ModuleNotFoundError: No module named 'nn_pruning.modules.quantization'
ModuleNotFoundError: No module named 'nn_pruning.modules.quantization'
目标：安装nn_pruning。
内核：conda_pytorch_p36。我执行了 Restart & 运行 All.
似乎识别了optimize_model导入，但不识别其他功能。即使它们来自同一个 nn_pruning 图书馆。
pip install nn_pruning | pip install -U nn_pruning
Requirement already satisfied: nn_pruning in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (0.1.2)
Requirement already satisfied: torch>=1.6 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (1.8.1+cpu)
Requirement already satisfied: transformers>=4.3.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (4.15.0)
Requirement already satisfied: click in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (8.0.1)
Requirement already satisfied: scikit-learn>=0.24 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (0.24.2)
Requirement already satisfied: joblib>=0.11 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (1.0.1)
Requirement already satisfied: numpy>=1.13.3 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (1.19.5)
Requirement already satisfied: scipy>=0.19.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (1.5.4)
Requirement already satisfied: threadpoolctl>=2.0.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (2.1.0)
Requirement already satisfied: dataclasses in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from torch>=1.6->nn_pruning) (0.8)
Requirement already satisfied: typing-extensions in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from torch>=1.6->nn_pruning) (3.10.0.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (0.2.1)
Requirement already satisfied: tqdm>=4.27 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (4.62.3)
Requirement already satisfied: packaging>=20.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (21.3)
Requirement already satisfied: filelock in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (3.0.12)
Requirement already satisfied: pyyaml>=5.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (5.4.1)
Requirement already satisfied: requests in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (2.25.1)
Requirement already satisfied: sacremoses in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (0.0.46)
Requirement already satisfied: tokenizers<0.11,>=0.10.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (0.10.3)
Requirement already satisfied: importlib-metadata in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (4.5.0)
Requirement already satisfied: regex!=2019.12.17 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (2021.4.4)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from packaging>=20.0->transformers>=4.3.0->nn_pruning) (2.4.7)
Requirement already satisfied: zipp>=0.5 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from importlib-metadata->transformers>=4.3.0->nn_pruning) (3.4.1)
Requirement already satisfied: idna<3,>=2.5 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (2.10)
Requirement already satisfied: chardet<5,>=3.0.2 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (4.0.0)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (1.26.5)
Requirement already satisfied: certifi>=2017.4.17 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (2021.5.30)
Requirement already satisfied: six in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from sacremoses->transformers>=4.3.0->nn_pruning) (1.16.0)
Note: you may need to restart the kernel to use updated packages.
import functools
from tqdm import tqdm
import torch
#from datasets import load_dataset
from transformers import AutoTokenizer, AutoModelForQuestionAnswering
from nn_pruning.inference_model_patcher import optimize_model
from nn_pruning.modules.quantization import prepare_static, quantize # !
回溯：
ModuleNotFoundError: No module named 'nn_pruning.modules.quantization'
Issue 已获准对此进行修改。
目标：安装nn_pruning。
内核：conda_pytorch_p36。我执行了 Restart & 运行 All.
似乎识别了optimize_model导入，但不识别其他功能。即使它们来自同一个 nn_pruning 图书馆。
pip install nn_pruning | pip install -U nn_pruning
Requirement already satisfied: nn_pruning in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (0.1.2)
Requirement already satisfied: torch>=1.6 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (1.8.1+cpu)
Requirement already satisfied: transformers>=4.3.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (4.15.0)
Requirement already satisfied: click in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (8.0.1)
Requirement already satisfied: scikit-learn>=0.24 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from nn_pruning) (0.24.2)
Requirement already satisfied: joblib>=0.11 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (1.0.1)
Requirement already satisfied: numpy>=1.13.3 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (1.19.5)
Requirement already satisfied: scipy>=0.19.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (1.5.4)
Requirement already satisfied: threadpoolctl>=2.0.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from scikit-learn>=0.24->nn_pruning) (2.1.0)
Requirement already satisfied: dataclasses in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from torch>=1.6->nn_pruning) (0.8)
Requirement already satisfied: typing-extensions in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from torch>=1.6->nn_pruning) (3.10.0.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (0.2.1)
Requirement already satisfied: tqdm>=4.27 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (4.62.3)
Requirement already satisfied: packaging>=20.0 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (21.3)
Requirement already satisfied: filelock in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (3.0.12)
Requirement already satisfied: pyyaml>=5.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (5.4.1)
Requirement already satisfied: requests in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (2.25.1)
Requirement already satisfied: sacremoses in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (0.0.46)
Requirement already satisfied: tokenizers<0.11,>=0.10.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (0.10.3)
Requirement already satisfied: importlib-metadata in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (4.5.0)
Requirement already satisfied: regex!=2019.12.17 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from transformers>=4.3.0->nn_pruning) (2021.4.4)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from packaging>=20.0->transformers>=4.3.0->nn_pruning) (2.4.7)
Requirement already satisfied: zipp>=0.5 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from importlib-metadata->transformers>=4.3.0->nn_pruning) (3.4.1)
Requirement already satisfied: idna<3,>=2.5 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (2.10)
Requirement already satisfied: chardet<5,>=3.0.2 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (4.0.0)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (1.26.5)
Requirement already satisfied: certifi>=2017.4.17 in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from requests->transformers>=4.3.0->nn_pruning) (2021.5.30)
Requirement already satisfied: six in /home/ec2-user/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages (from sacremoses->transformers>=4.3.0->nn_pruning) (1.16.0)
Note: you may need to restart the kernel to use updated packages.
import functools
from tqdm import tqdm
import torch
#from datasets import load_dataset
from transformers import AutoTokenizer, AutoModelForQuestionAnswering
from nn_pruning.inference_model_patcher import optimize_model
from nn_pruning.modules.quantization import prepare_static, quantize # !
回溯：
ModuleNotFoundError: No module named 'nn_pruning.modules.quantization'
Issue 已获准对此进行修改。