【人人都是深度學(xué)習(xí)師】PaddleHub2.0.4安裝教程 報(bào)錯(cuò)“ImportError: libGL.so.1”和“
基礎(chǔ)環(huán)境構(gòu)建
采用500MB基礎(chǔ)docker鏡像：sudo docker run -itd registry.cn-hangzhou.aliyuncs.com/allen135681/easyml:ubuntu18.04-nvidia_cuda10.0-base-Miniconda3-py39_4.9.2 bash
sudo docker run -itd registry.cn-hangzhou.aliyuncs.com/allen135681/easyml:ubuntu18.04-nvidia_cuda10.0-base-Miniconda3-py39_4.9.2 bash
執(zhí)行以下命令，創(chuàng)建paddle新環(huán)境：
conda create -n paddle python=3.7
最終使用的paddlepaddle，paddlenlp，paddlehub版本為:paddlepaddle2.0.1_paddlehub2.0.4_paddlenlp2.0.0rc10? 也可以直接使用這個(gè)鏡像：registry.cn-hangzhou.aliyuncs.com/allen135681/easyml:ubuntu18.04-nvidia_cuda10.0-base-Miniconda3-py39_4.9.2_paddlepaddle2.0.1_paddlehub2.0.4_paddlenlp2.0.0rc10 1GB多的大小，已經(jīng)創(chuàng)建好paddle虛擬環(huán)境，進(jìn)去后可以直接 pyin paddle進(jìn)入虛擬環(huán)境：
pyin paddle
問(wèn)題描述
發(fā)現(xiàn)以下兩個(gè)問(wèn)題：
ImportError: libGL.so.1: cannot open shared object file: No such file or directory
ImportError: libgthread-2.0.so.0: cannot open shared object file: No such file or directory
發(fā)現(xiàn)過(guò)程與解決步驟
按照官方首頁(yè) https://www.paddlepaddle.org.cn/hub 里的命令安裝
pip install --upgrade paddlepaddle -i https://mirror.baidu.com/pypi/simple
pip install --upgrade paddlehub
!pip install --upgrade paddlepaddle -i https://mirror.baidu.com/pypi/simple
!pip install --upgrade paddlehub -i https://mirror.baidu.com/pypi/simple
?
import paddlehub as hub
?
lac = hub.Module(name="lac")
test_text = ["今天是個(gè)好天氣。"]
?
results = lac.cut(text=test_text, use_gpu=False, batch_size=1, return_tag=True)
print(results)
#{'word': ['今天', '是', '個(gè)', '好天氣', '。'], 'tag': ['TIME', 'v', 'q', 'n', 'w']}
安裝后執(zhí)行?
import paddlehub as hub
報(bào)錯(cuò)：
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
Traceback (most recent call last):
? File "<stdin>", line 1, in <module>
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/__init__.py", line 31, in <module>
? ? from paddlehub import datasets
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/__init__.py", line 15, in <module>
? ? from paddlehub.datasets.canvas import Canvas
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/canvas.py", line 24, in <module>
? ? from paddlehub.utils.download import download_data
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/download.py", line 22, in <module>
? ? from paddlehub.utils import log, utils, xarfile
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/utils.py", line 18, in <module>
? ? import CV2
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/CV2/__init__.py", line 5, in <module>
? ? from .CV2 import *
ImportError: libGL.so.1: cannot open shared object file: No such file or directory
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
Traceback (most recent call last):
? File "<stdin>", line 1, in <module>
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/__init__.py", line 31, in <module>
? ? from paddlehub import datasets
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/__init__.py", line 15, in <module>
? ? from paddlehub.datasets.canvas import Canvas
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/canvas.py", line 24, in <module>
? ? from paddlehub.utils.download import download_data
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/download.py", line 22, in <module>
? ? from paddlehub.utils import log, utils, xarfile
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/utils.py", line 18, in <module>
? ? import CV2
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/CV2/__init__.py", line 5, in <module>
? ? from .CV2 import *
ImportError: libGL.so.1: cannot open shared object file: No such file or directory
執(zhí)行以下安裝命令：
apt install libgl1-mesa-glx
能成功安裝好。
執(zhí)行：
import paddlehub as hub
進(jìn)一步報(bào)錯(cuò)：
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
Traceback (most recent call last):
? File "<stdin>", line 1, in <module>
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/__init__.py", line 31, in <module>
? ? from paddlehub import datasets
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/__init__.py", line 15, in <module>
? ? from paddlehub.datasets.canvas import Canvas
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/canvas.py", line 24, in <module>
? ? from paddlehub.utils.download import download_data
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/download.py", line 22, in <module>
? ? from paddlehub.utils import log, utils, xarfile
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/utils.py", line 18, in <module>
? ? import CV2
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/CV2/__init__.py", line 5, in <module>
? ? from .CV2 import *
ImportError: libgthread-2.0.so.0: cannot open shared object file: No such file or directory
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
Traceback (most recent call last):
? File "<stdin>", line 1, in <module>
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/__init__.py", line 31, in <module>
? ? from paddlehub import datasets
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/__init__.py", line 15, in <module>
? ? from paddlehub.datasets.canvas import Canvas
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/datasets/canvas.py", line 24, in <module>
? ? from paddlehub.utils.download import download_data
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/download.py", line 22, in <module>
? ? from paddlehub.utils import log, utils, xarfile
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddlehub/utils/utils.py", line 18, in <module>
? ? import CV2
? File "/root/miniconda3/envs/paddle/lib/python3.7/site-packages/CV2/__init__.py", line 5, in <module>
? ? from .CV2 import *
ImportError: libgthread-2.0.so.0: cannot open shared object file: No such file or directory
執(zhí)行以下命令安裝：
apt-get install libglib2.0-dev
apt-get install libglib2.0-dev
其中會(huì)讓選擇地域，隨便選個(gè)國(guó)內(nèi)的地方即可。
重新執(zhí)行命令，終于看到已經(jīng)正常跑通例子了。
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
>>> lac = hub.Module(name="lac")
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/pip/_vendor/packaging/version.py:130: DeprecationWarning: Creating a LegacyVersion has been deprecated and will be removed in the next major release
? DeprecationWarning,
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/pip/_vendor/packaging/version.py:130: DeprecationWarning: Creating a LegacyVersion has been deprecated and will be removed in the next major release
? DeprecationWarning,
2021-03-09 16:59:16,186 - INFO - Lock 140416018468688 acquired on /root/.paddlehub/tmp/lac
[INFO 2021-03-09 16:59:16,186 filelock.py:274] Lock 140416018468688 acquired on /root/.paddlehub/tmp/lac
?
Download https://bj.bcebos.com/paddlehub/paddlehub_dev/lac_2.2.0.tar.gz
?
[##################################################] 100.00%
Decompress /root/.paddlehub/tmp/tmp8cg9egfq/lac_2.2.0.tar.gz
[##################################################] 100.00%
[2021-03-09 16:59:21,071] [? ? INFO] - Successfully installed lac-2.2.0
2021-03-09 16:59:21,090 - INFO - Lock 140416018468688 released on /root/.paddlehub/tmp/lac
[INFO 2021-03-09 16:59:21,090 filelock.py:318] Lock 140416018468688 released on /root/.paddlehub/tmp/lac
[2021-03-09 16:59:21,090] [ WARNING] - The _initialize method in HubModule will soon be deprecated, you can use the __init__() to handle the initialization of the object
W0309 16:59:21.160986? 2164 analysis_predictor.cc:1145] Deprecated. Please use CreatePredictor instead.
>>> test_text = ["今天是個(gè)好天氣。"]
>>>?
>>> results = lac.cut(text=test_text, use_gpu=False, batch_size=1, return_tag=True)
>>> print(results)
[{'word': ['今天', '是', '個(gè)', '好天氣', '。'], 'tag': ['TIME', 'v', 'q', 'n', 'w']}]
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
>>> lac = hub.Module(name="lac")
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/pip/_vendor/packaging/version.py:130: DeprecationWarning: Creating a LegacyVersion has been deprecated and will be removed in the next major release
? DeprecationWarning,
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/pip/_vendor/packaging/version.py:130: DeprecationWarning: Creating a LegacyVersion has been deprecated and will be removed in the next major release
? DeprecationWarning,
2021-03-09 16:59:16,186 - INFO - Lock 140416018468688 acquired on /root/.paddlehub/tmp/lac
[INFO 2021-03-09 16:59:16,186 filelock.py:274] Lock 140416018468688 acquired on /root/.paddlehub/tmp/lac
?
Download https://bj.bcebos.com/paddlehub/paddlehub_dev/lac_2.2.0.tar.gz
?
[##################################################] 100.00%
Decompress /root/.paddlehub/tmp/tmp8cg9egfq/lac_2.2.0.tar.gz
[##################################################] 100.00%
[2021-03-09 16:59:21,071] [? ? INFO] - Successfully installed lac-2.2.0
2021-03-09 16:59:21,090 - INFO - Lock 140416018468688 released on /root/.paddlehub/tmp/lac
[INFO 2021-03-09 16:59:21,090 filelock.py:318] Lock 140416018468688 released on /root/.paddlehub/tmp/lac
[2021-03-09 16:59:21,090] [ WARNING] - The _initialize method in HubModule will soon be deprecated, you can use the __init__() to handle the initialization of the object
W0309 16:59:21.160986? 2164 analysis_predictor.cc:1145] Deprecated. Please use CreatePredictor instead.
>>> test_text = ["今天是個(gè)好天氣。"]
>>>?
>>> results = lac.cut(text=test_text, use_gpu=False, batch_size=1, return_tag=True)
>>> print(results)
[{'word': ['今天', '是', '個(gè)', '好天氣', '。'], 'tag': ['TIME', 'v', 'q', 'n', 'w']}]
>>> test_text = ["經(jīng)過(guò)近1個(gè)月的大幅下跌后，螺紋鋼期貨上周五出現(xiàn)了小幅反彈，一根小陽(yáng)線成功突破60分鐘MA20均線的壓制，并在隨后出現(xiàn)了回抽確認(rèn)。技術(shù)面來(lái)看，該均線為本輪下跌的主要壓力線，鑒于基本面暫不具備大幅反彈的條件，若近期螺紋鋼能站穩(wěn)60 分鐘MA20均線上方，后期將出現(xiàn)止跌企穩(wěn)，并將圍繞3500步入振蕩整理走勢(shì)。若期價(jià)短期再度跌破60分鐘MA20均線，后期將再創(chuàng)本輪新低。"]
>>> results = lac.cut(text=test_text, use_gpu=False, batch_size=1, return_tag=True)
>>> print(results)
[{'word': ['經(jīng)過(guò)', '近1個(gè)月', '的', '大幅', '下跌', '后', '，', '螺紋鋼', '期貨', '上周五', '出現(xiàn)', '了', '小幅', '反彈', '，', '一根', '小陽(yáng)線', '成功', '突破', '60分鐘', 'MA20', '均線', '的', '壓制', '，', '并', '在', '隨后', '出現(xiàn)', '了', '回', '抽', '確認(rèn)', '。', '技術(shù)', '面', '來(lái)看', '，', '該', '均線', '為', '本輪', '下跌', '的', '主要', '壓力線', '，', '鑒于', '基本面', '暫', '不具備', '大幅', '反彈', '的', '條件', '，', '若', '近期', '螺紋鋼', '能', '站穩(wěn)', '60分鐘', 'MA20', '均線', '上方', '，', '后期', '將', '出現(xiàn)', '止跌', '企穩(wěn)', '，', '并', '將', '圍繞', '3500步', '入', '振蕩', '整理', '走勢(shì)', '。', '若', '期價(jià)', '短期', '再度', '跌破', '60分鐘', 'MA20', '均線', '，', '后期', '將', '再 創(chuàng)', '本輪', '新低', '。'], 'tag': ['p', 'TIME', 'u', 'd', 'v', 'f', 'w', 'nz', 'n', 'TIME', 'v', 'u', 'd', 'v', 'w', 'm', 'n', 'ad', 'v', 'TIME', 'nz', 'n', 'u', 'vn', 'w', 'c', 'p', 'd', 'v', 'u', 'v', 'v', 'v', 'w', 'n', 'n', 'v', 'w', 'r', 'n', 'v', 'r', 'v', 'u', 'a', 'n', 'w', 'p', 'n', 'd', 'v', 'd', 'v', 'u', 'n', 'w', 'c', 't', 'nz', 'v', 'v', 'TIME', 'nz', 'n', 'f', 'w', 't', 'd', 'v', 'vn', 'vn', 'w', 'c', 'd', 'v', 'm', 'v', 'vn', 'vn', 'n', 'w', 'c', 'n', 'n', 'd', 'v', 'TIME', 'nz', 'n', 'w', 't', 'd', 'v', 'r', 'n', 'w']}]
>>>?
從這里http://futures.cngold.org/c/2014-01-13/c2369007.html 復(fù)制了第一段的文本，分詞效果還可以。
(paddle) root@0e2459f200d3:/# python
Python 3.7.10 (default, Feb 26 2021, 18:47:35)?
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import paddlehub as hub
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
? def convert_to_list(value, n, name, dtype=np.int):
>>> lac = hub.Module(name="lac")
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/pip/_vendor/packaging/version.py:130: DeprecationWarning: Creating a LegacyVersion has been deprecated and will be removed in the next major release
? DeprecationWarning,
/root/miniconda3/envs/paddle/lib/python3.7/site-packages/pip/_vendor/packaging/version.py:130: DeprecationWarning: Creating a LegacyVersion has been deprecated and will be removed in the next major release
? DeprecationWarning,
2021-03-09 16:59:16,186 - INFO - Lock 140416018468688 acquired on /root/.paddlehub/tmp/lac
[INFO 2021-03-09 16:59:16,186 filelock.py:274] Lock 140416018468688 acquired on /root/.paddlehub/tmp/lac
Download https://bj.bcebos.com/paddlehub/paddlehub_dev/lac_2.2.0.tar.gz
[##################################################] 100.00%
Decompress /root/.paddlehub/tmp/tmp8cg9egfq/lac_2.2.0.tar.gz
[##################################################] 100.00%
[2021-03-09 16:59:21,071] [? ? INFO] - Successfully installed lac-2.2.0
2021-03-09 16:59:21,090 - INFO - Lock 140416018468688 released on /root/.paddlehub/tmp/lac
[INFO 2021-03-09 16:59:21,090 filelock.py:318] Lock 140416018468688 released on /root/.paddlehub/tmp/lac
[2021-03-09 16:59:21,090] [ WARNING] - The _initialize method in HubModule will soon be deprecated, you can use the __init__() to handle the initialization of the object
W0309 16:59:21.160986? 2164 analysis_predictor.cc:1145] Deprecated. Please use CreatePredictor instead.
>>> test_text = ["今天是個(gè)好天氣。"]
>>>?
>>> results = lac.cut(text=test_text, use_gpu=False, batch_size=1, return_tag=True)
>>> print(results)
[{'word': ['今天', '是', '個(gè)', '好天氣', '。'], 'tag': ['TIME', 'v', 'q', 'n', 'w']}]
>>> test_text = ["經(jīng)過(guò)近1個(gè)月的大幅下跌后，螺紋鋼期貨上周五出現(xiàn)了小幅反彈，一根小陽(yáng)線成功突破60分鐘MA20均線的壓制，并在隨后出現(xiàn)了回抽確認(rèn)。技術(shù)面來(lái)看，該均線為本輪下跌的主要壓力線，鑒于基本面暫不具備大幅反彈的條件，若近期螺紋鋼能站穩(wěn)60 分鐘MA20均線上方，后期將出現(xiàn)止跌企穩(wěn)，并將圍繞3500步入振蕩整理走勢(shì)。若期價(jià)短期再度跌破60分鐘MA20均線，后期將再創(chuàng)本輪新低。"]
>>> results = lac.cut(text=test_text, use_gpu=False, batch_size=1, return_tag=True)
>>> print(results)
[{'word': ['經(jīng)過(guò)', '近1個(gè)月', '的', '大幅', '下跌', '后', '，', '螺紋鋼', '期貨', '上周五', '出現(xiàn)', '了', '小幅', '反彈', '，', '一根', '小陽(yáng)線', '成功', '突破', '60分鐘', 'MA20', '均線', '的', '壓制', '，', '并', '在', '隨后', '出現(xiàn)', '了', '回', '抽', '確認(rèn)', '。', '技術(shù)', '面', '來(lái)看', '，', '該', '均線', '為', '本輪', '下跌', '的', '主要', '壓力線', '，', '鑒于', '基本面', '暫', '不具備', '大幅', '反彈', '的', '條件', '，', '若', '近期', '螺紋鋼', '能', '站穩(wěn)', '60分鐘', 'MA20', '均線', '上方', '，', '后期', '將', '出現(xiàn)', '止跌', '企穩(wěn)', '，', '并', '將', '圍繞', '3500步', '入', '振蕩', '整理', '走勢(shì)', '。', '若', '期價(jià)', '短期', '再度', '跌破', '60分鐘', 'MA20', '均線', '，', '后期', '將', '再 創(chuàng)', '本輪', '新低', '。'], 'tag': ['p', 'TIME', 'u', 'd', 'v', 'f', 'w', 'nz', 'n', 'TIME', 'v', 'u', 'd', 'v', 'w', 'm', 'n', 'ad', 'v', 'TIME', 'nz', 'n', 'u', 'vn', 'w', 'c', 'p', 'd', 'v', 'u', 'v', 'v', 'v', 'w', 'n', 'n', 'v', 'w', 'r', 'n', 'v', 'r', 'v', 'u', 'a', 'n', 'w', 'p', 'n', 'd', 'v', 'd', 'v', 'u', 'n', 'w', 'c', 't', 'nz', 'v', 'v', 'TIME', 'nz', 'n', 'f', 'w', 't', 'd', 'v', 'vn', 'vn', 'w', 'c', 'd', 'v', 'm', 'v', 'vn', 'vn', 'n', 'w', 'c', 'n', 'n', 'd', 'v', 'TIME', 'nz', 'n', 'w', 't', 'd', 'v', 'r', 'n', 'w']}]
>>>?
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版權(quán)聲明：本文為CSDN博主「機(jī)器愛智能」的原創(chuàng)文章，遵循CC 4.0 BY-SA版權(quán)協(xié)議，轉(zhuǎn)載請(qǐng)附上原文出處鏈接及本聲明。
原文鏈接：https://blog.csdn.net/jrckkyy/article/details/114587859
