添加服务

llmengine/base_connection.py

@@ -0,0 +1,27 @@
+from abc import ABC, abstractmethod
+from typing import Dict
+from appPublic.log import debug, error, info, exception
+
+connection_pathMap = {}
+
+def connection_register(connection_key, Klass):
+    """为给定的连接键注册一个连接类"""
+    global connection_pathMap
+    connection_pathMap[connection_key] = Klass
+    info(f"Registered {connection_key} with class {Klass}")
+
+def get_connection_class(connection_path):
+    """根据连接路径查找对应的连接类"""
+    global connection_pathMap
+    debug(f"connection_pathMap: {connection_pathMap}")
+    klass = connection_pathMap.get(connection_path)
+    if klass is None:
+        error(f"{connection_path} has not mapping to a connection class")
+        raise Exception(f"{connection_path} has not mapping to a connection class")
+    return klass
+
+class BaseConnection(ABC):
+    @abstractmethod
+    async def handle_connection(self, action: str, params: Dict = None) -> Dict:
+        """处理数据库操作，根据 action 执行创建集合等"""
+        pass

llmengine/base_entity.py

@@ -0,0 +1,23 @@
+from abc import ABC, abstractmethod
+from typing import List
+
+model_pathMap = {}
+
+def ltp_register(model_key, Klass):
+    """Register a model class for a given model key."""
+    global model_pathMap
+    model_pathMap[model_key] = Klass
+
+def get_ltp_class(model_path):
+    """Find the model class for a given model path."""
+    for k, klass in model_pathMap.items():
+        if len(model_path.split(k)) > 1:
+            return klass
+    print(f'{model_pathMap=}')
+    return None
+
+class BaseLtp(ABC):
+    @abstractmethod
+    def extract_entities(self, query: str) -> List[str]:
+        """Extract entities from query text."""
+        pass

llmengine/base_triple.py

@@ -0,0 +1,51 @@
+import torch
+from abc import ABC, abstractmethod
+from appPublic.log import debug
+import os
+
+model_pathMap = {}
+
+def llm_register(model_key: str, Klass):
+    """Register a triplet extractor class for a given model key."""
+    global model_pathMap
+    model_pathMap[model_key] = Klass
+    debug(f"Registered {Klass.__name__} for model_key: {model_key}")
+
+
+def get_llm_class(model_path: str):
+    """Return the triplet extractor class for the given model path."""
+    for k, klass in model_pathMap.items():
+        if k in model_path:
+            return klass
+    debug(f"No class found for model_path: {model_path}, model_pathMap: {model_pathMap}")
+    return None
+
+
+class BaseTripleExtractor(ABC):
+    """Base class for triplet extraction."""
+
+    def __init__(self, model_path: str):
+        self.model_path = model_path
+        self.model_name = os.path.basename(model_path)
+        self.model = None
+        debug(f"Initialized BaseTripleExtractor with model_path: {model_path}")
+
+    def use_mps_if_possible(self):
+        """Select device (MPS, CUDA, or CPU)."""
+        if torch.backends.mps.is_available():
+            device = torch.device("mps")
+            debug("Using MPS device")
+        elif torch.cuda.is_available():
+            device = torch.device("cuda")
+            debug("Using CUDA device")
+        else:
+            device = torch.device("cpu")
+            debug("Using CPU device")
+        if self.model is not None:
+            self.model = self.model.to(device)
+        return device
+
+    @abstractmethod
+    async def extract_triplets(self, text: str) -> list:
+        """Extract triplets from text."""
+        pass

llmengine/bgeembedding.py

@@ -0,0 +1,27 @@
+
+import torch
+from langchain_huggingface import HuggingFaceEmbeddings
+from llmengine.base_embedding import BaseEmbedding, llm_register
+
+class BgeEmbedding(BaseEmbedding):
+	def __init__(self, model_id):
+		self.model_id = model_id
+		self.model_name = model_id.split('/')[-1]
+		self.model = HuggingFaceEmbeddings(
+            model_name=model_id,
+            model_kwargs={'device': 'cuda' if torch.cuda.is_available() else 'cpu'},
+            encode_kwargs={
+				"batch_size": 12,
+				"max_length": 8192,
+				'normalize_embeddings': True
+			}
+        )
+
+	def encode(self, input):
+		ret = []
+		for t in input:	
+			embedding = self.model.embed_query(t)
+			ret.append(embedding)
+		return ret
+
+llm_register('bge-m3', BgeEmbedding)

llmengine/client/chat

@@ -0,0 +1,151 @@
+#!/d/ymq/py3/bin/python
+from traceback import format_exc
+import asyncio
+import codecs
+import json
+import base64
+import argparse
+from appPublic.streamhttpclient import liner, StreamHttpClient
+from appPublic.log import MyLogger
+
+filetypes = {
+	'png': ['image_url', 'data:image/png'],
+	'jpg': ['image_url', 'data:image/jpeg'],
+	'jpeg': ['image_url', 'data:image/jpeg'],
+	'wav': ['audio_url', 'data:audio/wav'],
+	'mp3': ['audio_url', 'data:audio/mp3'],
+	'mp4': ['video_url', 'data:video/mp4'],
+	'avi': ['video_url', 'data:video/avi']
+}
+
+def file2base64i_content(f):
+	ft = f.split('.')[-1].lower()
+	typ, content = filetypes.get(ft, '')
+	with open(f, 'rb') as f:
+		b = f.read()
+		b64 = base64.b64encode(b)
+		return {
+			'type': typ,
+			typ: {
+				'url': content
+			}
+		}
+	
+class M2T:
+	def system_message(self, prompt):
+		return {
+			'role':'system',
+			'content': [{
+				'type': 'text',
+				'text'" prompt
+			}]
+		}
+
+	def assistant_message(self, prompt):
+		return {
+			'role': 'assistant',
+			'content': [{
+				'type': 'text',
+				'text': promot
+			}]
+		}
+
+	def user_message(self, prompt, textfile=None, 
+						audiofile=None, 
+						videofile=None, 
+						imagefile=None):
+		txt = prompt
+		if textpath:
+			txt = f'{prompt}: {self.user_file(textfile)}'
+		content = [
+			{
+				'type': 'text',
+				'text': txt
+			}
+		]
+		for f in [audiofile, videofile, imagefile]:
+			if isinstance(f, []):
+				for f1 in f:
+					content.append(file2base64_content(f1))
+			elif isinstance(f, str):
+				content.append(file2base64_content(f)
+
+		return {
+			'role': 'user',
+			'content': content
+		}
+
+	def user_file(self, fn):
+		with codecs.open(fn, 'r', 'utf-8') as f:
+			return f.read()
+
+	
+class T2T:
+	def system_message(self, prompt):
+		return {
+			'role':'system',
+			'content': prompt
+		}
+
+	def assistant_message(self, prompt):
+		return {
+			'role': 'assistant',
+			'content': promot
+		}
+
+	def user_message(self, prompt, filepath=None):
+		if filepath:
+			prompt += f':{user_file(filepath)}'
+		return {
+			'role': 'user',
+			'content': prompt
+	}
+
+	def user_file(self, fn):
+		with codecs.open(fn, 'r', 'utf-8') as f:
+			return f.read()
+
+async def main():
+	parser = argparse.ArgumentParser(prog='llmclient')
+	parser.add_argument('-f', '--textfile')
+	parser.add_argument('-i', '--imagefile')
+	parser.add_argument('-v', '--videofile')
+	parser.add_argument('-a', '--audiofile')
+	parser.add_argument('-s', '--sys_prompt')
+	parser.add_argument('-S', '--sessionfile')
+	parser.add_argument('-m', '--model')
+	parser.add_argument('url')
+	parser.add_argument('prompt')
+	args = parser.parse_args()
+	messages = [ system_message(args.sys_prompt) ] if args.sys_prompt else []
+	messages.append(user_message(args.prompt, filepath=args.file))
+
+	d = {
+		'model': args.model,
+		'stream': True,
+		'messages': messages
+	}
+	hc = StreamHttpClient()
+	headers = {
+		'Content-Type': 'application/json'
+	}
+	i = 0
+	buffer = ''
+	reco = hc('POST', args.url, headers=headers, data=json.dumps(d))
+	async for chunk in liner(reco):
+		chunk = chunk[6:]
+		if chunk != '[DONE]':
+			try:
+				f = json.loads(chunk)
+			except Exception as e:
+				print(f'****{chunk=} error {e} {format_exc()}')
+				continue
+			if not  f['choices'][0]['finish_reason']:
+				print(f['choices'][0]['delta']['content'], end='', flush=True)
+			else:
+				pass
+	print('\n\n')
+
+if __name__ == '__main__':
+	MyLogger('null', levelname='error', logfile='/dev/null')
+	asyncio.new_event_loop().run_until_complete(main())

llmengine/client/m2t

@@ -0,0 +1,74 @@
+#!/d/ymq/py3/bin/python
+from traceback import format_exc
+import asyncio
+import codecs
+import json
+import argparse
+from appPublic.streamhttpclient import liner, StreamHttpClient
+from appPublic.log import MyLogger
+
+def system_message(prompt):
+	return {
+		'role':'system',
+		'content':[{
+			'type': 'text',
+			'text': prompt
+		}]
+	}
+
+def user_message(prompt, filepath=None, **kwargs):
+	if filepath:
+		prompt += f':{user_file(filepath)}'
+	content = [{
+			'type': 'text',
+			'text': prompt
+		}]
+	return {
+		'role': 'user',
+		'content': content
+	}
+
+def user_file(fn):
+	with codecs.open(fn, 'r', 'utf-8') as f:
+		return f.read()
+
+async def main():
+	parser = argparse.ArgumentParser(prog='devops')
+	parser.add_argument('-f', '--file')
+	parser.add_argument('-p', '--prompt')
+	parser.add_argument('-s', '--sys_prompt')
+	parser.add_argument('-m', '--model')
+	parser.add_argument('url')
+	args = parser.parse_args()
+	messages = [ system_message(args.sys_prompt) ] if args.sys_prompt else []
+	messages.append(user_message(args.prompt, filepath=args.file))
+
+	d = {
+		'model': args.model,
+		'stream': True,
+		'messages': messages
+	}
+	hc = StreamHttpClient()
+	headers = {
+		'Content-Type': 'application/json'
+	}
+	i = 0
+	buffer = ''
+	reco = hc('POST', args.url, headers=headers, data=json.dumps(d))
+	async for chunk in liner(reco):
+		chunk = chunk[6:]
+		if chunk != '[DONE]':
+			try:
+				f = json.loads(chunk)
+			except Exception as e:
+				print(f'****{chunk=} error {e} {format_exc()}')
+				continue
+			if not  f['choices'][0]['finish_reason']:
+				print(f['choices'][0]['delta']['content'], end='', flush=True)
+			else:
+				pass
+	print('\n\n')
+
+if __name__ == '__main__':
+	MyLogger('null', levelname='error', logfile='/dev/null')
+	asyncio.new_event_loop().run_until_complete(main())

llmengine/connection.py

@@ -0,0 +1,649 @@
+import milvus_connection
+from traceback import format_exc
+import argparse
+from aiohttp import web
+from llmengine.base_connection import get_connection_class
+from appPublic.registerfunction import RegisterFunction
+from appPublic.log import debug, error, info
+from ahserver.serverenv import ServerEnv
+from ahserver.webapp import webserver
+import os
+import json
+
+helptext = """Milvus Connection Service API (using pymilvus Collection API):
+
+1. Create Collection Endpoint:
+path: /v1/createcollection
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "db_type": "textdb"  // 可选，若不提供则使用默认集合 ragdb
+}
+response:
+- Success: HTTP 200, {"status": "success", "collection_name": "ragdb" or "ragdb_textdb", "message": "集合 ragdb 或 ragdb_textdb 创建成功"}
+- Error: HTTP 400, {"status": "error", "collection_name": "ragdb" or "ragdb_textdb", "message": "<error message>"}
+
+2. Delete Collection Endpoint:
+path: /v1/deletecollection
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "db_type": "textdb"  // 可选，若不提供则删除默认集合 ragdb
+}
+response:
+- Success: HTTP 200, {"status": "success", "collection_name": "ragdb" or "ragdb_textdb", "message": "集合 ragdb 或 ragdb_textdb 删除成功"}
+- Success (collection does not exist): HTTP 200, {"status": "success", "collection_name": "ragdb" or "ragdb_textdb", "message": "集合 ragdb 或 ragdb_textdb 不存在，无需删除"}
+- Error: HTTP 400, {"status": "error", "collection_name": "ragdb" or "ragdb_textdb", "message": "<error message>"}
+
+3. Insert File Endpoint:
+path: /v1/insertfile
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "file_path": "/path/to/file.txt",  // 必填，文件路径
+    "userid": "user123",               // 必填，用户 ID
+    "db_type": "textdb",               // 可选，若不提供则使用默认集合 ragdb
+    "knowledge_base_id": "kb123"       // 必填，知识库 ID
+}
+response:
+- Success: HTTP 200, {"status": "success", "document_id": "<uuid>", "collection_name": "ragdb" or "ragdb_textdb", "message": "文件 <file_path> 成功嵌入并处理三元组", "status_code": 200}
+- Success (triples failed): HTTP 200, {"status": "success", "document_id": "<uuid>", "collection_name": "ragdb" or "ragdb_textdb", "message": "文件 <file_path> 成功嵌入，但三元组处理失败: <error>", "status_code": 200}
+- Error: HTTP 400, {"status": "error", "document_id": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "<error message>", "status_code": 400}
+
+4. Delete Document Endpoint:
+path: /v1/deletefile
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "userid": "user123",         // 必填，用户 ID
+    "filename": "file.txt",      // 必填，文件名
+    "db_type": "textdb",         // 可选，若不提供则使用默认集合 ragdb
+    "knowledge_base_id": "kb123" // 必填，知识库 ID
+}
+response:
+- Success: HTTP 200, {"status": "success", "document_id": "<uuid1,uuid2>", "collection_name": "ragdb" or "ragdb_textdb", "message": "成功删除 <count> 条 Milvus 记录，<nodes> 个 Neo4j 节点，<rels> 个 Neo4j 关系，userid=<userid>, filename=<filename>", "status_code": 200}
+- Success (no records): HTTP 200, {"status": "success", "document_id": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "没有找到 userid=<userid>, filename=<filename>, knowledge_base_id=<knowledge_base_id> 的记录，无需删除", "status_code": 200}
+- Success (collection missing): HTTP 200, {"status": "success", "document_id": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "集合 <collection_name> 不存在，无需删除", "status_code": 200}
+- Error: HTTP 400, {"status": "error", "document_id": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "<error message>", "status_code": 400}
+
+5. Fused Search Query Endpoint:
+path: /v1/fusedsearchquery
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "query": "苹果公司在北京开设新店",
+    "userid": "user1",
+    "db_type": "textdb",  // 可选，若不提供则使用默认集合 ragdb
+    "knowledge_base_ids": ["kb123"],
+    "limit": 5,
+    "offset": 0,
+    "use_rerank": true
+}
+response:
+- Success: HTTP 200, {
+    "status": "success",
+    "results": [
+        {
+            "text": "<完整文本内容>",
+            "distance": 0.95,
+            "source": "fused_query_with_triplets",
+            "rerank_score": 0.92,  // 若 use_rerank=true
+            "metadata": {
+                "userid": "user1",
+                "document_id": "<uuid>",
+                "filename": "file.txt",
+                "file_path": "/path/to/file.txt",
+                "upload_time": "<iso_timestamp>",
+                "file_type": "txt"
+            }
+        },
+        ...
+    ],
+    "timing": {
+        "collection_load": <float>,  // 集合加载耗时（秒）
+        "entity_extraction": <float>,  // 实体提取耗时（秒）
+        "triplet_matching": <float>,  // 三元组匹配耗时（秒）
+        "triplet_text_combine": <float>,  // 拼接三元组文本耗时（秒）
+        "embedding_generation": <float>,  // 嵌入向量生成耗时（秒）
+        "vector_search": <float>,  // 向量搜索耗时（秒）
+        "deduplication": <float>,  // 去重耗时（秒）
+        "reranking": <float>,  // 重排序耗时（秒，若 use_rerank=true）
+        "total_time": <float>  // 总耗时（秒）
+    },
+    "collection_name": "ragdb" or "ragdb_textdb"
+}
+- Error: HTTP 400, {
+    "status": "error",
+    "message": "<error message>",
+    "collection_name": "ragdb" or "ragdb_textdb"
+}
+6. Search Query Endpoint:
+path: /v1/searchquery
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "query": "知识图谱的知识融合是什么？",
+    "userid": "user1",
+    "db_type": "textdb",  // 可选，若不提供则使用默认集合 ragdb
+    "knowledge_base_ids": ["kb123"],
+    "limit": 5,
+    "offset": 0,
+    "use_rerank": true
+}
+response:
+- Success: HTTP 200, {
+    "status": "success",
+    "results": [
+        {
+            "text": "<完整文本内容>",
+            "distance": 0.95,
+            "source": "vector_query",
+            "rerank_score": 0.92,  // 若 use_rerank=true
+            "metadata": {
+                "userid": "user1",
+                "document_id": "<uuid>",
+                "filename": "file.txt",
+                "file_path": "/path/to/file.txt",
+                "upload_time": "<iso_timestamp>",
+                "file_type": "txt"
+            }
+        },
+        ...
+    ],
+    "timing": {
+        "collection_load": <float>,  // 集合加载耗时（秒）
+        "embedding_generation": <float>,  // 嵌入向量生成耗时（秒）
+        "vector_search": <float>,  // 向量搜索耗时（秒）
+        "deduplication": <float>,  // 去重耗时（秒）
+        "reranking": <float>,  // 重排序耗时（秒，若 use_rerank=true）
+        "total_time": <float>  // 总耗时（秒）
+    },
+    "collection_name": "ragdb" or "ragdb_textdb"
+}
+- Error: HTTP 400, {
+    "status": "error",
+    "message": "<error message>",
+    "collection_name": "ragdb" or "ragdb_textdb"
+}
+
+7. List User Files Endpoint:
+path: /v1/listuserfiles
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "userid": "user1",
+    "db_type": "textdb"  // 可选，若不提供则使用默认集合 ragdb
+}
+response:
+- Success: HTTP 200, {
+    "status": "success",
+    "files_by_knowledge_base": {
+        "kb123": [
+            {
+                "document_id": "<uuid>",
+                "filename": "file1.txt",
+                "file_path": "/path/to/file1.txt",
+                "upload_time": "<iso_timestamp>",
+                "file_type": "txt",
+                "knowledge_base_id": "kb123"
+            },
+            ...
+        ],
+        "kb456": [
+            {
+                "document_id": "<uuid>",
+                "filename": "file2.pdf",
+                "file_path": "/path/to/file2.pdf",
+                "upload_time": "<iso_timestamp>",
+                "file_type": "pdf",
+                "knowledge_base_id": "kb456"
+            },
+            ...
+        ]
+    },
+    "collection_name": "ragdb" or "ragdb_textdb"
+}
+- Error: HTTP 400, {
+    "status": "error",
+    "message": "<error message>",
+    "collection_name": "ragdb" or "ragdb_textdb"
+}
+8. Connection Endpoint (for compatibility):
+path: /v1/connection
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "action": "<initialize|get_params|create_collection|delete_collection|insert_document|delete_document|fused_search|search_query|list_user_files>",
+    "params": {...}
+}
+response:
+- Success: HTTP 200, {"status": "success", ...}
+- Error: HTTP 400, {"status": "error", "message": "<error message>"}
+
+9. Docs Endpoint:
+path: /docs
+method: GET
+response: This help text
+
+10. Delete Knowledge Base Endpoint:
+path: /v1/deleteknowledgebase
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "userid": "user123",         // 必填，用户 ID
+    "knowledge_base_id": "kb123",// 必填，知识库 ID
+    "db_type": "textdb"          // 可选，若不提供则使用默认集合 ragdb
+}
+response:
+- Success: HTTP 200, {"status": "success", "document_id": "<uuid1,uuid2>", "filename": "<filename1,filename2>", "collection_name": "ragdb" or "ragdb_textdb", "message": "成功删除 <count> 条 Milvus 记录，<nodes> 个 Neo4j 节点，<rels> 个 Neo4j 关系，userid=<userid>, knowledge_base_id=<knowledge_base_id>", "status_code": 200}
+- Success (no records): HTTP 200, {"status": "success", "document_id": "", "filename": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "没有找到 userid=<userid>, knowledge_base_id=<knowledge_base_id> 的记录，无需删除", "status_code": 200}
+- Success (collection missing): HTTP 200, {"status": "success", "document_id": "", "filename": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "集合 <collection_name> 不存在，无需删除", "status_code": 200}
+- Error: HTTP 400, {"status": "error", "document_id": "", "filename": "", "collection_name": "ragdb" or "ragdb_textdb", "message": "<error message>", "status_code": 400}
+
+10. List All Knowledge Bases Endpoint:
+path: /v1/listallknowledgebases
+method: POST
+headers: {"Content-Type": "application/json"}
+data: {
+    "db_type": "textdb"  // 可选，若不提供则使用默认集合 ragdb
+}
+response:
+- Success: HTTP 200, {
+    "status": "success",
+    "users_knowledge_bases": {
+        "user1": {
+            "kb123": [
+                {
+                    "document_id": "<uuid>",
+                    "filename": "file1.txt",
+                    "file_path": "/path/to/file1.txt",
+                    "upload_time": "<iso_timestamp>",
+                    "file_type": "txt",
+                    "knowledge_base_id": "kb123"
+                },
+                ...
+            ],
+            "kb456": [
+                {
+                    "document_id": "<uuid>",
+                    "filename": "file2.pdf",
+                    "file_path": "/path/to/file2.pdf",
+                    "upload_time": "<iso_timestamp>",
+                    "file_type": "pdf",
+                    "knowledge_base_id": "kb456"
+                },
+                ...
+            ]
+        },
+        "user2": {...}
+    },
+    "collection_name": "ragdb" or "ragdb_textdb",
+    "message": "成功列出 <count> 个用户的知识库和文件",
+    "status_code": 200
+}
+- Error: HTTP 400, {
+    "status": "error",
+    "users_knowledge_bases": {},
+    "collection_name": "ragdb" or "ragdb_textdb",
+    "message": "<error message>",
+    "status_code": 400
+}
+"""
+
+def init():
+    rf = RegisterFunction()
+    rf.register('createcollection', create_collection)
+    rf.register('deletecollection', delete_collection)
+    rf.register('insertfile', insert_file)
+    rf.register('deletefile', delete_file)
+    rf.register('deleteknowledgebase', delete_knowledge_base)
+    rf.register('fusedsearchquery', fused_search_query)
+    rf.register('searchquery', search_query)
+    rf.register('listuserfiles', list_user_files)
+    rf.register('listallknowledgebases', list_all_knowledge_bases)
+    rf.register('connection', handle_connection)
+    rf.register('docs', docs)
+
+async def docs(request, params_kw, *params, **kw):
+    return web.Response(text=helptext, content_type='text/plain')
+
+async def not_implemented(request, params_kw, *params, **kw):
+    return web.json_response({
+        "status": "error",
+        "message": "功能尚未实现"
+    }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=501)
+
+async def create_collection(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    db_type = params_kw.get('db_type', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        result = await engine.handle_connection("create_collection", {"db_type": db_type})
+        debug(f'{result=}')
+        return web.json_response(result, dumps=lambda obj: json.dumps(obj, ensure_ascii=False))
+    except Exception as e:
+        error(f'创建集合失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "collection_name": collection_name,
+            "message": str(e)
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def delete_collection(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    db_type = params_kw.get('db_type', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        result = await engine.handle_connection("delete_collection", {"db_type": db_type})
+        debug(f'{result=}')
+        return web.json_response(result, dumps=lambda obj: json.dumps(obj, ensure_ascii=False))
+    except Exception as e:
+        error(f'删除集合失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "collection_name": collection_name,
+            "message": str(e)
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def insert_file(request, params_kw, *params, **kw):
+    debug(f'Received params: {params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    file_path = params_kw.get('file_path', '')
+    userid = params_kw.get('userid', '')
+    db_type = params_kw.get('db_type', '')
+    knowledge_base_id = params_kw.get('knowledge_base_id', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        required_fields = ['file_path', 'userid', 'knowledge_base_id']
+        missing_fields = [field for field in required_fields if field not in params_kw or not params_kw[field]]
+        if missing_fields:
+            raise ValueError(f"缺少必填字段: {', '.join(missing_fields)}")
+
+        debug(
+            f'Calling insert_document with: file_path={file_path}, userid={userid}, db_type={db_type}, knowledge_base_id={knowledge_base_id}')
+        result = await engine.handle_connection("insert_document", {
+            "file_path": file_path,
+            "userid": userid,
+            "db_type": db_type,
+            "knowledge_base_id": knowledge_base_id
+        })
+        debug(f'Insert result: {result=}')
+        status = 200 if result.get("status") == "success" else 400
+        return web.json_response(result, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=status)
+    except Exception as e:
+        error(f'插入文件失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "collection_name": collection_name,
+            "document_id": "",
+            "message": str(e)
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def delete_file(request, params_kw, *params, **kw):
+    debug(f'Received delete_file params: {params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    userid = params_kw.get('userid', '')
+    filename = params_kw.get('filename', '')
+    db_type = params_kw.get('db_type', '')
+    knowledge_base_id = params_kw.get('knowledge_base_id', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        required_fields = ['userid', 'filename', 'knowledge_base_id']
+        missing_fields = [field for field in required_fields if field not in params_kw or not params_kw[field]]
+        if missing_fields:
+            raise ValueError(f"缺少必填字段: {', '.join(missing_fields)}")
+
+        debug(f'Calling delete_document with: userid={userid}, filename={filename}, db_type={db_type}, knowledge_base_id={knowledge_base_id}')
+        result = await engine.handle_connection("delete_document", {
+            "userid": userid,
+            "filename": filename,
+            "db_type": db_type,
+            "knowledge_base_id": knowledge_base_id
+        })
+        debug(f'Delete result: {result=}')
+        status = 200 if result.get("status") == "success" else 400
+        return web.json_response(result, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=status)
+    except Exception as e:
+        error(f'删除文件失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "collection_name": collection_name,
+            "document_id": "",
+            "message": str(e),
+            "status_code": 400
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def delete_knowledge_base(request, params_kw, *params, **kw):
+    debug(f'Received delete_knowledge_base params: {params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    userid = params_kw.get('userid', '')
+    knowledge_base_id = params_kw.get('knowledge_base_id', '')
+    db_type = params_kw.get('db_type', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        required_fields = ['userid', 'knowledge_base_id']
+        missing_fields = [field for field in required_fields if field not in params_kw or not params_kw[field]]
+        if missing_fields:
+            raise ValueError(f"缺少必填字段: {', '.join(missing_fields)}")
+
+        debug(
+            f'Calling delete_knowledge_base with: userid={userid}, knowledge_base_id={knowledge_base_id}, db_type={db_type}')
+        result = await engine.handle_connection("delete_knowledge_base", {
+            "userid": userid,
+            "knowledge_base_id": knowledge_base_id,
+            "db_type": db_type
+        })
+        debug(f'Delete knowledge base result: {result=}')
+        status = 200 if result.get("status") == "success" else 400
+        return web.json_response(result, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=status)
+    except Exception as e:
+        error(f'删除知识库失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "collection_name": collection_name,
+            "document_id": "",
+            "filename": "",
+            "message": str(e),
+            "status_code": 400
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def fused_search_query(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    query = params_kw.get('query')
+    userid = params_kw.get('userid')
+    db_type = params_kw.get('db_type', '')
+    knowledge_base_ids = params_kw.get('knowledge_base_ids')
+    limit = params_kw.get('limit')
+    offset = params_kw.get('offset', 0)
+    use_rerank = params_kw.get('use_rerank', True)
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        if not all([query, userid, knowledge_base_ids]):
+            debug(f'query, userid 或 knowledge_base_ids 未提供')
+            return web.json_response({
+                "status": "error",
+                "message": "query, userid 或 knowledge_base_ids 未提供",
+                "collection_name": collection_name
+            }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+        result = await engine.handle_connection("fused_search", {
+            "query": query,
+            "userid": userid,
+            "db_type": db_type,
+            "knowledge_base_ids": knowledge_base_ids,
+            "limit": limit,
+            "offset": offset,
+            "use_rerank": use_rerank
+        })
+        debug(f'{result=}')
+        response = {
+            "status": "success",
+            "results": result.get("results", []),
+            "timing": result.get("timing", {}),
+            "collection_name": collection_name
+        }
+        return web.json_response(response, dumps=lambda obj: json.dumps(obj, ensure_ascii=False))
+    except Exception as e:
+        error(f'融合搜索失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "message": str(e),
+            "collection_name": collection_name
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def search_query(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    query = params_kw.get('query')
+    userid = params_kw.get('userid')
+    db_type = params_kw.get('db_type', '')
+    knowledge_base_ids = params_kw.get('knowledge_base_ids')
+    limit = params_kw.get('limit')
+    offset = params_kw.get('offset', 0)
+    use_rerank = params_kw.get('use_rerank', True)
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        if not all([query, userid, knowledge_base_ids]):
+            debug(f'query, userid 或 knowledge_base_ids 未提供')
+            return web.json_response({
+                "status": "error",
+                "message": "query, userid 或 knowledge_base_ids 未提供",
+                "collection_name": collection_name
+            }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+        result = await engine.handle_connection("search_query", {
+            "query": query,
+            "userid": userid,
+            "db_type": db_type,
+            "knowledge_base_ids": knowledge_base_ids,
+            "limit": limit,
+            "offset": offset,
+            "use_rerank": use_rerank
+        })
+        debug(f'{result=}')
+        response = {
+            "status": "success",
+            "results": result.get("results", []),
+            "timing": result.get("timing", {}),
+            "collection_name": collection_name
+        }
+        return web.json_response(response, dumps=lambda obj: json.dumps(obj, ensure_ascii=False))
+    except Exception as e:
+        error(f'纯向量搜索失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "message": str(e),
+            "collection_name": collection_name
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def list_user_files(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    userid = params_kw.get('userid')
+    db_type = params_kw.get('db_type', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        if not userid:
+            debug(f'userid 未提供')
+            return web.json_response({
+                "status": "error",
+                "message": "userid 未提供",
+                "collection_name": collection_name
+            }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+        result = await engine.handle_connection("list_user_files", {
+            "userid": userid,
+            "db_type": db_type
+        })
+        debug(f'{result=}')
+        response = {
+            "status": "success",
+            "files_by_knowledge_base": result,
+            "collection_name": collection_name
+        }
+        return web.json_response(response, dumps=lambda obj: json.dumps(obj, ensure_ascii=False))
+    except Exception as e:
+        error(f'列出用户文件失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "message": str(e),
+            "collection_name": collection_name
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def list_all_knowledge_bases(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    db_type = params_kw.get('db_type', '')
+    collection_name = "ragdb" if not db_type else f"ragdb_{db_type}"
+    try:
+        result = await engine.handle_connection("list_all_knowledge_bases", {
+            "db_type": db_type
+        })
+        debug(f'{result=}')
+        response = {
+            "status": result.get("status", "success"),
+            "users_knowledge_bases": result.get("users_knowledge_bases", {}),
+            "collection_name": collection_name,
+            "message": result.get("message", ""),
+            "status_code": result.get("status_code", 200)
+        }
+        return web.json_response(response, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=response["status_code"])
+    except Exception as e:
+        error(f'列出所有用户知识库失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "users_knowledge_bases": {},
+            "collection_name": collection_name,
+            "message": str(e),
+            "status_code": 400
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+async def handle_connection(request, params_kw, *params, **kw):
+    debug(f'{params_kw=}')
+    se = ServerEnv()
+    engine = se.engine
+    try:
+        data = await request.json()
+        action = data.get('action')
+        if not action:
+            debug(f'action 未提供')
+            return web.json_response({
+                "status": "error",
+                "message": "action 参数未提供"
+            }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+        result = await engine.handle_connection(action, data.get('params', {}))
+        debug(f'{result=}')
+        return web.json_response(result, dumps=lambda obj: json.dumps(obj, ensure_ascii=False))
+    except Exception as e:
+        error(f'处理连接操作失败: {str(e)}')
+        return web.json_response({
+            "status": "error",
+            "message": str(e)
+        }, dumps=lambda obj: json.dumps(obj, ensure_ascii=False), status=400)
+
+def main():
+    parser = argparse.ArgumentParser(prog="Milvus Connection Service")
+    parser.add_argument('-w', '--workdir')
+    parser.add_argument('-p', '--port', default='8888')
+    parser.add_argument('connection_path')
+    args = parser.parse_args()
+    debug(f"Arguments: {args}")
+    Klass = get_connection_class(args.connection_path)
+    se = ServerEnv()
+    se.engine = Klass()
+    workdir = args.workdir or os.getcwd()
+    port = args.port
+    debug(f'{args=}')
+    webserver(init, workdir, port)
+
+if __name__ == '__main__':
+    main()

llmengine/entity.py

@@ -0,0 +1,87 @@
+from traceback import format_exc
+import os
+import sys
+import argparse
+from llmengine.ltpentity import *
+from llmengine.base_entity import get_ltp_class
+from typing import List
+
+from appPublic.registerfunction import RegisterFunction
+from appPublic.worker import awaitify
+from appPublic.log import debug, exception
+from ahserver.serverenv import ServerEnv
+from ahserver.globalEnv import stream_response
+from ahserver.webapp import webserver
+
+from aiohttp_session import get_session
+
+helptext = """LTP Entities API:
+
+1. Entities Endpoint:
+path: /v1/entities
+headers: {
+    "Content-Type": "application/json"
+}
+data: {
+    "query": "苹果公司在北京开设新店"
+}
+response: {
+    "object": "list",
+    "data": [
+        "苹果公司",
+        "北京",
+        "新店",
+        "开设",
+        ...
+    ]
+}
+
+2. Docs Endpoint:
+path: /v1/docs
+response: This help text
+"""
+
+def init():
+    rf = RegisterFunction()
+    rf.register('entities', entities)
+    rf.register('docs', docs)
+    debug("注册路由: entities, docs")
+
+async def docs(request, params_kw, *params, **kw):
+    return helptext
+
+async def entities(request, params_kw, *params, **kw):
+    debug(f'{params_kw.query=}')
+    se = ServerEnv()
+    engine = se.engine
+    query = params_kw.query
+    if query is None:
+        e = exception(f'query is None')
+        raise e
+    entities = await engine.extract_entities(query)
+    debug(f'{entities=}, type(entities)')
+    return {
+        "object": "list",
+        "data": entities
+    }
+
+def main():
+    parser = argparse.ArgumentParser(prog="LTP Entity Service")
+    parser.add_argument('-w', '--workdir')
+    parser.add_argument('-p', '--port')
+    parser.add_argument('model_path')
+    args = parser.parse_args()
+    Klass = get_ltp_class(args.model_path)
+    if Klass is None:
+        e = Exception(f'{args.model_path} has not mapping to a model class')
+        exception(f'{e}, {format_exc()}')
+        raise e
+    se = ServerEnv()
+    se.engine = Klass(args.model_path)
+    workdir = args.workdir or os.getcwd()
+    port = args.port
+    debug(f'{args=}')
+    webserver(init, workdir, port)
+
+if __name__ == '__main__':
+    main()

llmengine/kgc.py

@@ -0,0 +1,197 @@
+import os
+import re
+from py2neo import Graph, Node, Relationship
+from typing import Set, List, Dict, Tuple
+from appPublic.jsonConfig import getConfig
+from appPublic.log import debug, error, info
+
+
+class KnowledgeGraph:
+    def __init__(self, triples: List[Dict], document_id: str, knowledge_base_id: str, userid: str):
+        self.triples = triples
+        self.document_id = document_id
+        self.knowledge_base_id = knowledge_base_id
+        self.userid = userid
+        config = getConfig()
+        self.neo4j_uri = config['neo4j']['uri']
+        self.neo4j_user = config['neo4j']['user']
+        self.neo4j_password = config['neo4j']['password']
+        self.g = Graph(self.neo4j_uri, auth=(self.neo4j_user, self.neo4j_password))
+        info(f"开始构建知识图谱，document_id: {self.document_id}, knowledge_base_id: {self.knowledge_base_id}, userid: {self.userid}, 三元组数量: {len(triples)}")
+
+    def _normalize_label(self, entity_type: str) -> str:
+        """规范化实体类型为 Neo4j 标签"""
+        if not entity_type or not entity_type.strip():
+            return 'Entity'
+        entity_type = re.sub(r'[^\w\s]', '', entity_type.strip())
+        words = entity_type.split()
+        label = '_'.join(word.capitalize() for word in words if word)
+        return label or 'Entity'
+
+    def _clean_relation(self, relation: str) -> Tuple[str, str]:
+        """清洗关系，返回 (rel_type, rel_name)，确保 rel_type 合法"""
+        relation = relation.strip()
+        if not relation:
+            return 'RELATED_TO', '相关'
+
+        cleaned_relation = re.sub(r'[^\w\s]', '', relation).strip()
+        if not cleaned_relation:
+            return 'RELATED_TO', '相关'
+
+        if 'instance of' in relation.lower():
+            return 'INSTANCE_OF', '实例'
+        elif 'subclass of' in relation.lower():
+            return 'SUBCLASS_OF', '子类'
+        elif 'part of' in relation.lower():
+            return 'PART_OF', '部分'
+
+        rel_type = re.sub(r'\s+', '_', cleaned_relation).upper()
+        if rel_type and rel_type[0].isdigit():
+            rel_type = f'REL_{rel_type}'
+        if not re.match(r'^[A-Za-z][A-Za-z0-9_]*$', rel_type):
+            debug(f"非法关系类型 '{rel_type}'，替换为 'RELATED_TO'")
+            return 'RELATED_TO', relation
+        return rel_type, relation
+
+    def read_nodes(self) -> Tuple[Dict[str, Set], Dict[str, List], List[Dict]]:
+        """从三元组列表中读取节点和关系"""
+        nodes_by_label = {}
+        relations_by_type = {}
+        triples = []
+
+        try:
+            for triple in self.triples:
+                if not all(key in triple for key in ['head', 'head_type', 'type', 'tail', 'tail_type']):
+                    debug(f"无效三元组: {triple}")
+                    continue
+                head, relation, tail, head_type, tail_type = (
+                    triple['head'], triple['type'], triple['tail'], triple['head_type'], triple['tail_type']
+                )
+                head_label = self._normalize_label(head_type)
+                tail_label = self._normalize_label(tail_type)
+                debug(f"实体类型: {head_type} -> {head_label}, {tail_type} -> {tail_label}")
+
+                if head_label not in nodes_by_label:
+                    nodes_by_label[head_label] = set()
+                if tail_label not in nodes_by_label:
+                    nodes_by_label[tail_label] = set()
+                nodes_by_label[head_label].add(head)
+                nodes_by_label[tail_label].add(tail)
+
+                rel_type, rel_name = self._clean_relation(relation)
+                if rel_type not in relations_by_type:
+                    relations_by_type[rel_type] = []
+                relations_by_type[rel_type].append({
+                    'head': head,
+                    'tail': tail,
+                    'head_label': head_label,
+                    'tail_label': tail_label,
+                    'rel_name': rel_name
+                })
+
+                triples.append({
+                    'head': head,
+                    'relation': relation,
+                    'tail': tail,
+                    'head_type': head_type,
+                    'tail_type': tail_type
+                })
+
+            info(f"读取节点: {sum(len(nodes) for nodes in nodes_by_label.values())} 个")
+            info(f"读取关系: {sum(len(rels) for rels in relations_by_type.values())} 条")
+            return nodes_by_label, relations_by_type, triples
+
+        except Exception as e:
+            error(f"读取三元组失败: {str(e)}")
+            raise RuntimeError(f"读取三元组失败: {str(e)}")
+
+    def create_node(self, label: str, nodes: Set[str]):
+        """创建节点，包含 document_id、knowledge_base_id 和 userid 属性"""
+        count = 0
+        for node_name in nodes:
+            query = (
+                f"MATCH (n:{label} {{name: $name, document_id: $doc_id, "
+                f"knowledge_base_id: $kb_id, userid: $userid}}) RETURN n"
+            )
+            try:
+                if self.g.run(query, name=node_name, doc_id=self.document_id,
+                            kb_id=self.knowledge_base_id, userid=self.userid).data():
+                    continue
+                node = Node(
+                    label,
+                    name=node_name,
+                    document_id=self.document_id,
+                    knowledge_base_id=self.knowledge_base_id,
+                    userid=self.userid
+                )
+                self.g.create(node)
+                count += 1
+                debug(f"创建节点: {label} - {node_name} (document_id: {self.document_id}, "
+                      f"knowledge_base_id: {self.knowledge_base_id}, userid: {self.userid})")
+            except Exception as e:
+                error(f"创建节点失败: {label} - {node_name}, 错误: {str(e)}")
+        info(f"创建 {label} 节点: {count}/{len(nodes)} 个")
+        return count
+
+    def create_relationship(self, rel_type: str, relations: List[Dict]):
+        """创建关系，包含 document_id、knowledge_base_id 和 userid 属性"""
+        count = 0
+        total = len(relations)
+        seen_edges = set()
+        for rel in relations:
+            head, tail, head_label, tail_label, rel_name = (
+                rel['head'], rel['tail'], rel['head_label'], rel['tail_label'], rel['rel_name']
+            )
+            edge_key = f"{head_label}:{head}###{tail_label}:{tail}###{rel_type}"
+            if edge_key in seen_edges:
+                continue
+            seen_edges.add(edge_key)
+
+            query = (
+                f"MATCH (p:{head_label} {{name: $head, document_id: $doc_id, "
+                f"knowledge_base_id: $kb_id, userid: $userid}}), "
+                f"(q:{tail_label} {{name: $tail, document_id: $doc_id, "
+                f"knowledge_base_id: $kb_id, userid: $userid}}) "
+                f"CREATE (p)-[r:{rel_type} {{name: $rel_name, document_id: $doc_id, "
+                f"knowledge_base_id: $kb_id, userid: $userid}}]->(q)"
+            )
+            try:
+                self.g.run(query, head=head, tail=tail, rel_name=rel_name,
+                          doc_id=self.document_id, kb_id=self.knowledge_base_id,
+                          userid=self.userid)
+                count += 1
+                debug(f"创建关系: {head} -[{rel_type}]-> {tail} (document_id: {self.document_id}, "
+                      f"knowledge_base_id: {self.knowledge_base_id}, userid: {self.userid})")
+            except Exception as e:
+                error(f"创建关系失败: {query}, 错误: {str(e)}")
+        info(f"创建 {rel_type} 关系: {count}/{total} 条")
+        return count
+
+    def create_graphnodes(self):
+        """创建所有节点"""
+        nodes_by_label, _, _ = self.read_nodes()
+        total = 0
+        for label, nodes in nodes_by_label.items():
+            total += self.create_node(label, nodes)
+        info(f"总计创建节点: {total} 个")
+        return total
+
+    def create_graphrels(self):
+        """创建所有关系"""
+        _, relations_by_type, _ = self.read_nodes()
+        total = 0
+        for rel_type, relations in relations_by_type.items():
+            total += self.create_relationship(rel_type, relations)
+        info(f"总计创建关系: {total} 条")
+        return total
+
+    def export_data(self):
+        """导出节点到文件，包含 document_id、knowledge_base_id 和 userid"""
+        nodes_by_label, _, _ = self.read_nodes()
+        os.makedirs('dict', exist_ok=True)
+        for label, nodes in nodes_by_label.items():
+            with open(f'dict/{label.lower()}.txt', 'w', encoding='utf-8') as f:
+                f.write('\n'.join(f"{name}\t{self.document_id}\t{self.knowledge_base_id}\t{self.userid}"
+                                 for name in sorted(nodes)))
+            info(f"导出 {label} 节点到 dict/{label.lower()}.txt: {len(nodes)} 个")
+        return

llmengine/ltpentity.py

@@ -0,0 +1,85 @@
+from ltp import LTP
+from typing import List
+from appPublic.log import debug, info, error
+from appPublic.worker import awaitify
+from llmengine.base_entity import BaseLtp, ltp_register
+import asyncio
+
+class LtpEntity(BaseLtp):
+    def __init__(self, model_id):
+        # Load LTP model for CWS, POS, and NER
+        self.ltp = LTP(model_id)
+        self.model_id = model_id
+        self.model_name = model_id.split('/')[-1]
+
+    async def extract_entities(self, query: str) -> List[str]:
+        """
+        从查询文本中抽取实体，包括：
+        - LTP NER 识别的实体（所有类型）。
+        - LTP POS 标注为名词（'n'）的词。
+        - LTP POS 标注为动词（'v'）的词。
+        - 连续名词合并（如 '苹果 公司' -> '苹果公司'），移除子词。
+        """
+        try:
+            if not query:
+                raise ValueError("查询文本不能为空")
+
+            # 定义同步 pipeline 函数，正确传递 tasks 参数
+            def sync_pipeline(query, tasks):
+                return self.ltp.pipeline([query], tasks=tasks)
+
+            # 使用 run_in_executor 运行同步 pipeline
+            loop = asyncio.get_event_loop()
+            result = await loop.run_in_executor(
+                None,
+                lambda: sync_pipeline(query, ["cws", "pos", "ner"])
+            )
+
+            # 解析结果
+            words = result.cws[0]
+            pos_list = result.pos[0]
+            ner = result.ner[0]
+
+            entities = []
+            subword_set = set()
+
+            debug(f"NER 结果: {ner}")
+            for entity_type, entity, start, end in ner:
+                entities.append(entity)
+
+            combined = ""
+            combined_words = []
+            for i in range(len(words)):
+                if pos_list[i] == 'n':
+                    combined += words[i]
+                    combined_words.append(words[i])
+                    if i + 1 < len(words) and pos_list[i + 1] == 'n':
+                        continue
+                    if combined:
+                        entities.append(combined)
+                        subword_set.update(combined_words)
+                        debug(f"合并连续名词: {combined}, 子词: {combined_words}")
+                        combined = ""
+                        combined_words = []
+                else:
+                    combined = ""
+                    combined_words = []
+            debug(f"连续名词子词集合: {subword_set}")
+
+            for word, pos in zip(words, pos_list):
+                if pos == 'n' and word not in subword_set:
+                    entities.append(word)
+
+            for word, pos in zip(words, pos_list):
+                if pos == 'v':
+                    entities.append(word)
+
+            unique_entities = list(dict.fromkeys(entities))
+            info(f"从查询中提取到 {len(unique_entities)} 个唯一实体: {unique_entities}")
+            return unique_entities
+
+        except Exception as e:
+            error(f"实体抽取失败: {str(e)}")
+            raise  # 抛出异常以便调试，而不是返回空列表
+
+ltp_register('LTP', LtpEntity)

llmengine/mrebeltriple.py

@@ -0,0 +1,161 @@
+import os
+import torch
+import re
+import traceback
+from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
+from appPublic.log import debug, error, warning, info
+from appPublic.worker import awaitify
+from base_triple import BaseTripleExtractor, llm_register
+
+class MRebelTripleExtractor(BaseTripleExtractor):
+    def __init__(self, model_path: str):
+        super().__init__(model_path)
+        try:
+            debug(f"Loading tokenizer from {model_path}")
+            self.tokenizer = AutoTokenizer.from_pretrained(model_path)
+            debug(f"Loading model from {model_path}")
+            self.model = AutoModelForSeq2SeqLM.from_pretrained(model_path)
+            self.device = self.use_mps_if_possible()
+            if self.device.type == "cuda":
+                self.model = self.model.to(dtype=torch.float16)
+                debug("Model converted to FP16 for CUDA")
+            self.triplet_id = self.tokenizer.convert_tokens_to_ids("<triplet>")
+            debug(f"Loaded mREBEL model, triplet_id: {self.triplet_id}")
+            if self.device.type == "cuda":
+                debug(f"GPU memory allocated after model load: {torch.cuda.memory_allocated(self.device) / 1024**2:.2f} MB")
+        except Exception as e:
+            error(f"Failed to load mREBEL model: {str(e)}")
+            raise RuntimeError(f"Failed to load mREBEL model: {str(e)}")
+
+        self.gen_kwargs = {
+            "max_length": 256,
+            "min_length": 10,
+            "length_penalty": 0.5,
+            "num_beams": 3,
+            "num_return_sequences": 1,
+            "no_repeat_ngram_size": 2,
+            "early_stopping": True,
+            "decoder_start_token_id": self.triplet_id,
+        }
+
+    def extract_triplets_typed(self, text: str) -> list:
+        """Parse mREBEL generated text for triplets."""
+        triplets = []
+        debug(f"Raw generated text: {text}")
+
+        tokens = []
+        in_tag = False
+        buffer = ""
+        for char in text:
+            if char == '<':
+                in_tag = True
+                if buffer:
+                    tokens.append(buffer.strip())
+                    buffer = ""
+                buffer += char
+            elif char == '>':
+                in_tag = False
+                buffer += char
+                tokens.append(buffer.strip())
+                buffer = ""
+            else:
+                buffer += char
+        if buffer:
+            tokens.append(buffer.strip())
+
+        special_tokens = ["<s>", "<pad>", "</s>", "tp_XX", "__en__", "__zh__", "zh_CN"]
+        tokens = [t for t in tokens if t not in special_tokens and t]
+        debug(f"Processed tokens: {tokens}")
+
+        i = 0
+        while i < len(tokens):
+            if tokens[i] == "<triplet>" and i + 5 < len(tokens):
+                entity1 = tokens[i + 1]
+                type1 = tokens[i + 2][1:-1] if tokens[i + 2].startswith("<") and tokens[i + 2].endswith(">") else ""
+                entity2 = tokens[i + 3]
+                type2 = tokens[i + 4][1:-1] if tokens[i + 4].startswith("<") and tokens[i + 4].endswith(">") else ""
+                relation = tokens[i + 5]
+
+                if entity1 and type1 and entity2 and type2 and relation:
+                    triplets.append({
+                        'head': entity1.strip(),
+                        'head_type': type1,
+                        'type': relation.strip(),
+                        'tail': entity2.strip(),
+                        'tail_type': type2
+                    })
+                    debug(f"Added triplet: {entity1}({type1}) - {relation} - {entity2}({type2})")
+                i += 6
+            else:
+                i += 1
+
+        return triplets
+
+    async def extract_triplets(self, text: str) -> list:
+        """Extract triplets from text, splitting into sub-chunks by .; and \n."""
+        try:
+            if not text:
+                raise ValueError("Text cannot be empty")
+
+            # 按 .、；、\n 分割文本为子片段
+            sub_texts = re.split(r'[.;\n]+', text)
+            sub_texts = [sub.strip() for sub in sub_texts if sub.strip() and len(sub.strip()) >= 10]
+            debug(f"Split text into {len(sub_texts)} sub-chunks: {[sub[:50] for sub in sub_texts[:5]]}")
+            token_lengths = [len(self.tokenizer(sub, add_special_tokens=False)['input_ids']) for sub in sub_texts]
+            debug(f"Sub-chunk token lengths: {token_lengths}")
+            if any(length > 256 for length in token_lengths):
+                warning(f"Some sub-chunks exceed max_length=256: {token_lengths}")
+
+            # 记录开始时的 GPU 内存
+            if self.device.type == "cuda":
+                debug(f"GPU memory allocated before processing chunk: {torch.cuda.memory_allocated(self.device) / 1024**2:.2f} MB")
+
+            # 批量处理子片段
+            batch_size = 10
+            triplets = []
+            for batch_start in range(0, len(sub_texts), batch_size):
+                batch_texts = sub_texts[batch_start:batch_start + batch_size]
+                debug(f"Processing batch {batch_start // batch_size + 1} with {len(batch_texts)} sub-chunks")
+
+                # 批量编码
+                model_inputs = self.tokenizer(
+                    batch_texts,
+                    max_length=256,
+                    padding=True,
+                    truncation=True,
+                    return_tensors="pt"
+                ).to(self.device)
+
+                try:
+                    with torch.cuda.amp.autocast():
+                        generated_tokens = self.model.generate(
+                            model_inputs["input_ids"],
+                            attention_mask=model_inputs["attention_mask"],
+                            **self.gen_kwargs
+                        )
+                    decoded_preds = self.tokenizer.batch_decode(generated_tokens, skip_special_tokens=False)
+                    for idx, sentence in enumerate(decoded_preds):
+                        debug(f"Sub-chunk {batch_start + idx + 1} generated text: {sentence[:50]}...")
+                        chunk_triplets = self.extract_triplets_typed(sentence)
+                        if chunk_triplets:
+                            debug(f"Sub-chunk {batch_start + idx + 1} extracted {len(chunk_triplets)} triplets: {chunk_triplets}")
+                            triplets.extend(chunk_triplets)
+                except Exception as e:
+                    warning(f"Error processing batch {batch_start // batch_size + 1}: {str(e)}")
+                    continue
+
+            # 记录结束时的 GPU 内存
+            if self.device.type == "cuda":
+                debug(f"GPU memory allocated after processing chunk: {torch.cuda.memory_allocated(self.device) / 1024**2:.2f} MB")
+                torch.cuda.empty_cache()
+                debug(f"GPU memory cleared after processing chunk")
+
+            debug(f"Total extracted {len(triplets)} triplets from {len(sub_texts)} sub-chunks")
+            return triplets
+
+        except Exception as e:
+            error(f"Failed to extract triplets: {str(e)}")
+            debug(f"Traceback: {traceback.format_exc()}")
+            return []
+
+llm_register("mrebel-large", MRebelTripleExtractor)

llmengine/triple.py

@@ -0,0 +1,127 @@
+from traceback import format_exc
+import os
+import argparse
+import logging
+from typing import List
+from base_triple import get_llm_class
+from mrebeltriple import MRebelTripleExtractor
+from appPublic.registerfunction import RegisterFunction
+from appPublic.log import debug, exception, error, info
+from appPublic.jsonConfig import getConfig
+from ahserver.serverenv import ServerEnv
+from ahserver.globalEnv import stream_response
+from ahserver.webapp import webserver
+import aiohttp.web
+import time
+
+# 配置日志
+
+helptext = """mREBEL Triplets API:
+
+1. Triplets Endpoint:
+path: /v1/triples
+headers: {
+    "Content-Type": "application/json"
+}
+data: {
+    "text": "知识图谱是一个结构化的语义知识库。"
+}
+response: {
+    "object": "list",
+    "data": [
+        {
+            "head": "知识图谱",
+            "head_type": "Concept",
+            "type": "is_a",
+            "tail": "语义知识库",
+            "tail_type": "Concept"
+        },
+        ...
+    ]
+}
+
+2. Docs Endpoint:
+path: /v1/docs
+response: This help text
+"""
+
+# 请求计数器
+request_count = 0
+
+def init():
+    rf = RegisterFunction()
+    rf.register('triples', triples)
+    rf.register('docs', docs)
+
+async def docs(request, params_kw, *params, **kw):
+    return helptext
+
+async def triples(request, params_kw, *params, **kw):
+    global request_count
+    request_count += 1
+    request_id = request_count
+    debug(f"Processing request #{request_id}, params_kw: {params_kw}")
+    start_time = time.time()
+    try:
+        # 显式解析请求数据
+        if not params_kw:
+            try:
+                data = await request.json()
+                params_kw = data
+                debug(f"Request #{request_id} parsed JSON data: {params_kw}")
+            except Exception as e:
+                error(f"Request #{request_id} failed to parse JSON: {str(e)}")
+                raise aiohttp.web.HTTPBadRequest(reason=f"Invalid JSON: {str(e)}")
+
+        se = ServerEnv()
+        engine = se.engine
+        if engine is None:
+            error(f"Request #{request_id} error: Engine not initialized")
+            raise ValueError("Engine not initialized")
+
+        text = params_kw.get('text')
+        if not text:
+            e = ValueError("text cannot be empty")
+            error(f"Request #{request_id} error: {str(e)}")
+            exception(f'{e}')
+            raise e
+
+        triplets = await engine.extract_triplets(text)
+        debug(f"Request #{request_id} extracted {len(triplets)} triplets, took {time.time() - start_time:.2f} seconds")
+        return {
+            "object": "list",
+            "data": triplets
+        }
+    except Exception as e:
+        error(f"Request #{request_id} error in triples endpoint: {str(e)}")
+        debug(f"Request #{request_id} traceback: {format_exc()}")
+        raise
+    finally:
+        debug(f"Request #{request_id} completed, total time: {time.time() - start_time:.2f} seconds")
+
+def main():
+    parser = argparse.ArgumentParser(prog="mREBEL Triplet Service")
+    parser.add_argument('-w', '--workdir', default=None)
+    parser.add_argument('-p', '--port', type=int, default=9991)
+    parser.add_argument('model_path')
+    args = parser.parse_args()
+
+    try:
+        Klass = get_llm_class(args.model_path)
+        if Klass is None:
+            e = Exception(f"{args.model_path} has no mapping to a model class")
+            exception(f'{e}, {format_exc()}')
+            raise e
+
+        se = ServerEnv()
+        se.engine = Klass(args.model_path)
+        workdir = args.workdir or os.getcwd()
+        port = args.port
+        webserver(init, workdir, port)
+    except Exception as e:
+        error(f"Failed to start server: {str(e)}")
+        debug(f"Traceback: {format_exc()}")
+        raise
+
+if __name__ == "__main__":
+    main()

test/bgererank/=1.3.3

@@ -0,0 +1,82 @@
+Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
+Requirement already satisfied: FlagEmbedding in /share/vllm-0.8.5/lib/python3.10/site-packages (1.3.5)
+Requirement already satisfied: torch>=1.6.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (2.6.0)
+Requirement already satisfied: transformers>=4.44.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (4.51.3)
+Requirement already satisfied: datasets>=2.19.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (3.6.0)
+Requirement already satisfied: accelerate>=0.20.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (1.7.0)
+Requirement already satisfied: sentence_transformers in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (4.1.0)
+Requirement already satisfied: peft in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (0.16.0)
+Requirement already satisfied: ir-datasets in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (0.5.11)
+Requirement already satisfied: sentencepiece in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (0.2.0)
+Requirement already satisfied: protobuf in /share/vllm-0.8.5/lib/python3.10/site-packages (from FlagEmbedding) (4.25.7)
+Requirement already satisfied: psutil in /share/vllm-0.8.5/lib/python3.10/site-packages (from accelerate>=0.20.1->FlagEmbedding) (7.0.0)
+Requirement already satisfied: numpy<3.0.0,>=1.17 in /share/vllm-0.8.5/lib/python3.10/site-packages (from accelerate>=0.20.1->FlagEmbedding) (2.2.5)
+Requirement already satisfied: safetensors>=0.4.3 in /share/vllm-0.8.5/lib/python3.10/site-packages (from accelerate>=0.20.1->FlagEmbedding) (0.5.3)
+Requirement already satisfied: packaging>=20.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from accelerate>=0.20.1->FlagEmbedding) (24.2)
+Requirement already satisfied: pyyaml in /share/vllm-0.8.5/lib/python3.10/site-packages (from accelerate>=0.20.1->FlagEmbedding) (6.0.2)
+Requirement already satisfied: huggingface-hub>=0.21.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from accelerate>=0.20.1->FlagEmbedding) (0.30.2)
+Requirement already satisfied: pyarrow>=15.0.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (20.0.0)
+Requirement already satisfied: fsspec[http]<=2025.3.0,>=2023.1.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (2025.3.0)
+Requirement already satisfied: xxhash in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (3.5.0)
+Requirement already satisfied: multiprocess<0.70.17 in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (0.70.16)
+Requirement already satisfied: tqdm>=4.66.3 in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (4.67.1)
+Requirement already satisfied: pandas in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (2.3.0)
+Requirement already satisfied: dill<0.3.9,>=0.3.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (0.3.8)
+Requirement already satisfied: filelock in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (3.18.0)
+Requirement already satisfied: requests>=2.32.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from datasets>=2.19.0->FlagEmbedding) (2.32.3)
+Requirement already satisfied: nvidia-cusparselt-cu12==0.6.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (0.6.2)
+Requirement already satisfied: sympy==1.13.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (1.13.1)
+Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.4.127 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.4.127)
+Requirement already satisfied: triton==3.2.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (3.2.0)
+Requirement already satisfied: jinja2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (3.1.6)
+Requirement already satisfied: nvidia-cusolver-cu12==11.6.1.9 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (11.6.1.9)
+Requirement already satisfied: typing-extensions>=4.10.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (4.13.2)
+Requirement already satisfied: nvidia-nvtx-cu12==12.4.127 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.4.127)
+Requirement already satisfied: nvidia-nccl-cu12==2.21.5 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (2.21.5)
+Requirement already satisfied: nvidia-cuda-cupti-cu12==12.4.127 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.4.127)
+Requirement already satisfied: nvidia-cuda-runtime-cu12==12.4.127 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.4.127)
+Requirement already satisfied: nvidia-cufft-cu12==11.2.1.3 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (11.2.1.3)
+Requirement already satisfied: nvidia-cublas-cu12==12.4.5.8 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.4.5.8)
+Requirement already satisfied: nvidia-curand-cu12==10.3.5.147 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (10.3.5.147)
+Requirement already satisfied: nvidia-nvjitlink-cu12==12.4.127 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.4.127)
+Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (9.1.0.70)
+Requirement already satisfied: networkx in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (3.4.2)
+Requirement already satisfied: nvidia-cusparse-cu12==12.3.1.170 in /share/vllm-0.8.5/lib/python3.10/site-packages (from torch>=1.6.0->FlagEmbedding) (12.3.1.170)
+Requirement already satisfied: mpmath<1.4,>=1.1.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from sympy==1.13.1->torch>=1.6.0->FlagEmbedding) (1.3.0)
+Requirement already satisfied: tokenizers<0.22,>=0.21 in /share/vllm-0.8.5/lib/python3.10/site-packages (from transformers>=4.44.2->FlagEmbedding) (0.21.1)
+Requirement already satisfied: regex!=2019.12.17 in /share/vllm-0.8.5/lib/python3.10/site-packages (from transformers>=4.44.2->FlagEmbedding) (2024.11.6)
+Requirement already satisfied: zlib-state>=0.1.3 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (0.1.9)
+Requirement already satisfied: trec-car-tools>=2.5.4 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (2.6)
+Requirement already satisfied: lz4>=3.1.10 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (4.4.4)
+Requirement already satisfied: ijson>=3.1.3 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (3.4.0)
+Requirement already satisfied: warc3-wet>=0.2.3 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (0.2.5)
+Requirement already satisfied: inscriptis>=2.2.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (2.6.0)
+Requirement already satisfied: beautifulsoup4>=4.4.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (4.13.4)
+Requirement already satisfied: lxml>=4.5.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (4.9.4)
+Requirement already satisfied: warc3-wet-clueweb09>=0.2.5 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (0.2.5)
+Requirement already satisfied: unlzw3>=0.2.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from ir-datasets->FlagEmbedding) (0.2.3)
+Requirement already satisfied: scikit-learn in /share/vllm-0.8.5/lib/python3.10/site-packages (from sentence_transformers->FlagEmbedding) (1.7.0)
+Requirement already satisfied: Pillow in /share/vllm-0.8.5/lib/python3.10/site-packages (from sentence_transformers->FlagEmbedding) (11.2.1)
+Requirement already satisfied: scipy in /share/vllm-0.8.5/lib/python3.10/site-packages (from sentence_transformers->FlagEmbedding) (1.15.2)
+Requirement already satisfied: soupsieve>1.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from beautifulsoup4>=4.4.1->ir-datasets->FlagEmbedding) (2.7)
+Requirement already satisfied: aiohttp!=4.0.0a0,!=4.0.0a1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (3.10.10)
+Requirement already satisfied: idna<4,>=2.5 in /share/vllm-0.8.5/lib/python3.10/site-packages (from requests>=2.32.2->datasets>=2.19.0->FlagEmbedding) (3.10)
+Requirement already satisfied: charset-normalizer<4,>=2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from requests>=2.32.2->datasets>=2.19.0->FlagEmbedding) (3.4.1)
+Requirement already satisfied: urllib3<3,>=1.21.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from requests>=2.32.2->datasets>=2.19.0->FlagEmbedding) (2.4.0)
+Requirement already satisfied: certifi>=2017.4.17 in /share/vllm-0.8.5/lib/python3.10/site-packages (from requests>=2.32.2->datasets>=2.19.0->FlagEmbedding) (2025.4.26)
+Requirement already satisfied: cbor>=1.0.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from trec-car-tools>=2.5.4->ir-datasets->FlagEmbedding) (1.0.0)
+Requirement already satisfied: MarkupSafe>=2.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from jinja2->torch>=1.6.0->FlagEmbedding) (3.0.2)
+Requirement already satisfied: python-dateutil>=2.8.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from pandas->datasets>=2.19.0->FlagEmbedding) (2.9.0.post0)
+Requirement already satisfied: tzdata>=2022.7 in /share/vllm-0.8.5/lib/python3.10/site-packages (from pandas->datasets>=2.19.0->FlagEmbedding) (2025.2)
+Requirement already satisfied: pytz>=2020.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from pandas->datasets>=2.19.0->FlagEmbedding) (2025.2)
+Requirement already satisfied: threadpoolctl>=3.1.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from scikit-learn->sentence_transformers->FlagEmbedding) (3.6.0)
+Requirement already satisfied: joblib>=1.2.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from scikit-learn->sentence_transformers->FlagEmbedding) (1.5.1)
+Requirement already satisfied: async-timeout<5.0,>=4.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (4.0.3)
+Requirement already satisfied: aiosignal>=1.1.2 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (1.3.2)
+Requirement already satisfied: yarl<2.0,>=1.12.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (1.20.0)
+Requirement already satisfied: multidict<7.0,>=4.5 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (6.4.3)
+Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (2.6.1)
+Requirement already satisfied: attrs>=17.3.0 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (25.3.0)
+Requirement already satisfied: frozenlist>=1.1.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (1.6.0)
+Requirement already satisfied: six>=1.5 in /share/vllm-0.8.5/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas->datasets>=2.19.0->FlagEmbedding) (1.17.0)
+Requirement already satisfied: propcache>=0.2.1 in /share/vllm-0.8.5/lib/python3.10/site-packages (from yarl<2.0,>=1.12.0->aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets>=2.19.0->FlagEmbedding) (0.3.1)

test/bgererank/conf/config.json

@@ -0,0 +1,47 @@
+{
+    "filesroot": "$[workdir]$/files",
+    "logger": {
+        "name": "llmengine",
+        "levelname": "info",
+        "logfile": "$[workdir]$/logs/llmengine.log"
+    },
+    "website": {
+        "paths": [
+            ["$[workdir]$/wwwroot", ""]
+        ],
+        "client_max_size": 10000,
+        "host": "0.0.0.0",
+        "port": 8887,
+        "coding": "utf-8",
+        "indexes": [
+            "index.html",
+            "index.ui"
+        ],
+        "startswiths": [
+            {
+                "leading": "/v1/bgererank",
+                "registerfunction": "bgererank"
+            },
+            {
+                "leading": "/v1/docs",
+                "registerfunction": "docs"
+            }
+        ],
+        "processors": [
+            [".tmpl", "tmpl"],
+            [".app", "app"],
+            [".ui", "bui"],
+            [".dspy", "dspy"],
+            [".md", "md"]
+        ],
+        "rsakey_oops": {
+            "privatekey": "$[workdir]$/conf/rsa_private_key.pem",
+            "publickey": "$[workdir]$/conf/rsa_public_key.pem"
+        },
+        "session_max_time": 3000,
+        "session_issue_time": 2500,
+        "session_redis_notuse": {
+            "url": "redis://127.0.0.1:6379"
+        }
+    }
+}

test/bgererank/entities.service

@@ -0,0 +1,14 @@
+[Unit]
+Wants=systemd-networkd.service
+
+[Service]
+WorkingDirectory=/share/run/entities
+ExecStart=/share/run/entities/start.sh
+ExecStop=/share/run/entities/stop.sh
+StandardOutput=append:/var/log/entities/entities.log
+StandardError=append:/var/log/entities/entities.log
+SyslogIdentifier=entities
+
+[Install]
+WantedBy=multi-user.target
+

test/bgererank/start.sh

@@ -0,0 +1,3 @@
+#!/bin/bash
+
+/share/vllm-0.8.5/bin/python -m llmengine.bgererank -p 8887 /share/models/BAAI/bge-reranker-v2-m3

test/bgererank/stop.sh

@@ -0,0 +1,10 @@
+#!/bin/bash
+
+# 查找并终止运行在端口 8887 上的进程
+pid=$(lsof -t -i:8887)
+if [ -n "$pid" ]; then
+    echo "终止进程: $pid"
+    kill -9 $pid
+else
+    echo "未找到运行在端口 8887 上的进程"
+fi

test/connection/conf/config.json

@@ -0,0 +1,93 @@
+{
+    "filesroot": "$[workdir]$/files",
+    "milvus_db": "$[workdir]$/milvus.db",
+    "neo4j": {
+      "uri": "bolt://10.18.34.18:7687",
+      "user": "neo4j",
+      "password": "261229..wmh"
+    },
+    "logger": {
+        "name": "llmengine",
+        "levelname": "info",
+        "logfile": "$[workdir]$/logs/llmengine.log"
+    },
+    "website": {
+        "paths": [
+            ["$[workdir]$/wwwroot", ""]
+        ],
+        "client_max_size": 10000,
+        "host": "0.0.0.0",
+        "port": 8888,
+        "coding": "utf-8",
+        "indexes": [
+            "index.html",
+            "index.ui"
+        ],
+        "startswiths": [
+            {
+                "leading": "/idfile",
+                "registerfunction": "idfile"
+            },
+            {
+                "leading": "/v1/connection",
+                "registerfunction": "connection"
+            },
+            {
+                "leading": "/v1/createcollection",
+                "registerfunction": "createcollection"
+            },
+            {
+                "leading": "/v1/deletecollection",
+                "registerfunction": "deletecollection"
+            },
+            {
+                "leading": "/v1/insertfile",
+                "registerfunction": "insertfile"
+            },
+            {
+                "leading": "/v1/deletefile",
+                "registerfunction": "deletefile"
+            },
+            {
+                "leading": "/v1/deleteknowledgebase",
+                "registerfunction": "deleteknowledgebase"
+            },
+            {
+                "leading": "/v1/fusedsearchquery",
+                "registerfunction": "fusedsearchquery"
+            },
+            {
+            "leading": "/v1/searchquery",
+            "registerfunction": "searchquery"
+            },
+            {
+            "leading": "/v1/listuserfiles",
+            "registerfunction": "listuserfiles"
+            },
+            {
+            "leading": "/v1/listallknowledgebases",
+            "registerfunction": "listallknowledgebases"
+            },
+            {
+                "leading": "/docs",
+                "registerfunction": "docs"
+            }
+        ],
+        "processors": [
+            [".tmpl", "tmpl"],
+            [".app", "app"],
+            [".ui", "bui"],
+            [".dspy", "dspy"],
+            [".md", "md"]
+        ],
+        "rsakey_oops": {
+            "privatekey": "$[workdir]$/conf/rsa_private_key.pem",
+            "publickey": "$[workdir]$/conf/rsa_public_key.pem"
+        },
+        "session_max_time": 3000,
+        "session_issue_time": 2500,
+        "session_redis_notuse": {
+            "url": "redis://127.0.0.1:6379"
+        }
+    }
+}

test/connection/connection.service

@@ -0,0 +1,14 @@
+[Unit]
+Wants=systemd-networkd.service
+
+[Service]
+Type=forking
+WorkingDirectory=/share/run/connection
+ExecStart=/share/run/connection/start.sh
+ExecStop=/share/run/connection/stop.sh
+StandardOutput=append:/var/log/connection/connection.log
+StandardError=append:/var/log/connection/connection.log
+SyslogIdentifier=/share/run/connection
+
+[Install]
+WantedBy=multi-user.target

test/connection/dict/cel.txt

@@ -0,0 +1,3 @@
+<per>	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+s- expression	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+单位	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/concept.txt

@@ -0,0 +1,4 @@
+云计算	7ac1bc35-7720-406b-950e-5a5639b27a77
+南京未来网络研究院	7ac1bc35-7720-406b-950e-5a5639b27a77
+算力云	7ac1bc35-7720-406b-950e-5a5639b27a77
+阿里云	7ac1bc35-7720-406b-950e-5a5639b27a77

test/connection/dict/date.txt

@@ -0,0 +1,15 @@
+1845	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1851	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1859	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1862	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1863	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1864	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1867	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1870	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1880	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1989	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+1998	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+2007	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+2011	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+2019	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+2020	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/dis.txt

@@ -0,0 +1,6 @@
+47	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+LNCS 3136	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+LNCS 8724	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+Natural lingual	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+Wikitionary	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+三元组	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/eve.txt

@@ -0,0 +1,6 @@
+CQA	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+LC-QuAD	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+interpretables	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+knowledge based question mark	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+participant	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+逻辑形式	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/loc.txt

@@ -0,0 +1 @@
+国家超级计算济南中心	7ac1bc35-7720-406b-950e-5a5639b27a77

test/connection/dict/media.txt

@@ -0,0 +1,3 @@
+SaaS化	7ac1bc35-7720-406b-950e-5a5639b27a77
+云服务	7ac1bc35-7720-406b-950e-5a5639b27a77
+阿里云计算	7ac1bc35-7720-406b-950e-5a5639b27a77

test/connection/dict/misc.txt

@@ -0,0 +1 @@
+工业软件	7ac1bc35-7720-406b-950e-5a5639b27a77

test/connection/dict/num.txt

@@ -0,0 +1 @@
+5	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/org.txt

@@ -0,0 +1,3 @@
+开元云	7ac1bc35-7720-406b-950e-5a5639b27a77
+教育部	7ac1bc35-7720-406b-950e-5a5639b27a77
+江苏未来网络集团	7ac1bc35-7720-406b-950e-5a5639b27a77

test/connection/dict/per.txt

@@ -0,0 +1,25 @@
+ANSARI G A	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+BOLLACKER K	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+BORDES A	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+CHEN Zirui	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+GETOOR L	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+GUR I	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+JENNINGS N R.	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+Justin Bieber	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+LEI Z	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+XU Dawei	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+XU K	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+YAHYA M, BERBERICH K, ELBASSUONI S	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+YAHYA M, BERBERICH K, SSUONI S E B	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+YAN Z	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+YIN W P,	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ZHANG Y	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ZHANG Y Y	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ZHANG Y Z	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ZHANG Y,	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ZHOU M	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+question	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+查	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+贾勇哲	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+邹磊	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+陈子睿	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/time.txt

@@ -0,0 +1,7 @@
+48	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+Natural machine	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ReverbMapping	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+变量映射到最终的逻辑形式	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+查询	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+正确答案集 A的查询语句 y的逻辑形式 z	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+结构表示的	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/dict/triplet.txt

@@ -0,0 +1,2 @@
+instance of	844c1ba2-2f9c-45d5-aabf-d1f84cfa5155
+part of	844c1ba2-2f9c-45d5-aabf-d1f84cfa5155

test/connection/dict/unk.txt

@@ -0,0 +1,15 @@
+6th	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+KG 信息的利用仅通过人	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+SU Y	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+ZHANG X B.	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+convolutional network for educational knowledge base question answering	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+Ақпарат X X D F B KP S H Journal of Frontiers of Computer Science and Technology计算机科学与探索 2021	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+信 息有限的自然语言问题	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+大规模数	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+张莹莹	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+排序生成最终逻辑形	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+模板匹配流水线	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+知识图谱	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+等	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+连接与桥接过程中的跳过词	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582
+问答系统	c93f4c3c-dcff-43b6-bdb1-6a9db23ff582

test/connection/start.sh

@@ -0,0 +1,2 @@
+#!/bin/bash
+CUDA_VISIBLE_DEVICES=7 /share/vllm-0.8.5/bin/python -m llmengine.connection -p 8888 Milvus &

test/connection/stop.sh

@@ -0,0 +1,12 @@
+#!/bin/bash
+
+PORT=8888
+PID=$(lsof -t -i:$PORT)
+
+if [ -n "$PID" ]; then
+    echo "找到端口 $PORT 的进程: PID=$PID"
+    kill -9 $PID
+    echo "已终止端口 $PORT 的进程"
+else
+    echo "未找到端口 $PORT 的进程"
+fi

test/entities/conf/config.json

@@ -0,0 +1,50 @@
+{
+	"filesroot":"$[workdir]$/files",
+	"logger":{
+		"name":"llmengine",
+		"levelname":"info",
+		"logfile":"$[workdir]$/logs/llmengine.log"
+	},
+	"website":{
+		"paths":[
+			["$[workdir]$/wwwroot",""]
+		],
+		"client_max_size":10000,
+		"host":"0.0.0.0",
+		"port":9990,
+		"coding":"utf-8",
+		"indexes":[
+			"index.html",
+			"index.ui"
+		],
+		"startswiths":[
+			{
+				"leading":"/idfile",
+				"registerfunction":"idfile"
+			},{
+				"leading": "/v1/entities",
+				"registerfunction": "entities"
+			},{
+				"leading": "/docs",
+				"registerfunction": "docs"
+			}
+		],
+		"processors":[
+			[".tmpl","tmpl"],
+			[".app","app"],
+			[".ui","bui"],
+			[".dspy","dspy"],
+			[".md","md"]
+		],
+		"rsakey_oops":{
+			"privatekey":"$[workdir]$/conf/rsa_private_key.pem",
+			"publickey":"$[workdir]$/conf/rsa_public_key.pem"
+		},
+		"session_max_time":3000,
+		"session_issue_time":2500,
+		"session_redis_notuse":{
+			"url":"redis://127.0.0.1:6379"
+		}
+	}
+}
+

test/entities/entities.service

@@ -0,0 +1,14 @@
+[Unit]
+Wants=systemd-networkd.service
+
+[Service]
+WorkingDirectory=/share/run/entities
+ExecStart=/share/run/entities/start.sh
+ExecStop=/share/run/entities/stop.sh
+StandardOutput=append:/var/log/entities/entities.log
+StandardError=append:/var/log/entities/entities.log
+SyslogIdentifier=entities
+
+[Install]
+WantedBy=multi-user.target
+

test/entities/start.sh

@@ -0,0 +1,3 @@
+#!/bin/bash
+
+CUDA_VISIBLE_DEVICES=7 /share/vllm-0.8.5/bin/python -m llmengine.entity -p 9990 /share/models/LTP/small

test/entities/stop.sh

@@ -0,0 +1,12 @@
+#!/bin/bash
+
+PORT=9990
+PID=$(lsof -t -i:$PORT)
+
+if [ -n "$PID" ]; then
+    echo "找到端口 $PORT 的进程: PID=$PID"
+    kill -9 $PID
+    echo "已终止端口 $PORT 的进程"
+else
+    echo "未找到端口 $PORT 的进程"
+fi

test/triples/conf/config.json

@@ -0,0 +1,50 @@
+{
+	"filesroot":"$[workdir]$/files",
+	"logger":{
+		"name":"llmengine",
+		"levelname":"info",
+		"logfile":"$[workdir]$/logs/llmengine.log"
+	},
+	"website":{
+		"paths":[
+			["$[workdir]$/wwwroot",""]
+		],
+		"client_max_size":10000,
+		"host":"0.0.0.0",
+		"port":9991,
+		"coding":"utf-8",
+		"indexes":[
+			"index.html",
+			"index.ui"
+		],
+		"startswiths":[
+			{
+				"leading":"/idfile",
+				"registerfunction":"idfile"
+			},{
+				"leading": "/v1/triples",
+				"registerfunction": "triples"
+			},{
+				"leading": "/docs",
+				"registerfunction": "docs"
+			}
+		],
+		"processors":[
+			[".tmpl","tmpl"],
+			[".app","app"],
+			[".ui","bui"],
+			[".dspy","dspy"],
+			[".md","md"]
+		],
+		"rsakey_oops":{
+			"privatekey":"$[workdir]$/conf/rsa_private_key.pem",
+			"publickey":"$[workdir]$/conf/rsa_public_key.pem"
+		},
+		"session_max_time":3000,
+		"session_issue_time":2500,
+		"session_redis_notuse":{
+			"url":"redis://127.0.0.1:6379"
+		}
+	}
+}
+

test/triples/logs/llmengine.log

@@ -0,0 +1,37 @@
+2025-06-26 11:27:58,967 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-26 16:12:06,701 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-27 14:04:19,944 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-30 11:32:23,329 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-30 19:24:24,592 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-30 19:24:24,597 - ERROR - Failed to start server: '/share/run/triples/wwwroot' does not exist
+2025-06-30 19:24:24,601 - DEBUG - Traceback: Traceback (most recent call last):
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/aiohttp/web_urldispatcher.py", line 562, in __init__
+    directory = Path(directory).expanduser().resolve(strict=True)
+  File "/usr/lib/python3.10/pathlib.py", line 1077, in resolve
+    s = self._accessor.realpath(self, strict=strict)
+  File "/usr/lib/python3.10/posixpath.py", line 396, in realpath
+    path, ok = _joinrealpath(filename[:0], filename, strict, {})
+  File "/usr/lib/python3.10/posixpath.py", line 431, in _joinrealpath
+    st = os.lstat(newpath)
+FileNotFoundError: [Errno 2] No such file or directory: '/share/run/triples/wwwroot'
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/llmengine/triple.py", line 127, in main
+    webserver(init, workdir, port)
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/ahserver/webapp.py", line 35, in webserver
+    server.run(port=port)
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/ahserver/configuredServer.py", line 69, in run
+    self.configPath(config)
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/ahserver/configuredServer.py", line 89, in configPath
+    res = ProcessorResource(prefix,p,show_index=True,
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/ahserver/processorResource.py", line 86, in __init__
+    StaticResource.__init__(self,prefix, directory,
+  File "/share/vllm-0.8.5/lib/python3.10/site-packages/aiohttp/web_urldispatcher.py", line 564, in __init__
+    raise ValueError(f"'{directory}' does not exist") from error
+ValueError: '/share/run/triples/wwwroot' does not exist
+
+2025-06-30 20:05:01,769 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-30 22:23:02,076 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large
+2025-06-30 22:24:33,235 - INFO - Starting mREBEL Triplet Service on port 9991, model: /share/models/Babelscape/mrebel-large

test/triples/neo4j/LICENSE.txt

@@ -0,0 +1,695 @@
+NOTICE
+This package contains software licensed under different
+licenses, please refer to the NOTICE.txt file for further
+information and LICENSES.txt for full license texts.
+
+The software ("Software") developed and owned by Neo4j Sweden AB
+(referred to in this notice as "Neo4j") is licensed under the
+GNU GENERAL PUBLIC LICENSE Version 3 to all third
+parties and that license is included below.
+
+However, if you have executed an End User Software License and Services
+Agreement or an OEM Software License and Support Services Agreement, or
+another commercial license agreement with Neo4j or one of its
+affiliates (each, a "Commercial Agreement"), the terms of the license in
+such Commercial Agreement will supersede the GNU GENERAL PUBLIC LICENSE
+Version 3 and you may use the Software solely pursuant to the terms of
+the relevant Commercial Agreement.
+
+
+
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
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+
+  To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights.  Therefore, you have
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+you modify it: responsibilities to respect the freedom of others.
+
+  For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
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+<http://www.gnu.org/philosophy/why-not-lgpl.html>.
+

test/triples/neo4j/NOTICE.txt

@@ -0,0 +1,474 @@
+Neo4j
+Copyright © 2002-2018 Neo4j Sweden AB (referred to in this notice as "Neo4j")
+[http://neo4j.com]
+
+This product includes software ("Software") developed by Neo4j.
+
+The copyright in the bundled Neo4j graph database (including the
+Software) is owned by Neo4j. The Software developed and owned
+by Neo4j is licensed under the GNU GENERAL PUBLIC LICENSE Version 3
+(http://www.fsf.org/licensing/licenses/gpl-3.0.html) ("GPL")
+to all third parties and that license, as required by the GPL, is
+included in the LICENSE.txt file.
+
+However, if you have executed an End User Software License and Services
+Agreement or an OEM Software License and Support Services Agreement, or
+another commercial license agreement with Neo4j or one of its
+affiliates (each, a "Commercial Agreement"), the terms of the license in
+such Commercial Agreement will supersede the GPL and you may use the
+software solely pursuant to the terms of the relevant Commercial
+Agreement.
+
+Full license texts are found in LICENSES.txt.
+
+
+Third-party licenses
+--------------------
+
+Apache Software License, Version 2.0
+  @firebase/app
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+  @firebase/firestore-types
+  @firebase/functions
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+  @firebase/logger
+  @firebase/messaging
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+  Apache Commons BeanUtils
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+  cliui
+  console-control-strings
+  css-color-keywords
+  fs.realpath
+  fstream
+  fstream-ignore
+  gauge
+  glob
+  graceful-fs
+  har-schema
+  har-validator
+  has-unicode
+  inflight
+  inherits
+  ini
+  json-stringify-safe
+  minimatch
+  nopt
+  npmlog
+  once
+  osenv
+  rimraf
+  semver
+  set-blocking
+  signal-exit
+  tar
+  uid-number
+  wide-align
+  wrappy
+  y18n
+
+MIT License
+  ajv
+  ansi-regex
+  asap
+  ascii-data-table
+  asn1
+  assert-plus
+  assertion-error
+  asynckit
+  attr-accept
+  aws4
+  babel-runtime
+  balanced-match
+  base64-js
+  bootstrap
+  brace-expansion
+  buffer
+  camelcase
+  canvg
+  chai
+  check-error
+  classnames
+  co
+  code-point-at
+  codemirror
+  colour
+  combined-stream
+  concat-map
+  core-js
+  core-util-is
+  css-to-react-native
+  dashdash
+  debug
+  decamelize
+  deep-eql
+  deep-extend
+  delayed-stream
+  delegates
+  dom-storage
+  ecc-jsbn
+  encoding
+  extend
+  extsprintf
+  fast-deep-equal
+  fast-json-stable-stringify
+  faye-websocket
+  fbjs
+  file-saver
+  Font Awesome CSS
+  form-data
+  fuzzaldrin
+  get-func-name
+  getpass
+  has-flag
+  http-parser-js
+  http-signature
+  iconv-lite
+  invariant
+  invert-kv
+  is-fullwidth-code-point
+  is-plain-object
+  is-stream
+  is-typedarray
+  isarray
+  isobject
+  isomorphic-fetch
+  isstream
+  jersey-container-servlet
+  jersey-container-servlet-core
+  jersey-core-client
+  jersey-inject-hk2
+  js-tokens
+  jsbn
+  json-schema-traverse
+  jsonic
+  jsprim
+  lcid
+  lodash
+  lodash-es
+  lodash.debounce
+  loose-envify
+  mime-db
+  mime-types
+  minimist
+  mkdirp
+  ms
+  nan
+  node-fetch
+  number-is-nan
+  object-assign
+  optjs
+  os-homedir
+  os-locale
+  os-tmpdir
+  path-is-absolute
+  pathval
+  performance-now
+  postcss-value-parser
+  process-nextick-args
+  promise
+  promise-polyfill
+  prop-types
+  punycode
+  querystringify
+  rc
+  react
+  react-addons-pure-render-mixin
+  react-dom
+  react-dropzone
+  react-icon-base
+  react-icons
+  react-is
+  react-redux
+  react-suber
+  react-timeago
+  readable-stream
+  redux
+  redux-observable
+  regenerator-runtime
+  requires-port
+  safe-buffer
+  safer-buffer
+  save-as
+  setimmediate
+  SLF4J API Module
+  SLF4J NOP Binding
+  sshpk
+  string-width
+  string_decoder
+  stringstream
+  strip-ansi
+  strip-json-comments
+  styled-components
+  stylis
+  stylis-rule-sheet
+  suber
+  supports-color
+  swipe-js-iso
+  symbol-observable
+  type-detect
+  ua-parser-js
+  url-parse
+  util-deprecate
+  uuid
+  verror
+  websocket-driver
+  websocket-extensions
+  whatwg-fetch
+  window-size
+  wrap-ansi
+  xmlhttprequest
+  yargs
+
+MIT No Attribution License
+  reactive-streams
+
+SIL OFL 1.1
+  Font Awesome
+  Inconsolata Font
+  Open Sans Font
+
+Unlicense
+  jersey-container-servlet
+  jersey-container-servlet-core
+  jersey-core-client
+  jersey-core-common
+  jersey-inject-hk2
+  tweetnacl
+
+Dependencies with multiple licenses
+-----------------------------------
+
+Eclipse Collections API
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License - v 1.0
+
+Eclipse Collections Main Library
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License - v 1.0
+
+Java Servlet API
+  Common Development and Distribution License Version 1.1
+  GNU General Public License, version 2 with the Classpath Exception
+
+fastinfoset
+  Apache Software License, Version 2.0
+  Eclipse Distribution License - v 1.0
+
+jersey-container-servlet
+  Apache Software License, Version 2.0
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License v2.0
+  MIT License
+  Unlicense
+
+jersey-container-servlet-core
+  Apache Software License, Version 2.0
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License v2.0
+  MIT License
+  Unlicense
+
+jersey-core-client
+  Apache Software License, Version 2.0
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License v2.0
+  MIT License
+  Unlicense
+
+jersey-core-common
+  Apache Software License, Version 2.0
+  Eclipse Public License v2.0
+  Unlicense
+
+jersey-core-server
+  Apache Software License, Version 2.0
+  Eclipse Public License v2.0
+
+jersey-inject-hk2
+  Apache Software License, Version 2.0
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License v2.0
+  MIT License
+  Unlicense
+

test/triples/neo4j/README.txt

@@ -0,0 +1,48 @@
+Neo4j 4.4.36
+=======================================
+
+Welcome to Neo4j release 4.4.36, a high-performance graph database.
+This is the community distribution of Neo4j, including everything you need to
+start building applications that can model, persist and explore graph-like data.
+
+In the box
+----------
+
+Neo4j runs as a server application, exposing a Web-based management interface.
+
+Here in the installation directory, you'll find:
+
+* bin - scripts and other executables
+* conf - server configuration
+* data - databases
+* lib - libraries
+* plugins - user extensions
+* logs - log files
+* import - location of files for LOAD CSV
+
+Make it go
+----------
+
+For full instructions, see https://neo4j.com/docs/operations-manual/current/installation/
+
+To get started with Neo4j, let's start the server and take a
+look at the web interface ...
+
+1. Open a console and navigate to the install directory.
+2. Start the server:
+   * Windows, use: bin\neo4j console
+   * Linux/Mac, use: ./bin/neo4j console
+3. In a browser, open http://localhost:7474/
+4. Shutdown the server by typing Ctrl-C in the console.
+
+Learn more
+----------
+
+* Neo4j Home: https://neo4j.com/
+* Getting Started: https://neo4j.com/docs/developer-manual/current/introduction/
+* Neo4j Documentation: https://neo4j.com/docs/
+
+License(s)
+----------
+Various licenses apply. Please refer to the LICENSE and NOTICE files for more
+detailed information.

test/triples/neo4j/UPGRADE.txt

@@ -0,0 +1 @@
+For upgrade instructions, please see https://neo4j.com/docs/operations-manual/current/upgrade/.

test/triples/neo4j/bin/LICENSE.txt

@@ -0,0 +1,695 @@
+NOTICE
+This package contains software licensed under different
+licenses, please refer to the NOTICE.txt file for further
+information and LICENSES.txt for full license texts.
+
+The software ("Software") developed and owned by Neo4j Sweden AB
+(referred to in this notice as "Neo4j") is licensed under the
+GNU GENERAL PUBLIC LICENSE Version 3 to all third
+parties and that license is included below.
+
+However, if you have executed an End User Software License and Services
+Agreement or an OEM Software License and Support Services Agreement, or
+another commercial license agreement with Neo4j or one of its
+affiliates (each, a "Commercial Agreement"), the terms of the license in
+such Commercial Agreement will supersede the GNU GENERAL PUBLIC LICENSE
+Version 3 and you may use the Software solely pursuant to the terms of
+the relevant Commercial Agreement.
+
+
+
+                     GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
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+
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+

test/triples/neo4j/bin/LICENSES.txt

@@ -0,0 +1,425 @@
+This file contains the full license text of the included third party
+libraries. For an overview of the licenses see the NOTICE.txt file.
+
+
+------------------------------------------------------------------------------
+Apache Software License, Version 2.0
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+  Netty/Common
+  Netty/Handler
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+  Netty/Transport
+  Netty/Transport/Native/Unix/Common
+  Non-Blocking Reactive Foundation for the JVM
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+2. GRANT OF RIGHTS
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+a) Subject to the terms of this Agreement, each Contributor hereby grants Recipient a non-exclusive, worldwide, royalty-free copyright license to reproduce, prepare derivative works of, publicly display, publicly perform, distribute and sublicense the Contribution of such Contributor, if any, and such derivative works, in source code and object code form.
+b) Subject to the terms of this Agreement, each Contributor hereby grants Recipient a non-exclusive, worldwide, royalty-free patent license under Licensed Patents to make, use, sell, offer to sell, import and otherwise transfer the Contribution of such Contributor, if any, in source code and object code form. This patent license shall apply to the combination of the Contribution and the Program if, at the time the Contribution is added by the Contributor, such addition of the Contribution causes such combination to be covered by the Licensed Patents. The patent license shall not apply to any other combinations which include the Contribution. No hardware per se is licensed hereunder.
+c) Recipient understands that although each Contributor grants the licenses to its Contributions set forth herein, no assurances are provided by any Contributor that the Program does not infringe the patent or other intellectual property rights of any other entity. Each Contributor disclaims any liability to Recipient for claims brought by any other entity based on infringement of intellectual property rights or otherwise. As a condition to exercising the rights and licenses granted hereunder, each Recipient hereby assumes sole responsibility to secure any other intellectual property rights needed, if any. For example, if a third party patent license is required to allow Recipient to distribute the Program, it is Recipient's responsibility to acquire that license before distributing the Program.
+d) Each Contributor represents that to its knowledge it has sufficient copyright rights in its Contribution, if any, to grant the copyright license set forth in this Agreement.
+3. REQUIREMENTS
+
+A Contributor may choose to distribute the Program in object code form under its own license agreement, provided that:
+
+a) it complies with the terms and conditions of this Agreement; and
+b) its license agreement:
+i) effectively disclaims on behalf of all Contributors all warranties and conditions, express and implied, including warranties or conditions of title and non-infringement, and implied warranties or conditions of merchantability and fitness for a particular purpose;
+ii) effectively excludes on behalf of all Contributors all liability for damages, including direct, indirect, special, incidental and consequential damages, such as lost profits;
+iii) states that any provisions which differ from this Agreement are offered by that Contributor alone and not by any other party; and
+iv) states that source code for the Program is available from such Contributor, and informs licensees how to obtain it in a reasonable manner on or through a medium customarily used for software exchange.
+When the Program is made available in source code form:
+
+a) it must be made available under this Agreement; and
+b) a copy of this Agreement must be included with each copy of the Program.
+Contributors may not remove or alter any copyright notices contained within the Program.
+
+Each Contributor must identify itself as the originator of its Contribution, if any, in a manner that reasonably allows subsequent Recipients to identify the originator of the Contribution.
+
+4. COMMERCIAL DISTRIBUTION
+
+Commercial distributors of software may accept certain responsibilities with respect to end users, business partners and the like. While this license is intended to facilitate the commercial use of the Program, the Contributor who includes the Program in a commercial product offering should do so in a manner which does not create potential liability for other Contributors. Therefore, if a Contributor includes the Program in a commercial product offering, such Contributor ("Commercial Contributor") hereby agrees to defend and indemnify every other Contributor ("Indemnified Contributor") against any losses, damages and costs (collectively "Losses") arising from claims, lawsuits and other legal actions brought by a third party against the Indemnified Contributor to the extent caused by the acts or omissions of such Commercial Contributor in connection with its distribution of the Program in a commercial product offering. The obligations in this section do not apply to any claims or Losses relating to any actual or alleged intellectual property infringement. In order to qualify, an Indemnified Contributor must: a) promptly notify the Commercial Contributor in writing of such claim, and b) allow the Commercial Contributor to control, and cooperate with the Commercial Contributor in, the defense and any related settlement negotiations. The Indemnified Contributor may participate in any such claim at its own expense.
+
+For example, a Contributor might include the Program in a commercial product offering, Product X. That Contributor is then a Commercial Contributor. If that Commercial Contributor then makes performance claims, or offers warranties related to Product X, those performance claims and warranties are such Commercial Contributor's responsibility alone. Under this section, the Commercial Contributor would have to defend claims against the other Contributors related to those performance claims and warranties, and if a court requires any other Contributor to pay any damages as a result, the Commercial Contributor must pay those damages.
+
+5. NO WARRANTY
+
+EXCEPT AS EXPRESSLY SET FORTH IN THIS AGREEMENT, THE PROGRAM IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, EITHER EXPRESS OR IMPLIED INCLUDING, WITHOUT LIMITATION, ANY WARRANTIES OR CONDITIONS OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE. Each Recipient is solely responsible for determining the appropriateness of using and distributing the Program and assumes all risks associated with its exercise of rights under this Agreement , including but not limited to the risks and costs of program errors, compliance with applicable laws, damage to or loss of data, programs or equipment, and unavailability or interruption of operations.
+
+6. DISCLAIMER OF LIABILITY
+
+EXCEPT AS EXPRESSLY SET FORTH IN THIS AGREEMENT, NEITHER RECIPIENT NOR ANY CONTRIBUTORS SHALL HAVE ANY LIABILITY FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING WITHOUT LIMITATION LOST PROFITS), HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OR DISTRIBUTION OF THE PROGRAM OR THE EXERCISE OF ANY RIGHTS GRANTED HEREUNDER, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
+
+7. GENERAL
+
+If any provision of this Agreement is invalid or unenforceable under applicable law, it shall not affect the validity or enforceability of the remainder of the terms of this Agreement, and without further action by the parties hereto, such provision shall be reformed to the minimum extent necessary to make such provision valid and enforceable.
+
+If Recipient institutes patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Program itself (excluding combinations of the Program with other software or hardware) infringes such Recipient's patent(s), then such Recipient's rights granted under Section 2(b) shall terminate as of the date such litigation is filed.
+
+All Recipient's rights under this Agreement shall terminate if it fails to comply with any of the material terms or conditions of this Agreement and does not cure such failure in a reasonable period of time after becoming aware of such noncompliance. If all Recipient's rights under this Agreement terminate, Recipient agrees to cease use and distribution of the Program as soon as reasonably practicable. However, Recipient's obligations under this Agreement and any licenses granted by Recipient relating to the Program shall continue and survive.
+
+Everyone is permitted to copy and distribute copies of this Agreement, but in order to avoid inconsistency the Agreement is copyrighted and may only be modified in the following manner. The Agreement Steward reserves the right to publish new versions (including revisions) of this Agreement from time to time. No one other than the Agreement Steward has the right to modify this Agreement. The Eclipse Foundation is the initial Agreement Steward. The Eclipse Foundation may assign the responsibility to serve as the Agreement Steward to a suitable separate entity. Each new version of the Agreement will be given a distinguishing version number. The Program (including Contributions) may always be distributed subject to the version of the Agreement under which it was received. In addition, after a new version of the Agreement is published, Contributor may elect to distribute the Program (including its Contributions) under the new version. Except as expressly stated in Sections 2(a) and 2(b) above, Recipient receives no rights or licenses to the intellectual property of any Contributor under this Agreement, whether expressly, by implication, estoppel or otherwise. All rights in the Program not expressly granted under this Agreement are reserved.
+
+This Agreement is governed by the laws of the State of New York and the intellectual property laws of the United States of America. No party to this Agreement will bring a legal action under this Agreement more than one year after the cause of action arose. Each party waives its rights to a jury trial in any resulting litigation.
+
+
+
+------------------------------------------------------------------------------
+MIT License
+  argparse4j
+------------------------------------------------------------------------------
+
+The MIT License
+
+Copyright (c) <year> <copyright holders>
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+
+
+
+------------------------------------------------------------------------------
+MIT No Attribution License
+  reactive-streams
+------------------------------------------------------------------------------
+
+MIT No Attribution
+
+Copyright <year> <copyright holders>
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of this
+software and associated documentation files (the "Software"), to deal in the Software
+without restriction, including without limitation the rights to use, copy, modify,
+merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
+permit persons to whom the Software is furnished to do so.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
+INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
+PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
+HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
+SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+
+
+
+Dependencies with multiple licenses
+-----------------------------------
+
+Eclipse Collections API
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License - v 1.0
+
+Eclipse Collections Main Library
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License - v 1.0
+

test/triples/neo4j/bin/NOTICE.txt

@@ -0,0 +1,72 @@
+Neo4j
+Copyright © 2002-2018 Neo4j Sweden AB (referred to in this notice as "Neo4j")
+[http://neo4j.com]
+
+This product includes software ("Software") developed by Neo4j.
+
+The copyright in the bundled Neo4j graph database (including the
+Software) is owned by Neo4j. The Software developed and owned
+by Neo4j is licensed under the GNU GENERAL PUBLIC LICENSE Version 3
+(http://www.fsf.org/licensing/licenses/gpl-3.0.html) ("GPL")
+to all third parties and that license, as required by the GPL, is
+included in the LICENSE.txt file.
+
+However, if you have executed an End User Software License and Services
+Agreement or an OEM Software License and Support Services Agreement, or
+another commercial license agreement with Neo4j or one of its
+affiliates (each, a "Commercial Agreement"), the terms of the license in
+such Commercial Agreement will supersede the GPL and you may use the
+software solely pursuant to the terms of the relevant Commercial
+Agreement.
+
+Full license texts are found in LICENSES.txt.
+
+
+Third-party licenses
+--------------------
+
+Apache Software License, Version 2.0
+  Apache Commons Lang
+  jansi
+  Java Agent for Memory Measurements
+  Java Native Access
+  Neo4j Java Driver (Slim package)
+  Netty/Buffer
+  Netty/Codec
+  Netty/Common
+  Netty/Handler
+  Netty/Resolver
+  Netty/Transport
+  Netty/Transport/Native/Unix/Common
+  Non-Blocking Reactive Foundation for the JVM
+
+BSD License
+  JLine JANSI Terminal
+  JLine Reader
+  JLine Terminal
+
+Eclipse Distribution License - v 1.0
+  Eclipse Collections API
+  Eclipse Collections Main Library
+
+Eclipse Public License - v 1.0
+  Eclipse Collections API
+  Eclipse Collections Main Library
+
+MIT License
+  argparse4j
+
+MIT No Attribution License
+  reactive-streams
+
+Dependencies with multiple licenses
+-----------------------------------
+
+Eclipse Collections API
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License - v 1.0
+
+Eclipse Collections Main Library
+  Eclipse Distribution License - v 1.0
+  Eclipse Public License - v 1.0
+

test/triples/neo4j/bin/cypher-shell

@@ -0,0 +1,96 @@
+#!/bin/bash
+
+set -euo pipefail
+[[ "${TRACE:-}" ]] && set -x
+
+check_java() {
+  _find_java_cmd
+
+  version_command=("${JAVA_CMD}" "-version")
+  [[ -n "${JAVA_MEMORY_OPTS:-}" ]] && version_command+=("${JAVA_MEMORY_OPTS[@]}")
+
+  JAVA_VERSION=$("${version_command[@]}" 2>&1 | awk -F '"' '/version/ {print $2}')
+  if [[ $JAVA_VERSION = "1."* ]]; then
+    if [[ "${JAVA_VERSION}" < "1.8" ]]; then
+      echo "ERROR! Java version ${JAVA_VERSION} is not supported. "
+      _show_java_help
+      exit 1
+    fi
+  fi
+}
+
+_find_java_cmd() {
+  [[ "${JAVA_CMD:-}" ]] && return
+  detect_os
+  _find_java_home
+
+  if [[ "${JAVA_HOME:-}" ]] ; then
+    JAVA_CMD="${JAVA_HOME}/bin/java"
+    if [[ ! -f "${JAVA_CMD}" ]]; then
+      echo "ERROR: JAVA_HOME is incorrectly defined as ${JAVA_HOME} (the executable ${JAVA_CMD} does not exist)"
+      exit 1
+    fi
+  else
+    if [ "${DIST_OS}" != "macosx" ] ; then
+      # Don't use default java on Darwin because it displays a misleading dialog box
+      JAVA_CMD="$(which java || true)"
+    fi
+  fi
+
+  if [[ ! "${JAVA_CMD:-}" ]]; then
+    echo "ERROR: Unable to find Java executable."
+    _show_java_help
+    exit 1
+  fi
+}
+
+detect_os() {
+  if uname -s | grep -q Darwin; then
+    DIST_OS="macosx"
+  elif [[ -e /etc/gentoo-release ]]; then
+    DIST_OS="gentoo"
+  else
+    DIST_OS="other"
+  fi
+}
+
+_find_java_home() {
+  [[ "${JAVA_HOME:-}" ]] && return
+
+  case "${DIST_OS}" in
+    "macosx")
+      JAVA_HOME="$(/usr/libexec/java_home -v 1.8+)"
+      ;;
+    "gentoo")
+      JAVA_HOME="$(java-config --jre-home)"
+      ;;
+  esac
+}
+
+_show_java_help() {
+  echo "* Please use Oracle(R) Java(TM) >=8 or OpenJDK(TM) >=8."
+}
+
+build_classpath() {
+  APP_HOME="$(cd "$(dirname "$0")" && pwd)"
+  # First try in sub directory
+  JARPATH="$(find "${APP_HOME}" -name "cypher-shell.jar" )"
+
+  # Then try installation directory (prefix/bin and prefix/share/cypher-shell/lib)
+  if [[ -z "${JARPATH}" ]]; then
+    APP_HOME="${APP_HOME}/../share/cypher-shell"
+    JARPATH="$(find "${APP_HOME}" -name "cypher-shell.jar" )"
+  fi
+}
+
+check_java
+build_classpath
+
+if [ -z "${JARPATH}" ]; then
+  echo "Unable to locate cypher-shell library files" >&2
+  exit 1
+fi
+
+exec "$JAVA_CMD" ${JAVA_OPTS:-} \
+  -jar "$JARPATH" \
+  "$@"

test/triples/neo4j/bin/neo4j

@@ -0,0 +1,128 @@
+#!/usr/bin/env sh
+# Copyright (c) "Neo4j"
+# Neo4j Sweden AB [http://neo4j.com]
+#
+# This file is part of Neo4j.
+#
+# Neo4j is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#
+
+
+# resolve links - $0 may be a softlink
+PRG="$0"
+
+while [ -h "$PRG" ]; do
+  ls=`ls -ld "$PRG"`
+  link=`expr "$ls" : '.*-> \(.*\)$'`
+  if expr "$link" : '/.*' > /dev/null; then
+    PRG="$link"
+  else
+    PRG=`dirname "$PRG"`/"$link"
+  fi
+done
+
+PRGDIR=`dirname "$PRG"`
+BASEDIR=`cd "$PRGDIR/.." >/dev/null; pwd`
+
+# Reset the REPO variable. If you need to influence this use the environment setup file.
+REPO=
+
+
+# OS specific support.  $var _must_ be set to either true or false.
+cygwin=false;
+darwin=false;
+case "`uname`" in
+  CYGWIN*) cygwin=true ;;
+  Darwin*) darwin=true
+           if [ -z "$JAVA_VERSION" ] ; then
+             JAVA_VERSION="CurrentJDK"
+           else
+             echo "Using Java version: $JAVA_VERSION"
+           fi
+		   if [ -z "$JAVA_HOME" ]; then
+		      if [ -x "/usr/libexec/java_home" ]; then
+			      JAVA_HOME=`/usr/libexec/java_home`
+			  else
+			      JAVA_HOME=/System/Library/Frameworks/JavaVM.framework/Versions/${JAVA_VERSION}/Home
+			  fi
+           fi       
+           ;;
+esac
+
+if [ -z "$JAVA_HOME" ] ; then
+  if [ -r /etc/gentoo-release ] ; then
+    JAVA_HOME=`java-config --jre-home`
+  fi
+fi
+
+# For Cygwin, ensure paths are in UNIX format before anything is touched
+if $cygwin ; then
+  [ -n "$JAVA_HOME" ] && JAVA_HOME=`cygpath --unix "$JAVA_HOME"`
+  [ -n "$CLASSPATH" ] && CLASSPATH=`cygpath --path --unix "$CLASSPATH"`
+fi
+
+# If a specific java binary isn't specified search for the standard 'java' binary
+if [ -z "$JAVACMD" ] ; then
+  if [ -n "$JAVA_HOME"  ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+      # IBM's JDK on AIX uses strange locations for the executables
+      JAVACMD="$JAVA_HOME/jre/sh/java"
+    else
+      JAVACMD="$JAVA_HOME/bin/java"
+    fi
+  else
+    JAVACMD=`which java`
+  fi
+fi
+
+if [ ! -x "$JAVACMD" ] ; then
+  echo "Error: JAVA_HOME is not defined correctly." 1>&2
+  echo "  We cannot execute $JAVACMD" 1>&2
+  exit 1
+fi
+
+if [ -z "$REPO" ]
+then
+  REPO="$BASEDIR"/repo
+fi
+
+CLASSPATH="$BASEDIR"/etc:"$REPO"/*
+
+ENDORSED_DIR=lib
+if [ -n "$ENDORSED_DIR" ] ; then
+  CLASSPATH=$BASEDIR/$ENDORSED_DIR/*:$CLASSPATH
+fi
+
+if [ -n "$CLASSPATH_PREFIX" ] ; then
+  CLASSPATH=$CLASSPATH_PREFIX:$CLASSPATH
+fi
+
+# For Cygwin, switch paths to Windows format before running java
+if $cygwin; then
+  [ -n "$CLASSPATH" ] && CLASSPATH=`cygpath --path --windows "$CLASSPATH"`
+  [ -n "$JAVA_HOME" ] && JAVA_HOME=`cygpath --path --windows "$JAVA_HOME"`
+  [ -n "$HOME" ] && HOME=`cygpath --path --windows "$HOME"`
+  [ -n "$BASEDIR" ] && BASEDIR=`cygpath --path --windows "$BASEDIR"`
+  [ -n "$REPO" ] && REPO=`cygpath --path --windows "$REPO"`
+fi
+
+exec "$JAVACMD" -Xmx128m \
+  -classpath "$CLASSPATH" \
+  -Dapp.name="neo4j" \
+  -Dapp.pid="$$" \
+  -Dapp.repo="$REPO" \
+  -Dapp.home="$BASEDIR" \
+  -Dbasedir="$BASEDIR" \
+  org.neo4j.server.startup.Neo4jBoot \
+  "$@"

test/triples/neo4j/bin/neo4j-admin

@@ -0,0 +1,128 @@
+#!/usr/bin/env sh
+# Copyright (c) "Neo4j"
+# Neo4j Sweden AB [http://neo4j.com]
+#
+# This file is part of Neo4j.
+#
+# Neo4j is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#
+
+
+# resolve links - $0 may be a softlink
+PRG="$0"
+
+while [ -h "$PRG" ]; do
+  ls=`ls -ld "$PRG"`
+  link=`expr "$ls" : '.*-> \(.*\)$'`
+  if expr "$link" : '/.*' > /dev/null; then
+    PRG="$link"
+  else
+    PRG=`dirname "$PRG"`/"$link"
+  fi
+done
+
+PRGDIR=`dirname "$PRG"`
+BASEDIR=`cd "$PRGDIR/.." >/dev/null; pwd`
+
+# Reset the REPO variable. If you need to influence this use the environment setup file.
+REPO=
+
+
+# OS specific support.  $var _must_ be set to either true or false.
+cygwin=false;
+darwin=false;
+case "`uname`" in
+  CYGWIN*) cygwin=true ;;
+  Darwin*) darwin=true
+           if [ -z "$JAVA_VERSION" ] ; then
+             JAVA_VERSION="CurrentJDK"
+           else
+             echo "Using Java version: $JAVA_VERSION"
+           fi
+		   if [ -z "$JAVA_HOME" ]; then
+		      if [ -x "/usr/libexec/java_home" ]; then
+			      JAVA_HOME=`/usr/libexec/java_home`
+			  else
+			      JAVA_HOME=/System/Library/Frameworks/JavaVM.framework/Versions/${JAVA_VERSION}/Home
+			  fi
+           fi       
+           ;;
+esac
+
+if [ -z "$JAVA_HOME" ] ; then
+  if [ -r /etc/gentoo-release ] ; then
+    JAVA_HOME=`java-config --jre-home`
+  fi
+fi
+
+# For Cygwin, ensure paths are in UNIX format before anything is touched
+if $cygwin ; then
+  [ -n "$JAVA_HOME" ] && JAVA_HOME=`cygpath --unix "$JAVA_HOME"`
+  [ -n "$CLASSPATH" ] && CLASSPATH=`cygpath --path --unix "$CLASSPATH"`
+fi
+
+# If a specific java binary isn't specified search for the standard 'java' binary
+if [ -z "$JAVACMD" ] ; then
+  if [ -n "$JAVA_HOME"  ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+      # IBM's JDK on AIX uses strange locations for the executables
+      JAVACMD="$JAVA_HOME/jre/sh/java"
+    else
+      JAVACMD="$JAVA_HOME/bin/java"
+    fi
+  else
+    JAVACMD=`which java`
+  fi
+fi
+
+if [ ! -x "$JAVACMD" ] ; then
+  echo "Error: JAVA_HOME is not defined correctly." 1>&2
+  echo "  We cannot execute $JAVACMD" 1>&2
+  exit 1
+fi
+
+if [ -z "$REPO" ]
+then
+  REPO="$BASEDIR"/repo
+fi
+
+CLASSPATH="$BASEDIR"/etc:"$REPO"/*
+
+ENDORSED_DIR=lib
+if [ -n "$ENDORSED_DIR" ] ; then
+  CLASSPATH=$BASEDIR/$ENDORSED_DIR/*:$CLASSPATH
+fi
+
+if [ -n "$CLASSPATH_PREFIX" ] ; then
+  CLASSPATH=$CLASSPATH_PREFIX:$CLASSPATH
+fi
+
+# For Cygwin, switch paths to Windows format before running java
+if $cygwin; then
+  [ -n "$CLASSPATH" ] && CLASSPATH=`cygpath --path --windows "$CLASSPATH"`
+  [ -n "$JAVA_HOME" ] && JAVA_HOME=`cygpath --path --windows "$JAVA_HOME"`
+  [ -n "$HOME" ] && HOME=`cygpath --path --windows "$HOME"`
+  [ -n "$BASEDIR" ] && BASEDIR=`cygpath --path --windows "$BASEDIR"`
+  [ -n "$REPO" ] && REPO=`cygpath --path --windows "$REPO"`
+fi
+
+exec "$JAVACMD" -Xmx128m \
+  -classpath "$CLASSPATH" \
+  -Dapp.name="neo4j-admin" \
+  -Dapp.pid="$$" \
+  -Dapp.repo="$REPO" \
+  -Dapp.home="$BASEDIR" \
+  -Dbasedir="$BASEDIR" \
+  org.neo4j.server.startup.Neo4jAdminBoot \
+  "$@"

test/triples/neo4j/conf/neo4j.conf

@@ -0,0 +1,360 @@
+#*****************************************************************
+# Neo4j configuration
+#
+# For more details and a complete list of settings, please see
+# https://neo4j.com/docs/operations-manual/current/reference/configuration-settings/
+#*****************************************************************
+
+# The name of the default database
+#dbms.default_database=neo4j
+
+# Paths of directories in the installation.
+#dbms.directories.data=data
+#dbms.directories.plugins=plugins
+#dbms.directories.logs=logs
+#dbms.directories.lib=lib
+#dbms.directories.run=run
+#dbms.directories.licenses=licenses
+#dbms.directories.transaction.logs.root=data/transactions
+
+# This setting constrains all `LOAD CSV` import files to be under the `import` directory. Remove or comment it out to
+# allow files to be loaded from anywhere in the filesystem; this introduces possible security problems. See the
+# `LOAD CSV` section of the manual for details.
+#dbms.directories.import=import
+
+# Whether requests to Neo4j are authenticated.
+# To disable authentication, uncomment this line
+#dbms.security.auth_enabled=false
+
+# Enable this to be able to upgrade a store from an older version.
+#dbms.allow_upgrade=true
+
+#********************************************************************
+# Memory Settings
+#********************************************************************
+#
+# Memory settings are specified kilobytes with the 'k' suffix, megabytes with
+# 'm' and gigabytes with 'g'.
+# If Neo4j is running on a dedicated server, then it is generally recommended
+# to leave about 2-4 gigabytes for the operating system, give the JVM enough
+# heap to hold all your transaction state and query context, and then leave the
+# rest for the page cache.
+
+# Java Heap Size: by default the Java heap size is dynamically calculated based
+# on available system resources. Uncomment these lines to set specific initial
+# and maximum heap size.
+#dbms.memory.heap.initial_size=512m
+#dbms.memory.heap.max_size=512m
+
+# The amount of memory to use for mapping the store files.
+# The default page cache memory assumes the machine is dedicated to running
+# Neo4j, and is heuristically set to 50% of RAM minus the Java heap size.
+#dbms.memory.pagecache.size=10g
+
+# Limit the amount of memory that all of the running transaction can consume.
+# By default there is no limit.
+#dbms.memory.transaction.global_max_size=256m
+
+# Limit the amount of memory that a single transaction can consume.
+# By default there is no limit.
+#dbms.memory.transaction.max_size=16m
+
+# Transaction state location. It is recommended to use ON_HEAP.
+dbms.tx_state.memory_allocation=ON_HEAP
+
+#*****************************************************************
+# Network connector configuration
+#*****************************************************************
+
+# With default configuration Neo4j only accepts local connections.
+# To accept non-local connections, uncomment this line:
+dbms.default_listen_address=10.18.34.18
+dbms.connectors.default_listen_address=0.0.0.0
+
+# You can also choose a specific network interface, and configure a non-default
+# port for each connector, by setting their individual listen_address.
+
+# The address at which this server can be reached by its clients. This may be the server's IP address or DNS name, or
+# it may be the address of a reverse proxy which sits in front of the server. This setting may be overridden for
+# individual connectors below.
+#dbms.default_advertised_address=localhost
+
+# You can also choose a specific advertised hostname or IP address, and
+# configure an advertised port for each connector, by setting their
+# individual advertised_address.
+
+# By default, encryption is turned off.
+# To turn on encryption, an ssl policy for the connector needs to be configured
+# Read more in SSL policy section in this file for how to define a SSL policy.
+
+# Bolt connector
+dbms.connector.bolt.enabled=true
+#dbms.connector.bolt.tls_level=DISABLED
+dbms.connector.bolt.listen_address=:7687
+#dbms.connector.bolt.advertised_address=:7687
+
+# HTTP Connector. There can be zero or one HTTP connectors.
+dbms.connector.http.enabled=true
+dbms.connector.http.listen_address=:7474
+#dbms.connector.http.advertised_address=:7474
+
+# HTTPS Connector. There can be zero or one HTTPS connectors.
+dbms.connector.https.enabled=false
+dbms.connector.https.listen_address=:7473
+#dbms.connector.https.advertised_address=:7473
+
+# Number of Neo4j worker threads.
+#dbms.threads.worker_count=
+
+#*****************************************************************
+# SSL policy configuration
+#*****************************************************************
+
+# Each policy is configured under a separate namespace, e.g.
+#    dbms.ssl.policy.<scope>.*
+#    <scope> can be any of 'bolt', 'https', 'cluster' or 'backup'
+#
+# The scope is the name of the component where the policy will be used
+# Each component where the use of an ssl policy is desired needs to declare at least one setting of the policy.
+# Allowable values are 'bolt', 'https', 'cluster' or 'backup'.
+
+# E.g if bolt and https connectors should use the same policy, the following could be declared
+#   dbms.ssl.policy.bolt.base_directory=certificates/default
+#   dbms.ssl.policy.https.base_directory=certificates/default
+# However, it's strongly encouraged to not use the same key pair for multiple scopes.
+#
+# N.B: Note that a connector must be configured to support/require
+#      SSL/TLS for the policy to actually be utilized.
+#
+# see: dbms.connector.*.tls_level
+
+# SSL settings (dbms.ssl.policy.<scope>.*)
+#  .base_directory       Base directory for SSL policies paths. All relative paths within the
+#                        SSL configuration will be resolved from the base dir.
+#
+#  .private_key          A path to the key file relative to the '.base_directory'.
+#
+#  .private_key_password The password for the private key.
+#
+#  .public_certificate   A path to the public certificate file relative to the '.base_directory'.
+#
+#  .trusted_dir          A path to a directory containing trusted certificates.
+#
+#  .revoked_dir          Path to the directory with Certificate Revocation Lists (CRLs).
+#
+#  .verify_hostname      If true, the server will verify the hostname that the client uses to connect with. In order
+#                        for this to work, the server public certificate must have a valid CN and/or matching
+#                        Subject Alternative Names.
+#
+#  .client_auth          How the client should be authorized. Possible values are: 'none', 'optional', 'require'.
+#
+#  .tls_versions         A comma-separated list of allowed TLS versions. By default only TLSv1.2 is allowed.
+#
+#  .trust_all            Setting this to 'true' will ignore the trust truststore, trusting all clients and servers.
+#                        Use of this mode is discouraged. It would offer encryption but no security.
+#
+#  .ciphers              A comma-separated list of allowed ciphers. The default ciphers are the defaults of
+#                        the JVM platform.
+
+# Bolt SSL configuration
+#dbms.ssl.policy.bolt.enabled=true
+#dbms.ssl.policy.bolt.base_directory=certificates/bolt
+#dbms.ssl.policy.bolt.private_key=private.key
+#dbms.ssl.policy.bolt.public_certificate=public.crt
+#dbms.ssl.policy.bolt.client_auth=NONE
+
+# Https SSL configuration
+#dbms.ssl.policy.https.enabled=true
+#dbms.ssl.policy.https.base_directory=certificates/https
+#dbms.ssl.policy.https.private_key=private.key
+#dbms.ssl.policy.https.public_certificate=public.crt
+#dbms.ssl.policy.https.client_auth=NONE
+
+# Cluster SSL configuration
+#dbms.ssl.policy.cluster.enabled=true
+#dbms.ssl.policy.cluster.base_directory=certificates/cluster
+#dbms.ssl.policy.cluster.private_key=private.key
+#dbms.ssl.policy.cluster.public_certificate=public.crt
+
+# Backup SSL configuration
+#dbms.ssl.policy.backup.enabled=true
+#dbms.ssl.policy.backup.base_directory=certificates/backup
+#dbms.ssl.policy.backup.private_key=private.key
+#dbms.ssl.policy.backup.public_certificate=public.crt
+
+#*****************************************************************
+# Logging configuration
+#*****************************************************************
+
+# To enable HTTP logging, uncomment this line
+#dbms.logs.http.enabled=true
+
+# Number of HTTP logs to keep.
+#dbms.logs.http.rotation.keep_number=5
+
+# Size of each HTTP log that is kept.
+#dbms.logs.http.rotation.size=20m
+
+# To enable GC Logging, uncomment this line
+#dbms.logs.gc.enabled=true
+
+# GC Logging Options
+# see https://docs.oracle.com/en/java/javase/11/tools/java.html#GUID-BE93ABDC-999C-4CB5-A88B-1994AAAC74D5
+#dbms.logs.gc.options=-Xlog:gc*,safepoint,age*=trace
+
+# Number of GC logs to keep.
+#dbms.logs.gc.rotation.keep_number=5
+
+# Size of each GC log that is kept.
+#dbms.logs.gc.rotation.size=20m
+
+# Log level for the debug log. One of DEBUG, INFO, WARN and ERROR. Be aware that logging at DEBUG level can be very verbose.
+#dbms.logs.debug.level=INFO
+
+# Size threshold for rotation of the debug log. If set to zero then no rotation will occur. Accepts a binary suffix "k",
+# "m" or "g".
+#dbms.logs.debug.rotation.size=20m
+
+# Maximum number of history files for the internal log.
+#dbms.logs.debug.rotation.keep_number=7
+
+#*****************************************************************
+# Miscellaneous configuration
+#*****************************************************************
+
+# Enable this to specify a parser other than the default one.
+#cypher.default_language_version=3.5
+
+# Determines if Cypher will allow using file URLs when loading data using
+# `LOAD CSV`. Setting this value to `false` will cause Neo4j to fail `LOAD CSV`
+# clauses that load data from the file system.
+dbms.security.allow_csv_import_from_file_urls=true
+
+
+# Value of the Access-Control-Allow-Origin header sent over any HTTP or HTTPS
+# connector. This defaults to '*', which allows broadest compatibility. Note
+# that any URI provided here limits HTTP/HTTPS access to that URI only.
+#dbms.security.http_access_control_allow_origin=*
+
+# Value of the HTTP Strict-Transport-Security (HSTS) response header. This header
+# tells browsers that a webpage should only be accessed using HTTPS instead of HTTP.
+# It is attached to every HTTPS response. Setting is not set by default so
+# 'Strict-Transport-Security' header is not sent. Value is expected to contain
+# directives like 'max-age', 'includeSubDomains' and 'preload'.
+#dbms.security.http_strict_transport_security=
+
+# Retention policy for transaction logs needed to perform recovery and backups.
+dbms.tx_log.rotation.retention_policy=1 days
+
+# Whether or not any database on this instance are read_only by default.
+# If false, individual databases may be marked as read_only using dbms.database.read_only.
+# If true, individual databases may be marked as writable using dbms.databases.writable.
+#dbms.databases.default_to_read_only=false
+
+# Comma separated list of JAX-RS packages containing JAX-RS resources, one
+# package name for each mountpoint. The listed package names will be loaded
+# under the mountpoints specified. Uncomment this line to mount the
+# org.neo4j.examples.server.unmanaged.HelloWorldResource.java from
+# neo4j-server-examples under /examples/unmanaged, resulting in a final URL of
+# http://localhost:7474/examples/unmanaged/helloworld/{nodeId}
+#dbms.unmanaged_extension_classes=org.neo4j.examples.server.unmanaged=/examples/unmanaged
+
+# A comma separated list of procedures and user defined functions that are allowed
+# full access to the database through unsupported/insecure internal APIs.
+dbms.security.procedures.unrestricted=apoc.*
+
+# A comma separated list of procedures to be loaded by default.
+# Leaving this unconfigured will load all procedures found.
+#dbms.security.procedures.allowlist=apoc.coll.*,apoc.load.*,gds.*
+
+#********************************************************************
+# JVM Parameters
+#********************************************************************
+
+# G1GC generally strikes a good balance between throughput and tail
+# latency, without too much tuning.
+dbms.jvm.additional=-XX:+UseG1GC
+
+# Have common exceptions keep producing stack traces, so they can be
+# debugged regardless of how often logs are rotated.
+dbms.jvm.additional=-XX:-OmitStackTraceInFastThrow
+
+# Make sure that `initmemory` is not only allocated, but committed to
+# the process, before starting the database. This reduces memory
+# fragmentation, increasing the effectiveness of transparent huge
+# pages. It also reduces the possibility of seeing performance drop
+# due to heap-growing GC events, where a decrease in available page
+# cache leads to an increase in mean IO response time.
+# Try reducing the heap memory, if this flag degrades performance.
+dbms.jvm.additional=-XX:+AlwaysPreTouch
+
+# Trust that non-static final fields are really final.
+# This allows more optimizations and improves overall performance.
+# NOTE: Disable this if you use embedded mode, or have extensions or dependencies that may use reflection or
+# serialization to change the value of final fields!
+dbms.jvm.additional=-XX:+UnlockExperimentalVMOptions
+dbms.jvm.additional=-XX:+TrustFinalNonStaticFields
+
+# Disable explicit garbage collection, which is occasionally invoked by the JDK itself.
+dbms.jvm.additional=-XX:+DisableExplicitGC
+
+#Increase maximum number of nested calls that can be inlined from 9 (default) to 15
+dbms.jvm.additional=-XX:MaxInlineLevel=15
+
+# Disable biased locking
+dbms.jvm.additional=-XX:-UseBiasedLocking
+
+# Restrict size of cached JDK buffers to 256 KB
+dbms.jvm.additional=-Djdk.nio.maxCachedBufferSize=262144
+
+# More efficient buffer allocation in Netty by allowing direct no cleaner buffers.
+dbms.jvm.additional=-Dio.netty.tryReflectionSetAccessible=true
+
+# Exits JVM on the first occurrence of an out-of-memory error. Its preferable to restart VM in case of out of memory errors.
+# dbms.jvm.additional=-XX:+ExitOnOutOfMemoryError
+
+# Expand Diffie Hellman (DH) key size from default 1024 to 2048 for DH-RSA cipher suites used in server TLS handshakes.
+# This is to protect the server from any potential passive eavesdropping.
+dbms.jvm.additional=-Djdk.tls.ephemeralDHKeySize=2048
+
+# This mitigates a DDoS vector.
+dbms.jvm.additional=-Djdk.tls.rejectClientInitiatedRenegotiation=true
+
+# Enable remote debugging
+#dbms.jvm.additional=-agentlib:jdwp=transport=dt_socket,server=y,suspend=n,address=*:5005
+
+# This filter prevents deserialization of arbitrary objects via java object serialization, addressing potential vulnerabilities.
+# By default this filter whitelists all neo4j classes, as well as classes from the hazelcast library and the java standard library.
+# These defaults should only be modified by expert users!
+# For more details (including filter syntax) see: https://openjdk.java.net/jeps/290
+#dbms.jvm.additional=-Djdk.serialFilter=java.**;org.neo4j.**;com.neo4j.**;com.hazelcast.**;net.sf.ehcache.Element;com.sun.proxy.*;org.openjdk.jmh.**;!*
+
+# Increase the default flight recorder stack sampling depth from 64 to 256, to avoid truncating frames when profiling.
+dbms.jvm.additional=-XX:FlightRecorderOptions=stackdepth=256
+
+# Allow profilers to sample between safepoints. Without this, sampling profilers may produce less accurate results.
+dbms.jvm.additional=-XX:+UnlockDiagnosticVMOptions
+dbms.jvm.additional=-XX:+DebugNonSafepoints
+
+# Disable logging JMX endpoint.
+dbms.jvm.additional=-Dlog4j2.disable.jmx=true
+
+# Limit JVM metaspace and code cache to allow garbage collection. Used by cypher for code generation and may grow indefinitely unless constrained.
+# Useful for memory constrained environments
+#dbms.jvm.additional=-XX:MaxMetaspaceSize=1024m
+#dbms.jvm.additional=-XX:ReservedCodeCacheSize=512m
+
+#********************************************************************
+# Wrapper Windows NT/2000/XP Service Properties
+#********************************************************************
+# WARNING - Do not modify any of these properties when an application
+#  using this configuration file has been installed as a service.
+#  Please uninstall the service before modifying this section.  The
+#  service can then be reinstalled.
+
+# Name of the service
+dbms.windows_service_name=neo4j
+
+#********************************************************************
+# Other Neo4j system properties
+#********************************************************************