av)return o[0]=c,o[1]=a,o[2]=h,o[3]=n,!1;if(gv?(o[0]=T,o[1]=m,x=!0):(o[0]=E,o[1]=l,x=!0):U===M&&(g>v?(o[0]=c,o[1]=l,x=!0):(o[0]=L,o[1]=m,x=!0)),-X===M?v>g?(o[2]=u,o[3]=p,_=!0):(o[2]=h,o[3]=s,_=!0):X===M&&(v>g?(o[2]=N,o[3]=s,_=!0):(o[2]=A,o[3]=p,_=!0)),x&&_)return!1;if(g>v?a>n?(G=this.getCardinalDirection(U,M,4),F=this.getCardinalDirection(X,M,2)):(G=this.getCardinalDirection(-U,M,3),F=this.getCardinalDirection(-X,M,1)):a>n?(G=this.getCardinalDirection(-U,M,1),F=this.getCardinalDirection(-X,M,3)):(G=this.getCardinalDirection(U,M,2),F=this.getCardinalDirection(X,M,4)),!x)switch(G){case 1:Y=l,b=g+-d/M,o[0]=b,o[1]=Y;break;case 2:b=L,Y=a+O*M,o[0]=b,o[1]=Y;break;case 3:Y=m,b=g+d/M,o[0]=b,o[1]=Y;break;case 4:b=T,Y=a+-O*M,o[0]=b,o[1]=Y;break}if(!_)switch(F){case 1:H=s,k=v+-R/M,o[2]=k,o[3]=H;break;case 2:k=A,H=n+C*M,o[2]=k,o[3]=H;break;case 3:H=p,k=v+R/M,o[2]=k,o[3]=H;break;case 4:k=u,H=n+-C*M,o[2]=k,o[3]=H;break}}return!1},t.getCardinalDirection=function(e,i,o){return e>i?o:1+o%4},t.getIntersection=function(e,i,o,g){if(g==null)return this.getIntersection2(e,i,o);var a=e.x,v=e.y,n=i.x,c=i.y,l=o.x,E=o.y,T=g.x,m=g.y,L=void 0,O=void 0,d=void 0,N=void 0,s=void 0,h=void 0,u=void 0,p=void 0,A=void 0;return d=c-v,s=a-n,u=n*v-a*c,N=m-E,h=l-T,p=T*E-l*m,A=d*h-N*s,A===0?null:(L=(s*p-h*u)/A,O=(N*u-d*p)/A,new r(L,O))},t.angleOfVector=function(e,i,o,g){var a=void 0;return e!==o?(a=Math.atan((g-i)/(o-e)),o0?1:t<0?-1:0},r.floor=function(t){return t<0?Math.ceil(t):Math.floor(t)},r.ceil=function(t){return t<0?Math.floor(t):Math.ceil(t)},f.exports=r},function(f,D,y){function r(){}r.MAX_VALUE=2147483647,r.MIN_VALUE=-2147483648,f.exports=r},function(f,D,y){var r=function(){function a(v,n){for(var c=0;c"u"?"undefined":r(e);return e==null||i!="object"&&i!="function"},f.exports=t},function(f,D,y){function r(l){if(Array.isArray(l)){for(var E=0,T=Array(l.length);E0&&E;){for(d.push(s[0]);d.length>0&&E;){var h=d[0];d.splice(0,1),O.add(h);for(var u=h.getEdges(),L=0;L-1&&s.splice(R,1)}O=new Set,N=new Map}}return l},c.prototype.createDummyNodesForBendpoints=function(l){for(var E=[],T=l.source,m=this.graphManager.calcLowestCommonAncestor(l.source,l.target),L=0;L0){for(var m=this.edgeToDummyNodes.get(T),L=0;L=0&&E.splice(p,1);var A=N.getNeighborsList();A.forEach(function(x){if(T.indexOf(x)<0){var _=m.get(x),U=_-1;U==1&&h.push(x),m.set(x,U)}})}T=T.concat(h),(E.length==1||E.length==2)&&(L=!0,O=E[0])}return O},c.prototype.setGraphManager=function(l){this.graphManager=l},f.exports=c},function(f,D,y){function r(){}r.seed=1,r.x=0,r.nextDouble=function(){return r.x=Math.sin(r.seed++)*1e4,r.x-Math.floor(r.x)},f.exports=r},function(f,D,y){var r=y(4);function t(e,i){this.lworldOrgX=0,this.lworldOrgY=0,this.ldeviceOrgX=0,this.ldeviceOrgY=0,this.lworldExtX=1,this.lworldExtY=1,this.ldeviceExtX=1,this.ldeviceExtY=1}t.prototype.getWorldOrgX=function(){return this.lworldOrgX},t.prototype.setWorldOrgX=function(e){this.lworldOrgX=e},t.prototype.getWorldOrgY=function(){return this.lworldOrgY},t.prototype.setWorldOrgY=function(e){this.lworldOrgY=e},t.prototype.getWorldExtX=function(){return this.lworldExtX},t.prototype.setWorldExtX=function(e){this.lworldExtX=e},t.prototype.getWorldExtY=function(){return this.lworldExtY},t.prototype.setWorldExtY=function(e){this.lworldExtY=e},t.prototype.getDeviceOrgX=function(){return this.ldeviceOrgX},t.prototype.setDeviceOrgX=function(e){this.ldeviceOrgX=e},t.prototype.getDeviceOrgY=function(){return this.ldeviceOrgY},t.prototype.setDeviceOrgY=function(e){this.ldeviceOrgY=e},t.prototype.getDeviceExtX=function(){return this.ldeviceExtX},t.prototype.setDeviceExtX=function(e){this.ldeviceExtX=e},t.prototype.getDeviceExtY=function(){return this.ldeviceExtY},t.prototype.setDeviceExtY=function(e){this.ldeviceExtY=e},t.prototype.transformX=function(e){var i=0,o=this.lworldExtX;return o!=0&&(i=this.ldeviceOrgX+(e-this.lworldOrgX)*this.ldeviceExtX/o),i},t.prototype.transformY=function(e){var i=0,o=this.lworldExtY;return o!=0&&(i=this.ldeviceOrgY+(e-this.lworldOrgY)*this.ldeviceExtY/o),i},t.prototype.inverseTransformX=function(e){var i=0,o=this.ldeviceExtX;return o!=0&&(i=this.lworldOrgX+(e-this.ldeviceOrgX)*this.lworldExtX/o),i},t.prototype.inverseTransformY=function(e){var i=0,o=this.ldeviceExtY;return o!=0&&(i=this.lworldOrgY+(e-this.ldeviceOrgY)*this.lworldExtY/o),i},t.prototype.inverseTransformPoint=function(e){var i=new r(this.inverseTransformX(e.x),this.inverseTransformY(e.y));return i},f.exports=t},function(f,D,y){function r(n){if(Array.isArray(n)){for(var c=0,l=Array(n.length);ce.ADAPTATION_LOWER_NODE_LIMIT&&(this.coolingFactor=Math.max(this.coolingFactor*e.COOLING_ADAPTATION_FACTOR,this.coolingFactor-(n-e.ADAPTATION_LOWER_NODE_LIMIT)/(e.ADAPTATION_UPPER_NODE_LIMIT-e.ADAPTATION_LOWER_NODE_LIMIT)*this.coolingFactor*(1-e.COOLING_ADAPTATION_FACTOR))),this.maxNodeDisplacement=e.MAX_NODE_DISPLACEMENT_INCREMENTAL):(n>e.ADAPTATION_LOWER_NODE_LIMIT?this.coolingFactor=Math.max(e.COOLING_ADAPTATION_FACTOR,1-(n-e.ADAPTATION_LOWER_NODE_LIMIT)/(e.ADAPTATION_UPPER_NODE_LIMIT-e.ADAPTATION_LOWER_NODE_LIMIT)*(1-e.COOLING_ADAPTATION_FACTOR)):this.coolingFactor=1,this.initialCoolingFactor=this.coolingFactor,this.maxNodeDisplacement=e.MAX_NODE_DISPLACEMENT),this.maxIterations=Math.max(this.getAllNodes().length*5,this.maxIterations),this.totalDisplacementThreshold=this.displacementThresholdPerNode*this.getAllNodes().length,this.repulsionRange=this.calcRepulsionRange()},a.prototype.calcSpringForces=function(){for(var n=this.getAllEdges(),c,l=0;l0&&arguments[0]!==void 0?arguments[0]:!0,c=arguments.length>1&&arguments[1]!==void 0?arguments[1]:!1,l,E,T,m,L=this.getAllNodes(),O;if(this.useFRGridVariant)for(this.totalIterations%e.GRID_CALCULATION_CHECK_PERIOD==1&&n&&this.updateGrid(),O=new Set,l=0;ld||O>d)&&(n.gravitationForceX=-this.gravityConstant*T,n.gravitationForceY=-this.gravityConstant*m)):(d=c.getEstimatedSize()*this.compoundGravityRangeFactor,(L>d||O>d)&&(n.gravitationForceX=-this.gravityConstant*T*this.compoundGravityConstant,n.gravitationForceY=-this.gravityConstant*m*this.compoundGravityConstant))},a.prototype.isConverged=function(){var n,c=!1;return this.totalIterations>this.maxIterations/3&&(c=Math.abs(this.totalDisplacement-this.oldTotalDisplacement)<2),n=this.totalDisplacement=L.length||d>=L[0].length)){for(var N=0;Na}}]),o}();f.exports=i},function(f,D,y){var r=function(){function i(o,g){for(var a=0;a2&&arguments[2]!==void 0?arguments[2]:1,v=arguments.length>3&&arguments[3]!==void 0?arguments[3]:-1,n=arguments.length>4&&arguments[4]!==void 0?arguments[4]:-1;t(this,i),this.sequence1=o,this.sequence2=g,this.match_score=a,this.mismatch_penalty=v,this.gap_penalty=n,this.iMax=o.length+1,this.jMax=g.length+1,this.grid=new Array(this.iMax);for(var c=0;c=0;o--){var g=this.listeners[o];g.event===e&&g.callback===i&&this.listeners.splice(o,1)}},t.emit=function(e,i){for(var o=0;og.coolingFactor*g.maxNodeDisplacement&&(this.displacementX=g.coolingFactor*g.maxNodeDisplacement*e.sign(this.displacementX)),Math.abs(this.displacementY)>g.coolingFactor*g.maxNodeDisplacement&&(this.displacementY=g.coolingFactor*g.maxNodeDisplacement*e.sign(this.displacementY)),this.child==null?this.moveBy(this.displacementX,this.displacementY):this.child.getNodes().length==0?this.moveBy(this.displacementX,this.displacementY):this.propogateDisplacementToChildren(this.displacementX,this.displacementY),g.totalDisplacement+=Math.abs(this.displacementX)+Math.abs(this.displacementY),this.springForceX=0,this.springForceY=0,this.repulsionForceX=0,this.repulsionForceY=0,this.gravitationForceX=0,this.gravitationForceY=0,this.displacementX=0,this.displacementY=0},i.prototype.propogateDisplacementToChildren=function(g,a){for(var v=this.getChild().getNodes(),n,c=0;c0)this.positionNodesRadially(s);else{this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var h=new Set(this.getAllNodes()),u=this.nodesWithGravity.filter(function(p){return h.has(p)});this.graphManager.setAllNodesToApplyGravitation(u),this.positionNodesRandomly()}}return this.initSpringEmbedder(),this.runSpringEmbedder(),!0},d.prototype.tick=function(){if(this.totalIterations++,this.totalIterations===this.maxIterations&&!this.isTreeGrowing&&!this.isGrowthFinished)if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;if(this.totalIterations%v.CONVERGENCE_CHECK_PERIOD==0&&!this.isTreeGrowing&&!this.isGrowthFinished){if(this.isConverged())if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;this.coolingCycle++,this.layoutQuality==0?this.coolingAdjuster=this.coolingCycle:this.layoutQuality==1&&(this.coolingAdjuster=this.coolingCycle/3),this.coolingFactor=Math.max(this.initialCoolingFactor-Math.pow(this.coolingCycle,Math.log(100*(this.initialCoolingFactor-this.finalTemperature))/Math.log(this.maxCoolingCycle))/100*this.coolingAdjuster,this.finalTemperature),this.animationPeriod=Math.ceil(this.initialAnimationPeriod*Math.sqrt(this.coolingFactor))}if(this.isTreeGrowing){if(this.growTreeIterations%10==0)if(this.prunedNodesAll.length>0){this.graphManager.updateBounds(),this.updateGrid(),this.growTree(this.prunedNodesAll),this.graphManager.resetAllNodesToApplyGravitation();var s=new Set(this.getAllNodes()),h=this.nodesWithGravity.filter(function(A){return s.has(A)});this.graphManager.setAllNodesToApplyGravitation(h),this.graphManager.updateBounds(),this.updateGrid(),this.coolingFactor=v.DEFAULT_COOLING_FACTOR_INCREMENTAL}else this.isTreeGrowing=!1,this.isGrowthFinished=!0;this.growTreeIterations++}if(this.isGrowthFinished){if(this.isConverged())return!0;this.afterGrowthIterations%10==0&&(this.graphManager.updateBounds(),this.updateGrid()),this.coolingFactor=v.DEFAULT_COOLING_FACTOR_INCREMENTAL*((100-this.afterGrowthIterations)/100),this.afterGrowthIterations++}var u=!this.isTreeGrowing&&!this.isGrowthFinished,p=this.growTreeIterations%10==1&&this.isTreeGrowing||this.afterGrowthIterations%10==1&&this.isGrowthFinished;return this.totalDisplacement=0,this.graphManager.updateBounds(),this.calcSpringForces(),this.calcRepulsionForces(u,p),this.calcGravitationalForces(),this.moveNodes(),this.animate(),!1},d.prototype.getPositionsData=function(){for(var s=this.graphManager.getAllNodes(),h={},u=0;u1){var x;for(x=0;xp&&(p=Math.floor(R.y)),C=Math.floor(R.x+a.DEFAULT_COMPONENT_SEPERATION)}this.transform(new l(n.WORLD_CENTER_X-R.x/2,n.WORLD_CENTER_Y-R.y/2))},d.radialLayout=function(s,h,u){var p=Math.max(this.maxDiagonalInTree(s),a.DEFAULT_RADIAL_SEPARATION);d.branchRadialLayout(h,null,0,359,0,p);var A=L.calculateBounds(s),C=new O;C.setDeviceOrgX(A.getMinX()),C.setDeviceOrgY(A.getMinY()),C.setWorldOrgX(u.x),C.setWorldOrgY(u.y);for(var R=0;R1;){var H=k[0];k.splice(0,1);var P=M.indexOf(H);P>=0&&M.splice(P,1),b--,G--}h!=null?Y=(M.indexOf(k[0])+1)%b:Y=0;for(var B=Math.abs(p-u)/G,$=Y;F!=G;$=++$%b){var K=M[$].getOtherEnd(s);if(K!=h){var Q=(u+F*B)%360,q=(Q+B)%360;d.branchRadialLayout(K,s,Q,q,A+C,C),F++}}},d.maxDiagonalInTree=function(s){for(var h=T.MIN_VALUE,u=0;uh&&(h=A)}return h},d.prototype.calcRepulsionRange=function(){return 2*(this.level+1)*this.idealEdgeLength},d.prototype.groupZeroDegreeMembers=function(){var s=this,h={};this.memberGroups={},this.idToDummyNode={};for(var u=[],p=this.graphManager.getAllNodes(),A=0;A"u"&&(h[x]=[]),h[x]=h[x].concat(C)}Object.keys(h).forEach(function(_){if(h[_].length>1){var U="DummyCompound_"+_;s.memberGroups[U]=h[_];var X=h[_][0].getParent(),M=new o(s.graphManager);M.id=U,M.paddingLeft=X.paddingLeft||0,M.paddingRight=X.paddingRight||0,M.paddingBottom=X.paddingBottom||0,M.paddingTop=X.paddingTop||0,s.idToDummyNode[U]=M;var G=s.getGraphManager().add(s.newGraph(),M),F=X.getChild();F.add(M);for(var b=0;b=0;s--){var h=this.compoundOrder[s],u=h.id,p=h.paddingLeft,A=h.paddingTop;this.adjustLocations(this.tiledMemberPack[u],h.rect.x,h.rect.y,p,A)}},d.prototype.repopulateZeroDegreeMembers=function(){var s=this,h=this.tiledZeroDegreePack;Object.keys(h).forEach(function(u){var p=s.idToDummyNode[u],A=p.paddingLeft,C=p.paddingTop;s.adjustLocations(h[u],p.rect.x,p.rect.y,A,C)})},d.prototype.getToBeTiled=function(s){var h=s.id;if(this.toBeTiled[h]!=null)return this.toBeTiled[h];var u=s.getChild();if(u==null)return this.toBeTiled[h]=!1,!1;for(var p=u.getNodes(),A=0;A0)return this.toBeTiled[h]=!1,!1;if(C.getChild()==null){this.toBeTiled[C.id]=!1;continue}if(!this.getToBeTiled(C))return this.toBeTiled[h]=!1,!1}return this.toBeTiled[h]=!0,!0},d.prototype.getNodeDegree=function(s){s.id;for(var h=s.getEdges(),u=0,p=0;p_&&(_=X.rect.height)}u+=_+s.verticalPadding}},d.prototype.tileCompoundMembers=function(s,h){var u=this;this.tiledMemberPack=[],Object.keys(s).forEach(function(p){var A=h[p];u.tiledMemberPack[p]=u.tileNodes(s[p],A.paddingLeft+A.paddingRight),A.rect.width=u.tiledMemberPack[p].width,A.rect.height=u.tiledMemberPack[p].height})},d.prototype.tileNodes=function(s,h){var u=a.TILING_PADDING_VERTICAL,p=a.TILING_PADDING_HORIZONTAL,A={rows:[],rowWidth:[],rowHeight:[],width:0,height:h,verticalPadding:u,horizontalPadding:p};s.sort(function(x,_){return x.rect.width*x.rect.height>_.rect.width*_.rect.height?-1:x.rect.width*x.rect.height<_.rect.width*_.rect.height?1:0});for(var C=0;C0&&(R+=s.horizontalPadding),s.rowWidth[u]=R,s.width0&&(x+=s.verticalPadding);var _=0;x>s.rowHeight[u]&&(_=s.rowHeight[u],s.rowHeight[u]=x,_=s.rowHeight[u]-_),s.height+=_,s.rows[u].push(h)},d.prototype.getShortestRowIndex=function(s){for(var h=-1,u=Number.MAX_VALUE,p=0;pu&&(h=p,u=s.rowWidth[p]);return h},d.prototype.canAddHorizontal=function(s,h,u){var p=this.getShortestRowIndex(s);if(p<0)return!0;var A=s.rowWidth[p];if(A+s.horizontalPadding+h<=s.width)return!0;var C=0;s.rowHeight[p]0&&(C=u+s.verticalPadding-s.rowHeight[p]);var R;s.width-A>=h+s.horizontalPadding?R=(s.height+C)/(A+h+s.horizontalPadding):R=(s.height+C)/s.width,C=u+s.verticalPadding;var x;return s.widthC&&h!=u){p.splice(-1,1),s.rows[u].push(A),s.rowWidth[h]=s.rowWidth[h]-C,s.rowWidth[u]=s.rowWidth[u]+C,s.width=s.rowWidth[instance.getLongestRowIndex(s)];for(var R=Number.MIN_VALUE,x=0;xR&&(R=p[x].height);h>0&&(R+=s.verticalPadding);var _=s.rowHeight[h]+s.rowHeight[u];s.rowHeight[h]=R,s.rowHeight[u]0)for(var F=A;F<=C;F++)G[0]+=this.grid[F][R-1].length+this.grid[F][R].length-1;if(C0)for(var F=R;F<=x;F++)G[3]+=this.grid[A-1][F].length+this.grid[A][F].length-1;for(var b=T.MAX_VALUE,Y,k,H=0;H0){var x;x=O.getGraphManager().add(O.newGraph(),u),this.processChildrenList(x,h,O)}}},l.prototype.stop=function(){return this.stopped=!0,this};var T=function(L){L("layout","cose-bilkent",l)};typeof cytoscape<"u"&&T(cytoscape),D.exports=T}])})}(tt)),tt.exports}var bt=Ft();const Ut=xt(bt);var at=function(){var I=S(function(O,d,N,s){for(N=N||{},s=O.length;s--;N[O[s]]=d);return 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lightrag/api/webui/assets/sequenceDiagram-X6HHIX6F-ByOWqALm.js index 2b1f7acd..7f5ca0e5 100644 --- a/lightrag/api/webui/assets/sequenceDiagram-X6HHIX6F-wqcg8nnG.js +++ b/lightrag/api/webui/assets/sequenceDiagram-X6HHIX6F-ByOWqALm.js @@ -1,4 +1,4 @@ -import{a as xe,b as Yt,g as kt,d as Te,c as ye,e as Ee}from"./chunk-D6G4REZN-DYSFhgH1.js";import{I as be}from"./chunk-XZIHB7SX-UCc0agNy.js";import{_ as p,o as me,c as $,d as _t,l as G,j as Zt,e as we,f as Ie,k as L,b as Gt,s as Le,q as _e,a as Pe,g as Ae,t as ke,z as Ne,i as Pt,u as Y,V as ot,W as bt,M as Qt,Z as ve,X as jt,G as Ct}from"./mermaid-vendor-BVBgFwCv.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var Ot=function(){var e=p(function(dt,I,_,A){for(_=_||{},A=dt.length;A--;_[dt[A]]=I);return 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u=l.length-1;switch(R){case 3:return b.apply(l[u]),l[u];case 4:case 9:this.$=[];break;case 5:case 10:l[u-1].push(l[u]),this.$=l[u-1];break;case 6:case 7:case 11:case 12:this.$=l[u];break;case 8:case 13:this.$=[];break;case 15:l[u].type="createParticipant",this.$=l[u];break;case 16:l[u-1].unshift({type:"boxStart",boxData:b.parseBoxData(l[u-2])}),l[u-1].push({type:"boxEnd",boxText:l[u-2]}),this.$=l[u-1];break;case 18:this.$={type:"sequenceIndex",sequenceIndex:Number(l[u-2]),sequenceIndexStep:Number(l[u-1]),sequenceVisible:!0,signalType:b.LINETYPE.AUTONUMBER};break;case 19:this.$={type:"sequenceIndex",sequenceIndex:Number(l[u-1]),sequenceIndexStep:1,sequenceVisible:!0,signalType:b.LINETYPE.AUTONUMBER};break;case 20:this.$={type:"sequenceIndex",sequenceVisible:!1,signalType:b.LINETYPE.AUTONUMBER};break;case 21:this.$={type:"sequenceIndex",sequenceVisible:!0,signalType:b.LINETYPE.AUTONUMBER};break;case 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36:l[u-1].unshift({type:"optStart",optText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.OPT_START}),l[u-1].push({type:"optEnd",optText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.OPT_END}),this.$=l[u-1];break;case 37:l[u-1].unshift({type:"altStart",altText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.ALT_START}),l[u-1].push({type:"altEnd",signalType:b.LINETYPE.ALT_END}),this.$=l[u-1];break;case 38:l[u-1].unshift({type:"parStart",parText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.PAR_START}),l[u-1].push({type:"parEnd",signalType:b.LINETYPE.PAR_END}),this.$=l[u-1];break;case 39:l[u-1].unshift({type:"parStart",parText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.PAR_OVER_START}),l[u-1].push({type:"parEnd",signalType:b.LINETYPE.PAR_END}),this.$=l[u-1];break;case 40:l[u-1].unshift({type:"criticalStart",criticalText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.CRITICAL_START}),l[u-1].push({type:"criticalEnd",signalType:b.LINETYPE.CRITICAL_END}),this.$=l[u-1];break;case 41:l[u-1].unshift({type:"breakStart",breakText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.BREAK_START}),l[u-1].push({type:"breakEnd",optText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.BREAK_END}),this.$=l[u-1];break;case 43:this.$=l[u-3].concat([{type:"option",optionText:b.parseMessage(l[u-1]),signalType:b.LINETYPE.CRITICAL_OPTION},l[u]]);break;case 45:this.$=l[u-3].concat([{type:"and",parText:b.parseMessage(l[u-1]),signalType:b.LINETYPE.PAR_AND},l[u]]);break;case 47:this.$=l[u-3].concat([{type:"else",altText:b.parseMessage(l[u-1]),signalType:b.LINETYPE.ALT_ELSE},l[u]]);break;case 48:l[u-3].draw="participant",l[u-3].type="addParticipant",l[u-3].description=b.parseMessage(l[u-1]),this.$=l[u-3];break;case 49:l[u-1].draw="participant",l[u-1].type="addParticipant",this.$=l[u-1];break;case 50:l[u-3].draw="actor",l[u-3].type="addParticipant",l[u-3].description=b.parseMessage(l[u-1]),this.$=l[u-3];break;case 51:l[u-1].draw="actor",l[u-1].type="addParticipant",this.$=l[u-1];break;case 52:l[u-1].type="destroyParticipant",this.$=l[u-1];break;case 53:this.$=[l[u-1],{type:"addNote",placement:l[u-2],actor:l[u-1].actor,text:l[u]}];break;case 54:l[u-2]=[].concat(l[u-1],l[u-1]).slice(0,2),l[u-2][0]=l[u-2][0].actor,l[u-2][1]=l[u-2][1].actor,this.$=[l[u-1],{type:"addNote",placement:b.PLACEMENT.OVER,actor:l[u-2].slice(0,2),text:l[u]}];break;case 55:this.$=[l[u-1],{type:"addLinks",actor:l[u-1].actor,text:l[u]}];break;case 56:this.$=[l[u-1],{type:"addALink",actor:l[u-1].actor,text:l[u]}];break;case 57:this.$=[l[u-1],{type:"addProperties",actor:l[u-1].actor,text:l[u]}];break;case 58:this.$=[l[u-1],{type:"addDetails",actor:l[u-1].actor,text:l[u]}];break;case 61:this.$=[l[u-2],l[u]];break;case 62:this.$=l[u];break;case 63:this.$=b.PLACEMENT.LEFTOF;break;case 64:this.$=b.PLACEMENT.RIGHTOF;break;case 65:this.$=[l[u-4],l[u-1],{type:"addMessage",from:l[u-4].actor,to:l[u-1].actor,signalType:l[u-3],msg:l[u],activate:!0},{type:"activeStart",signalType:b.LINETYPE.ACTIVE_START,actor:l[u-1].actor}];break;case 66:this.$=[l[u-4],l[u-1],{type:"addMessage",from:l[u-4].actor,to:l[u-1].actor,signalType:l[u-3],msg:l[u]},{type:"activeEnd",signalType:b.LINETYPE.ACTIVE_END,actor:l[u-4].actor}];break;case 67:this.$=[l[u-3],l[u-1],{type:"addMessage",from:l[u-3].actor,to:l[u-1].actor,signalType:l[u-2],msg:l[u]}];break;case 68:this.$={type:"addParticipant",actor:l[u]};break;case 69:this.$=b.LINETYPE.SOLID_OPEN;break;case 70:this.$=b.LINETYPE.DOTTED_OPEN;break;case 71:this.$=b.LINETYPE.SOLID;break;case 72:this.$=b.LINETYPE.BIDIRECTIONAL_SOLID;break;case 73:this.$=b.LINETYPE.DOTTED;break;case 74:this.$=b.LINETYPE.BIDIRECTIONAL_DOTTED;break;case 75:this.$=b.LINETYPE.SOLID_CROSS;break;case 76:this.$=b.LINETYPE.DOTTED_CROSS;break;case 77:this.$=b.LINETYPE.SOLID_POINT;break;case 78:this.$=b.LINETYPE.DOTTED_POINT;break;case 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36:l[u-1].unshift({type:"optStart",optText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.OPT_START}),l[u-1].push({type:"optEnd",optText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.OPT_END}),this.$=l[u-1];break;case 37:l[u-1].unshift({type:"altStart",altText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.ALT_START}),l[u-1].push({type:"altEnd",signalType:b.LINETYPE.ALT_END}),this.$=l[u-1];break;case 38:l[u-1].unshift({type:"parStart",parText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.PAR_START}),l[u-1].push({type:"parEnd",signalType:b.LINETYPE.PAR_END}),this.$=l[u-1];break;case 39:l[u-1].unshift({type:"parStart",parText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.PAR_OVER_START}),l[u-1].push({type:"parEnd",signalType:b.LINETYPE.PAR_END}),this.$=l[u-1];break;case 40:l[u-1].unshift({type:"criticalStart",criticalText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.CRITICAL_START}),l[u-1].push({type:"criticalEnd",signalType:b.LINETYPE.CRITICAL_END}),this.$=l[u-1];break;case 41:l[u-1].unshift({type:"breakStart",breakText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.BREAK_START}),l[u-1].push({type:"breakEnd",optText:b.parseMessage(l[u-2]),signalType:b.LINETYPE.BREAK_END}),this.$=l[u-1];break;case 43:this.$=l[u-3].concat([{type:"option",optionText:b.parseMessage(l[u-1]),signalType:b.LINETYPE.CRITICAL_OPTION},l[u]]);break;case 45:this.$=l[u-3].concat([{type:"and",parText:b.parseMessage(l[u-1]),signalType:b.LINETYPE.PAR_AND},l[u]]);break;case 47:this.$=l[u-3].concat([{type:"else",altText:b.parseMessage(l[u-1]),signalType:b.LINETYPE.ALT_ELSE},l[u]]);break;case 48:l[u-3].draw="participant",l[u-3].type="addParticipant",l[u-3].description=b.parseMessage(l[u-1]),this.$=l[u-3];break;case 49:l[u-1].draw="participant",l[u-1].type="addParticipant",this.$=l[u-1];break;case 50:l[u-3].draw="actor",l[u-3].type="addParticipant",l[u-3].description=b.parseMessage(l[u-1]),this.$=l[u-3];break;case 51:l[u-1].draw="actor",l[u-1].type="addParticipant",this.$=l[u-1];break;case 52:l[u-1].type="destroyParticipant",this.$=l[u-1];break;case 53:this.$=[l[u-1],{type:"addNote",placement:l[u-2],actor:l[u-1].actor,text:l[u]}];break;case 54:l[u-2]=[].concat(l[u-1],l[u-1]).slice(0,2),l[u-2][0]=l[u-2][0].actor,l[u-2][1]=l[u-2][1].actor,this.$=[l[u-1],{type:"addNote",placement:b.PLACEMENT.OVER,actor:l[u-2].slice(0,2),text:l[u]}];break;case 55:this.$=[l[u-1],{type:"addLinks",actor:l[u-1].actor,text:l[u]}];break;case 56:this.$=[l[u-1],{type:"addALink",actor:l[u-1].actor,text:l[u]}];break;case 57:this.$=[l[u-1],{type:"addProperties",actor:l[u-1].actor,text:l[u]}];break;case 58:this.$=[l[u-1],{type:"addDetails",actor:l[u-1].actor,text:l[u]}];break;case 61:this.$=[l[u-2],l[u]];break;case 62:this.$=l[u];break;case 63:this.$=b.PLACEMENT.LEFTOF;break;case 64:this.$=b.PLACEMENT.RIGHTOF;break;case 65:this.$=[l[u-4],l[u-1],{type:"addMessage",from:l[u-4].actor,to:l[u-1].actor,signalType:l[u-3],msg:l[u],activate:!0},{type:"activeStart",signalType:b.LINETYPE.ACTIVE_START,actor:l[u-1].actor}];break;case 66:this.$=[l[u-4],l[u-1],{type:"addMessage",from:l[u-4].actor,to:l[u-1].actor,signalType:l[u-3],msg:l[u]},{type:"activeEnd",signalType:b.LINETYPE.ACTIVE_END,actor:l[u-4].actor}];break;case 67:this.$=[l[u-3],l[u-1],{type:"addMessage",from:l[u-3].actor,to:l[u-1].actor,signalType:l[u-2],msg:l[u]}];break;case 68:this.$={type:"addParticipant",actor:l[u]};break;case 69:this.$=b.LINETYPE.SOLID_OPEN;break;case 70:this.$=b.LINETYPE.DOTTED_OPEN;break;case 71:this.$=b.LINETYPE.SOLID;break;case 72:this.$=b.LINETYPE.BIDIRECTIONAL_SOLID;break;case 73:this.$=b.LINETYPE.DOTTED;break;case 74:this.$=b.LINETYPE.BIDIRECTIONAL_DOTTED;break;case 75:this.$=b.LINETYPE.SOLID_CROSS;break;case 76:this.$=b.LINETYPE.DOTTED_CROSS;break;case 77:this.$=b.LINETYPE.SOLID_POINT;break;case 78:this.$=b.LINETYPE.DOTTED_POINT;break;case 79:this.$=b.parseMessage(l[u].trim().substring(1));break}},"anonymous"),table:[{3:1,4:t,5:c,6:s},{1:[3]},{3:5,4:t,5:c,6:s},{3:6,4:t,5:c,6:s},e([1,4,5,13,14,18,21,23,29,30,31,33,35,36,37,38,39,41,43,44,46,50,52,53,54,59,60,61,62,70],a,{7:7}),{1:[2,1]},{1:[2,2]},{1:[2,3],4:i,5:n,8:8,9:10,12:12,13:d,14:h,17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},e(y,[2,5]),{9:47,12:12,13:d,14:h,17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},e(y,[2,7]),e(y,[2,8]),e(y,[2,14]),{12:48,50:z,52:H,53:W},{15:[1,49]},{5:[1,50]},{5:[1,53],19:[1,51],20:[1,52]},{22:54,70:v},{22:55,70:v},{5:[1,56]},{5:[1,57]},{5:[1,58]},{5:[1,59]},{5:[1,60]},e(y,[2,29]),e(y,[2,30]),{32:[1,61]},{34:[1,62]},e(y,[2,33]),{15:[1,63]},{15:[1,64]},{15:[1,65]},{15:[1,66]},{15:[1,67]},{15:[1,68]},{15:[1,69]},{15:[1,70]},{22:71,70:v},{22:72,70:v},{22:73,70:v},{67:74,71:[1,75],72:[1,76],73:[1,77],74:[1,78],75:[1,79],76:[1,80],77:[1,81],78:[1,82],79:[1,83],80:[1,84]},{55:85,57:[1,86],65:[1,87],66:[1,88]},{22:89,70:v},{22:90,70:v},{22:91,70:v},{22:92,70:v},e([5,51,64,71,72,73,74,75,76,77,78,79,80,81],[2,68]),e(y,[2,6]),e(y,[2,15]),e(P,[2,9],{10:93}),e(y,[2,17]),{5:[1,95],19:[1,94]},{5:[1,96]},e(y,[2,21]),{5:[1,97]},{5:[1,98]},e(y,[2,24]),e(y,[2,25]),e(y,[2,26]),e(y,[2,27]),e(y,[2,28]),e(y,[2,31]),e(y,[2,32]),e(Q,a,{7:99}),e(Q,a,{7:100}),e(Q,a,{7:101}),e(at,a,{40:102,7:103}),e(N,a,{42:104,7:105}),e(N,a,{7:105,42:106}),e(qt,a,{45:107,7:108}),e(Q,a,{7:109}),{5:[1,111],51:[1,110]},{5:[1,113],51:[1,112]},{5:[1,114]},{22:117,68:[1,115],69:[1,116],70:v},e(it,[2,69]),e(it,[2,70]),e(it,[2,71]),e(it,[2,72]),e(it,[2,73]),e(it,[2,74]),e(it,[2,75]),e(it,[2,76]),e(it,[2,77]),e(it,[2,78]),{22:118,70:v},{22:120,58:119,70:v},{70:[2,63]},{70:[2,64]},{56:121,81:ct},{56:123,81:ct},{56:124,81:ct},{56:125,81:ct},{4:[1,128],5:[1,130],11:127,12:129,16:[1,126],50:z,52:H,53:W},{5:[1,131]},e(y,[2,19]),e(y,[2,20]),e(y,[2,22]),e(y,[2,23]),{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[1,132],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[1,133],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[1,134],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{16:[1,135]},{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[2,46],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,49:[1,136],50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{16:[1,137]},{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[2,44],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,48:[1,138],50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{16:[1,139]},{16:[1,140]},{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[2,42],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,47:[1,141],50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{4:i,5:n,8:8,9:10,12:12,13:d,14:h,16:[1,142],17:15,18:r,21:g,22:40,23:E,24:19,25:20,26:21,27:22,28:23,29:f,30:T,31:m,33:w,35:k,36:O,37:S,38:B,39:D,41:F,43:q,44:X,46:tt,50:z,52:H,53:W,54:M,59:J,60:K,61:Z,62:et,70:v},{15:[1,143]},e(y,[2,49]),{15:[1,144]},e(y,[2,51]),e(y,[2,52]),{22:145,70:v},{22:146,70:v},{56:147,81:ct},{56:148,81:ct},{56:149,81:ct},{64:[1,150],81:[2,62]},{5:[2,55]},{5:[2,79]},{5:[2,56]},{5:[2,57]},{5:[2,58]},e(y,[2,16]),e(P,[2,10]),{12:151,50:z,52:H,53:W},e(P,[2,12]),e(P,[2,13]),e(y,[2,18]),e(y,[2,34]),e(y,[2,35]),e(y,[2,36]),e(y,[2,37]),{15:[1,152]},e(y,[2,38]),{15:[1,153]},e(y,[2,39]),e(y,[2,40]),{15:[1,154]},e(y,[2,41]),{5:[1,155]},{5:[1,156]},{56:157,81:ct},{56:158,81:ct},{5:[2,67]},{5:[2,53]},{5:[2,54]},{22:159,70:v},e(P,[2,11]),e(at,a,{7:103,40:160}),e(N,a,{7:105,42:161}),e(qt,a,{7:108,45:162}),e(y,[2,48]),e(y,[2,50]),{5:[2,65]},{5:[2,66]},{81:[2,61]},{16:[2,47]},{16:[2,45]},{16:[2,43]}],defaultActions:{5:[2,1],6:[2,2],87:[2,63],88:[2,64],121:[2,55],122:[2,79],123:[2,56],124:[2,57],125:[2,58],147:[2,67],148:[2,53],149:[2,54],157:[2,65],158:[2,66],159:[2,61],160:[2,47],161:[2,45],162:[2,43]},parseError:p(function(I,_){if(_.recoverable)this.trace(I);else{var 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R=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:A?(A.length===b.length?this.yylloc.first_column:0)+b[b.length-A.length].length-A[0].length:this.yylloc.first_column-_},this.options.ranges&&(this.yylloc.range=[R[0],R[0]+this.yyleng-_]),this.yyleng=this.yytext.length,this},"unput"),more:p(function(){return this._more=!0,this},"more"),reject:p(function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. 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e.insert("rect",":first-child").attr("x",t().state.padding).attr("y",t().state.padding).attr("width",o.width+2*t().state.padding).attr("height",o.height+2*t().state.padding).attr("rx",t().state.radius),d},"drawSimpleState"),K=u((e,i)=>{const d=u(function(l,B,m){const v=l.append("tspan").attr("x",2*t().state.padding).text(B);m||v.attr("dy",t().state.textHeight)},"addTspan"),r=e.append("text").attr("x",2*t().state.padding).attr("y",t().state.textHeight+1.3*t().state.padding).attr("font-size",t().state.fontSize).attr("class","state-title").text(i.descriptions[0]).node().getBBox(),g=r.height,x=e.append("text").attr("x",t().state.padding).attr("y",g+t().state.padding*.4+t().state.dividerMargin+t().state.textHeight).attr("class","state-description");let a=!0,s=!0;i.descriptions.forEach(function(l){a||(d(x,l,s),s=!1),a=!1});const 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e.insert("rect",":first-child").attr("x",l).attr("y",m).attr("class",d?"alt-composit":"composit").attr("width",c).attr("height",B.height+t().state.textHeight+t().state.titleShift+1).attr("rx","0"),s.attr("x",l+o),p<=x&&s.attr("x",a+(c-r)/2-p/2+o),e.insert("rect",":first-child").attr("x",l).attr("y",t().state.titleShift-t().state.textHeight-t().state.padding).attr("width",c).attr("height",t().state.textHeight*3).attr("rx",t().state.radius),e.insert("rect",":first-child").attr("x",l).attr("y",t().state.titleShift-t().state.textHeight-t().state.padding).attr("width",c).attr("height",B.height+3+2*t().state.textHeight).attr("rx",t().state.radius),e},"addTitleAndBox"),V=u(e=>(e.append("circle").attr("class","end-state-outer").attr("r",t().state.sizeUnit+t().state.miniPadding).attr("cx",t().state.padding+t().state.sizeUnit+t().state.miniPadding).attr("cy",t().state.padding+t().state.sizeUnit+t().state.miniPadding),e.append("circle").attr("class","end-state-inner").attr("r",t().state.sizeUnit).attr("cx",t().state.padding+t().state.sizeUnit+2).attr("cy",t().state.padding+t().state.sizeUnit+2)),"drawEndState"),tt=u((e,i)=>{let 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+import{s as W,a as P,S as N}from"./chunk-AEK57VVT-gQ4j2jcG.js";import{_ as u,c as t,d as H,l as S,e as C,k as z,U,$ as F,u as O}from"./mermaid-vendor-D0f_SE0h.js";import{G as J}from"./graph-BLnbmvfZ.js";import{l as X}from"./layout-DsT4215v.js";import"./chunk-RZ5BOZE2-B615FLH4.js";import"./feature-graph-NODQb6qW.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CtAZZJ8e.js";import"./_basePickBy-D3PHsJjq.js";var L={},D=u((e,i)=>{L[e]=i},"set"),Y=u(e=>L[e],"get"),G=u(()=>Object.keys(L),"keys"),$=u(()=>G().length,"size"),I={get:Y,set:D,keys:G,size:$},j=u(e=>e.append("circle").attr("class","start-state").attr("r",t().state.sizeUnit).attr("cx",t().state.padding+t().state.sizeUnit).attr("cy",t().state.padding+t().state.sizeUnit),"drawStartState"),q=u(e=>e.append("line").style("stroke","grey").style("stroke-dasharray","3").attr("x1",t().state.textHeight).attr("class","divider").attr("x2",t().state.textHeight*2).attr("y1",0).attr("y2",0),"drawDivider"),Z=u((e,i)=>{const d=e.append("text").attr("x",2*t().state.padding).attr("y",t().state.textHeight+2*t().state.padding).attr("font-size",t().state.fontSize).attr("class","state-title").text(i.id),o=d.node().getBBox();return e.insert("rect",":first-child").attr("x",t().state.padding).attr("y",t().state.padding).attr("width",o.width+2*t().state.padding).attr("height",o.height+2*t().state.padding).attr("rx",t().state.radius),d},"drawSimpleState"),K=u((e,i)=>{const d=u(function(l,B,m){const v=l.append("tspan").attr("x",2*t().state.padding).text(B);m||v.attr("dy",t().state.textHeight)},"addTspan"),r=e.append("text").attr("x",2*t().state.padding).attr("y",t().state.textHeight+1.3*t().state.padding).attr("font-size",t().state.fontSize).attr("class","state-title").text(i.descriptions[0]).node().getBBox(),g=r.height,x=e.append("text").attr("x",t().state.padding).attr("y",g+t().state.padding*.4+t().state.dividerMargin+t().state.textHeight).attr("class","state-description");let a=!0,s=!0;i.descriptions.forEach(function(l){a||(d(x,l,s),s=!1),a=!1});const y=e.append("line").attr("x1",t().state.padding).attr("y1",t().state.padding+g+t().state.dividerMargin/2).attr("y2",t().state.padding+g+t().state.dividerMargin/2).attr("class","descr-divider"),p=x.node().getBBox(),c=Math.max(p.width,r.width);return y.attr("x2",c+3*t().state.padding),e.insert("rect",":first-child").attr("x",t().state.padding).attr("y",t().state.padding).attr("width",c+2*t().state.padding).attr("height",p.height+g+2*t().state.padding).attr("rx",t().state.radius),e},"drawDescrState"),Q=u((e,i,d)=>{const o=t().state.padding,r=2*t().state.padding,g=e.node().getBBox(),x=g.width,a=g.x,s=e.append("text").attr("x",0).attr("y",t().state.titleShift).attr("font-size",t().state.fontSize).attr("class","state-title").text(i.id),p=s.node().getBBox().width+r;let c=Math.max(p,x);c===x&&(c=c+r);let l;const B=e.node().getBBox();i.doc,l=a-o,p>x&&(l=(x-c)/2+o),Math.abs(a-B.x)x&&(l=a-(p-x)/2);const m=1-t().state.textHeight;return e.insert("rect",":first-child").attr("x",l).attr("y",m).attr("class",d?"alt-composit":"composit").attr("width",c).attr("height",B.height+t().state.textHeight+t().state.titleShift+1).attr("rx","0"),s.attr("x",l+o),p<=x&&s.attr("x",a+(c-r)/2-p/2+o),e.insert("rect",":first-child").attr("x",l).attr("y",t().state.titleShift-t().state.textHeight-t().state.padding).attr("width",c).attr("height",t().state.textHeight*3).attr("rx",t().state.radius),e.insert("rect",":first-child").attr("x",l).attr("y",t().state.titleShift-t().state.textHeight-t().state.padding).attr("width",c).attr("height",B.height+3+2*t().state.textHeight).attr("rx",t().state.radius),e},"addTitleAndBox"),V=u(e=>(e.append("circle").attr("class","end-state-outer").attr("r",t().state.sizeUnit+t().state.miniPadding).attr("cx",t().state.padding+t().state.sizeUnit+t().state.miniPadding).attr("cy",t().state.padding+t().state.sizeUnit+t().state.miniPadding),e.append("circle").attr("class","end-state-inner").attr("r",t().state.sizeUnit).attr("cx",t().state.padding+t().state.sizeUnit+2).attr("cy",t().state.padding+t().state.sizeUnit+2)),"drawEndState"),tt=u((e,i)=>{let d=t().state.forkWidth,o=t().state.forkHeight;if(i.parentId){let r=d;d=o,o=r}return e.append("rect").style("stroke","black").style("fill","black").attr("width",d).attr("height",o).attr("x",t().state.padding).attr("y",t().state.padding)},"drawForkJoinState"),et=u((e,i,d,o)=>{let r=0;const g=o.append("text");g.style("text-anchor","start"),g.attr("class","noteText");let x=e.replace(/\r\n/g,"
");x=x.replace(/\n/g,"
");const a=x.split(z.lineBreakRegex);let s=1.25*t().state.noteMargin;for(const y of a){const p=y.trim();if(p.length>0){const c=g.append("tspan");if(c.text(p),s===0){const l=c.node().getBBox();s+=l.height}r+=s,c.attr("x",i+t().state.noteMargin),c.attr("y",d+r+1.25*t().state.noteMargin)}}return{textWidth:g.node().getBBox().width,textHeight:r}},"_drawLongText"),at=u((e,i)=>{i.attr("class","state-note");const d=i.append("rect").attr("x",0).attr("y",t().state.padding),o=i.append("g"),{textWidth:r,textHeight:g}=et(e,0,0,o);return d.attr("height",g+2*t().state.noteMargin),d.attr("width",r+t().state.noteMargin*2),d},"drawNote"),_=u(function(e,i){const d=i.id,o={id:d,label:i.id,width:0,height:0},r=e.append("g").attr("id",d).attr("class","stateGroup");i.type==="start"&&j(r),i.type==="end"&&V(r),(i.type==="fork"||i.type==="join")&&tt(r,i),i.type==="note"&&at(i.note.text,r),i.type==="divider"&&q(r),i.type==="default"&&i.descriptions.length===0&&Z(r,i),i.type==="default"&&i.descriptions.length>0&&K(r,i);const g=r.node().getBBox();return o.width=g.width+2*t().state.padding,o.height=g.height+2*t().state.padding,I.set(d,o),o},"drawState"),A=0,it=u(function(e,i,d){const o=u(function(s){switch(s){case N.relationType.AGGREGATION:return"aggregation";case N.relationType.EXTENSION:return"extension";case N.relationType.COMPOSITION:return"composition";case N.relationType.DEPENDENCY:return"dependency"}},"getRelationType");i.points=i.points.filter(s=>!Number.isNaN(s.y));const r=i.points,g=U().x(function(s){return s.x}).y(function(s){return s.y}).curve(F),x=e.append("path").attr("d",g(r)).attr("id","edge"+A).attr("class","transition");let a="";if(t().state.arrowMarkerAbsolute&&(a=window.location.protocol+"//"+window.location.host+window.location.pathname+window.location.search,a=a.replace(/\(/g,"\\("),a=a.replace(/\)/g,"\\)")),x.attr("marker-end","url("+a+"#"+o(N.relationType.DEPENDENCY)+"End)"),d.title!==void 0){const s=e.append("g").attr("class","stateLabel"),{x:y,y:p}=O.calcLabelPosition(i.points),c=z.getRows(d.title);let l=0;const B=[];let m=0,v=0;for(let f=0;f<=c.length;f++){const h=s.append("text").attr("text-anchor","middle").text(c[f]).attr("x",y).attr("y",p+l),w=h.node().getBBox();m=Math.max(m,w.width),v=Math.min(v,w.x),S.info(w.x,y,p+l),l===0&&(l=h.node().getBBox().height,S.info("Title height",l,p)),B.push(h)}let E=l*c.length;if(c.length>1){const f=(c.length-1)*l*.5;B.forEach((h,w)=>h.attr("y",p+w*l-f)),E=l*c.length}const n=s.node().getBBox();s.insert("rect",":first-child").attr("class","box").attr("x",y-m/2-t().state.padding/2).attr("y",p-E/2-t().state.padding/2-3.5).attr("width",m+t().state.padding).attr("height",E+t().state.padding),S.info(n)}A++},"drawEdge"),b,T={},nt=u(function(){},"setConf"),rt=u(function(e){e.append("defs").append("marker").attr("id","dependencyEnd").attr("refX",19).attr("refY",7).attr("markerWidth",20).attr("markerHeight",28).attr("orient","auto").append("path").attr("d","M 19,7 L9,13 L14,7 L9,1 Z")},"insertMarkers"),st=u(function(e,i,d,o){b=t().state;const r=t().securityLevel;let g;r==="sandbox"&&(g=H("#i"+i));const x=r==="sandbox"?H(g.nodes()[0].contentDocument.body):H("body"),a=r==="sandbox"?g.nodes()[0].contentDocument:document;S.debug("Rendering diagram "+e);const s=x.select(`[id='${i}']`);rt(s);const y=o.db.getRootDoc();R(y,s,void 0,!1,x,a,o);const p=b.padding,c=s.node().getBBox(),l=c.width+p*2,B=c.height+p*2,m=l*1.75;C(s,B,m,b.useMaxWidth),s.attr("viewBox",`${c.x-b.padding} ${c.y-b.padding} `+l+" "+B)},"draw"),dt=u(e=>e?e.length*b.fontSizeFactor:1,"getLabelWidth"),R=u((e,i,d,o,r,g,x)=>{const a=new J({compound:!0,multigraph:!0});let s,y=!0;for(s=0;s{const w=h.parentElement;let k=0,M=0;w&&(w.parentElement&&(k=w.parentElement.getBBox().width),M=parseInt(w.getAttribute("data-x-shift"),10),Number.isNaN(M)&&(M=0)),h.setAttribute("x1",0-M+8),h.setAttribute("x2",k-M-8)})):S.debug("No Node "+n+": "+JSON.stringify(a.node(n)))});let v=m.getBBox();a.edges().forEach(function(n){n!==void 0&&a.edge(n)!==void 0&&(S.debug("Edge "+n.v+" -> "+n.w+": "+JSON.stringify(a.edge(n))),it(i,a.edge(n),a.edge(n).relation))}),v=m.getBBox();const E={id:d||"root",label:d||"root",width:0,height:0};return E.width=v.width+2*b.padding,E.height=v.height+2*b.padding,S.debug("Doc rendered",E,a),E},"renderDoc"),ot={setConf:nt,draw:st},bt={parser:P,get db(){return new N(1)},renderer:ot,styles:W,init:u(e=>{e.state||(e.state={}),e.state.arrowMarkerAbsolute=e.arrowMarkerAbsolute},"init")};export{bt as diagram}; diff --git a/lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-DIpE_gWh.js b/lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-sVx8nHiu.js similarity index 61% rename from lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-DIpE_gWh.js rename to lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-sVx8nHiu.js index 9ee06409..046adada 100644 --- a/lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-DIpE_gWh.js +++ b/lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-sVx8nHiu.js @@ -1 +1 @@ -import{s as r,b as e,a,S as s}from"./chunk-AEK57VVT-C_8ebDHI.js";import{_ as i}from"./mermaid-vendor-BVBgFwCv.js";import"./chunk-RZ5BOZE2-PbmQbmec.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var b={parser:a,get db(){return new s(2)},renderer:e,styles:r,init:i(t=>{t.state||(t.state={}),t.state.arrowMarkerAbsolute=t.arrowMarkerAbsolute},"init")};export{b as diagram}; +import{s as r,b as e,a,S as s}from"./chunk-AEK57VVT-gQ4j2jcG.js";import{_ as i}from"./mermaid-vendor-D0f_SE0h.js";import"./chunk-RZ5BOZE2-B615FLH4.js";import"./feature-graph-NODQb6qW.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var b={parser:a,get db(){return new s(2)},renderer:e,styles:r,init:i(t=>{t.state||(t.state={}),t.state.arrowMarkerAbsolute=t.arrowMarkerAbsolute},"init")};export{b as diagram}; diff --git a/lightrag/api/webui/assets/timeline-definition-BDJGKUSR-CwuNSBuu.js b/lightrag/api/webui/assets/timeline-definition-BDJGKUSR-FwPl5FEj.js similarity index 99% rename from lightrag/api/webui/assets/timeline-definition-BDJGKUSR-CwuNSBuu.js rename to lightrag/api/webui/assets/timeline-definition-BDJGKUSR-FwPl5FEj.js index 29e7401e..2023240e 100644 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y=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:d?(d.length===u.length?this.yylloc.first_column:0)+u[u.length-d.length].length-d[0].length:this.yylloc.first_column-a},this.options.ranges&&(this.yylloc.range=[y[0],y[0]+this.yyleng-a]),this.yyleng=this.yytext.length,this},"unput"),more:s(function(){return this._more=!0,this},"more"),reject:s(function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. 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{t('graphPanel.statusCard.storageInfo')}

-
+
{t('graphPanel.statusCard.workingDirectory')}: {status.working_directory} {t('graphPanel.statusCard.inputDirectory')}: @@ -21,7 +21,7 @@ const StatusCard = ({ status }: { status: LightragStatus | null }) => {

{t('graphPanel.statusCard.llmConfig')}

-
+
{t('graphPanel.statusCard.llmBinding')}: {status.configuration.llm_binding} {t('graphPanel.statusCard.llmBindingHost')}: @@ -35,7 +35,7 @@ const StatusCard = ({ status }: { status: LightragStatus | null }) => {

{t('graphPanel.statusCard.embeddingConfig')}

-
+
{t('graphPanel.statusCard.embeddingBinding')}: {status.configuration.embedding_binding} {t('graphPanel.statusCard.embeddingBindingHost')}: @@ -48,7 +48,7 @@ const StatusCard = ({ status }: { status: LightragStatus | null }) => { {status.configuration.enable_rerank && (

{t('graphPanel.statusCard.rerankerConfig')}

-
+
{t('graphPanel.statusCard.rerankerBindingHost')}: {status.configuration.rerank_binding_host || '-'} {t('graphPanel.statusCard.rerankerModel')}: @@ -59,7 +59,7 @@ const StatusCard = ({ status }: { status: LightragStatus | null }) => {

{t('graphPanel.statusCard.storageConfig')}

-
+
{t('graphPanel.statusCard.kvStorage')}: {status.configuration.kv_storage} {t('graphPanel.statusCard.docStatusStorage')}: diff --git a/lightrag_webui/src/components/status/StatusDialog.tsx b/lightrag_webui/src/components/status/StatusDialog.tsx index 702b1142..bb78d843 100644 --- a/lightrag_webui/src/components/status/StatusDialog.tsx +++ b/lightrag_webui/src/components/status/StatusDialog.tsx @@ -20,7 +20,7 @@ const StatusDialog = ({ open, onOpenChange, status }: StatusDialogProps) => { return ( - + {t('graphPanel.statusDialog.title')} From fc7b0a9273b1b76a1ef26ec57f7a4332f0c35c3d Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 01:35:21 +0800 Subject: [PATCH 26/40] Improve query settings input experience in WebUI --- .../components/retrieval/QuerySettings.tsx | 93 ++++++++++++++----- 1 file changed, 70 insertions(+), 23 deletions(-) diff --git a/lightrag_webui/src/components/retrieval/QuerySettings.tsx b/lightrag_webui/src/components/retrieval/QuerySettings.tsx index 735a4190..807884e1 100644 --- a/lightrag_webui/src/components/retrieval/QuerySettings.tsx +++ b/lightrag_webui/src/components/retrieval/QuerySettings.tsx @@ -2,7 +2,6 @@ import { useCallback } from 'react' import { QueryMode, QueryRequest } from '@/api/lightrag' // Removed unused import for Text component import Checkbox from '@/components/ui/Checkbox' -import NumberInput from '@/components/ui/NumberInput' import Input from '@/components/ui/Input' import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@/components/ui/Card' import { @@ -121,13 +120,23 @@ export default function QuerySettings() {
{/* Removed sr-only label */} - handleChange('top_k', v)} + type="number" + value={querySettings.top_k ?? ''} + onChange={(e) => { + const value = e.target.value + handleChange('top_k', value === '' ? '' : parseInt(value) || 0) + }} + onBlur={(e) => { + const value = e.target.value + if (value === '' || isNaN(parseInt(value))) { + handleChange('top_k', 1) + } + }} min={1} placeholder={t('retrievePanel.querySettings.topKPlaceholder')} + className="h-9" />
@@ -149,13 +158,23 @@ export default function QuerySettings() {
{/* Removed sr-only label */} - handleChange('max_token_for_text_unit', v)} + type="number" + value={querySettings.max_token_for_text_unit ?? ''} + onChange={(e) => { + const value = e.target.value + handleChange('max_token_for_text_unit', value === '' ? '' : parseInt(value) || 0) + }} + onBlur={(e) => { + const value = e.target.value + if (value === '' || isNaN(parseInt(value))) { + handleChange('max_token_for_text_unit', 10000) + } + }} min={1} placeholder={t('retrievePanel.querySettings.maxTokensTextUnit')} + className="h-9" />
@@ -175,13 +194,23 @@ export default function QuerySettings() {
{/* Removed sr-only label */} - handleChange('max_token_for_global_context', v)} + type="number" + value={querySettings.max_token_for_global_context ?? ''} + onChange={(e) => { + const value = e.target.value + handleChange('max_token_for_global_context', value === '' ? '' : parseInt(value) || 0) + }} + onBlur={(e) => { + const value = e.target.value + if (value === '' || isNaN(parseInt(value))) { + handleChange('max_token_for_global_context', 4000) + } + }} min={1} placeholder={t('retrievePanel.querySettings.maxTokensGlobalContext')} + className="h-9" />
@@ -201,13 +230,23 @@ export default function QuerySettings() {
{/* Removed sr-only label */} - handleChange('max_token_for_local_context', v)} + type="number" + value={querySettings.max_token_for_local_context ?? ''} + onChange={(e) => { + const value = e.target.value + handleChange('max_token_for_local_context', value === '' ? '' : parseInt(value) || 0) + }} + onBlur={(e) => { + const value = e.target.value + if (value === '' || isNaN(parseInt(value))) { + handleChange('max_token_for_local_context', 4000) + } + }} min={1} placeholder={t('retrievePanel.querySettings.maxTokensLocalContext')} + className="h-9" />
@@ -229,15 +268,23 @@ export default function QuerySettings() {
{/* Removed sr-only label */} - handleChange('history_turns', v)} + type="number" + value={querySettings.history_turns ?? ''} + onChange={(e) => { + const value = e.target.value + handleChange('history_turns', value === '' ? '' : parseInt(value) || 0) + }} + onBlur={(e) => { + const value = e.target.value + if (value === '' || isNaN(parseInt(value))) { + handleChange('history_turns', 0) + } + }} min={0} placeholder={t('retrievePanel.querySettings.historyTurnsPlaceholder')} + className="h-9" />
From e4aef369773af44e6e62a76f0d8bd54a25b7cb61 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 01:36:25 +0800 Subject: [PATCH 27/40] Update webui assets --- .../webui/assets/feature-retrieval-DWXwsuMo.js | 18 ------------------ .../webui/assets/feature-retrieval-DalFy9WB.js | 10 ++++++++++ lightrag/api/webui/assets/index-BwVd8c1u.css | 1 - lightrag/api/webui/assets/index-DwO2XWaU.css | 1 + .../{index-TxZuijtM.js => index-yRRg2BZk.js} | 4 ++-- lightrag/api/webui/index.html | 6 +++--- 6 files changed, 16 insertions(+), 24 deletions(-) delete mode 100644 lightrag/api/webui/assets/feature-retrieval-DWXwsuMo.js create mode 100644 lightrag/api/webui/assets/feature-retrieval-DalFy9WB.js delete mode 100644 lightrag/api/webui/assets/index-BwVd8c1u.css create mode 100644 lightrag/api/webui/assets/index-DwO2XWaU.css rename lightrag/api/webui/assets/{index-TxZuijtM.js => index-yRRg2BZk.js} (99%) diff --git a/lightrag/api/webui/assets/feature-retrieval-DWXwsuMo.js b/lightrag/api/webui/assets/feature-retrieval-DWXwsuMo.js deleted file mode 100644 index 9e5fc5d2..00000000 --- a/lightrag/api/webui/assets/feature-retrieval-DWXwsuMo.js +++ /dev/null @@ -1,18 +0,0 @@ -const __vite__mapDeps=(i,m=__vite__mapDeps,d=(m.f||(m.f=["assets/index-1Hy45NwC.js","assets/markdown-vendor-DmIvJdn7.js","assets/ui-vendor-CeCm8EER.js","assets/react-vendor-DEwriMA6.js","assets/katex-B1t2RQs_.css"])))=>i.map(i=>d[i]); -import{j as r,E as Hr,I as Xr,F as jr,G as Tr,H as $r,J as Or,V as en,L as Fr,K as Dr,M as on,N as rn,Q as Wr,U as nn,W as an,X as tn}from"./ui-vendor-CeCm8EER.js";import{c as ee,P as wo,Q as Rr,V as ln,I as So,B as he,u as vo,z as ue,C as cn,J as sn,a as dn,b as un,K as gn,W as J,Y,Z,_ as X,o as xe,$ as Br,a0 as fn,a1 as bn,a2 as Ao,a3 as pn,a4 as hn,g as mn,a5 as kn,a6 as yn,E as wn,a7 as Sn}from"./feature-graph-NODQb6qW.js";import{r as u,R as se}from"./react-vendor-DEwriMA6.js";import{m as Mo}from"./mermaid-vendor-D0f_SE0h.js";import{h as Co,M as vn,r 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From cbf544b3c19918a8d25feb5b2bc4793721540f74 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 01:51:30 +0800 Subject: [PATCH 28/40] Remvoe redundant log message --- lightrag/kg/shared_storage.py | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index ce1068cc..3ba8378c 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -714,16 +714,6 @@ class KeyedUnifiedLock: enable_output=False, ) - # Log cleanup results if any locks were cleaned - total_cleaned = cleanup_stats["mp_cleaned"] + cleanup_stats["async_cleaned"] - if total_cleaned > 0: - direct_log( - f"Keyed lock cleanup completed: {total_cleaned} locks cleaned " - f"(MP: {cleanup_stats['mp_cleaned']}, Async: {cleanup_stats['async_cleaned']})", - level="INFO", - enable_output=False, - ) - # 3. Get current status after cleanup current_status = self.get_lock_status() From 582e95202001bdbab840a3f4a43a2654e2622780 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 01:58:50 +0800 Subject: [PATCH 29/40] Disable direct logging by default for shared storage module --- lightrag/kg/shared_storage.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 3ba8378c..733861cc 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -10,7 +10,7 @@ from typing import Any, Dict, List, Optional, Union, TypeVar, Generic # Define a direct print function for critical logs that must be visible in all processes -def direct_log(message, enable_output: bool = True, level: str = "DEBUG"): +def direct_log(message, enable_output: bool = False, level: str = "DEBUG"): """ Log a message directly to stderr to ensure visibility in all processes, including the Gunicorn master process. @@ -27,15 +27,15 @@ def direct_log(message, enable_output: bool = True, level: str = "DEBUG"): current_level = logger.getEffectiveLevel() except ImportError: # Fallback if lightrag.utils is not available - current_level = logging.INFO + current_level = 20 # INFO # Convert string level to numeric level for comparison level_mapping = { - "DEBUG": logging.DEBUG, # 10 - "INFO": logging.INFO, # 20 - "WARNING": logging.WARNING, # 30 - "ERROR": logging.ERROR, # 40 - "CRITICAL": logging.CRITICAL, # 50 + "DEBUG": 10, # DEBUG + "INFO": 20, # INFO + "WARNING": 30, # WARNING + "ERROR": 40, # ERROR + "CRITICAL": 50, # CRITICAL } message_level = level_mapping.get(level.upper(), logging.DEBUG) From a2eeae966116fbad40caa495f30e3413d8171ac4 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 02:38:36 +0800 Subject: [PATCH 30/40] Fixes incorrect cleanup count --- lightrag/kg/shared_storage.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 733861cc..3830c6dd 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -340,6 +340,9 @@ def _perform_lock_cleanup( cleaned_count = 0 new_earliest_time = None + # Calculate total count before cleanup + total_cleanup_len = len(cleanup_data) + # Perform cleanup operation for cleanup_key, cleanup_time in list(cleanup_data.items()): if current_time - cleanup_time > CLEANUP_KEYED_LOCKS_AFTER_SECONDS: @@ -369,7 +372,6 @@ def _perform_lock_cleanup( else float("inf"), MIN_CLEANUP_INTERVAL_SECONDS, ) - total_cleanup_len = len(cleanup_data) if lock_type == "async": direct_log( From 03b40937f79c36d8f8f63800a6ab6c678ae8eb57 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 03:13:52 +0800 Subject: [PATCH 31/40] Reduce embedding concurrency limit from 16 to 8 --- env.example | 2 +- lightrag/lightrag.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/env.example b/env.example index 4515fe34..24fb11a1 100644 --- a/env.example +++ b/env.example @@ -113,7 +113,7 @@ EMBEDDING_BINDING_HOST=http://localhost:11434 ### Num of chunks send to Embedding in single request # EMBEDDING_BATCH_NUM=10 ### Max concurrency requests for Embedding -# EMBEDDING_FUNC_MAX_ASYNC=16 +# EMBEDDING_FUNC_MAX_ASYNC=8 ### Maximum tokens sent to Embedding for each chunk (no longer in use?) # MAX_EMBED_TOKENS=8192 ### Optional for Azure diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index feb7ab16..6b85906a 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -205,7 +205,7 @@ class LightRAG: """Batch size for embedding computations.""" embedding_func_max_async: int = field( - default=int(os.getenv("EMBEDDING_FUNC_MAX_ASYNC", 16)) + default=int(os.getenv("EMBEDDING_FUNC_MAX_ASYNC", 8)) ) """Maximum number of concurrent embedding function calls.""" From 85cd1178a1504d1a31beda6b6a075b23b3cc681b Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 13:51:48 +0800 Subject: [PATCH 32/40] fix: prevent premature lock cleanup in multiprocess mode - Change cleanup condition from count == 1 to count == 0 to properly remove reused locks from cleanup list - Fix RuntimeError: Attempting to release lock for xxxx more times than it was acquired --- lightrag/kg/shared_storage.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lightrag/kg/shared_storage.py b/lightrag/kg/shared_storage.py index 3830c6dd..56fce4e5 100644 --- a/lightrag/kg/shared_storage.py +++ b/lightrag/kg/shared_storage.py @@ -422,7 +422,7 @@ def _get_or_create_shared_raw_mp_lock( f"Shared-Data lock registry for {factory_name} is corrupted for key {key}" ) if ( - count == 1 and combined_key in _lock_cleanup_data + count == 0 and combined_key in _lock_cleanup_data ): # Reusing an key waiting for cleanup, remove it from cleanup list _lock_cleanup_data.pop(combined_key) count += 1 From ab805b35c46b407cd2b69cb62321f2445981a45e Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 21:50:30 +0800 Subject: [PATCH 33/40] Update doc: concurrent explain --- docs/LightRAG_concurrent_explain.md | 345 ++++++---------------- docs/assets/lightrag_indexing.png | Bin 187200 -> 0 bytes docs/zh/LightRAG_concurrent_explain_zh.md | 277 ----------------- 3 files changed, 89 insertions(+), 533 deletions(-) delete mode 100644 docs/assets/lightrag_indexing.png delete mode 100644 docs/zh/LightRAG_concurrent_explain_zh.md diff --git a/docs/LightRAG_concurrent_explain.md b/docs/LightRAG_concurrent_explain.md index 5f55b0a9..8037a080 100644 --- a/docs/LightRAG_concurrent_explain.md +++ b/docs/LightRAG_concurrent_explain.md @@ -1,281 +1,114 @@ -# LightRAG Multi-Document Processing: Concurrent Control Strategy Analysis +## LightRAG Multi-Document Processing: Concurrent Control Strategy LightRAG employs a multi-layered concurrent control strategy when processing multiple documents. This article provides an in-depth analysis of the concurrent control mechanisms at document level, chunk level, and LLM request level, helping you understand why specific concurrent behaviors occur. -## Overview - -LightRAG's concurrent control is divided into three layers: - -1. **Document-level concurrency**: Controls the number of documents processed simultaneously -2. **Chunk-level concurrency**: Controls the number of chunks processed simultaneously within a single document -3. **LLM request-level concurrency**: Controls the global concurrent number of LLM requests - -## 1. Document-Level Concurrent Control +### 1. Document-Level Concurrent Control **Control Parameter**: `max_parallel_insert` -Document-level concurrency is controlled by the `max_parallel_insert` parameter, with a default value of 2. +This parameter controls the number of documents processed simultaneously. The purpose is to prevent excessive parallelism from overwhelming system resources, which could lead to extended processing times for individual files. Document-level concurrency is governed by the `max_parallel_insert` attribute within LightRAG, which defaults to 2 and is configurable via the `MAX_PARALLEL_INSERT` environment variable. -```python -# lightrag/lightrag.py -max_parallel_insert: int = field(default=int(os.getenv("MAX_PARALLEL_INSERT", 2))) -``` - -### Implementation Mechanism - -In the `apipeline_process_enqueue_documents` method, a semaphore is used to control document concurrency: - -```python -# lightrag/lightrag.py - apipeline_process_enqueue_documents method -async def process_document( - doc_id: str, - status_doc: DocProcessingStatus, - split_by_character: str | None, - split_by_character_only: bool, - pipeline_status: dict, - pipeline_status_lock: asyncio.Lock, - semaphore: asyncio.Semaphore, # Document-level semaphore -) -> None: - """Process single document""" - async with semaphore: # 🔥 Document-level concurrent control - # ... Process all chunks of a single document - -# Create document-level semaphore -semaphore = asyncio.Semaphore(self.max_parallel_insert) # Default 2 - -# Create processing tasks for each document -doc_tasks = [] -for doc_id, status_doc in to_process_docs.items(): - doc_tasks.append( - process_document( - doc_id, status_doc, split_by_character, split_by_character_only, - pipeline_status, pipeline_status_lock, semaphore - ) - ) - -# Wait for all documents to complete processing -await asyncio.gather(*doc_tasks) -``` - -## 2. Chunk-Level Concurrent Control +### 2. Chunk-Level Concurrent Control **Control Parameter**: `llm_model_max_async` -**Key Point**: Each document independently creates its own chunk semaphore! - -```python -# lightrag/lightrag.py -llm_model_max_async: int = field(default=int(os.getenv("MAX_ASYNC", 4))) -``` - -### Implementation Mechanism - -In the `extract_entities` function, **each document independently creates** its own chunk semaphore: - -```python -# lightrag/operate.py - extract_entities function -async def extract_entities(chunks: dict[str, TextChunkSchema], global_config: dict[str, str], ...): - # 🔥 Key: Each document independently creates this semaphore! - llm_model_max_async = global_config.get("llm_model_max_async", 4) - semaphore = asyncio.Semaphore(llm_model_max_async) # Chunk semaphore for each document - - async def _process_with_semaphore(chunk): - async with semaphore: # 🔥 Chunk concurrent control within document - return await _process_single_content(chunk) - - # Create tasks for each chunk - tasks = [] - for c in ordered_chunks: - task = asyncio.create_task(_process_with_semaphore(c)) - tasks.append(task) - - # Wait for all chunks to complete processing - done, pending = await asyncio.wait(tasks, return_when=asyncio.FIRST_EXCEPTION) - chunk_results = [task.result() for task in tasks] - return chunk_results -``` - -### Important Inference: System Overall Chunk Concurrency - -Since each document independently creates chunk semaphores, the theoretical chunk concurrency of the system is: - -**Theoretical Chunk Concurrency = max_parallel_insert × llm_model_max_async** +This parameter controls the number of chunks processed simultaneously in the extraction stage within a document. The purpose is to prevent a high volume of concurrent requests from monopolizing LLM processing resources, which would impede the efficient parallel processing of multiple files. Chunk-Level Concurrent Control is governed by the `llm_model_max_async` attribute within LightRAG, which defaults to 4 and is configurable via the `MAX_ASYNC` environment variable. The purpose of this parameter is to fully leverage the LLM's concurrency capabilities when processing individual documents. +In the `extract_entities` function, **each document independently creates** its own chunk semaphore. Since each document independently creates chunk semaphores, the theoretical chunk concurrency of the system is: +$$ +ChunkConcurrency = Max Parallel Insert × LLM Model Max Async +$$ For example: - `max_parallel_insert = 2` (process 2 documents simultaneously) - `llm_model_max_async = 4` (maximum 4 chunk concurrency per document) -- **Theoretical result**: Maximum 2 × 4 = 8 chunks simultaneously in "processing" state +- Theoretical chunk-level concurrent: 2 × 4 = 8 -## 3. LLM Request-Level Concurrent Control (The Real Bottleneck) +### 3. Graph-Level Concurrent Control -**Control Parameter**: `llm_model_max_async` (globally shared) +**Control Parameter**: `llm_model_max_async * 2` -**Key**: Although there might be 8 chunks "in processing", all LLM requests share the same global priority queue! +This parameter controls the number of entities and relations processed simultaneously in the merging stage within a document. The purpose is to prevent a high volume of concurrent requests from monopolizing LLM processing resources, which would impede the efficient parallel processing of multiple files. Graph-level concurrency is governed by the `llm_model_max_async` attribute within LightRAG, which defaults to 4 and is configurable via the `MAX_ASYNC` environment variable. Graph-level parallelism control parameters are equally applicable to managing parallelism during the entity relationship reconstruction phase after document deletion. + +Given that the entity relationship merging phase doesn't necessitate LLM interaction for every operation, its parallelism is set at double the LLM's parallelism. This optimizes machine utilization while concurrently preventing excessive queuing resource contention for the LLM. + +### 4. LLM-Level Concurrent Control + +**Control Parameter**: `llm_model_max_async` + +This parameter governs the **concurrent volume** of LLM requests dispatched by the entire LightRAG system, encompassing the document extraction stage, merging stage, and user query handling. + +LLM request prioritization is managed via a global priority queue, which **systematically prioritizes user queries** over merging-related requests, and merging-related requests over extraction-related requests. This strategic prioritization **minimizes user query latency**. + +LLM-level concurrency is governed by the `llm_model_max_async` attribute within LightRAG, which defaults to 4 and is configurable via the `MAX_ASYNC` environment variable. + +### 5. Complete Concurrent Hierarchy Diagram + +```mermaid +graph TD +classDef doc fill:#e6f3ff,stroke:#5b9bd5,stroke-width:2px; +classDef chunk fill:#fbe5d6,stroke:#ed7d31,stroke-width:1px; +classDef merge fill:#e2f0d9,stroke:#70ad47,stroke-width:2px; + +A["Multiple Documents
max_parallel_insert = 2"] --> A1 +A --> B1 + +A1[DocA: split to n chunks] --> A_chunk; +B1[DocB: split to m chunks] --> B_chunk; + +subgraph A_chunk[Extraction Stage] + A_chunk_title[Entity Relation Extraction
llm_model_max_async = 4]; + A_chunk_title --> A_chunk1[Chunk A1]:::chunk; + A_chunk_title --> A_chunk2[Chunk A2]:::chunk; + A_chunk_title --> A_chunk3[Chunk A3]:::chunk; + A_chunk_title --> A_chunk4[Chunk A4]:::chunk; + A_chunk1 & A_chunk2 & A_chunk3 & A_chunk4 --> A_chunk_done([Extraction Complete]); +end + +subgraph B_chunk[Extraction Stage] + B_chunk_title[Entity Relation Extraction
llm_model_max_async = 4]; + B_chunk_title --> B_chunk1[Chunk B1]:::chunk; + B_chunk_title --> B_chunk2[Chunk B2]:::chunk; + B_chunk_title --> B_chunk3[Chunk B3]:::chunk; + B_chunk_title --> B_chunk4[Chunk B4]:::chunk; + B_chunk1 & B_chunk2 & B_chunk3 & B_chunk4 --> B_chunk_done([Extraction Complete]); +end +A_chunk -.->|LLM Request| LLM_Queue; + +A_chunk --> A_merge; +B_chunk --> B_merge; + +subgraph A_merge[Merge Stage] + A_merge_title[Entity Relation Merging
llm_model_max_async * 2 = 8]; + A_merge_title --> A1_entity[Ent a1]:::merge; + A_merge_title --> A2_entity[Ent a2]:::merge; + A_merge_title --> A3_entity[Rel a3]:::merge; + A_merge_title --> A4_entity[Rel a4]:::merge; + A1_entity & A2_entity & A3_entity & A4_entity --> A_done([Merge Complete]) +end + +subgraph B_merge[Merge Stage] + B_merge_title[Entity Relation Merging
llm_model_max_async * 2 = 8]; + B_merge_title --> B1_entity[Ent b1]:::merge; + B_merge_title --> B2_entity[Ent b2]:::merge; + B_merge_title --> B3_entity[Rel b3]:::merge; + B_merge_title --> B4_entity[Rel b4]:::merge; + B1_entity & B2_entity & B3_entity & B4_entity --> B_done([Merge Complete]) +end + +A_merge -.->|LLM Request| LLM_Queue["LLM Request Prioritized Queue
llm_model_max_async = 4"]; +B_merge -.->|LLM Request| LLM_Queue; +B_chunk -.->|LLM Request| LLM_Queue; -```python -# lightrag/lightrag.py - __post_init__ method -self.llm_model_func = priority_limit_async_func_call(self.llm_model_max_async)( - partial( - self.llm_model_func, - hashing_kv=hashing_kv, - **self.llm_model_kwargs, - ) -) -# 🔥 Global LLM queue size = llm_model_max_async = 4 ``` -### Priority Queue Implementation +> The extraction and merge stages share a global prioritized LLM queue, regulated by `llm_model_max_async`. While numerous entity and relation extraction and merging operations may be "actively processing", **only a limited number will concurrently execute LLM requests** the remainder will be queued and awaiting their turn. -```python -# lightrag/utils.py - priority_limit_async_func_call function -def priority_limit_async_func_call(max_size: int, max_queue_size: int = 1000): - def final_decro(func): - queue = asyncio.PriorityQueue(maxsize=max_queue_size) - tasks = set() +### 6. Performance Optimization Recommendations - async def worker(): - """Worker that processes tasks in the priority queue""" - while not shutdown_event.is_set(): - try: - priority, count, future, args, kwargs = await asyncio.wait_for(queue.get(), timeout=1.0) - result = await func(*args, **kwargs) # 🔥 Actual LLM call - if not future.done(): - future.set_result(result) - except Exception as e: - # Error handling... - finally: - queue.task_done() +* **Increase LLM Concurrent Setting based on the capabilities of your LLM server or API provider** - # 🔥 Create fixed number of workers (max_size), this is the real concurrency limit - for _ in range(max_size): - task = asyncio.create_task(worker()) - tasks.add(task) -``` +During the file processing phase, the performance and concurrency capabilities of the LLM are critical bottlenecks. When deploying LLMs locally, the service's concurrency capacity must adequately account for the context length requirements of LightRAG. LightRAG recommends that LLMs support a minimum context length of 32KB; therefore, server concurrency should be calculated based on this benchmark. For API providers, LightRAG will retry requests up to three times if the client's request is rejected due to concurrent request limits. Backend logs can be used to determine if LLM retries are occurring, thereby indicating whether `MAX_ASYNC` has exceeded the API provider's limits. -## 4. Chunk Internal Processing Mechanism (Serial) +* **Align Parallel Document Insertion Settings with LLM Concurrency Configurations** -### Why Serial? - -Internal processing of each chunk strictly follows this serial execution order: - -```python -# lightrag/operate.py - _process_single_content function -async def _process_single_content(chunk_key_dp: tuple[str, TextChunkSchema]): - # Step 1: Initial entity extraction - hint_prompt = entity_extract_prompt.format(**{**context_base, "input_text": content}) - final_result = await use_llm_func_with_cache(hint_prompt, use_llm_func, ...) - - # Process initial extraction results - maybe_nodes, maybe_edges = await _process_extraction_result(final_result, chunk_key, file_path) - - # Step 2: Gleaning phase - for now_glean_index in range(entity_extract_max_gleaning): - # 🔥 Serial wait for gleaning results - glean_result = await use_llm_func_with_cache( - continue_prompt, use_llm_func, - llm_response_cache=llm_response_cache, - history_messages=history, cache_type="extract" - ) - - # Process gleaning results - glean_nodes, glean_edges = await _process_extraction_result(glean_result, chunk_key, file_path) - - # Merge results... - - # Step 3: Determine whether to continue loop - if now_glean_index == entity_extract_max_gleaning - 1: - break - - # 🔥 Serial wait for loop decision results - if_loop_result = await use_llm_func_with_cache( - if_loop_prompt, use_llm_func, - llm_response_cache=llm_response_cache, - history_messages=history, cache_type="extract" - ) - - if if_loop_result.strip().strip('"').strip("'").lower() != "yes": - break - - return maybe_nodes, maybe_edges -``` - -## 5. Complete Concurrent Hierarchy Diagram -![lightrag_indexing.png](assets%2Flightrag_indexing.png) - -### Chunk Internal Processing (Serial) -``` -Initial Extraction → Gleaning → Loop Decision → Complete -``` - -## 6. Real-World Scenario Analysis - -### Scenario 1: Single Document with Multiple Chunks -Assume 1 document with 6 chunks: - -- **Document level**: Only 1 document, not limited by `max_parallel_insert` -- **Chunk level**: Maximum 4 chunks processed simultaneously (limited by `llm_model_max_async=4`) -- **LLM level**: Global maximum 4 LLM requests concurrent - -**Expected behavior**: 4 chunks process concurrently, remaining 2 chunks wait. - -### Scenario 2: Multiple Documents with Multiple Chunks -Assume 3 documents, each with 10 chunks: - -- **Document level**: Maximum 2 documents processed simultaneously -- **Chunk level**: Maximum 4 chunks per document processed simultaneously -- **Theoretical Chunk concurrency**: 2 × 4 = 8 chunks processed simultaneously -- **Actual LLM concurrency**: Only 4 LLM requests actually execute - -**Actual state distribution**: -``` -# Possible system state: -Document 1: 4 chunks "processing" (2 executing LLM, 2 waiting for LLM response) -Document 2: 4 chunks "processing" (2 executing LLM, 2 waiting for LLM response) -Document 3: Waiting for document-level semaphore - -Total: -- 8 chunks in "processing" state -- 4 LLM requests actually executing -- 4 chunks waiting for LLM response -``` - -## 7. Performance Optimization Recommendations - -### Understanding the Bottleneck - -The real bottleneck is the global LLM queue, not the chunk semaphores! - -### Adjustment Strategies - -**Strategy 1: Increase LLM Concurrent Capacity** - -```bash -# Environment variable configuration -export MAX_PARALLEL_INSERT=2 # Keep document concurrency -export MAX_ASYNC=8 # 🔥 Increase LLM request concurrency -``` - -**Strategy 2: Balance Document and LLM Concurrency** - -```python -rag = LightRAG( - max_parallel_insert=3, # Moderately increase document concurrency - llm_model_max_async=12, # Significantly increase LLM concurrency - entity_extract_max_gleaning=0, # Reduce serial steps within chunks -) -``` - -## 8. Summary - -Key characteristics of LightRAG's multi-document concurrent processing mechanism: - -### Concurrent Layers -1. **Inter-document competition**: Controlled by `max_parallel_insert`, default 2 documents concurrent -2. **Theoretical Chunk concurrency**: Each document independently creates semaphores, total = max_parallel_insert × llm_model_max_async -3. **Actual LLM concurrency**: All chunks share global LLM queue, controlled by `llm_model_max_async` -4. **Intra-chunk serial**: Multiple LLM requests within each chunk execute strictly serially - -### Key Insights -- **Theoretical vs Actual**: System may have many chunks "in processing", but only few are actually executing LLM requests -- **Real Bottleneck**: Global LLM request queue is the performance bottleneck, not chunk semaphores -- **Optimization Focus**: Increasing `llm_model_max_async` is more effective than increasing `max_parallel_insert` +The recommended number of parallel document processing tasks is 1/4 of the LLM's concurrency, with a minimum of 2 and a maximum of 10. Setting a higher number of parallel document processing tasks typically does not accelerate overall document processing speed, as even a small number of concurrently processed documents can fully utilize the LLM's parallel processing capabilities. Excessive parallel document processing can significantly increase the processing time for each individual document. Since LightRAG commits processing results on a file-by-file basis, a large number of concurrent files would necessitate caching a substantial amount of data. In the event of a system error, all documents in the middle stage would require reprocessing, thereby increasing error handling costs. 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z>x9q3!MA;zc-GR-N-p2cF8*5)3Gl5?SIcF^j{yl?rs2HZ71b*U;3?HJ`25y9F#S@K zxltQP)1%IV4CMDuzv^{Y`ssfiNVx+1QW}&uZtMo{*jNs#tv??AMLYIS{fU2jXMf+( z_BW%Yz~B43M!)}`FBJ^D+Ia==D8H8*#(zxC{ac8>-S7uWOd~K{A8OtFsku(+H^{HJ zsebT3zNh|&mI`hCq; ztOx}!0I&P`A5Bzxb>QDO@B;9^|9$}#XB$LshbF%O6$4U!L+<`#<~qr{{Ek_(Kx None: - """Process single document""" - async with semaphore: # 🔥 文档级别并发控制 - # ... 处理单个文档的所有chunks - -# 创建文档级别信号量 -semaphore = asyncio.Semaphore(self.max_parallel_insert) # 默认2 - -# 为每个文档创建处理任务 -doc_tasks = [] -for doc_id, status_doc in to_process_docs.items(): - doc_tasks.append( - process_document( - doc_id, status_doc, split_by_character, split_by_character_only, - pipeline_status, pipeline_status_lock, semaphore - ) - ) - -# 等待所有文档处理完成 -await asyncio.gather(*doc_tasks) -``` - -## 2. Chunk级别并发控制 - -**控制参数**：`llm_model_max_async` - -**关键点**：每个文档都会独立创建自己的chunk信号量！ - -```python -# lightrag/lightrag.py -llm_model_max_async: int = field(default=int(os.getenv("MAX_ASYNC", 4))) -``` - -### 实现机制 - -在 `extract_entities` 函数中，**每个文档独立创建**自己的chunk信号量： - -```python -# lightrag/operate.py - extract_entities函数 -async def extract_entities(chunks: dict[str, TextChunkSchema], global_config: dict[str, str], ...): - # 🔥 关键：每个文档都会独立创建这个信号量！ - llm_model_max_async = global_config.get("llm_model_max_async", 4) - semaphore = asyncio.Semaphore(llm_model_max_async) # 每个文档的chunk信号量 - - async def _process_with_semaphore(chunk): - async with semaphore: # 🔥 文档内部的chunk并发控制 - return await _process_single_content(chunk) - - # 为每个chunk创建任务 - tasks = [] - for c in ordered_chunks: - task = asyncio.create_task(_process_with_semaphore(c)) - tasks.append(task) - - # 等待所有chunk处理完成 - done, pending = await asyncio.wait(tasks, return_when=asyncio.FIRST_EXCEPTION) - chunk_results = [task.result() for task in tasks] - return chunk_results -``` - -### 重要推论：系统整体Chunk并发数 - -由于每个文档独立创建chunk信号量，系统理论上的chunk并发数是： - -**理论Chunk并发数 = max_parallel_insert × llm_model_max_async** - -例如： -- `max_parallel_insert = 2`（同时处理2个文档） -- `llm_model_max_async = 4`（每个文档最多4个chunk并发） -- 理论结果：最多 2 × 4 = 8个chunk同时处于"处理中"状态 - -## 3. LLM请求级别并发控制（真正的瓶颈） - -**控制参数**：`llm_model_max_async`（全局共享） - -**关键**：尽管可能有8个chunk在"处理中"，但所有LLM请求共享同一个全局优先级队列！ - -```python -# lightrag/lightrag.py - __post_init__方法 -self.llm_model_func = priority_limit_async_func_call(self.llm_model_max_async)( - partial( - self.llm_model_func, - hashing_kv=hashing_kv, - **self.llm_model_kwargs, - ) -) -# 🔥 全局LLM队列大小 = llm_model_max_async = 4 -``` - -### 优先级队列实现 - -```python -# lightrag/utils.py - priority_limit_async_func_call函数 -def priority_limit_async_func_call(max_size: int, max_queue_size: int = 1000): - def final_decro(func): - queue = asyncio.PriorityQueue(maxsize=max_queue_size) - tasks = set() - - async def worker(): - """Worker that processes tasks in the priority queue""" - while not shutdown_event.is_set(): - try: - priority, count, future, args, kwargs = await asyncio.wait_for(queue.get(), timeout=1.0) - result = await func(*args, **kwargs) # 🔥 实际LLM调用 - if not future.done(): - future.set_result(result) - except Exception as e: - # 错误处理... - finally: - queue.task_done() - - # 🔥 创建固定数量的worker（max_size个），这是真正的并发限制 - for _ in range(max_size): - task = asyncio.create_task(worker()) - tasks.add(task) -``` - -## 4. Chunk内部处理机制（串行） - -### 为什么是串行？ - -每个chunk内部的处理严格按照以下顺序串行执行： - -```python -# lightrag/operate.py - _process_single_content函数 -async def _process_single_content(chunk_key_dp: tuple[str, TextChunkSchema]): - # 步骤1：初始实体提取 - hint_prompt = entity_extract_prompt.format(**{**context_base, "input_text": content}) - final_result = await use_llm_func_with_cache(hint_prompt, use_llm_func, ...) - - # 处理初始提取结果 - maybe_nodes, maybe_edges = await _process_extraction_result(final_result, chunk_key, file_path) - - # 步骤2：Gleaning（深挖）阶段 - for now_glean_index in range(entity_extract_max_gleaning): - # 🔥 串行等待gleaning结果 - glean_result = await use_llm_func_with_cache( - continue_prompt, use_llm_func, - llm_response_cache=llm_response_cache, - history_messages=history, cache_type="extract" - ) - - # 处理gleaning结果 - glean_nodes, glean_edges = await _process_extraction_result(glean_result, chunk_key, file_path) - - # 合并结果... - - # 步骤3：判断是否继续循环 - if now_glean_index == entity_extract_max_gleaning - 1: - break - - # 🔥 串行等待循环判断结果 - if_loop_result = await use_llm_func_with_cache( - if_loop_prompt, use_llm_func, - llm_response_cache=llm_response_cache, - history_messages=history, cache_type="extract" - ) - - if if_loop_result.strip().strip('"').strip("'").lower() != "yes": - break - - return maybe_nodes, maybe_edges -``` - -## 5. 完整的并发层次图 -![lightrag_indexing.png](..%2Fassets%2Flightrag_indexing.png) - - -## 6. 实际运行场景分析 - -### 场景1：单文档多Chunk -假设有1个文档，包含6个chunks： - -- 文档级别：只有1个文档，不受 `max_parallel_insert` 限制 -- Chunk级别：最多4个chunks同时处理（受 `llm_model_max_async=4` 限制） -- LLM级别：全局最多4个LLM请求并发 - -**预期行为**：4个chunks并发处理，剩余2个chunks等待。 - -### 场景2：多文档多Chunk -假设有3个文档，每个文档包含10个chunks： - -- 文档级别：最多2个文档同时处理 -- Chunk级别：每个文档最多4个chunks同时处理 -- 理论Chunk并发：2 × 4 = 8个chunks同时处理 -- 实际LLM并发：只有4个LLM请求真正执行 - -**实际状态分布**： -``` -# 可能的系统状态： -文档1: 4个chunks"处理中"（其中2个在执行LLM，2个在等待LLM响应） -文档2: 4个chunks"处理中"（其中2个在执行LLM，2个在等待LLM响应） -文档3: 等待文档级别信号量 - -总计： -- 8个chunks处于"处理中"状态 -- 4个LLM请求真正执行 -- 4个chunks等待LLM响应 -``` - -## 7. 性能优化建议 - -### 理解瓶颈 - -**真正的瓶颈是全局LLM队列，而不是chunk信号量！** - -### 调整策略 - -**策略1：提高LLM并发能力** - -```bash -# 环境变量配置 -export MAX_PARALLEL_INSERT=2 # 保持文档并发 -export MAX_ASYNC=8 # 🔥 增加LLM请求并发数 -``` - -**策略2：平衡文档和LLM并发** - -```python -rag = LightRAG( - max_parallel_insert=3, # 适度增加文档并发 - llm_model_max_async=12, # 大幅增加LLM并发 - entity_extract_max_gleaning=0, # 减少chunk内串行步骤 -) -``` - -## 8. 总结 - -LightRAG的多文档并发处理机制的关键特点： - -### 并发层次 -1. **文档间争抢**：受 `max_parallel_insert` 控制，默认2个文档并发 -2. **理论Chunk并发**：每个文档独立创建信号量，总数 = `max_parallel_insert × llm_model_max_async` -3. **实际LLM并发**：所有chunk共享全局LLM队列，受 `llm_model_max_async` 控制 -4. **单Chunk内串行**：每个chunk内的多个LLM请求严格串行执行 - -### 关键洞察 -- **理论vs实际**：系统可能有很多chunk在"处理中"，但只有少数在真正执行LLM请求 -- **真正瓶颈**：全局LLM请求队列是性能瓶颈，而不是chunk信号量 -- **优化重点**：提高 `llm_model_max_async` 比增加 `max_parallel_insert` 更有效 From f185b3fb387d37aa39e4d2f9995d1c5784f2d190 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 21:51:19 +0800 Subject: [PATCH 34/40] Optimize async task limits for graph processing - Increased concurrency for graph operations - Renamed variables for clarity - Updated status messages --- lightrag/operate.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/lightrag/operate.py b/lightrag/operate.py index 3b81ae89..9eb060bb 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -374,8 +374,8 @@ async def _rebuild_knowledge_from_chunks( continue # Get max async tasks limit from global_config for semaphore control - llm_model_max_async = global_config.get("llm_model_max_async", 4) + 1 - semaphore = asyncio.Semaphore(llm_model_max_async) + graph_max_async = global_config.get("llm_model_max_async", 4) * 2 + semaphore = asyncio.Semaphore(graph_max_async) # Counters for tracking progress rebuilt_entities_count = 0 @@ -468,7 +468,7 @@ async def _rebuild_knowledge_from_chunks( tasks.append(task) # Log parallel processing start - status_message = f"Starting parallel rebuild of {len(entities_to_rebuild)} entities and {len(relationships_to_rebuild)} relationships (max concurrent: {llm_model_max_async})" + status_message = f"Starting parallel rebuild of {len(entities_to_rebuild)} entities and {len(relationships_to_rebuild)} relationships (async: {graph_max_async})" logger.info(status_message) if pipeline_status is not None and pipeline_status_lock is not None: async with pipeline_status_lock: @@ -1200,17 +1200,17 @@ async def merge_nodes_and_edges( pipeline_status["latest_message"] = log_message pipeline_status["history_messages"].append(log_message) + # Get max async tasks limit from global_config for semaphore control + graph_max_async = global_config.get("llm_model_max_async", 4) * 2 + semaphore = asyncio.Semaphore(graph_max_async) + # Process and update all entities and relationships in parallel - log_message = f"Processing: {total_entities_count} entities and {total_relations_count} relations" + log_message = f"Processing: {total_entities_count} entities and {total_relations_count} relations (async: {graph_max_async})" logger.info(log_message) async with pipeline_status_lock: pipeline_status["latest_message"] = log_message pipeline_status["history_messages"].append(log_message) - # Get max async tasks limit from global_config for semaphore control - llm_model_max_async = global_config.get("llm_model_max_async", 4) + 1 - semaphore = asyncio.Semaphore(llm_model_max_async) - async def _locked_process_entity_name(entity_name, entities): async with semaphore: workspace = global_config.get("workspace", "") @@ -1502,8 +1502,8 @@ async def extract_entities( return maybe_nodes, maybe_edges # Get max async tasks limit from global_config - llm_model_max_async = global_config.get("llm_model_max_async", 4) - semaphore = asyncio.Semaphore(llm_model_max_async) + chunk_max_async = global_config.get("llm_model_max_async", 4) + semaphore = asyncio.Semaphore(chunk_max_async) async def _process_with_semaphore(chunk): async with semaphore: From 6730a89d7c5b11b62576865298bf3caf20279014 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 22:54:34 +0800 Subject: [PATCH 35/40] Hotfix: Resolves connection pool bugs for Redis - The previous implementation of the shared Redis connection pool had a critical issue where any Redis storage instance would disconnect the global shared pool upon closing. This caused `ConnectionError` exceptions for other instances still using the pool. - This commit resolves the issue by introducing a reference counting mechanism in `RedisConnectionManager`. --- lightrag/kg/redis_impl.py | 171 ++++++++++++++++++++++++++++++-------- 1 file changed, 137 insertions(+), 34 deletions(-) diff --git a/lightrag/kg/redis_impl.py b/lightrag/kg/redis_impl.py index 06e51384..17b0d4fb 100644 --- a/lightrag/kg/redis_impl.py +++ b/lightrag/kg/redis_impl.py @@ -27,7 +27,7 @@ config = configparser.ConfigParser() config.read("config.ini", "utf-8") # Constants for Redis connection pool -MAX_CONNECTIONS = 50 +MAX_CONNECTIONS = 100 SOCKET_TIMEOUT = 5.0 SOCKET_CONNECT_TIMEOUT = 3.0 @@ -36,24 +36,55 @@ class RedisConnectionManager: """Shared Redis connection pool manager to avoid creating multiple pools for the same Redis URI""" _pools = {} + _pool_refs = {} # Track reference count for each pool _lock = threading.Lock() @classmethod def get_pool(cls, redis_url: str) -> ConnectionPool: """Get or create a connection pool for the given Redis URL""" - if redis_url not in cls._pools: - with cls._lock: - if redis_url not in cls._pools: - cls._pools[redis_url] = ConnectionPool.from_url( - redis_url, - max_connections=MAX_CONNECTIONS, - decode_responses=True, - socket_timeout=SOCKET_TIMEOUT, - socket_connect_timeout=SOCKET_CONNECT_TIMEOUT, - ) - logger.info(f"Created shared Redis connection pool for {redis_url}") + with cls._lock: + if redis_url not in cls._pools: + cls._pools[redis_url] = ConnectionPool.from_url( + redis_url, + max_connections=MAX_CONNECTIONS, + decode_responses=True, + socket_timeout=SOCKET_TIMEOUT, + socket_connect_timeout=SOCKET_CONNECT_TIMEOUT, + ) + cls._pool_refs[redis_url] = 0 + logger.info(f"Created shared Redis connection pool for {redis_url}") + + # Increment reference count + cls._pool_refs[redis_url] += 1 + logger.debug( + f"Redis pool {redis_url} reference count: {cls._pool_refs[redis_url]}" + ) + return cls._pools[redis_url] + @classmethod + def release_pool(cls, redis_url: str): + """Release a reference to the connection pool""" + with cls._lock: + if redis_url in cls._pool_refs: + cls._pool_refs[redis_url] -= 1 + logger.debug( + f"Redis pool {redis_url} reference count: {cls._pool_refs[redis_url]}" + ) + + # If no more references, close the pool + if cls._pool_refs[redis_url] <= 0: + try: + cls._pools[redis_url].disconnect() + logger.info( + f"Closed Redis connection pool for {redis_url} (no more references)" + ) + except Exception as e: + logger.error(f"Error closing Redis pool for {redis_url}: {e}") + finally: + del cls._pools[redis_url] + del cls._pool_refs[redis_url] + @classmethod def close_all_pools(cls): """Close all connection pools (for cleanup)""" @@ -65,6 +96,7 @@ class RedisConnectionManager: except Exception as e: logger.error(f"Error closing Redis pool for {url}: {e}") cls._pools.clear() + cls._pool_refs.clear() @final @@ -94,35 +126,60 @@ class RedisKVStorage(BaseKVStorage): logger.debug(f"Final namespace with workspace prefix: '{self.namespace}'") # When workspace is empty, keep the original namespace unchanged - redis_url = os.environ.get( + self._redis_url = os.environ.get( "REDIS_URI", config.get("redis", "uri", fallback="redis://localhost:6379") ) - # Use shared connection pool - self._pool = RedisConnectionManager.get_pool(redis_url) - self._redis = Redis(connection_pool=self._pool) - logger.info( - f"Initialized Redis KV storage for {self.namespace} using shared connection pool" - ) + self._pool = None + self._redis = None + self._initialized = False + + try: + # Use shared connection pool + self._pool = RedisConnectionManager.get_pool(self._redis_url) + self._redis = Redis(connection_pool=self._pool) + logger.info( + f"Initialized Redis KV storage for {self.namespace} using shared connection pool" + ) + except Exception as e: + # Clean up on initialization failure + if self._redis_url: + RedisConnectionManager.release_pool(self._redis_url) + logger.error(f"Failed to initialize Redis KV storage: {e}") + raise async def initialize(self): """Initialize Redis connection and migrate legacy cache structure if needed""" + if self._initialized: + return + # Test connection try: async with self._get_redis_connection() as redis: await redis.ping() logger.info(f"Connected to Redis for namespace {self.namespace}") + self._initialized = True except Exception as e: logger.error(f"Failed to connect to Redis: {e}") + # Clean up on connection failure + await self.close() raise # Migrate legacy cache structure if this is a cache namespace if self.namespace.endswith("_cache"): - await self._migrate_legacy_cache_structure() + try: + await self._migrate_legacy_cache_structure() + except Exception as e: + logger.error(f"Failed to migrate legacy cache structure: {e}") + # Don't fail initialization for migration errors, just log them @asynccontextmanager async def _get_redis_connection(self): """Safe context manager for Redis operations.""" + if not self._redis: + raise ConnectionError("Redis connection not initialized") + try: + # Use the existing Redis instance with shared pool yield self._redis except ConnectionError as e: logger.error(f"Redis connection error in {self.namespace}: {e}") @@ -137,11 +194,23 @@ class RedisKVStorage(BaseKVStorage): raise async def close(self): - """Close the Redis connection pool to prevent resource leaks.""" + """Close the Redis connection and release pool reference to prevent resource leaks.""" if hasattr(self, "_redis") and self._redis: - await self._redis.close() - await self._pool.disconnect() - logger.debug(f"Closed Redis connection pool for {self.namespace}") + try: + await self._redis.close() + logger.debug(f"Closed Redis connection for {self.namespace}") + except Exception as e: + logger.error(f"Error closing Redis connection: {e}") + finally: + self._redis = None + + # Release the pool reference (will auto-close pool if no more references) + if hasattr(self, "_redis_url") and self._redis_url: + RedisConnectionManager.release_pool(self._redis_url) + self._pool = None + logger.debug( + f"Released Redis connection pool reference for {self.namespace}" + ) async def __aenter__(self): """Support for async context manager.""" @@ -507,32 +576,53 @@ class RedisDocStatusStorage(DocStatusStorage): logger.debug(f"Final namespace with workspace prefix: '{self.namespace}'") # When workspace is empty, keep the original namespace unchanged - redis_url = os.environ.get( + self._redis_url = os.environ.get( "REDIS_URI", config.get("redis", "uri", fallback="redis://localhost:6379") ) - # Use shared connection pool - self._pool = RedisConnectionManager.get_pool(redis_url) - self._redis = Redis(connection_pool=self._pool) - logger.info( - f"Initialized Redis doc status storage for {self.namespace} using shared connection pool" - ) + self._pool = None + self._redis = None + self._initialized = False + + try: + # Use shared connection pool + self._pool = RedisConnectionManager.get_pool(self._redis_url) + self._redis = Redis(connection_pool=self._pool) + logger.info( + f"Initialized Redis doc status storage for {self.namespace} using shared connection pool" + ) + except Exception as e: + # Clean up on initialization failure + if self._redis_url: + RedisConnectionManager.release_pool(self._redis_url) + logger.error(f"Failed to initialize Redis doc status storage: {e}") + raise async def initialize(self): """Initialize Redis connection""" + if self._initialized: + return + try: async with self._get_redis_connection() as redis: await redis.ping() logger.info( f"Connected to Redis for doc status namespace {self.namespace}" ) + self._initialized = True except Exception as e: logger.error(f"Failed to connect to Redis for doc status: {e}") + # Clean up on connection failure + await self.close() raise @asynccontextmanager async def _get_redis_connection(self): """Safe context manager for Redis operations.""" + if not self._redis: + raise ConnectionError("Redis connection not initialized") + try: + # Use the existing Redis instance with shared pool yield self._redis except ConnectionError as e: logger.error(f"Redis connection error in doc status {self.namespace}: {e}") @@ -547,10 +637,23 @@ class RedisDocStatusStorage(DocStatusStorage): raise async def close(self): - """Close the Redis connection.""" + """Close the Redis connection and release pool reference to prevent resource leaks.""" if hasattr(self, "_redis") and self._redis: - await self._redis.close() - logger.debug(f"Closed Redis connection for doc status {self.namespace}") + try: + await self._redis.close() + logger.debug(f"Closed Redis connection for doc status {self.namespace}") + except Exception as e: + logger.error(f"Error closing Redis connection: {e}") + finally: + self._redis = None + + # Release the pool reference (will auto-close pool if no more references) + if hasattr(self, "_redis_url") and self._redis_url: + RedisConnectionManager.release_pool(self._redis_url) + self._pool = None + logger.debug( + f"Released Redis connection pool reference for doc status {self.namespace}" + ) async def __aenter__(self): """Support for async context manager.""" From 187a6231250fb2c41a33679e81798c26bd48d4b3 Mon Sep 17 00:00:00 2001 From: yangdx Date: Sun, 13 Jul 2025 23:13:45 +0800 Subject: [PATCH 36/40] Increase max length limits for Milvus storage fields - Extended entity_name max_length to 512 - Increased entity_type max_length to 128 - Expanded file_path limits to 1024 - Raised src_id/tgt_id limits to 512 --- lightrag/kg/milvus_impl.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/lightrag/kg/milvus_impl.py b/lightrag/kg/milvus_impl.py index 2414787a..faf0a485 100644 --- a/lightrag/kg/milvus_impl.py +++ b/lightrag/kg/milvus_impl.py @@ -41,19 +41,19 @@ class MilvusVectorDBStorage(BaseVectorStorage): FieldSchema( name="entity_name", dtype=DataType.VARCHAR, - max_length=256, + max_length=512, nullable=True, ), FieldSchema( name="entity_type", dtype=DataType.VARCHAR, - max_length=64, + max_length=128, nullable=True, ), FieldSchema( name="file_path", dtype=DataType.VARCHAR, - max_length=512, + max_length=1024, nullable=True, ), ] @@ -62,16 +62,16 @@ class MilvusVectorDBStorage(BaseVectorStorage): elif "relationships" in self.namespace.lower(): specific_fields = [ FieldSchema( - name="src_id", dtype=DataType.VARCHAR, max_length=256, nullable=True + name="src_id", dtype=DataType.VARCHAR, max_length=512, nullable=True ), FieldSchema( - name="tgt_id", dtype=DataType.VARCHAR, max_length=256, nullable=True + name="tgt_id", dtype=DataType.VARCHAR, max_length=512, nullable=True ), FieldSchema(name="weight", dtype=DataType.DOUBLE, nullable=True), FieldSchema( name="file_path", dtype=DataType.VARCHAR, - max_length=512, + max_length=1024, nullable=True, ), ] @@ -88,7 +88,7 @@ class MilvusVectorDBStorage(BaseVectorStorage): FieldSchema( name="file_path", dtype=DataType.VARCHAR, - max_length=512, + max_length=1024, nullable=True, ), ] @@ -100,7 +100,7 @@ class MilvusVectorDBStorage(BaseVectorStorage): FieldSchema( name="file_path", dtype=DataType.VARCHAR, - max_length=512, + max_length=1024, nullable=True, ), ] From 157fb4c8713322a6398572404d33c96e798b1826 Mon Sep 17 00:00:00 2001 From: yangdx Date: Mon, 14 Jul 2025 00:24:54 +0800 Subject: [PATCH 37/40] Increase field lengths for entity and file paths for PostgreSQL - Expand entity_name length to 512 chars - Increase source/target ID lengths - Convert file_path to TEXT type - Add migration logic --- lightrag/kg/postgres_impl.py | 125 +++++++++++++++++++++++++++++++++-- 1 file changed, 120 insertions(+), 5 deletions(-) diff --git a/lightrag/kg/postgres_impl.py b/lightrag/kg/postgres_impl.py index 7e696c77..5e539b9e 100644 --- a/lightrag/kg/postgres_impl.py +++ b/lightrag/kg/postgres_impl.py @@ -470,6 +470,115 @@ class PostgreSQLDB: f"Failed to add llm_cache_list column to LIGHTRAG_DOC_CHUNKS: {e}" ) + async def _migrate_field_lengths(self): + """Migrate database field lengths: entity_name, source_id, target_id, and file_path""" + # Define the field changes needed + field_migrations = [ + { + "table": "LIGHTRAG_VDB_ENTITY", + "column": "entity_name", + "old_type": "character varying(255)", + "new_type": "VARCHAR(512)", + "description": "entity_name from 255 to 512", + }, + { + "table": "LIGHTRAG_VDB_RELATION", + "column": "source_id", + "old_type": "character varying(256)", + "new_type": "VARCHAR(512)", + "description": "source_id from 256 to 512", + }, + { + "table": "LIGHTRAG_VDB_RELATION", + "column": "target_id", + "old_type": "character varying(256)", + "new_type": "VARCHAR(512)", + "description": "target_id from 256 to 512", + }, + { + "table": "LIGHTRAG_DOC_CHUNKS", + "column": "file_path", + "old_type": "character varying(256)", + "new_type": "TEXT", + "description": "file_path to TEXT NULL", + }, + { + "table": "LIGHTRAG_VDB_CHUNKS", + "column": "file_path", + "old_type": "character varying(256)", + "new_type": "TEXT", + "description": "file_path to TEXT NULL", + }, + ] + + for migration in field_migrations: + try: + # Check current column definition + check_column_sql = """ + SELECT column_name, data_type, character_maximum_length, is_nullable + FROM information_schema.columns + WHERE table_name = $1 AND column_name = $2 + """ + + column_info = await self.query( + check_column_sql, + { + "table_name": migration["table"].lower(), + "column_name": migration["column"], + }, + ) + + if not column_info: + logger.warning( + f"Column {migration['table']}.{migration['column']} does not exist, skipping migration" + ) + continue + + current_type = column_info.get("data_type", "").lower() + current_length = column_info.get("character_maximum_length") + + # Check if migration is needed + needs_migration = False + + if migration["column"] == "entity_name" and current_length == 255: + needs_migration = True + elif ( + migration["column"] in ["source_id", "target_id"] + and current_length == 256 + ): + needs_migration = True + elif ( + migration["column"] == "file_path" + and current_type == "character varying" + ): + needs_migration = True + + if needs_migration: + logger.info( + f"Migrating {migration['table']}.{migration['column']}: {migration['description']}" + ) + + # Execute the migration + alter_sql = f""" + ALTER TABLE {migration['table']} + ALTER COLUMN {migration['column']} TYPE {migration['new_type']} + """ + + await self.execute(alter_sql) + logger.info( + f"Successfully migrated {migration['table']}.{migration['column']}" + ) + else: + logger.info( + f"Column {migration['table']}.{migration['column']} already has correct type, no migration needed" + ) + + except Exception as e: + # Log error but don't interrupt the process + logger.warning( + f"Failed to migrate {migration['table']}.{migration['column']}: {e}" + ) + async def check_tables(self): # First create all tables for k, v in TABLES.items(): @@ -582,6 +691,12 @@ class PostgreSQLDB: f"PostgreSQL, Failed to migrate text chunks llm_cache_list field: {e}" ) + # Migrate field lengths for entity_name, source_id, target_id, and file_path + try: + await self._migrate_field_lengths() + except Exception as e: + logger.error(f"PostgreSQL, Failed to migrate field lengths: {e}") + async def query( self, sql: str, @@ -2993,7 +3108,7 @@ TABLES = { chunk_order_index INTEGER, tokens INTEGER, content TEXT, - file_path VARCHAR(256), + file_path TEXT NULL, llm_cache_list JSONB NULL DEFAULT '[]'::jsonb, create_time TIMESTAMP(0) WITH TIME ZONE, update_time TIMESTAMP(0) WITH TIME ZONE, @@ -3009,7 +3124,7 @@ TABLES = { tokens INTEGER, content TEXT, content_vector VECTOR, - file_path VARCHAR(256), + file_path TEXT NULL, create_time TIMESTAMP(0) WITH TIME ZONE, update_time TIMESTAMP(0) WITH TIME ZONE, CONSTRAINT LIGHTRAG_VDB_CHUNKS_PK PRIMARY KEY (workspace, id) @@ -3019,7 +3134,7 @@ TABLES = { "ddl": """CREATE TABLE LIGHTRAG_VDB_ENTITY ( id VARCHAR(255), workspace VARCHAR(255), - entity_name VARCHAR(255), + entity_name VARCHAR(512), content TEXT, content_vector VECTOR, create_time TIMESTAMP(0) WITH TIME ZONE, @@ -3033,8 +3148,8 @@ TABLES = { "ddl": """CREATE TABLE LIGHTRAG_VDB_RELATION ( id VARCHAR(255), workspace VARCHAR(255), - source_id VARCHAR(256), - target_id VARCHAR(256), + source_id VARCHAR(512), + target_id VARCHAR(512), content TEXT, content_vector VECTOR, create_time TIMESTAMP(0) WITH TIME ZONE, From e8b3dfcf9025f461e31b91c067faf272226b3de7 Mon Sep 17 00:00:00 2001 From: yangdx Date: Mon, 14 Jul 2025 00:29:48 +0800 Subject: [PATCH 38/40] Bump api verion to 0182 --- lightrag/api/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lightrag/api/__init__.py b/lightrag/api/__init__.py index 8b8a50a6..21c656d1 100644 --- a/lightrag/api/__init__.py +++ b/lightrag/api/__init__.py @@ -1 +1 @@ -__api_version__ = "0181" +__api_version__ = "0182" From b03bb48e24afd1af9741722b0259df1676498442 Mon Sep 17 00:00:00 2001 From: yangdx Date: Mon, 14 Jul 2025 01:55:04 +0800 Subject: [PATCH 39/40] feat: Refine summary logic and add dedicated Ollama num_ctx config - Refactor the trigger condition for LLM-based summarization of entities and relations. Instead of relying on character length, the summary is now triggered when the number of merged description fragments exceeds a configured threshold. This provides a more robust and logical condition for consolidation. - Introduce the `OLLAMA_NUM_CTX` environment variable to explicitly configure the context window size (`num_ctx`) for Ollama models. This decouples the model's context length from the `MAX_TOKENS` parameter, which is now specifically used to limit input for summary generation, making the configuration clearer and more flexible. - Updated `README` files, `env.example`, and default values to reflect these changes. --- README-zh.md | 2 +- README.md | 2 +- env.example | 6 +++--- lightrag/api/README-zh.md | 10 ++++++---- lightrag/api/README.md | 6 ++++-- lightrag/api/config.py | 5 ++++- lightrag/api/lightrag_server.py | 2 +- lightrag/lightrag.py | 2 +- lightrag/operate.py | 16 +++++++++++----- 9 files changed, 32 insertions(+), 19 deletions(-) diff --git a/README-zh.md b/README-zh.md index d6aef2c8..8b377e0e 100644 --- a/README-zh.md +++ b/README-zh.md @@ -250,7 +250,7 @@ if __name__ == "__main__": | **embedding_func_max_async** | `int` | 最大并发异步嵌入进程数 | `16` | | **llm_model_func** | `callable` | LLM生成的函数 | `gpt_4o_mini_complete` | | **llm_model_name** | `str` | 用于生成的LLM模型名称 | `meta-llama/Llama-3.2-1B-Instruct` | -| **llm_model_max_token_size** | `int` | LLM生成的最大令牌大小（影响实体关系摘要） | `32768`（默认值由环境变量MAX_TOKENS更改） | +| **llm_model_max_token_size** | `int` | 生成实体关系摘要时送给LLM的最大令牌数 | `32000`（默认值由环境变量MAX_TOKENS更改） | | **llm_model_max_async** | `int` | 最大并发异步LLM进程数 | `4`（默认值由环境变量MAX_ASYNC更改） | | **llm_model_kwargs** | `dict` | LLM生成的附加参数 | | | **vector_db_storage_cls_kwargs** | `dict` | 向量数据库的附加参数，如设置节点和关系检索的阈值 | cosine_better_than_threshold: 0.2（默认值由环境变量COSINE_THRESHOLD更改） | diff --git a/README.md b/README.md index 5fb6149b..5d8a642f 100644 --- a/README.md +++ b/README.md @@ -257,7 +257,7 @@ A full list of LightRAG init parameters: | **embedding_func_max_async** | `int` | Maximum number of concurrent asynchronous embedding processes | `16` | | **llm_model_func** | `callable` | Function for LLM generation | `gpt_4o_mini_complete` | | **llm_model_name** | `str` | LLM model name for generation | `meta-llama/Llama-3.2-1B-Instruct` | -| **llm_model_max_token_size** | `int` | Maximum token size for LLM generation (affects entity relation summaries) | `32768`（default value changed by env var MAX_TOKENS) | +| **llm_model_max_token_size** | `int` | Maximum tokens send to LLM to generate entity relation summaries | `32000`（default value changed by env var MAX_TOKENS) | | **llm_model_max_async** | `int` | Maximum number of concurrent asynchronous LLM processes | `4`（default value changed by env var MAX_ASYNC) | | **llm_model_kwargs** | `dict` | Additional parameters for LLM generation | | | **vector_db_storage_cls_kwargs** | `dict` | Additional parameters for vector database, like setting the threshold for nodes and relations retrieval | cosine_better_than_threshold: 0.2（default value changed by env var COSINE_THRESHOLD) | diff --git a/env.example b/env.example index 24fb11a1..f8f6d614 100644 --- a/env.example +++ b/env.example @@ -46,7 +46,6 @@ OLLAMA_EMULATING_MODEL_TAG=latest ### Chunk size for document splitting, 500~1500 is recommended # CHUNK_SIZE=1200 # CHUNK_OVERLAP_SIZE=100 -# MAX_TOKEN_SUMMARY=500 ### RAG Query Configuration # HISTORY_TURNS=3 @@ -91,8 +90,7 @@ TEMPERATURE=0 ### Max concurrency requests of LLM MAX_ASYNC=4 ### MAX_TOKENS: max tokens send to LLM for entity relation summaries (less than context size of the model) -### MAX_TOKENS: set as num_ctx option for Ollama by API Server -MAX_TOKENS=32768 +MAX_TOKENS=32000 ### LLM Binding type: openai, ollama, lollms, azure_openai LLM_BINDING=openai LLM_MODEL=gpt-4o @@ -101,6 +99,8 @@ LLM_BINDING_API_KEY=your_api_key ### Optional for Azure # AZURE_OPENAI_API_VERSION=2024-08-01-preview # AZURE_OPENAI_DEPLOYMENT=gpt-4o +### set as num_ctx option for Ollama LLM +# OLLAMA_NUM_CTX=32768 ### Embedding Configuration ### Embedding Binding type: openai, ollama, lollms, azure_openai diff --git a/lightrag/api/README-zh.md b/lightrag/api/README-zh.md index 1c33d835..7d70853f 100644 --- a/lightrag/api/README-zh.md +++ b/lightrag/api/README-zh.md @@ -54,8 +54,8 @@ LLM_BINDING=openai LLM_MODEL=gpt-4o LLM_BINDING_HOST=https://api.openai.com/v1 LLM_BINDING_API_KEY=your_api_key -### 发送给 LLM 的最大 token 数（小于模型上下文大小） -MAX_TOKENS=32768 +### 发送给 LLM 进行实体关系摘要的最大 token 数（小于模型上下文大小） +MAX_TOKENS=32000 EMBEDDING_BINDING=ollama EMBEDDING_BINDING_HOST=http://localhost:11434 @@ -71,8 +71,10 @@ LLM_BINDING=ollama LLM_MODEL=mistral-nemo:latest LLM_BINDING_HOST=http://localhost:11434 # LLM_BINDING_API_KEY=your_api_key -### 发送给 LLM 的最大 token 数（基于您的 Ollama 服务器容量） -MAX_TOKENS=8192 +### 发送给 LLM 进行实体关系摘要的最大 token 数（小于模型上下文大小） +MAX_TOKENS=7500 +### Ollama 服务器上下文 token 数（基于您的 Ollama 服务器容量） +OLLAMA_NUM_CTX=8192 EMBEDDING_BINDING=ollama EMBEDDING_BINDING_HOST=http://localhost:11434 diff --git a/lightrag/api/README.md b/lightrag/api/README.md index 915ad7f3..4ba9b2cf 100644 --- a/lightrag/api/README.md +++ b/lightrag/api/README.md @@ -71,8 +71,10 @@ LLM_BINDING=ollama LLM_MODEL=mistral-nemo:latest LLM_BINDING_HOST=http://localhost:11434 # LLM_BINDING_API_KEY=your_api_key -### Max tokens sent to LLM (based on your Ollama Server capacity) -MAX_TOKENS=8192 +### Max tokens sent to LLM for entity relation description summarization (Less than LLM context length) +MAX_TOKENS=7500 +### Ollama Server context length +OLLAMA_NUM_CTX=8192 EMBEDDING_BINDING=ollama EMBEDDING_BINDING_HOST=http://localhost:11434 diff --git a/lightrag/api/config.py b/lightrag/api/config.py index 70147bde..e8a9cea3 100644 --- a/lightrag/api/config.py +++ b/lightrag/api/config.py @@ -108,7 +108,7 @@ def parse_args() -> argparse.Namespace: parser.add_argument( "--max-tokens", type=int, - default=get_env_value("MAX_TOKENS", 32768, int), + default=get_env_value("MAX_TOKENS", 32000, int), help="Maximum token size (default: from env or 32768)", ) @@ -270,6 +270,9 @@ def parse_args() -> argparse.Namespace: args.llm_binding = "openai" args.embedding_binding = "ollama" + # Ollama ctx_num + args.ollama_num_ctx = get_env_value("OLLAMA_NUM_CTX", 32768, int) + args.llm_binding_host = get_env_value( "LLM_BINDING_HOST", get_default_host(args.llm_binding) ) diff --git a/lightrag/api/lightrag_server.py b/lightrag/api/lightrag_server.py index 693ed48f..bd0154c9 100644 --- a/lightrag/api/lightrag_server.py +++ b/lightrag/api/lightrag_server.py @@ -336,7 +336,7 @@ def create_app(args): llm_model_kwargs={ "host": args.llm_binding_host, "timeout": args.timeout, - "options": {"num_ctx": args.max_tokens}, + "options": {"num_ctx": args.ollama_num_ctx}, "api_key": args.llm_binding_api_key, } if args.llm_binding == "lollms" or args.llm_binding == "ollama" diff --git a/lightrag/lightrag.py b/lightrag/lightrag.py index 6b85906a..b6cca32a 100644 --- a/lightrag/lightrag.py +++ b/lightrag/lightrag.py @@ -231,7 +231,7 @@ class LightRAG: llm_model_name: str = field(default="gpt-4o-mini") """Name of the LLM model used for generating responses.""" - llm_model_max_token_size: int = field(default=int(os.getenv("MAX_TOKENS", 32768))) + llm_model_max_token_size: int = field(default=int(os.getenv("MAX_TOKENS", 32000))) """Maximum number of tokens allowed per LLM response.""" llm_model_max_async: int = field(default=int(os.getenv("MAX_ASYNC", 4))) diff --git a/lightrag/operate.py b/lightrag/operate.py index 9eb060bb..49de3c71 100644 --- a/lightrag/operate.py +++ b/lightrag/operate.py @@ -118,7 +118,7 @@ async def _handle_entity_relation_summary( tokenizer: Tokenizer = global_config["tokenizer"] llm_max_tokens = global_config["llm_model_max_token_size"] - summary_max_tokens = global_config["summary_to_max_tokens"] + # summary_max_tokens = global_config["summary_to_max_tokens"] language = global_config["addon_params"].get( "language", PROMPTS["DEFAULT_LANGUAGE"] @@ -145,7 +145,7 @@ async def _handle_entity_relation_summary( use_prompt, use_llm_func, llm_response_cache=llm_response_cache, - max_tokens=summary_max_tokens, + # max_tokens=summary_max_tokens, cache_type="extract", ) return summary @@ -687,7 +687,10 @@ async def _rebuild_single_entity( # Helper function to generate final description with optional LLM summary async def _generate_final_description(combined_description: str) -> str: - if len(combined_description) > global_config["summary_to_max_tokens"]: + force_llm_summary_on_merge = global_config["force_llm_summary_on_merge"] + num_fragment = combined_description.count(GRAPH_FIELD_SEP) + 1 + + if num_fragment >= force_llm_summary_on_merge: return await _handle_entity_relation_summary( entity_name, combined_description, @@ -842,8 +845,11 @@ async def _rebuild_single_relationship( # ) weight = sum(weights) if weights else current_relationship.get("weight", 1.0) - # Use summary if description is too long - if len(combined_description) > global_config["summary_to_max_tokens"]: + # Use summary if description has too many fragments + force_llm_summary_on_merge = global_config["force_llm_summary_on_merge"] + num_fragment = combined_description.count(GRAPH_FIELD_SEP) + 1 + + if num_fragment >= force_llm_summary_on_merge: final_description = await _handle_entity_relation_summary( f"{src}-{tgt}", combined_description, From 7e988158a9b27a93fef3c3e767f3dc5a4ebe46ca Mon Sep 17 00:00:00 2001 From: yangdx Date: Mon, 14 Jul 2025 04:12:52 +0800 Subject: [PATCH 40/40] Fix: Resolve timezone handling problem in PostgreSQL storage - Changed timestamp columns to naive UTC - Added datetime formatting utilities - Updated SQL templates for timestamp extraction - Simplified timestamp migration logic --- lightrag/kg/postgres_impl.py | 107 +++++++++++++++++++++++------------ 1 file changed, 70 insertions(+), 37 deletions(-) diff --git a/lightrag/kg/postgres_impl.py b/lightrag/kg/postgres_impl.py index 5e539b9e..128e96be 100644 --- a/lightrag/kg/postgres_impl.py +++ b/lightrag/kg/postgres_impl.py @@ -209,20 +209,20 @@ class PostgreSQLDB: # Check column type data_type = column_info.get("data_type") - if data_type == "timestamp with time zone": - logger.info( + if data_type == "timestamp without time zone": + logger.debug( f"Column {table_name}.{column_name} is already timezone-aware, no migration needed" ) continue # Execute migration, explicitly specifying UTC timezone for interpreting original data logger.info( - f"Migrating {table_name}.{column_name} to timezone-aware type" + f"Migrating {table_name}.{column_name} from {data_type} to TIMESTAMP(0) type" ) migration_sql = f""" ALTER TABLE {table_name} - ALTER COLUMN {column_name} TYPE TIMESTAMP(0) WITH TIME ZONE - USING {column_name} AT TIME ZONE 'UTC' + ALTER COLUMN {column_name} TYPE TIMESTAMP(0), + ALTER COLUMN {column_name} SET DEFAULT CURRENT_TIMESTAMP """ await self.execute(migration_sql) @@ -569,7 +569,7 @@ class PostgreSQLDB: f"Successfully migrated {migration['table']}.{migration['column']}" ) else: - logger.info( + logger.debug( f"Column {migration['table']}.{migration['column']} already has correct type, no migration needed" ) @@ -1054,7 +1054,8 @@ class PGKVStorage(BaseKVStorage): return if is_namespace(self.namespace, NameSpace.KV_STORE_TEXT_CHUNKS): - current_time = datetime.datetime.now(timezone.utc) + # Get current UTC time and convert to naive datetime for database storage + current_time = datetime.datetime.now(timezone.utc).replace(tzinfo=None) for k, v in data.items(): upsert_sql = SQL_TEMPLATES["upsert_text_chunk"] _data = { @@ -1292,8 +1293,8 @@ class PGVectorStorage(BaseVectorStorage): if not data: return - # Get current time with UTC timezone - current_time = datetime.datetime.now(timezone.utc) + # Get current UTC time and convert to naive datetime for database storage + current_time = datetime.datetime.now(timezone.utc).replace(tzinfo=None) list_data = [ { "__id__": k, @@ -1489,6 +1490,15 @@ class PGVectorStorage(BaseVectorStorage): class PGDocStatusStorage(DocStatusStorage): db: PostgreSQLDB = field(default=None) + def _format_datetime_with_timezone(self, dt): + """Convert datetime to ISO format string with timezone info""" + if dt is None: + return None + # If no timezone info, assume it's UTC time + if dt.tzinfo is None: + dt = dt.replace(tzinfo=timezone.utc) + return dt.isoformat() + async def initialize(self): if self.db is None: self.db = await ClientManager.get_client() @@ -1548,14 +1558,18 @@ class PGDocStatusStorage(DocStatusStorage): except json.JSONDecodeError: chunks_list = [] + # Convert datetime objects to ISO format strings with timezone info + created_at = self._format_datetime_with_timezone(result[0]["created_at"]) + updated_at = self._format_datetime_with_timezone(result[0]["updated_at"]) + return dict( content=result[0]["content"], content_length=result[0]["content_length"], content_summary=result[0]["content_summary"], status=result[0]["status"], chunks_count=result[0]["chunks_count"], - created_at=result[0]["created_at"], - updated_at=result[0]["updated_at"], + created_at=created_at, + updated_at=updated_at, file_path=result[0]["file_path"], chunks_list=chunks_list, ) @@ -1583,6 +1597,10 @@ class PGDocStatusStorage(DocStatusStorage): except json.JSONDecodeError: chunks_list = [] + # Convert datetime objects to ISO format strings with timezone info + created_at = self._format_datetime_with_timezone(row["created_at"]) + updated_at = self._format_datetime_with_timezone(row["updated_at"]) + processed_results.append( { "content": row["content"], @@ -1590,8 +1608,8 @@ class PGDocStatusStorage(DocStatusStorage): "content_summary": row["content_summary"], "status": row["status"], "chunks_count": row["chunks_count"], - "created_at": row["created_at"], - "updated_at": row["updated_at"], + "created_at": created_at, + "updated_at": updated_at, "file_path": row["file_path"], "chunks_list": chunks_list, } @@ -1629,13 +1647,17 @@ class PGDocStatusStorage(DocStatusStorage): except json.JSONDecodeError: chunks_list = [] + # Convert datetime objects to ISO format strings with timezone info + created_at = self._format_datetime_with_timezone(element["created_at"]) + updated_at = self._format_datetime_with_timezone(element["updated_at"]) + docs_by_status[element["id"]] = DocProcessingStatus( content=element["content"], content_summary=element["content_summary"], content_length=element["content_length"], status=element["status"], - created_at=element["created_at"], - updated_at=element["updated_at"], + created_at=created_at, + updated_at=updated_at, chunks_count=element["chunks_count"], file_path=element["file_path"], chunks_list=chunks_list, @@ -1687,19 +1709,26 @@ class PGDocStatusStorage(DocStatusStorage): return def parse_datetime(dt_str): + """Parse datetime and ensure it's stored as UTC time in database""" if dt_str is None: return None if isinstance(dt_str, (datetime.date, datetime.datetime)): - # If it's a datetime object without timezone info, remove timezone info + # If it's a datetime object if isinstance(dt_str, datetime.datetime): - # Remove timezone info, return naive datetime object - return dt_str.replace(tzinfo=None) + # If no timezone info, assume it's UTC + if dt_str.tzinfo is None: + dt_str = dt_str.replace(tzinfo=timezone.utc) + # Convert to UTC and remove timezone info for storage + return dt_str.astimezone(timezone.utc).replace(tzinfo=None) return dt_str try: # Process ISO format string with timezone dt = datetime.datetime.fromisoformat(dt_str) - # Remove timezone info, return naive datetime object - return dt.replace(tzinfo=None) + # If no timezone info, assume it's UTC + if dt.tzinfo is None: + dt = dt.replace(tzinfo=timezone.utc) + # Convert to UTC and remove timezone info for storage + return dt.astimezone(timezone.utc).replace(tzinfo=None) except (ValueError, TypeError): logger.warning(f"Unable to parse datetime string: {dt_str}") return None @@ -3095,8 +3124,8 @@ TABLES = { doc_name VARCHAR(1024), content TEXT, meta JSONB, - create_time TIMESTAMP(0), - update_time TIMESTAMP(0), + create_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, + update_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, CONSTRAINT LIGHTRAG_DOC_FULL_PK PRIMARY KEY (workspace, id) )""" }, @@ -3110,8 +3139,8 @@ TABLES = { content TEXT, file_path TEXT NULL, llm_cache_list JSONB NULL DEFAULT '[]'::jsonb, - create_time TIMESTAMP(0) WITH TIME ZONE, - update_time TIMESTAMP(0) WITH TIME ZONE, + create_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, + update_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, CONSTRAINT LIGHTRAG_DOC_CHUNKS_PK PRIMARY KEY (workspace, id) )""" }, @@ -3125,8 +3154,8 @@ TABLES = { content TEXT, content_vector VECTOR, file_path TEXT NULL, - create_time TIMESTAMP(0) WITH TIME ZONE, - update_time TIMESTAMP(0) WITH TIME ZONE, + create_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, + update_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, CONSTRAINT LIGHTRAG_VDB_CHUNKS_PK PRIMARY KEY (workspace, id) )""" }, @@ -3137,8 +3166,8 @@ TABLES = { entity_name VARCHAR(512), content TEXT, content_vector VECTOR, - create_time TIMESTAMP(0) WITH TIME ZONE, - update_time TIMESTAMP(0) WITH TIME ZONE, + create_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, + update_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, chunk_ids VARCHAR(255)[] NULL, file_path TEXT NULL, CONSTRAINT LIGHTRAG_VDB_ENTITY_PK PRIMARY KEY (workspace, id) @@ -3152,8 +3181,8 @@ TABLES = { target_id VARCHAR(512), content TEXT, content_vector VECTOR, - create_time TIMESTAMP(0) WITH TIME ZONE, - update_time TIMESTAMP(0) WITH TIME ZONE, + create_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, + update_time TIMESTAMP(0) DEFAULT CURRENT_TIMESTAMP, chunk_ids VARCHAR(255)[] NULL, file_path TEXT NULL, CONSTRAINT LIGHTRAG_VDB_RELATION_PK PRIMARY KEY (workspace, id) @@ -3168,7 +3197,7 @@ TABLES = { return_value TEXT, chunk_id VARCHAR(255) NULL, create_time TIMESTAMP DEFAULT CURRENT_TIMESTAMP, - update_time TIMESTAMP, + update_time TIMESTAMP DEFAULT CURRENT_TIMESTAMP, CONSTRAINT LIGHTRAG_LLM_CACHE_PK PRIMARY KEY (workspace, mode, id) )""" }, @@ -3183,8 +3212,8 @@ TABLES = { status varchar(64) NULL, file_path TEXT NULL, chunks_list JSONB NULL DEFAULT '[]'::jsonb, - created_at timestamp with time zone DEFAULT CURRENT_TIMESTAMP NULL, - updated_at timestamp with time zone DEFAULT CURRENT_TIMESTAMP NULL, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, + updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, CONSTRAINT LIGHTRAG_DOC_STATUS_PK PRIMARY KEY (workspace, id) )""" }, @@ -3199,11 +3228,13 @@ SQL_TEMPLATES = { "get_by_id_text_chunks": """SELECT id, tokens, COALESCE(content, '') as content, chunk_order_index, full_doc_id, file_path, COALESCE(llm_cache_list, '[]'::jsonb) as llm_cache_list, - create_time, update_time + EXTRACT(EPOCH FROM create_time)::BIGINT as create_time, + EXTRACT(EPOCH FROM update_time)::BIGINT as update_time FROM LIGHTRAG_DOC_CHUNKS WHERE workspace=$1 AND id=$2 """, "get_by_id_llm_response_cache": """SELECT id, original_prompt, return_value, mode, chunk_id, cache_type, - create_time, update_time + EXTRACT(EPOCH FROM create_time)::BIGINT as create_time, + EXTRACT(EPOCH FROM update_time)::BIGINT as update_time FROM LIGHTRAG_LLM_CACHE WHERE workspace=$1 AND id=$2 """, "get_by_mode_id_llm_response_cache": """SELECT id, original_prompt, return_value, mode, chunk_id @@ -3215,11 +3246,13 @@ SQL_TEMPLATES = { "get_by_ids_text_chunks": """SELECT id, tokens, COALESCE(content, '') as content, chunk_order_index, full_doc_id, file_path, COALESCE(llm_cache_list, '[]'::jsonb) as llm_cache_list, - create_time, update_time + EXTRACT(EPOCH FROM create_time)::BIGINT as create_time, + EXTRACT(EPOCH FROM update_time)::BIGINT as update_time FROM LIGHTRAG_DOC_CHUNKS WHERE workspace=$1 AND id IN ({ids}) """, "get_by_ids_llm_response_cache": """SELECT id, original_prompt, return_value, mode, chunk_id, cache_type, - create_time, update_time + EXTRACT(EPOCH FROM create_time)::BIGINT as create_time, + EXTRACT(EPOCH FROM update_time)::BIGINT as update_time FROM LIGHTRAG_LLM_CACHE WHERE workspace=$1 AND id IN ({ids}) """, "filter_keys": "SELECT id FROM {table_name} WHERE workspace=$1 AND id IN ({ids})",