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HuangHai 2 weeks ago
parent e5d3380c30
commit 903fb800dc
14 changed files with 275 additions and 15 deletions
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12
dsLightRag/Config/Config.py
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@ -1,13 +1,13 @@
# 大模型 【DeepSeek深度求索官方】
LLM_API_KEY = "sk-44ae895eeb614aa1a9c6460579e322f1"
LLM_BASE_URL = "https://api.deepseek.com"
LLM_MODEL_NAME = "deepseek-chat"
#LLM_API_KEY = "sk-44ae895eeb614aa1a9c6460579e322f1"
#LLM_BASE_URL = "https://api.deepseek.com"
#LLM_MODEL_NAME = "deepseek-chat"
# 阿里云提供的大模型服务
#LLM_API_KEY="sk-f6da0c787eff4b0389e4ad03a35a911f"
#LLM_BASE_URL = "https://dashscope.aliyuncs.com/compatible-mode/v1"
LLM_API_KEY="sk-f6da0c787eff4b0389e4ad03a35a911f"
LLM_BASE_URL = "https://dashscope.aliyuncs.com/compatible-mode/v1"
#LLM_MODEL_NAME = "qwen-plus" # 不要使用通义千问，会导致化学方程式不正确！
#LLM_MODEL_NAME = "deepseek-v3"
LLM_MODEL_NAME = "deepseek-v3"
EMBED_MODEL_NAME = "BAAI/bge-m3"
EMBED_API_KEY = "sk-pbqibyjwhrgmnlsmdygplahextfaclgnedetybccknxojlyl"

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dsLightRag/Config/__pycache__/Config.cpython-310.pyc
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8
dsLightRag/Start.py
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@ -42,13 +42,13 @@ app.mount("/static", StaticFiles(directory="Static"), name="static")
@app.post("/api/rag")
async def rag(request: fastapi.Request):
data = await request.json()
topic = data.get("topic") # Chinese, Math
topic = data.get("topic") # Chinese, Math
# 拼接路径
WORKING_PATH= "./Topic/" + topic
WORKING_PATH = "./Topic/" + topic
# 查询的问题
query = data.get("query")
# 关闭参考资料
user_prompt="\n 1、不要输出参考资料 或者 References ！"
user_prompt = "\n 1、不要输出参考资料 或者 References ！"
user_prompt = user_prompt + "\n 2、如果问题与提供的知识库内容不符，则明确告诉未在知识库范围内提到！"
async def generate_response_stream(query: str):
@ -63,7 +63,7 @@ async def rag(request: fastapi.Request):
await initialize_pipeline_status()
resp = await rag.aquery(
query=query,
param=QueryParam(mode="hybrid", stream=True))
param=QueryParam(mode="hybrid", stream=True, user_prompt=user_prompt))
async for chunk in resp:
if not chunk:

193
dsLightRag/Topic/Chemistry/graph_chunk_entity_relation.graphml
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@ -0,0 +1,193 @@
<?xml version='1.0' encoding='utf-8'?>
<graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
<key id="d11" for="edge" attr.name="created_at" attr.type="long" />
<key id="d10" for="edge" attr.name="file_path" attr.type="string" />
<key id="d9" for="edge" attr.name="source_id" attr.type="string" />
<key id="d8" for="edge" attr.name="keywords" attr.type="string" />
<key id="d7" for="edge" attr.name="description" attr.type="string" />
<key id="d6" for="edge" attr.name="weight" attr.type="double" />
<key id="d5" for="node" attr.name="created_at" attr.type="long" />
<key id="d4" for="node" attr.name="file_path" attr.type="string" />
<key id="d3" for="node" attr.name="source_id" attr.type="string" />
<key id="d2" for="node" attr.name="description" attr.type="string" />
<key id="d1" for="node" attr.name="entity_type" attr.type="string" />
<key id="d0" for="node" attr.name="entity_id" attr.type="string" />
<graph edgedefault="undirected">
<node id="硝酸">
<data key="d0">硝酸</data>
<data key="d1">category</data>
<data key="d2">硝酸是一种化学物质，化学式为HNO₃，在光照或加热条件下会分解。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="二氧化氮">
<data key="d0">二氧化氮</data>
<data key="d1">category</data>
<data key="d2">二氧化氮是硝酸分解的产物之一，化学式为NO₂，以气体形式释放。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="氧气">
<data key="d0">氧气</data>
<data key="d1">category</data>
<data key="d2">氧气是硝酸分解的产物之一，化学式为O₂，以气体形式释放。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="水">
<data key="d0">水</data>
<data key="d1">category</data>
<data key="d2">水是硝酸分解的产物之一，化学式为H₂O。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="硝酸分解反应">
<data key="d0">硝酸分解反应</data>
<data key="d1">event</data>
<data key="d2">硝酸在光照或加热条件下分解为二氧化氮、氧气和水，是一种典型的化学分解反应。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="光照条件">
<data key="d0">光照条件</data>
<data key="d1">event</data>
<data key="d2">光照是引发硝酸分解反应的重要外部条件之一。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="加热条件">
<data key="d0">加热条件</data>
<data key="d1">event</data>
<data key="d2">加热是引发硝酸分解反应的另一种重要外部条件。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="化学方程式">
<data key="d0">化学方程式</data>
<data key="d1">category</data>
<data key="d2">描述硝酸分解反应过程的符号表示：4HNO₃→4NO₂↑+O₂↑+2H₂O。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<node id="分解反应">
<data key="d0">分解反应</data>
<data key="d1">category</data>
<data key="d2">一种化学反应类型，指单一化合物分解为两种或多种较简单物质。</data>
<data key="d3">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d4">unknown_source</data>
<data key="d5">1752042117</data>
</node>
<edge source="硝酸" target="硝酸分解反应">
<data key="d6">9.0</data>
<data key="d7">硝酸是分解反应的反应物，在光照或加热条件下发生分解。</data>
<data key="d8">化学反应,物质转化</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸" target="二氧化氮">
<data key="d6">9.0</data>
<data key="d7">硝酸分解产生二氧化氮作为主要产物。</data>
<data key="d8">产物生成,化学反应</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸" target="氧气">
<data key="d6">8.0</data>
<data key="d7">硝酸分解产生氧气作为副产物。</data>
<data key="d8">化学反应,气体生成</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸" target="水">
<data key="d6">8.0</data>
<data key="d7">硝酸分解产生水作为副产物。</data>
<data key="d8">化学反应,液体生成</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸" target="光照条件">
<data key="d6">7.0</data>
<data key="d7">光照是引发硝酸分解的重要条件之一。</data>
<data key="d8">反应条件,能量输入</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸" target="加热条件">
<data key="d6">7.0</data>
<data key="d7">加热是引发硝酸分解的另一种重要条件。</data>
<data key="d8">反应条件,能量输入</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸" target="分解反应">
<data key="d6">9.0</data>
<data key="d7">硝酸的分解是典型的分解反应实例。</data>
<data key="d8">化学变化,反应类型</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="二氧化氮" target="硝酸分解反应">
<data key="d6">8.0</data>
<data key="d7">硝酸分解反应生成二氧化氮作为产物之一。</data>
<data key="d8">化学产物,气体释放</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="二氧化氮" target="氧气">
<data key="d6">6.0</data>
<data key="d7">两者都是硝酸分解的气态产物。</data>
<data key="d8">共同产物,气体释放</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="氧气" target="硝酸分解反应">
<data key="d6">8.0</data>
<data key="d7">硝酸分解反应生成氧气作为产物之一。</data>
<data key="d8">化学产物,气体释放</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="水" target="硝酸分解反应">
<data key="d6">7.0</data>
<data key="d7">硝酸分解反应生成水作为产物之一。</data>
<data key="d8">化学产物,液体生成</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="硝酸分解反应" target="化学方程式">
<data key="d6">10.0</data>
<data key="d7">化学方程式准确描述了硝酸分解的反应过程。</data>
<data key="d8">反应描述,符号表示</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
<edge source="光照条件" target="加热条件">
<data key="d6">5.0</data>
<data key="d7">两者都是引发硝酸分解的能量输入方式。</data>
<data key="d8">反应条件,能量来源</data>
<data key="d9">chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6</data>
<data key="d10">unknown_source</data>
<data key="d11">1752042117</data>
</edge>
</graph>
</graphml>

4
dsLightRag/Topic/Chemistry/kv_store_doc_status.json
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@ -1,12 +1,12 @@
{
"doc-fa4cbbef47ac19e90c1a1de96f1ce2f6": {
"status": "processing",
"status": "processed",
"chunks_count": 1,
"content": "硝酸光照分解的方程式\n$$ 4HNO_{ 3 } begin{array} {} {underline{ Δ }} 或光照 end{array} 4NO_{ 2 } ↑+O_{ 2 } ↑+2H_{ 2 } O $$",
"content_summary": "硝酸光照分解的方程式\n$$ 4HNO_{ 3 } begin{array} {} {underline{ Δ }} 或光照 end{array} 4NO_{ 2 } ↑+O_{ 2 } ↑+2H_{ 2 } O $$",
"content_length": 120,
"created_at": "2025-07-09T06:20:51.851607+00:00",
"updated_at": "2025-07-09T06:20:51.854134+00:00",
"updated_at": "2025-07-09T06:21:58.453864+00:00",
"file_path": "unknown_source"
}
}

5
dsLightRag/Topic/Chemistry/kv_store_full_docs.json
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@ -0,0 +1,5 @@
{
"doc-fa4cbbef47ac19e90c1a1de96f1ce2f6": {
"content": "硝酸光照分解的方程式\n$$ 4HNO_{ 3 } begin{array} {} {underline{ Δ }} 或光照 end{array} 4NO_{ 2 } ↑+O_{ 2 } ↑+2H_{ 2 } O $$"
}
}

20
dsLightRag/Topic/Chemistry/kv_store_llm_response_cache.json
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9
dsLightRag/Topic/Chemistry/kv_store_text_chunks.json
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@ -0,0 +1,9 @@
{
"chunk-fa4cbbef47ac19e90c1a1de96f1ce2f6": {
"tokens": 69,
"content": "硝酸光照分解的方程式\n$$ 4HNO_{ 3 } begin{array} {} {underline{ Δ }} 或光照 end{array} 4NO_{ 2 } ↑+O_{ 2 } ↑+2H_{ 2 } O $$",
"chunk_order_index": 0,
"full_doc_id": "doc-fa4cbbef47ac19e90c1a1de96f1ce2f6",
"file_path": "unknown_source"
}
}

1
dsLightRag/Topic/Chemistry/vdb_chunks.json
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1
dsLightRag/Topic/Chemistry/vdb_entities.json
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1
dsLightRag/Topic/Chemistry/vdb_relationships.json
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30
dsLightRag/Topic/Math/kv_store_llm_response_cache.json
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@ -9,6 +9,36 @@
"embedding_min": null,
"embedding_max": null,
"original_prompt": "小学数学中有哪些常见模型？"
},
"9b37cd625bfa223f5c83501990ad6be1": {
"return": "{\"high_level_keywords\": [\"\\u82cf\\u8f7c\", \"\\u5bb6\\u4eba\", \"\\u5bb6\\u5ead\\u5173\\u7cfb\"], \"low_level_keywords\": [\"\\u82cf\\u6d35\", \"\\u82cf\\u8f99\", \"\\u738b\\u5f17\", \"\\u738b\\u671d\\u4e91\", \"\\u82cf\\u8fc7\"]}",
"cache_type": "keywords",
"chunk_id": null,
"embedding": null,
"embedding_shape": null,
"embedding_min": null,
"embedding_max": null,
"original_prompt": "苏轼的家人都有谁?"
},
"39927327159cfd7cca859e211cc6e357": {
"return": "{\"high_level_keywords\": [\"\\u6559\\u5b66\\u8bbe\\u8ba1\", \"\\u51e0\\u4f55\\u6982\\u5ff5\", \"\\u6570\\u5b66\\u6559\\u5b66\"], \"low_level_keywords\": [\"\\u70b9\", \"\\u7ebf\", \"\\u9762\", \"\\u4f53\", \"\\u89d2\"]}",
"cache_type": "keywords",
"chunk_id": null,
"embedding": null,
"embedding_shape": null,
"embedding_min": null,
"embedding_max": null,
"original_prompt": "帮我写一下 如何理解点、线、面、体、角 的教学设计"
},
"15cecdac0531563df69e6105968db51c": {
"return": "{\"high_level_keywords\": [\"\\u5fae\\u79ef\\u5206\", \"\\u57fa\\u672c\\u5b9a\\u7406\", \"\\u6570\\u5b66\\u7406\\u8bba\"], \"low_level_keywords\": [\"\\u5bfc\\u6570\", \"\\u79ef\\u5206\", \"\\u725b\\u987f-\\u83b1\\u5e03\\u5c3c\\u5179\\u516c\\u5f0f\", \"\\u8fde\\u7eed\\u51fd\\u6570\", \"\\u5fae\\u5206\"]}",
"cache_type": "keywords",
"chunk_id": null,
"embedding": null,
"embedding_shape": null,
"embedding_min": null,
"embedding_max": null,
"original_prompt": "微积分的基本定理是什么?"
}
},
"default": {

4
dsLightRag/static/ai.html
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@ -199,8 +199,8 @@
<div class="example-item" onclick="fillExample('苏轼的好朋友都有谁?')">苏轼的好朋友都有谁?</div>
<div class="example-item" onclick="fillExample('苏轼的家人都有谁?')">苏轼的家人都有谁?</div>
<div class="example-item" onclick="fillExample('苏轼有哪些有名的诗句?')">苏轼有哪些有名的诗句?</div>
<div class="example-item" onclick="fillExample('氧化铁和硝酸的反应方程式?')">
氧化铁和硝酸的反应方程式?
<div class="example-item" onclick="fillExample('硝酸的分解反应?')">
硝酸的分解反应?
</div>
</div>
</div>

2
dsLightRag/static/markdown/Chemistry.md
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@ -1,2 +1,2 @@
硝酸光照分解的方程式
$$ 4HNO_{ 3 } \begin{array} {} {\underline{ Δ }} \\ 或光照 \\ \end{array} 4NO_{ 2 } ↑+O_{ 2 } ↑+2H_{ 2 } O $$
$FeO+4HNO_3≜Fe(No_3 )_3+2H_2↑+NO_2↑$

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