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ragflow/rag/nlp/synonym.py

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#
# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
#
# 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.
# See the License for the specific language governing permissions and
# limitations under the License.
#
import logging
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import json
import os
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import time
import re
from nltk.corpus import wordnet
from common.file_utils import get_project_base_directory
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# Forces NLTK to load the corpus synchronously once, preventing concurrent tasks
# from triggering the lazy-loading race condition.
try:
wordnet.ensure_loaded()
except Exception:
logging.warning("Fail to load wordnet.ensure_loaded()")
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class Dealer:
def __init__(self, redis=None):
self.lookup_num = 100000000
self.load_tm = time.time() - 1000000
self.dictionary = None
path = os.path.join(get_project_base_directory(), "rag/res", "synonym.json")
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try:
with open(path, 'r') as f:
self.dictionary = json.load(f)
self.dictionary = { (k.lower() if isinstance(k, str) else k): v for k, v in self.dictionary.items() }
except Exception:
logging.warning("Missing synonym.json")
self.dictionary = {}
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if not redis:
logging.warning(
"Realtime synonym is disabled, since no redis connection.")
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if not len(self.dictionary.keys()):
logging.warning("Fail to load synonym")
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self.redis = redis
self.load()
def load(self):
if not self.redis:
return
if self.lookup_num < 100:
return
tm = time.time()
if tm - self.load_tm < 3600:
return
self.load_tm = time.time()
self.lookup_num = 0
d = self.redis.get("kevin_synonyms")
if not d:
return
try:
d = json.loads(d)
self.dictionary = d
except Exception as e:
logging.error("Fail to load synonym!" + str(e))
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def lookup(self, tk, topn=8):
if not tk or not isinstance(tk, str):
return []
# 1) Check the custom dictionary first (both keys and tk are already lowercase)
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self.lookup_num += 1
self.load()
key = re.sub(r"[ \t]+", " ", tk.strip())
res = self.dictionary.get(key, [])
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if isinstance(res, str):
res = [res]
if res: # Found in dictionary → return directly
return res[:topn]
# 2) If not found and tk is purely alphabetical → fallback to WordNet
if re.fullmatch(r"[a-z]+", tk):
wn_set = {
re.sub("_", " ", syn.name().split(".")[0])
for syn in wordnet.synsets(tk)
}
wn_set.discard(tk) # Remove the original token itself
wn_res = [t for t in wn_set if t]
return wn_res[:topn]
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# 3) Nothing found in either source
return []
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if __name__ == '__main__':
dl = Dealer()
print(dl.dictionary)