Prerequisites
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[ ]with[x].
bert-as-service?README.md?README.md?System information
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bert-as-service version: 1.10.0Please replace
YOUR_SERVER_ARGSandYOUR_CLIENT_ARGSaccordingly. You can also write your own description for reproducing the issue.
I'm using this command to start the server:
from bert_serving.server.helper import get_args_parser
from bert_serving.server import BertServer
args = get_args_parser().parse_args(['-model_dir', './bert/chinese_L-12_H-768_A-12/',
'-num_worker', '4',
'-port', '5555',
'-port_out', '5556',
'-pooling_strategy','NONE',
'-mask_cls_sep',
'-cpu'
])
server = BertServer(args)
server.start()
and calling the server via:
bc = BertClient()
bc.encode()
Then this issue shows up:
cpu: 8 core
memory: 16G
when num_worker > 1, BertClient con't connect
...
I'm also facing the same issue. The client is not able to connect to the server. It looks like the server is not ready.
from bert_serving.client import BertClient
bc = BertClient(ip='127.0.0.1', port=5555, port_out=5556, show_server_config=True, ignore_all_checks=False, timeout=20000)
bc.encode(['First do it', 'then do it right', 'then do it better'])
Error
TimeoutError: no response from the server (with "timeout"=20000 ms), please check the following:is the server still online? is the network broken? are "port" and "port_out" correct? are you encoding a huge amount of data whereas the timeout is too small for that?
(base) ➜ docker docker run -p 5555:5555 -p 5556:5556 e98983cd289f
I:VENTILATOR:[__i:__i: 67]:freeze, optimize and export graph, could take a while...
usage: /usr/local/bin/bert-serving-start -model_dir /app/multi_cased_L-12_H-768_A-12 -num_worker=1 -cpu
ARG VALUE
__________________________________________________
ckpt_name = bert_model.ckpt
config_name = bert_config.json
cors = *
cpu = True
device_map = []
do_lower_case = True
fixed_embed_length = False
fp16 = False
gpu_memory_fraction = 0.5
graph_tmp_dir = None
http_max_connect = 10
http_port = None
mask_cls_sep = False
max_batch_size = 256
max_seq_len = 25
model_dir = /app/multi_cased_L-12_H-768_A-12
no_position_embeddings = False
no_special_token = False
num_worker = 1
pooling_layer = [-2]
pooling_strategy = REDUCE_MEAN
port = 5555
port_out = 5556
prefetch_size = 10
priority_batch_size = 16
show_tokens_to_client = False
tuned_model_dir = None
verbose = False
xla = False
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/bert_serving/server/helper.py:186: The name tf.logging.set_verbosity is deprecated. Please use tf.compat.v1.logging.set_verbosity instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/bert_serving/server/helper.py:186: The name tf.logging.ERROR is deprecated. Please use tf.compat.v1.logging.ERROR instead.
I:GRAPHOPT:[gra:opt: 53]:model config: /app/multi_cased_L-12_H-768_A-12/bert_config.json
I:GRAPHOPT:[gra:opt: 56]:checkpoint: /app/multi_cased_L-12_H-768_A-12/bert_model.ckpt
I:GRAPHOPT:[gra:opt: 60]:build graph...
I:GRAPHOPT:[gra:opt:132]:load parameters from checkpoint...
I:GRAPHOPT:[gra:opt:136]:optimize...
I:GRAPHOPT:[gra:opt:144]:freeze...
I:GRAPHOPT:[gra:opt:149]:write graph to a tmp file: /tmp/tmprdty0_mo
I:VENTILATOR:[__i:__i: 75]:optimized graph is stored at: /tmp/tmprdty0_mo
I:VENTILATOR:[__i:_ru:129]:bind all sockets
I:VENTILATOR:[__i:_ru:133]:open 8 ventilator-worker sockets
I:VENTILATOR:[__i:_ru:136]:start the sink
I:SINK:[__i:_ru:306]:ready
I:VENTILATOR:[__i:_ge:222]:get devices
I:VENTILATOR:[__i:_ge:255]:device map:
worker 0 -> cpu
I:WORKER-0:[__i:_ru:531]:use device cpu, load graph from /tmp/tmprdty0_mo
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/bert_serving/server/helper.py:186: The name tf.logging.set_verbosity is deprecated. Please use tf.compat.v1.logging.set_verbosity instead.
(base) ➜ EKSApps nc -vz 127.0.0.1 5556
found 0 associations
found 1 connections:
1: flags=82<CONNECTED,PREFERRED>
outif lo0
src 127.0.0.1 port 52875
dst 127.0.0.1 port 5556
rank info not available
TCP aux info available
Connection to 127.0.0.1 port 5556 [tcp/freeciv] succeeded!
(base) ➜ EKSApps nc -vz 127.0.0.1 5555
found 0 associations
found 1 connections:
1: flags=82<CONNECTED,PREFERRED>
outif lo0
src 127.0.0.1 port 52877
dst 127.0.0.1 port 5555
rank info not available
TCP aux info available
Connection to 127.0.0.1 port 5555 [tcp/personal-agent] succeeded!
Any thoughts?
I've got the same issue. Does anyone know how to fix it?
Same problem here. Would be great if someone takes a look
+1
uninstall the latest version and install this version 1.9.8 and try again.
Clear the tf.graph() or kill the background service.
If not restart the machine.
I had the same issue. The reason might be the lack of memory due to the running servers on the machine. Here is what I did. I found all the pid(s) by the port and port_out of all the previous servings in command line, then mannually killed them. After this, when I run bert-serving-start, the log ends with 'all set, ready to serve request! '