'Numba needs NumPy 1.20 or less for shapley import
I am trying to import shap. I am getting the following bug. I installed the lower version of NumPy still the problem is not solved. Thank you!
import shap
ImportError Traceback (most recent call last)
/tmp/ipykernel_22681/948769371.py in <module>
----> 1 import shap
~/jupyter/environment/lib/python3.8/site-packages/shap/__init__.py in <module>
10 warnings.warn("As of version 0.29.0 shap only supports Python 3 (not 2)!")
11
---> 12 from ._explanation import Explanation, Cohorts
13
14 # explainers
~/jupyter/environment/lib/python3.8/site-packages/shap/_explanation.py in <module>
10 from slicer import Slicer, Alias, Obj
11 # from ._order import Order
---> 12 from .utils._general import OpChain
13
14 # slicer confuses pylint...
~/jupyter/environment/lib/python3.8/site-packages/shap/utils/__init__.py in <module>
----> 1 from ._clustering import hclust_ordering, partition_tree, partition_tree_shuffle, delta_minimization_order, hclust
2 from ._general import approximate_interactions, potential_interactions, sample, safe_isinstance, assert_import, record_import_error
3 from ._general import shapley_coefficients, convert_name, format_value, ordinal_str, OpChain
4 from ._show_progress import show_progress
5 from ._masked_model import MaskedModel, make_masks
~/jupyter/environment/lib/python3.8/site-packages/shap/utils/_clustering.py in <module>
2 import scipy as sp
3 from scipy.spatial.distance import pdist
----> 4 from numba import jit
5 import sklearn
6 import warnings
~/jupyter/environment/lib/python3.8/site-packages/numba/__init__.py in <module>
196
197 _ensure_llvm()
--> 198 _ensure_critical_deps()
199
200 # we know llvmlite is working as the above tests passed, import it now as SVML
~/jupyter/environment/lib/python3.8/site-packages/numba/__init__.py in _ensure_critical_deps()
136 raise ImportError("Numba needs NumPy 1.17 or greater")
137 elif numpy_version > (1, 20):
--> 138 raise ImportError("Numba needs NumPy 1.20 or less")
139
140 try:
ImportError: Numba needs NumPy 1.20 or less
Solution 1:[1]
I use Numpy==1.21.4
and Numba==0.53.0
, it works:
pip install numba==0.53
Solution 2:[2]
I used pip install shap
instead of conda install -c conda-forge shap
and it worked for me.
Solution 3:[3]
I ran into the same issue. the solution is to install numpy 1.18.1 with numpa 0.48.0 and it should work
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
Solution | Source |
---|---|
Solution 1 | ah bon |
Solution 2 | Miguel Conde |
Solution 3 | Manaf Sheyyab |