ConnectionError: HTTPSConnectionPool

When i run this code

model = BERTopic(language="chinese (simplified)")
topics, probs = model.fit_transform(docs)

I have this Error:

---------------------------------------------------------------------------
TimeoutError                              Traceback (most recent call last)
G:\Anaconda3\lib\site-packages\urllib3\connection.py in _new_conn(self)
    168         try:
--> 169             conn = connection.create_connection(
    170                 (self._dns_host, self.port), self.timeout, **extra_kw

G:\Anaconda3\lib\site-packages\urllib3\util\connection.py in create_connection(address, timeout, source_address, socket_options)
     95     if err is not None:
---> 96         raise err
     97 

G:\Anaconda3\lib\site-packages\urllib3\util\connection.py in create_connection(address, timeout, source_address, socket_options)
     85                 sock.bind(source_address)
---> 86             sock.connect(sa)
     87             return sock

TimeoutError: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。

During handling of the above exception, another exception occurred:

NewConnectionError                        Traceback (most recent call last)
G:\Anaconda3\lib\site-packages\urllib3\connectionpool.py in urlopen(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)
    698             # Make the request on the httplib connection object.
--> 699             httplib_response = self._make_request(
    700                 conn,

G:\Anaconda3\lib\site-packages\urllib3\connectionpool.py in _make_request(self, conn, method, url, timeout, chunked, **httplib_request_kw)
    381         try:
--> 382             self._validate_conn(conn)
    383         except (SocketTimeout, BaseSSLError) as e:

G:\Anaconda3\lib\site-packages\urllib3\connectionpool.py in _validate_conn(self, conn)
   1009         if not getattr(conn, "sock", None):  # AppEngine might not have  `.sock`
-> 1010             conn.connect()
   1011 

G:\Anaconda3\lib\site-packages\urllib3\connection.py in connect(self)
    352         # Add certificate verification
--> 353         conn = self._new_conn()
    354         hostname = self.host

G:\Anaconda3\lib\site-packages\urllib3\connection.py in _new_conn(self)
    180         except SocketError as e:
--> 181             raise NewConnectionError(
    182                 self, "Failed to establish a new connection: %s" % e

NewConnectionError: <urllib3.connection.HTTPSConnection object at 0x0000024BF1722CA0>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。

During handling of the above exception, another exception occurred:

MaxRetryError                             Traceback (most recent call last)
G:\Anaconda3\lib\site-packages\requests\adapters.py in send(self, request, stream, timeout, verify, cert, proxies)
    438             if not chunked:
--> 439                 resp = conn.urlopen(
    440                     method=request.method,

G:\Anaconda3\lib\site-packages\urllib3\connectionpool.py in urlopen(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)
    754 
--> 755             retries = retries.increment(
    756                 method, url, error=e, _pool=self, _stacktrace=sys.exc_info()[2]

G:\Anaconda3\lib\site-packages\urllib3\util\retry.py in increment(self, method, url, response, error, _pool, _stacktrace)
    573         if new_retry.is_exhausted():
--> 574             raise MaxRetryError(_pool, url, error or ResponseError(cause))
    575 

MaxRetryError: HTTPSConnectionPool(host='s3-proxy.huggingface.tech', port=443): Max retries exceeded with url: /lfs.huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2/16cc9e54df6e083272378abec2d75dc34d7a48b5276db3ccc050d18de672ac59?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA4N7VTDGOZQA2IKWK%2F20230104%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230104T070023Z&X-Amz-Expires=259200&X-Amz-Signature=171d6342714b8469d06bb1d15cd60f8eeed49f8f0adcd9a1467f2a3388ff7283&X-Amz-SignedHeaders=host&response-content-disposition=attachment%3B%20filename%3D%22pytorch_model.bin%22&x-id=GetObject (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x0000024BF1722CA0>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。'))

During handling of the above exception, another exception occurred:

ConnectionError                           Traceback (most recent call last)
<ipython-input-7-6c851d021e7a> in <module>
----> 1 topics, probs = model.fit_transform(docs)

G:\Anaconda3\lib\site-packages\bertopic\_bertopic.py in fit_transform(self, documents, embeddings, y)
    329         # Extract embeddings
    330         if embeddings is None:
--> 331             self.embedding_model = select_backend(self.embedding_model,
    332                                                   language=self.language)
    333             embeddings = self._extract_embeddings(documents.Document,

G:\Anaconda3\lib\site-packages\bertopic\backend\_utils.py in select_backend(embedding_model, language)
     71             return SentenceTransformerBackend("all-MiniLM-L6-v2")
     72         elif language.lower() in languages or language == "multilingual":
---> 73             return SentenceTransformerBackend("paraphrase-multilingual-MiniLM-L12-v2")
     74         else:
     75             raise ValueError(f"{language} is currently not supported. However, you can "

G:\Anaconda3\lib\site-packages\bertopic\backend\_sentencetransformers.py in __init__(self, embedding_model)
     41             self.embedding_model = embedding_model
     42         elif isinstance(embedding_model, str):
---> 43             self.embedding_model = SentenceTransformer(embedding_model)
     44         else:
     45             raise ValueError("Please select a correct SentenceTransformers model: \n"

G:\Anaconda3\lib\site-packages\sentence_transformers\SentenceTransformer.py in __init__(self, model_name_or_path, modules, device, cache_folder, use_auth_token)
     85                 if not os.path.exists(os.path.join(model_path, 'modules.json')):
     86                     # Download from hub with caching
---> 87                     snapshot_download(model_name_or_path,
     88                                         cache_dir=cache_folder,
     89                                         library_name='sentence-transformers',

G:\Anaconda3\lib\site-packages\sentence_transformers\util.py in snapshot_download(repo_id, revision, cache_dir, library_name, library_version, user_agent, ignore_files, use_auth_token)
    489             cached_download_args['legacy_cache_layout'] = True
    490 
--> 491         path = cached_download(**cached_download_args)
    492 
    493         if os.path.exists(path + ".lock"):

G:\Anaconda3\lib\site-packages\huggingface_hub\utils\_validators.py in _inner_fn(*args, **kwargs)
    122             )
    123 
--> 124         return fn(*args, **kwargs)
    125 
    126     return _inner_fn  # type: ignore

G:\Anaconda3\lib\site-packages\huggingface_hub\file_download.py in cached_download(url, library_name, library_version, cache_dir, user_agent, force_download, force_filename, proxies, etag_timeout, resume_download, token, local_files_only, legacy_cache_layout)
    741             logger.info("downloading %s to %s", url, temp_file.name)
    742 
--> 743             http_get(
    744                 url_to_download,
    745                 temp_file,

G:\Anaconda3\lib\site-packages\huggingface_hub\file_download.py in http_get(url, temp_file, proxies, resume_size, headers, timeout, max_retries)
    473     if resume_size > 0:
    474         headers["Range"] = "bytes=%d-" % (resume_size,)
--> 475     r = _request_wrapper(
    476         method="GET",
    477         url=url,

G:\Anaconda3\lib\site-packages\huggingface_hub\file_download.py in _request_wrapper(method, url, max_retries, base_wait_time, max_wait_time, timeout, follow_relative_redirects, **params)
    436 
    437     # 3. Exponential backoff
--> 438     return http_backoff(
    439         method=method,
    440         url=url,

G:\Anaconda3\lib\site-packages\huggingface_hub\utils\_http.py in http_backoff(method, url, max_retries, base_wait_time, max_wait_time, retry_on_exceptions, retry_on_status_codes, **kwargs)
    127 
    128             # Perform request and return if status_code is not in the retry list.
--> 129             response = requests.request(method=method, url=url, **kwargs)
    130             if response.status_code not in retry_on_status_codes:
    131                 return response

G:\Anaconda3\lib\site-packages\requests\api.py in request(method, url, **kwargs)
     59     # cases, and look like a memory leak in others.
     60     with sessions.Session() as session:
---> 61         return session.request(method=method, url=url, **kwargs)
     62 
     63 

G:\Anaconda3\lib\site-packages\requests\sessions.py in request(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)
    540         }
    541         send_kwargs.update(settings)
--> 542         resp = self.send(prep, **send_kwargs)
    543 
    544         return resp

G:\Anaconda3\lib\site-packages\requests\sessions.py in send(self, request, **kwargs)
    653 
    654         # Send the request
--> 655         r = adapter.send(request, **kwargs)
    656 
    657         # Total elapsed time of the request (approximately)

G:\Anaconda3\lib\site-packages\requests\adapters.py in send(self, request, stream, timeout, verify, cert, proxies)
    514                 raise SSLError(e, request=request)
    515 
--> 516             raise ConnectionError(e, request=request)
    517 
    518         except ClosedPoolError as e:

ConnectionError: HTTPSConnectionPool(host='s3-proxy.huggingface.tech', port=443): Max retries exceeded with url: /lfs.huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2/16cc9e54df6e083272378abec2d75dc34d7a48b5276db3ccc050d18de672ac59?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA4N7VTDGOZQA2IKWK%2F20230104%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230104T070023Z&X-Amz-Expires=259200&X-Amz-Signature=171d6342714b8469d06bb1d15cd60f8eeed49f8f0adcd9a1467f2a3388ff7283&X-Amz-SignedHeaders=host&response-content-disposition=attachment%3B%20filename%3D%22pytorch_model.bin%22&x-id=GetObject (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x0000024BF1722CA0>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。'))

What can i do for this?

MaartenGr / BERTopic

ConnectionError: HTTPSConnectionPool #906