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import logging | ||
from neo4j import GraphDatabase | ||
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# 定义数据库连接信息 | ||
uri = "neo4j://localhost:7687" | ||
username = "neo4j" | ||
password = "neo4j@openspg" | ||
# 创建数据库驱动 | ||
driver = GraphDatabase.driver(uri, auth=(username, password)) | ||
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def clear_neo4j_data(db_name): | ||
""" | ||
清空neo4j数据 | ||
""" | ||
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# 定义数据库连接信息 | ||
uri = "neo4j://localhost:7687" | ||
username = "neo4j" | ||
password = "neo4j@openspg" | ||
# 创建数据库驱动 | ||
driver = GraphDatabase.driver(uri, auth=(username, password)) | ||
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def delete_all_nodes_and_relationships(tx): | ||
# 删除所有节点 | ||
tx.run("MATCH (n) DETACH DELETE n") | ||
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with driver.session(database=db_name) as session: | ||
session.execute_write(delete_all_nodes_and_relationships) | ||
try: | ||
with driver.session(database=db_name) as session: | ||
session.execute_write(delete_all_nodes_and_relationships) | ||
except: | ||
logging.exception("clear db error") | ||
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def clear_neo4j_data_api(): | ||
from kag.common.conf import KAG_PROJECT_CONF, KAG_CONFIG | ||
import requests | ||
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try: | ||
url = KAG_PROJECT_CONF.host_addr + "/graph/clear_db" | ||
r_data = {"projectId": KAG_PROJECT_CONF.project_id} | ||
requests.post( | ||
url, | ||
data=r_data, | ||
timeout=100, | ||
) | ||
except: | ||
logging.exception("call url error, url=" + url + ",data=" + str(r_data)) |
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# Copyright 2023 OpenSPG Authors | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except | ||
# in compliance with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software distributed under the License | ||
# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express | ||
# or implied. | ||
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""" | ||
Builder Dir. | ||
""" |
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# Copyright 2023 OpenSPG Authors | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except | ||
# in compliance with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software distributed under the License | ||
# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express | ||
# or implied. | ||
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""" | ||
Place the files to be used for building the index in this directory. | ||
""" |
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# Copyright 2023 OpenSPG Authors | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except | ||
# in compliance with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software distributed under the License | ||
# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express | ||
# or implied. |
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14
kag/examples/TableEval/TableEval/builder/prompt/__init__.py
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# Copyright 2023 OpenSPG Authors | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except | ||
# in compliance with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software distributed under the License | ||
# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express | ||
# or implied. | ||
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""" | ||
Place the prompts to be used for building the index in this directory. | ||
""" |
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#------------project configuration start----------------# | ||
openie_llm: &openie_llm | ||
api_key: sk-yndixxjfxvnsqfkvfuyubkxidhtwicjcflprvqguffrmxbrv | ||
base_url: https://api.siliconflow.cn/v1/ | ||
model: Qwen/Qwen2.5-72B-Instruct | ||
type: maas | ||
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chat_llm: &chat_llm | ||
api_key: sk-yndixxjfxvnsqfkvfuyubkxidhtwicjcflprvqguffrmxbrv | ||
base_url: https://api.siliconflow.cn/v1/ | ||
model: Qwen/Qwen2.5-72B-Instruct | ||
type: maas | ||
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vectorize_model: &vectorize_model | ||
api_key: sk-yndixxjfxvnsqfkvfuyubkxidhtwicjcflprvqguffrmxbrv | ||
base_url: https://api.siliconflow.cn/v1/ | ||
model: BAAI/bge-m3 | ||
type: openai | ||
vector_dimensions: 1024 | ||
vectorizer: *vectorize_model | ||
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log: | ||
level: INFO | ||
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project: | ||
biz_scene: table | ||
#host_addr: http://127.0.0.1:8887 | ||
host_addr: http://antspg-gz00b-006000164057.sa128-sqa.alipay.net:8887 | ||
id: '3500002' | ||
language: en | ||
namespace: TableEval | ||
#------------project configuration end----------------# | ||
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#------------kag-builder configuration start----------------# | ||
finqa_builder_pipeline: | ||
chain: | ||
type: unstructured_builder_chain # kag.builder.default_chain.DefaultUnstructuredBuilderChain | ||
extractor: | ||
type: table_and_text_extractor # kag.builder.component.extractor.schema_free_extractor.SchemaFreeExtractor | ||
llm: *openie_llm | ||
ner_prompt: | ||
type: default_ner # kag.builder.prompt.default.ner.OpenIENERPrompt | ||
std_prompt: | ||
type: default_std # kag.builder.prompt.default.std.OpenIEEntitystandardizationdPrompt | ||
triple_prompt: | ||
type: default_triple # kag.builder.prompt.default.triple.OpenIETriplePrompt | ||
table_classify_prompt: | ||
type: table_classify | ||
table_context_prompt: | ||
type: table_context | ||
table_keywords_prompt: | ||
type: table_keywords | ||
table_reformat_prompt: | ||
type: table_reformat | ||
reader: | ||
type: md_reader # kag.builder.component.reader.dict_reader.DictReader | ||
post_processor: | ||
type: kag_post_processor # kag.builder.component.postprocessor.kag_postprocessor.KAGPostProcessor | ||
similarity_threshold: 0.9 | ||
splitter: | ||
type: length_splitter # kag.builder.component.splitter.length_splitter.LengthSplitter | ||
split_length: 1000 | ||
window_length: 0 | ||
vectorizer: | ||
type: batch_vectorizer # kag.builder.component.vectorizer.batch_vectorizer.BatchVectorizer | ||
vectorize_model: *vectorize_model | ||
writer: | ||
type: kg_writer # kag.builder.component.writer.kg_writer.KGWriter | ||
num_threads_per_chain: 1 | ||
num_chains: 1 | ||
scanner: | ||
type: file_scanner # kag.builder.component.scanner.dataset_scanner.HotpotqaCorpusScanner | ||
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kag_chunk_builder_pipeline: | ||
chain: | ||
type: unstructured_builder_chain # kag.builder.default_chain.DefaultUnstructuredBuilderChain | ||
extractor: | ||
type: schema_free_extractor # kag.builder.component.extractor.schema_free_extractor.SchemaFreeExtractor | ||
llm: *openie_llm | ||
ner_prompt: | ||
type: default_ner # kag.builder.prompt.default.ner.OpenIENERPrompt | ||
std_prompt: | ||
type: default_std # kag.builder.prompt.default.std.OpenIEEntitystandardizationdPrompt | ||
triple_prompt: | ||
type: default_triple # kag.builder.prompt.default.triple.OpenIETriplePrompt | ||
reader: | ||
type: md_reader # kag.builder.component.reader.dict_reader.DictReader | ||
post_processor: | ||
type: kag_post_processor # kag.builder.component.postprocessor.kag_postprocessor.KAGPostProcessor | ||
similarity_threshold: 0.9 | ||
splitter: | ||
type: length_splitter # kag.builder.component.splitter.length_splitter.LengthSplitter | ||
split_length: 100000 | ||
window_length: 0 | ||
vectorizer: | ||
type: batch_vectorizer # kag.builder.component.vectorizer.batch_vectorizer.BatchVectorizer | ||
vectorize_model: *vectorize_model | ||
writer: | ||
type: kg_writer # kag.builder.component.writer.kg_writer.KGWriter | ||
num_threads_per_chain: 1 | ||
num_chains: 1 | ||
scanner: | ||
type: file_scanner # kag.builder.component.scanner.dataset_scanner.MusiqueCorpusScanner | ||
#------------kag-builder configuration end----------------# | ||
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#------------kag-solver configuration start----------------# | ||
search_api: &search_api | ||
type: openspg_search_api #kag.solver.tools.search_api.impl.openspg_search_api.OpenSPGSearchAPI | ||
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graph_api: &graph_api | ||
type: openspg_graph_api #kag.solver.tools.graph_api.impl.openspg_graph_api.OpenSPGGraphApi | ||
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exact_kg_retriever: &exact_kg_retriever | ||
type: default_exact_kg_retriever # kag.solver.retriever.impl.default_exact_kg_retriever.DefaultExactKgRetriever | ||
el_num: 5 | ||
llm_client: *chat_llm | ||
search_api: *search_api | ||
graph_api: *graph_api | ||
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fuzzy_kg_retriever: &fuzzy_kg_retriever | ||
type: default_fuzzy_kg_retriever # kag.solver.retriever.impl.default_fuzzy_kg_retriever.DefaultFuzzyKgRetriever | ||
el_num: 5 | ||
vectorize_model: *vectorize_model | ||
llm_client: *chat_llm | ||
search_api: *search_api | ||
graph_api: *graph_api | ||
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chunk_retriever: &chunk_retriever | ||
type: default_chunk_retriever # kag.solver.retriever.impl.default_fuzzy_kg_retriever.DefaultFuzzyKgRetriever | ||
llm_client: *chat_llm | ||
ner_prompt: | ||
type: table_question_ner | ||
recall_num: 10 | ||
rerank_topk: 10 | ||
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kag_solver_pipeline: | ||
memory: | ||
type: default_memory # kag.solver.implementation.default_memory.DefaultMemory | ||
llm_client: *chat_llm | ||
max_iterations: 3 | ||
reasoner: | ||
type: default_reasoner # kag.solver.implementation.default_reasoner.DefaultReasoner | ||
llm_client: *chat_llm | ||
lf_planner: | ||
type: default_lf_planner # kag.solver.plan.default_lf_planner.DefaultLFPlanner | ||
llm_client: *chat_llm | ||
vectorize_model: *vectorize_model | ||
logic_form_plan_prompt: | ||
type: only_retriever_plan | ||
lf_executor: | ||
type: default_lf_executor # kag.solver.execute.default_lf_executor.DefaultLFExecutor | ||
llm_client: *chat_llm | ||
force_chunk_retriever: true | ||
exact_kg_retriever: *exact_kg_retriever | ||
fuzzy_kg_retriever: *fuzzy_kg_retriever | ||
chunk_retriever: *chunk_retriever | ||
merger: | ||
type: default_lf_sub_query_res_merger # kag.solver.execute.default_sub_query_merger.DefaultLFSubQueryResMerger | ||
vectorize_model: *vectorize_model | ||
chunk_retriever: *chunk_retriever | ||
generator: | ||
type: default_generator # kag.solver.implementation.default_generator.DefaultGenerator | ||
llm_client: *chat_llm | ||
reflector: | ||
type: default_reflector # kag.solver.implementation.default_reflector.DefaultReflector | ||
llm_client: *chat_llm | ||
#------------kag-solver configuration end----------------# |
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# Copyright 2023 OpenSPG Authors | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except | ||
# in compliance with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software distributed under the License | ||
# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express | ||
# or implied. | ||
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""" | ||
Place the DSL file for graph reasoning in this directory. | ||
For example: | ||
```company.dsl | ||
MATCH (s:DEFAULT.Company) | ||
RETURN s.id, s.address | ||
``` | ||
""" |
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