diff --git a/dsRag/Doc/10、下载NLTK库.md b/dsRag/Doc/10、下载NLTK库.md
new file mode 100644
index 00000000..fc9a8fdf
--- /dev/null
+++ b/dsRag/Doc/10、下载NLTK库.md
@@ -0,0 +1,5 @@
+### 手动下载nltk库
+https://blog.csdn.net/QM19900420/article/details/128100591
+
+### Python NLTK库【NLP核心库】全面解析
+https://blog.csdn.net/webcai_3/article/details/147347144
\ No newline at end of file
diff --git a/dsRag/Start.py b/dsRag/Start.py
index d9b158c6..8731daf0 100644
--- a/dsRag/Start.py
+++ b/dsRag/Start.py
@@ -121,6 +121,13 @@ async def generate_stream(client, milvus_pool, collection_manager, query, docume
# 获取完整内容
full_content = record['tags'].get('full_content', record['user_input'])
context = context + full_content
+ else:
+ logger.warning(f"距离太远，忽略此结果: {hit.id}")
+ logger.info(f"标签: {record['tags']}")
+ logger.info(f"用户问题: {record['user_input']}")
+ logger.info(f"时间: {record['timestamp']}")
+ logger.info(f"距离: {hit.distance}")
+ continue
except Exception as e:
logger.error(f"查询失败: {e}")
diff --git a/dsRag/Test/expand_with_synonyms.py b/dsRag/Test/expand_with_synonyms.py
new file mode 100644
index 00000000..492baee2
--- /dev/null
+++ b/dsRag/Test/expand_with_synonyms.py
@@ -0,0 +1,21 @@
+from nltk.corpus import wordnet
+import jieba
+
+def expand_with_synonyms(query):
+ words = jieba.lcut(query)
+ expanded = []
+ for word in words:
+ synonyms = set()
+ for syn in wordnet.synsets(word, lang='cmn'):
+ for lemma in syn.lemma_names('cmn'):
+ synonyms.add(lemma)
+ if synonyms:
+ expanded.append(f"({'|'.join(synonyms)})")
+ else:
+ expanded.append(word)
+ return ' '.join(expanded)
+
+original_query = "微积分的基本定理是什么？"
+expanded_query = expand_with_synonyms(original_query)
+print(f"原始查询: {original_query}")
+print(f"扩展后查询: {expanded_query}")
\ No newline at end of file
diff --git a/dsRag/static/ai.html b/dsRag/static/ai.html
index 6b1ff779..0afd627f 100644
--- a/dsRag/static/ai.html
+++ b/dsRag/static/ai.html
@@ -3,7 +3,7 @@
- 小学数学问答系统
+ 问答系统