Reputation: 6756
what is difference between spacy.load('en_core_web_sm')
and spacy.load('en')
? This link explains different model sizes. But i am still not clear how spacy.load('en_core_web_sm')
and spacy.load('en')
differ
spacy.load('en')
runs fine for me. But the spacy.load('en_core_web_sm')
throws error
i have installed spacy
as below. when i go to jupyter notebook and run command nlp = spacy.load('en_core_web_sm')
I get the below error
---------------------------------------------------------------------------
OSError Traceback (most recent call last)
<ipython-input-4-b472bef03043> in <module>()
1 # Import spaCy and load the language library
2 import spacy
----> 3 nlp = spacy.load('en_core_web_sm')
4
5 # Create a Doc object
C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder\lib\site-packages\spacy\__init__.py in load(name, **overrides)
13 if depr_path not in (True, False, None):
14 deprecation_warning(Warnings.W001.format(path=depr_path))
---> 15 return util.load_model(name, **overrides)
16
17
C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder\lib\site-packages\spacy\util.py in load_model(name, **overrides)
117 elif hasattr(name, 'exists'): # Path or Path-like to model data
118 return load_model_from_path(name, **overrides)
--> 119 raise IOError(Errors.E050.format(name=name))
120
121
OSError: [E050] Can't find model 'en_core_web_sm'. It doesn't seem to be a shortcut link, a Python package or a valid path to a data directory.
how I installed Spacy ---
(C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder) C:\Users\nikhizzz>conda install -c conda-forge spacy
Fetching package metadata .............
Solving package specifications: .
Package plan for installation in environment C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder:
The following NEW packages will be INSTALLED:
blas: 1.0-mkl
cymem: 1.31.2-py35h6538335_0 conda-forge
dill: 0.2.8.2-py35_0 conda-forge
msgpack-numpy: 0.4.4.2-py_0 conda-forge
murmurhash: 0.28.0-py35h6538335_1000 conda-forge
plac: 0.9.6-py_1 conda-forge
preshed: 1.0.0-py35h6538335_0 conda-forge
pyreadline: 2.1-py35_1000 conda-forge
regex: 2017.11.09-py35_0 conda-forge
spacy: 2.0.12-py35h830ac7b_0 conda-forge
termcolor: 1.1.0-py_2 conda-forge
thinc: 6.10.3-py35h830ac7b_2 conda-forge
tqdm: 4.29.1-py_0 conda-forge
ujson: 1.35-py35hfa6e2cd_1001 conda-forge
The following packages will be UPDATED:
msgpack-python: 0.4.8-py35_0 --> 0.5.6-py35he980bc4_3 conda-forge
The following packages will be DOWNGRADED:
freetype: 2.7-vc14_2 conda-forge --> 2.5.5-vc14_2
Proceed ([y]/n)? y
blas-1.0-mkl.t 100% |###############################| Time: 0:00:00 0.00 B/s
cymem-1.31.2-p 100% |###############################| Time: 0:00:00 1.65 MB/s
msgpack-python 100% |###############################| Time: 0:00:00 5.37 MB/s
murmurhash-0.2 100% |###############################| Time: 0:00:00 1.49 MB/s
plac-0.9.6-py_ 100% |###############################| Time: 0:00:00 0.00 B/s
pyreadline-2.1 100% |###############################| Time: 0:00:00 4.62 MB/s
regex-2017.11. 100% |###############################| Time: 0:00:00 3.31 MB/s
termcolor-1.1. 100% |###############################| Time: 0:00:00 187.81 kB/s
tqdm-4.29.1-py 100% |###############################| Time: 0:00:00 2.51 MB/s
ujson-1.35-py3 100% |###############################| Time: 0:00:00 1.66 MB/s
dill-0.2.8.2-p 100% |###############################| Time: 0:00:00 4.34 MB/s
msgpack-numpy- 100% |###############################| Time: 0:00:00 0.00 B/s
preshed-1.0.0- 100% |###############################| Time: 0:00:00 0.00 B/s
thinc-6.10.3-p 100% |###############################| Time: 0:00:00 5.49 MB/s
spacy-2.0.12-p 100% |###############################| Time: 0:00:10 7.42 MB/s
(C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder) C:\Users\nikhizzz>python -V
Python 3.5.3 :: Anaconda custom (64-bit)
(C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder) C:\Users\nikhizzz>python -m spacy download en
Collecting en_core_web_sm==2.0.0 from https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.0.0/en_core_web_sm-2.0.0.tar.gz#egg=en_core_web_sm==2.0.0
Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.0.0/en_core_web_sm-2.0.0.tar.gz (37.4MB)
100% |################################| 37.4MB ...
Installing collected packages: en-core-web-sm
Running setup.py install for en-core-web-sm ... done
Successfully installed en-core-web-sm-2.0.0
Linking successful
C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder\lib\site-packages\en_core_web_sm
-->
C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder\lib\site-packages\spacy\data\en
You can now load the model via spacy.load('en')
(C:\Users\nikhizzz\AppData\Local\conda\conda\envs\tensorflowspyder) C:\Users\nikhizzz>
Upvotes: 175
Views: 461474
Reputation: 516
You can also install them locally.
First download the file from the spacy repo: https://github.com/explosion/spacy-models/releases/tag/en_core_web_sm-3.7.1
Second you can use the command:
pip install your_path/en_core_web_sm-3.7.1.tar.gz
Upvotes: 0
Reputation: 487
This will work-
try:
nlp = spacy.load("en_core_web_trf")
except:
print("Downloading spaCy NLP model...")
print("This may take a few minutes and it's one time process...")
os.system(
"pip install https://huggingface.co/spacy/en_core_web_trf/resolve/main/en_core_web_trf-any-py3-none-any.whl")
nlp = spacy.load("en_core_web_trf")
Example / How to use-
import spacy
import os
try:
nlp = spacy.load("en_core_web_trf")
except:
print("Downloading spaCy NLP model...")
print("This may take a few minutes and it's one time process...")
os.system("pip install https://huggingface.co/spacy/en_core_web_trf/resolve/main/en_core_web_trf-any-py3-none-any.whl")
nlp = spacy.load("en_core_web_trf")
def perform_ner(*args, **kwargs):
query = kwargs['query']
# Process the input text with spaCy NLP model
doc = nlp(query)
# Extract named entities and categorize them
entities = [(entity.text, entity.label_) for entity in doc.ents]
return entities
if __name__ == "__main__":
# Example input text
input_text = "I want to buy a new iPhone 12 Pro Max from Apple."
# Perform NER on input text
entities = perform_ner(query=input_text)
# Print the extracted entities
print(entities)
Upvotes: 3
Reputation: 56
In jupyter notebook
!python -m spacy download en.
import spacy.
nlp = spacy.load('en_core_web_sm')
Upvotes: 0
Reputation: 808
Best is to follow the official spacy docs for installation (https://spacy.io/usage):
First uninstall your current spacy version
pip uninstall spacy
Then install pacy correctly
pip install -U pip setuptools wheel
pip install -U spacy
python -m spacy download en_core_web_sm
Upvotes: 6
Reputation: 199
Try this method as this worked like a charm to me:
In your Anaconda Prompt, run the command:
!python -m spacy download en
After running the above command, you should be able to execute the below in your jupyter notebook:
spacy.load('en_core_web_sm')
Upvotes: 19
Reputation: 2793
Initially I downloaded two en packages using following statements in anaconda prompt.
python -m spacy download en_core_web_lg
python -m spacy download en_core_web_sm
But, I kept on getting linkage error and finally running below command helped me to establish link and solved error.
python -m spacy download en
Also make sure you to restart your runtime if working with Jupyter. -PS : If you get linkage error try giving admin previlages.
Upvotes: 261
Reputation: 1
This worked for me: conda install -c conda-forge spacy-model-en_core_web_sm
Upvotes: 0
Reputation: 505
Don't run !python -m spacy download en_core_web_lg
from inside jupyter.
Do this instead:
import spacy.cli
spacy.cli.download("en_core_web_lg")
You may need to restart the kernel before running the above two commands for it to work.
Upvotes: 20
Reputation: 635
For those who are still facing problems even after installing it as administrator from Anaconda prompt, here's a quick fix:
Got to the path where it is downloaded. For e.g.
C:\Users\name\AppData\Local\Continuum\anaconda3\Lib\site-packages\en_core_web_sm\en_core_web_sm-2.2.0
Copy the path.
Paste it in:
nlp = spacy.load(r'C:\Users\name\AppData\Local\Continuum\anaconda3\Lib\site-packages\en_core_web_sm\en_core_web_sm-2.2.0')
Works like a charm :)
PS: Check for spacy version
Upvotes: 20
Reputation: 755
As for Windows based Anaconda,
Open Anaconda Prompt
Activate your environment. Ex: active myspacyenv
pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.0/en_core_web_sm-2.2.0.tar.gz
python -m spacy download en_core_web_sm
Open Jupyter Notebook ex: active myspacyenv and then jupyter notebook on Anaconda Promt
import spacy spacy.load('en_core_web_sm')
and it will run peacefully!
Upvotes: 4
Reputation: 61
a simple solution for this which I saw on spacy.io
from spacy.lang.en import English
nlp=English()
https://course.spacy.io/en/chapter1
Upvotes: 5
Reputation: 584
Run this in os console:
python -m spacy download en
python -m spacy link en_core_web_sm en_core_web_sm
Then run this in python console or on your python IDE:
import spacy
spacy.load('en_core_web_sm')
Upvotes: 0
Reputation: 94
Check installed version of spacy
pip show spacy
You will get something like this:
Name: spacy Version: 3.1.3 Summary: Industrial-strength Natural Language Processing (NLP) in Python
Install the relevant version of the model using:
!pip install -U https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0.tar.gz
Upvotes: 1
Reputation: 440
Download en_core_web_sm
tar file
Open terminal from anaconda or open anaconda evn. Run this:
pip3 install /Users/yourpath/Downloads/en_core_web_sm-3.1.0.tar.gz;
or
pip install /Users/yourpath/Downloads/en_core_web_sm-3.1.0.tar.gz;
Restart jupyter, it will work.
Upvotes: 1
Reputation: 71
I faced a similar issue. I installed spacy and en_core_web_sm from a specific conda environment. However, I got two(02) differents issues as following:
[Errno 2] No such file or directory: '....\en_core_web_sm\en_core_web_sm-2.3.1\vocab\lexemes.bin' or OSError: [E050] Can't find model 'en_core_web_sm'.... It doesn't seem to be a shortcut link, a Python package or a valid path to a data directory.
I did the following:
c:\>activate <conda environment name>
(conda environment name)c:\>python -m spacy download en
nlp = en_core_web_sm.load()
For me, it works :)
Upvotes: 0
Reputation: 11
Even I faced similar issue. How I resolved it
Upvotes: 0
Reputation: 311
I'm running PyCharm on MacOS and while none of the above answers completely worked for me, they did provide enough clues and I was finally able to everything working. I am connecting to an ec2 instance and have configured PyCharm such that I can edit on my Mac and it automatically updates the files on my ec2 instance. Thus, the problem was on the ec2 side where it was not finding Spacy even though I installed it several different times and ways. If I ran my python script from the command line, everything worked fine. However, from within PyCharm, it was initially not finding Spacy and the models. I eventually fixed the "finding" spacy issue using the above recommendation of adding a "requirements.txt" file. But the models were still not recognized.
My solution: download the models manually and place them in the file system on the ec2 instance and explicitly point to them when loaded. I downloaded the files from here:
After downloading, I dropped moved them to my ec2 instance, decompressed and untared them in my filesystem, e.g. /path_to_models/en_core_web_lg-3.0.0/
I then load a model using the explicit path and it worked from within PyCharm (note the path used goes all the way to en_core_web_lg-3.0.0
; you will get an error if you do not use the folder with the config.cfg
file):
nlpObject = spacy.load('/path_to_models/en_core_web_lg-3.0.0/en_core_web_lg/en_core_web_lg-3.0.0')
Upvotes: 1
Reputation: 188
Instead of any of the above, this solved my error.
conda install -c conda-forge spacy-model-en_core_web_sm
If you are an anaconda user, this is the solution.
Upvotes: 2
Reputation: 51
I am running Jupyter
Notebook on Windows.
Finally, its a version issue, Need to execute below commands in conda cmd prompt( open as admin)
pip install spacy==2.3.5
python -m spacy download en_core_web_sm
python -m spacy download en
from chatterbot import ChatBot
import spacy
import en_core_web_sm
nlp = en_core_web_sm.load()
ChatBot("hello")
Output -
Upvotes: 5
Reputation: 705
This works with colab:
!python -m spacy download en
import en_core_web_sm
nlp = en_core_web_sm.load()
Or for the medium:
import en_core_web_md
nlp = en_core_web_md.load()
Upvotes: 1
Reputation: 1
This is what I did:
Went to the virtual environment where I was working on Anaconda Prompt / Command Line
Ran this: python -m spacy download en_core_web_sm
And was done
Upvotes: 0
Reputation: 1
If you have already downloaded spacy
and the language model (E.g., en_core_web_sm
or en_core_web_md
), then you can follow these steps:
Open Anaconda prompt as admin
Then type : python -m spacy link
[package name or path] [shortcut]
For E.g., python -m spacy link /Users/you/model en
This will create a symlink to the your language model. Now you can load the model using spacy.load("en")
in your notebooks or scripts
Upvotes: 0
Reputation: 51
First of all, install spacy using the following command for jupyter notebook
pip install -U spacy
Then write the following code:
import en_core_web_sm
nlp = en_core_web_sm.load()
Upvotes: 5
Reputation: 51
I had also same issue as I couldnt load module using '''spacy.load()''' You can follow below steps to solve this on windows:
Complete code will be:
python -m spacy download en_core_web_sm
import en_core_web_sm
nlp = en_core_web_sm.load()
Upvotes: 2
Reputation: 445
I tried all the above answers but could not succeed. Below worked for me :
(Specific to WINDOWS os)
pip install -U --user spacy
python -m spacy download en
import spacy
spacy.load('en')
Upvotes: 0
Reputation: 1589
Steps to load up modules based on different versions of spacy
download the best-matching version of a specific model for your spaCy installation
python -m spacy download en_core_web_sm
pip install .tar.gz archive from path or URL
pip install /Users/you/en_core_web_sm-2.2.0.tar.gz
or
pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.0/en_core_web_sm-2.2.0.tar.gz
Add to your requirements file or environment yaml file. Theres range of version that one spacy version is comptable with you can view more under https://github.com/explosion/spacy-models/releases
if your not sure running below code
nlp = spacy.load('en_core_web_sm')
will give off a warning telling what version model will be compatible with your installed spacy verion
enironment.yml example
name: root
channels:
- defaults
- conda-forge
- anaconda
dependencies:
- python=3.8.3
- pip
- spacy=2.3.2
- scikit-learn=0.23.2
- pip:
- https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.3.1/en_core_web_sm-2.3.1.tar.gz#egg=en_core_web_sm
Upvotes: 8
Reputation: 51
import spacy
nlp = spacy.load('/opt/anaconda3/envs/NLPENV/lib/python3.7/site-packages/en_core_web_sm/en_core_web_sm-2.3.1')
Try giving the absolute path of the package with the version as shown in the image.
It works perfectly fine.
Upvotes: 5
Reputation: 243
Open command prompt or terminal and execute the below code:
pip3 install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.0/en_core_web_sm-2.2.0.tar.gz
Execute the below chunk in your Jupiter notebook.
import spacy
nlp = spacy.load('en_core_web_sm')
Hope the above code works for all:)
Upvotes: 2
Reputation: 321
Using the Spacy language model in Colab requires only the following two steps:
!python -m spacy download en_core_web_lg
Test
import spacy
nlp = spacy.load("en_core_web_lg")
successful!!!
Upvotes: 22