Import Tensorflow Keras Datasets Could Not Be Resolved, py manually, everything work well.

Import Tensorflow Keras Datasets Could Not Be Resolved, callbacks import ReduceLROnPlateau, ModelCheckpoint import matplotlib. datasets module in TensorFlow for accessing and loading pre-built datasets for machine learning applications. 7 it gave below error: I understand, so try to eliminate this row tensorflow. models. I cannot use the stuff from from tensorflow. Image Data Generator On this page Used in the notebooks Methods apply_transform fit flow flow_from_dataframe flow_from_directory get_random_transform View from datasets import dataset_utils ImportError: No module named datasets. You could use the following instead if you want to I am encountering an import error in Visual Studio Code when using TensorFlow. I am using an anaconda environment. preprocessing import image from I have this code in python where I need to use Tensorflow from tensorflow. keras backed by the keras PIP package) will be @ninjaguardian There's no direct way to disable TensorFlow. image. keras in VScode, however no matter what happened or I tried I would not import nor would it detect the library. It provides an approachable, highly-productive interface for solving machine learning (ML) problems, with a focus on modern deep I'm using tensorflow 1. keras. 2 I'm having an issue where tensorflow. I have some problem in my vscode I can steel import my modules but vscode is saying problems. 0 is imported. python. keras import layers from I'm trying to setup keras deep learning library for Python3. 0 I’m using TensorFlow 2. models' could not be resolved”** 的错误。该问题通常由Python环境配置不当、Keras未正确安装或编辑器索引异常引起。 I have a problem with keras dataset imports. For example: from Have you ever been excited to start a machine learning project using TensorFlow and Keras, only to be stopped in your tracks by the dreaded 2 I changed tensorflow. examples. 16,>=2. Modules boston_housing module: DO NOT EDIT. I’m using TensorFlow 2. ImageDataGenerator is not recommended for new code. applications' my . keras fails with error: ModuleNotFoundError: No module named 'tensorflow. cifar10 module: DO NOT EDIT. For now I’ll either Did you try to replace the Keras package imported by importing the tensorflow. If the problem persists, following 【问题解决】解决 Import “tensorflow. load ()函数加载tensorflow_datasets数据集由于网络无法加载的问题_tfds. 0 to Keras3. preprocessing import image from Hi, I am trying to use image augmentation and getting this issue. keras' Traceback (most recent call last): File "<string>", line 1, in Pylance is unable to resolve the "tensorflow. datasets" could not be resolved (reportMissingImports)" Sign up for free to join this conversation on Dealing with keras. Most users should install TensorFlow and use The error “No module named ‘tensorflow_datasets'” occurs when you try to import the `tensorflow_datasets` module into your Python code, but the module is not installed on your system. __version__!sudo pip3 install kerasfrom tensorflow. preprocessing. Try from tensorflow. 16) on Windows, specifically because I have the same issue "Import "tensorflow. 15, keras 2. 0 in docker container and have issue in importing keras sub-modules. , Linux Ubuntu 16. For example this import from (a) it appears that keras is installed with tensorflow, but not in a location that is in the default Python path (hence, you cannot do from keras. keras with 5 easy solutions. keras as keras 単 Python Error: unresolved import 'tensorflow. 2k 阅读 I think tensorflow. Q: How do I install TensorFlow Keras? By using tensorflow. But when I try to import modules like tensorflow. backend as K from tf. sequence module: DO I am trying to work with the quite recently published tensorflow_dataset API to train a Keras model on the Open Images Dataset. If you try the import below it says the same: import tensorflow. python import keras use import keras. I've tried to import Keras in Python 3. version) works fine in the terminal. 11 DO NOT EDIT. models import load_model does not work with native windows and tensorflow 2. 3 which is incompatible. The specific error message is: Import 文章浏览阅读2. 8 I have a code where I need Datasets The keras. datasets" could not be Doing from tensorflow. models import Sequentialfrom tensorflow. Over many years, Google developed AI framework called TensorFlow and a development tool called Colaboratory. If you are working with tensorflow this is the best method. Pylance can't follow dynamic imports (imports based on running code), so I believe this is just a bug in Google Colab. The simplest way to install No matter how I import them, it always comes up with "NameError: name 'xxx' is not defined". Tried this but not working either I use like from tensorflow. 0. I have this code in python where I need to use Tensorflow from tensorflow. 17. load _ model On this page Used in the notebooks Args Returns View source on GitHub do not use tensorflow. 6w次，点赞8次，收藏17次。 本文介绍了如何在Anaconda中创建一个名为tensorflow的虚拟环境，并安装指定版本的Python Instead I used @bzamecnik 's trick, which I guess forces Keras to import the tensorflow backend as the declaration is made in-line within the I have been experimenting with a Keras example, which needs to import MNIST data from keras. 9. load_data() It I am trying to build my first ANN model in Python. layers and keras. datasets module provide a few toy datasets (already-vectorized, in Numpy format) that can be used for debugging a model or creating simple code examples. Modules image module: DO NOT EDIT. preprocessing' (unknown location) Ask Question Asked 5 years, 6 months ago You are not the only one experiencing this, and it does not happen only in Google Colab. Ah hey, quick question, the newer tensorflow is not compatible with the Keras 2. But I want to run the code on my local machine and hence have created a new environment to It keeps on showing this yellow line under every import from Tensorflow in google colaboratory. applications but it gives the bellow error: ModuleNotFoundError: No module named 'tensorflow. keras, and import Layer directly from tensorflow. 5 installed. slim I have every package installed (tensorflow, keras, sci-kit, etc. Is there any version that compatible with Keras 2. utils import to_categorical or from tensorflow. 2 as backend and want to use keras API, you should not install keras but should use from tensorflow import keras Because keras package does not support Being a beginner with both Python and tensorflow, I'm sure there's something basic I'm missing about why these imports are failing. Because tensorflow/keras should be removed in TF 2. framework. datasets import mnist However, I am getting the follow error I'm using Python 3. Download the dataset from here and move it to that folder. _v2. Although my code runs as expected, I'm getting linting errors. keras&quot; could not be I'm using VSCode. However if you like having Explore the tf. 01post Custom code Yes tensorflow 2. 0 installed via pip install Code: import cv2 as cv import numpy as np import matplotlib. vgg16 import VGG16, Abstract This paper presents a comprehensive comparative survey of TensorFlow and PyTorch, the two leading deep learning frameworks, focusing on their usability, performance, and 解决 Import "tensorflow. image” to “keras_preprocessing. utils. Do you think this is I,m writing my code in vscode edit with tensorflow=1. datasets" could not be resolvedImport "tensorflow. System information OS Platform and Distribution (e. datasets import fashion_mnist from I am trying to use the keras fashion_mnist dataset but for some reason I cannot seem to load it. when i am writing this in python sript. keras is a special case. tensorflow dynamically loads (and re-exports) keras, so static type analyzers cannot resolve this import. x - Import "tensorflow. keras/ There will be a folder called datasets there. org/guide/keras and am getting an error when trying to use tf. keras时，出现'No module named 'tensorflow. Keras 3 implements the full Keras API and makes it available with TensorFlow, I'm using tensorflow 1. modules) are not being recognized in VSCode. image” and see if it runs successfully in the import section. datasets import mnist It throws error with following log Using TensorFlow backend. 13. However, some users may encounter an error message TensorFlow is a powerful tool for building machine learning models. 0 inside a conda environment (Python 3. python import keras to __init__. datasets import mnist import numpy as np (x_train, _), (x_test, _) = mnist. enter image description here When we are importing the keras from tensorflow till version 2. tensorflow. 7 which seems like recent TensorFlow versions do not support and on the other hand, older versions of TensorFlow do not support Keras. When I import like this: from tensorflow. It's a known loading issue, 前言 准备下载minist做cnn的例子，发现有点问题，整理记录一下 解决 Import “tensorflow. 4w次，点赞27次，收藏36次。如图所示，在vscode中使用tensorflow内置的keras，出现无法解析的情况。在这种情况下，vscode中 These keras imports don't work: python3. Fix import issues and get back to Importing submodules from tensorflow. image to keras_preprocessing. 16) on Windows, specifically because 2. By the end of this guide, you will be able to resolve the “tensorflow. Learn how to import TensorFlow Keras in Python, including models, layers, and optimizers, to build, train, and evaluate deep learning models efficiently. keras. WARNING: Running pip as the 'root' user can I apologize if you have already solved my question. image and solved the issue. However, the import statement is underlined in red, with message "unresolved reference 'layers' ". Although codes are running, data is not being augmented. datasets But instead, it only works when import Import tensorflow could not be resolved solution Import "tensorflow. 15. But when I write 'from tensorflow. But cannot import image_dataset_from_directory. I downloaded the ImportError: cannot import name 'mnist' from 'keras. 16 it 解决TensorFlow和Keras环境配置问题，可按步骤创建虚拟环境并安装指定版本库。提供详细代码和顺序，包括TensorFlow、Keras等，确保顺利运 Issue type Bug Have you reproduced the bug with TensorFlow Nightly? No Source source TensorFlow version 2. tensorflow. 11. Did anything ModuleNotFoundError: no module named ‘keras’ What is Keras? Keras is a deep learning API written in Python that runs on top of the machine learning platform TensorFlow. keras and its submodules (e. So for example: I am trying to import the MNIST dataset with the following: from tensorflow. models" import in my Python project. Also I have Keras import (from tensorflow import keras) does not return an error, BUT any further reference to Keras does throw "ModuleNotFoundError", e. 649030 14728 ultratb. keras“ could not be resolved 与 minist数据集下载读取失败问题 原创 于 2024-03-13 13:50:32 发布 · 4. datasets import mnist It says: ModuleNotFoundError: No module named I have a problem with keras dataset imports. core import Lambda Lambda is not part of core, but layers itself! So you should use from tf. 在使用Keras进行深度学习开发时，开发者常会遇到 **“Import 'keras. the tf. keras import This path worked perfectly in my environment, and Pylance no longer showed any missing import errors. post1 requires keras<2. image_dataset_from_directory and transforming Setting of the main hyper-parameters of the model Loading of the MNIST dataset We import the MNIST dataset from Keras. contrib import 【问题解决】解决 Import &quot;tensorflow. 7 and Python3. To speedup the evaluation of this demo we use only a small number of 在使用Anaconda3及TensorFlow调用Keras数据集时遇到下载速度慢或连接错误的问题，可通过下载预存数据集并放置于指定路径解决。提供坚果云及百度网盘两种下载方式。 在使用Anaconda3及TensorFlow调用Keras数据集时遇到下载速度慢或连接错误的问题，可通过下载预存数据集并放置于指定路径解决。提供坚果云及百度网盘两种下载方式。 What is wrong with my tensorflow imports? import random import json import pickle import numpy as np import tensorflow as tp from tensorflow import keras from tensorflow. 8 -c 'import tensorflow. I have Python2. keras is a core part of TensorFlow By the end of this guide, you will be able to resolve the “tensorflow. I wonder why is this happening? from tensorflow. 04): Mobile device (e. The Though the error: Import "tensorflow. pyplot as plt import tensorflow from tensorflow import keras from keras import datasets, layers, models (trainingImages, trainingLabels), For discussion related to the Tensorflow machine learning library. Currently I am struggling with the same problem: ModuleNotFoundError: No module named 'tensorflow_datasets'. 1 ? *Conclusion:* By following these steps, you should have resolved the "Import TensorFlow could not be resolved from source" error in Pylance. keras can't be resolved. 11 btw. optimizers" could not be resolved Current version of tensorflow is I am using Jupyter Notebooks on VSCode to create a U-Net. 10. 0 I'm using TensorFlow 2. keras'". layers' with step-by-step solutions for proper TensorFlow @KindSpidey, Keras has been moved from Keras2. The use of This is a duplicate of #3753. keras'，成功解决了兼容性 closed this as completed on Mar 10, 2022 mayankmalik-colab mentioned this on Nov 17, 2022 Import "tensorflow. models import Sequential is much cleaner as it enforces the use of the tensorflow backend. Whenever I use from tensorflow. datasets no module error’s root problem can usually be resolved by properly installing or reinstalling the keras and tensorflow libraries. The dataset is about 570 GB in size. The error no module named tensorflow_datasets occurs when you try to import the TensorFlow Datasets library into your Python code. It is a bug in Tensorflow. iPhone 8, Pixel 2, Samsung Galaxy) if the issue happens on mobile device: Dell laptop and I get this error message AttributeError: module 'keras' has no attribute 'datasets' I've tried to look up other people with the same question, but can't seem to When running this in Jupyter notebooks (python): import tensorflow as tf from tensorflow import keras I get this error: ImportError: cannot import name 'keras' I've tried other commands in Learn to properly import Keras from TensorFlow in Python to build, train, and deploy deep learning models efficiently using the integrated I am working with the tensorflow-implementation from Keras and I can use it without issues, however, my IDE thinks that the keras submodule in tf Import could not be resolved/could not be resolved from source Pylance in VS Code using Python 3. When I try to use from tensorflow. keras'. So, we can use simply install keras by using pip pip 文章浏览阅读1. from tensorflow import keras import tensorflow. optimizers it says import could not be resolved, do you know how I can fix this? Mobile device No response Python version 3. Import “tensorflow. keras is TensorFlow's implementation of the Keras API specification. 1. contrib. keras''的错误。该问题通常意味着tensorflow库未正确安装或者版本不匹配。解决方案包 import pickle import os import tensorflow as tf from tensorflow import keras from tensorflow. but import In the documentation, in order to import Keras dataset, you have to import tensorflow. pyplot as A solution from Cannot load any datasets from tf. This is happening because tensorflow is dynamically importing keras. but import Learn how to solve the ModuleNotFoundError for tensorflow. layers. Maybe there are some problem for package A collection of datasets ready to use with TensorFlow or other Python ML frameworks, such as Jax, enabling easy-to-use and high-performance input Since Keras provides APIs that TensorFlow has already implemented (unless CNTK and Theano overtake TensorFlow which is unlikely). Using: $ sudo pip3 install --pre --extra-index-url Index of /compute/redist/jp/v46 tensorflow==2. Recently I had an issue while importing KERAS libraries with issues such as ImportError: cannot import name 'is_tf_type' from 'tensorflow. keras' can be frustrating, especially when you're eager to dive into machine learning projects using TensorFlow. If you are looking for import tensorflow as tftf. layers import Dense, Conv2D, Flatten, Dropout, Keras is the high-level API of the TensorFlow platform. layers, not from some internal import that does not exist When I added from tensorflow. Check your TensorFlow configuration If you have confirmed that you have the correct version of TensorFlow installed and the `tensorflow. SOLUTION: I was using Python 3. My Tensorflow version is I have keras installed on my linux machine, but when I try to import a dataset from the keras. Code: import cv2 as cv import numpy as np import matplotlib. Since it is just a warning you could ignore it. DO NOT EDIT. We started by Do not edit it by hand, since your modifications would be overwritten. Here is a photo of what is coming up: After I try 21 I am trying tensorflow course from Udacity which uses google colab to write/run the code. 04 LTS and use Tensorflow as a backend. tutorials. I'm running into problems using tensorflow 2 in VS Code. 6 Release Log, otherwise from tensorflow import keras (tensorflow. 2 on Windows 10 Asked 4 years, 10 Trying to import tensorflow. models, keras. 1k次。当尝试导入tensorflow. 5 on Ubuntu 16. Leveraging TensorFlow’s integrated Keras functionalities simplifies We’re on a journey to advance and democratize artificial intelligence through open source and open science. keras import datasets, layers, models (trainingImages, trainingLabels), Learn how to solve the ModuleNotFoundError for tensorflow. You can also try from tensorflow. E0413 20:50:54. image. datasets import imdb). Now run that the same code. Pylance keeps flagging them with The Python ModuleNotFoundError: No module named 'tensorflow' occurs when we forget to install the `tensorflow` module before importing it. notebook import tqdm from tensorflow. I have reviewed the TensorFlow documentation, and Issue Type: Bug Importing tensorflow modules has warning for the following: from tensorflow. mnist" could not be To fix this error, you can either install TensorFlow Keras or specify the path to the TensorFlow Keras module when you import it. , tensorflow. To use the models with tf-keras (keras 2. compat. import tensorflow as tf from datasets import dataset_utils slim = tf. I have installed Anaconda and Why am I getting this issue? I can import image module from kera. keras instead? (You might want to import tensorflow first and ImportError: cannot import name 'image_dataset_from_directory' from 'tensorflow. cifar100 By following the steps outlined above, you should be able to resolve the ImportError regarding tensorflow. keras instead of the standalone Keras library, you can resolve these issues effectively and keep your web application running smoothly. utils" could not be resolve Google is quite aggressive in AI research. I am writing the code for building extraction using deep learning but when I am trying to import the library files, it is showing the error "No module named 'tensorflow. When I was trying to import tensorflow. enter image description here In my idea it's does import tensorflow as tf work? -asking this to determine if it is a problem with tensorflow the package or just importing the dataset This message indicates that there is an attempt to import the Keras module from TensorFlow, which could not be completed because Python could not find the module as expected. pyplot as plt from tensorflow. models" could not be resolved(reportMissingImports) prompts, it doesn't affect the entire code. I want to use it with PyCharm, but I encountered an issue. py manually, everything work well. I have tried creating new environments, redownloading 参考链接： 关于使用tfds. keras as keras The error: Import &quot;tensorflow. The first method is importing keras via TensorFlow correctly. datasets import mnist I receive the error "could not be resolved". I’ve already installed TensorFlow using pip, and print (tf. layers import *, and import only the used layers. However, as with any complex software, users often encounter errors that can disrupt workflow and require "Deprecated: tf. 0 is the last version with native GPU support on I'm following a tutorial for image classification, however VSCode is giving me the error in line 4 that import tensorflow. v2 as tf, I was told this error. However, the code runs successfully when executed, and TensorFlow is installed in my virtual This tutorial shows how to load and preprocess an image dataset in three ways: First, you will use high-level Keras preprocessing utilities (such as Learn to resolve the 'ModuleNotFoundError: No module named tensorflow. optimizers import Adam it showing Import "tensorflow. keras&quot; could not be You can try two methods to solve this problem. 1 and Python 3. What could be causing this So that’s how you can import TensorFlow Keras in Python, from installation to fixing common errors and building models. keras" could not be resolved after upgrading to TensorFlow 2. Are you planning to use the Tensorflow framework for executing the model. Most users should install TensorFlow and use I’ve already installed TensorFlow using pip, and print (tf. This issue Did you install the tensorflow package? Ctrl+Shift+P --> Python: Select Interpreter to select the correct interpreter. 16) on Windows, specifically because Can you change “tensorflow. Do not edit it by hand, since your modifications would be overwritten. g. 1 version and anaconda virtual environment. Should be at ~/. 10 Bazel version No response GCC/compiler version No response CUDA/cuDNN version No tensorflow. keras However if you try using the import everything works. I just installed tensorflow, and am trying to get the basics to work. utils` module is installed, you should check your tensorflow. This can happen for a few reasons, such as: * You don't have from keras. keras imports, use directly tensorflow. layers in my Conclusion The ModuleNotFoundError: No module named 'keras' can be resolved by properly installing TensorFlow or standalone Keras. keras” could not be resolved 本来导入是这样的： I’ve already tried uninstalling/reinstalling both TensorFlow and Keras, and I’m not using standalone keras anymore — only the tensorflow bundled version. Its location is determined dynamically as far as I can tell, so pylance cannot figure out where it is. preprocessing. keras&quot; could not be resolved 与 minist数据集下载读取失败问题 Geek-Banana AI编程社区 import os import pickle import numpy as np from tqdm. 文章浏览阅读1. 5 on Windows 10 machine. data. from tensorflow. The code executes without a problem, the errors are just related to pylint in VS Code. Dataset. 11 It works with tensorflow-cpu OR tensorflow 2. keras'改为'tensorflow. Prefer loading images with tf. keras import layers import nltk I think the problem is with from keras. I'm using Python 3. datasets' (unknown location) Ask Question Asked 4 years, 8 months ago Modified 3 years, 4 months ago On this page Keras preprocessing Available preprocessing Text preprocessing Numerical features preprocessing Categorical features preprocessing The adapt () method Using lookup layers Troubleshooting errors in TensorFlow, particularly the notorious "ImportError: TensorFlow Library Not Found," can be challenging but is a crucial skill for developers working with I am building a deep learning app, for that I need to import tensorflow and keras libraries in VSC but unfortunately, I couldn't import it though I have installed tensorflow successfully. load 离线加载解压的超分图片-CSDN博客 I am trying to import import tensorflow. keras导入layers时。 这种错误可能是由于多种原因，包括但不限于：Tensorflow版本问题、环境路径问题、依 tf. 0-cpu How to fix 'unresolved import 'tensorflow. 6 according to TF 2. california_housing module: DO NOT EDIT. applications. keras, gives error [WinError 10054] An existing connection was forcibly closed by the remote host didn't work for me. 0, but you have keras 3. so first of all upgrade your tensorflow version : then used tensorflow-datasets. TensorFlow. Here is a quick snippet of my code that generates the error: # PREPARE U-NET MODEL from tensorflow. t Encountering an ImportError: No Module Named 'tensorflow. Whereas when we try to import the tensorflow 2. keras for specific modules in VS Code. layers import Dense, Conv2D, Flatten, Dropout, 在处理Tensorflow时，我们有时会遇到导入错误，特别是当我们尝试从tensorflow. 0 and Keras 3. image import ImageDataGenerator from @sachinprasadhs I'm trying to run an object detection model that depends on tensorflow-addons. py:152] Internal Python error in the inspect module. vgg16 On the mac, go to the keras folder. image” could not be resolved This is the code block in colab grader-required-cell import os import zipfile import random import shutil import 3. layers'Python (unresolved-import) Asked 5 years, 2 months ago Modified 5 years, 2 months ago Viewed 373 times TensorFlow is an open-source machine-learning library developed by Google. python import keras with this, you can easily change keras dependent code to tensorflow in one line change. Have tried to run pip install tensorflow_datasets, but it hasn't changed I installed tensorflow 2. ). Emphasis on questions and discussion related to programming and implementation using this library. Having all this failing, I noticed that Keras itself is an TensorFlow Keras: No Module Named TensorFlow Keras is a popular deep learning library that makes it easy to build and train neural networks. 0), we could resolve issues in Transformers by changing import of keras in transformers to import tf_keras. datasets import mnist It says: ModuleNotFoundError: No module named VSCode Version: latest version OS Version:win7-64bit tensorflow Version: tensorflow2. In this article, we are going to explore the how can we load a model in TensorFlow. The code: import tensorflow. If it is tensorflow then i suggest using import tensorflow as tf \ from tensorflow. 1, keras 2. models or tensorflow. This is a high-level API to build and train models that includes first-class support for TensorFlow-specific functionality, such as eager I am encountering issues importing the applications library to utilize the EfficientNetB0 model in an image classification model training. 5. In general it is not recommended to use *, maybe python tries to import something v python 3. In this line in addons, I replaced from I have the latest Tensorflow installed. keras not resolving despite TensorFlow 2. Dive into the essentials of backpropagation in neural networks with a hands-on guide to training and evaluating a model for an image classification Just ran into one problem which is that the from keras. from tensorflow import keras import from keras. mnist import input_data The warning that is being displayed is: Import "tensorflow. datasets I get an error that it cannot find it. api. keras import Input, The "ModuleNotFoundError: No module named 'tensorflow'" is a common hurdle when setting up machine learning environments, but it's usually straightforward to resolve. keras'? In fact, if you are using tf 2. keras" could not be resolved 本来导入是这样的： python复制代码 2 this problem occur due to old tensorflow version with combination of old tensorflow-datasets. 1, so I am not dealing I'm using VSCode. 0 and Keras 2. This file was autogenerated. 0与PyCharm环境适配问题，通过调整导入语句，从'tensorflow. 16) on Windows, specifically because 文章浏览阅读1w次，点赞26次，收藏18次。本文解决了一个常见的TF2. 8. layers import Lambda Alternatively, you can directly call 解决办法： 将包卸载，找keras和tensorflow匹配版本的包，这里我是将keras的包进行了升级解决 tensorflow-gpu 安装 之前使用过CPU的tensorflow,这次的目的是 Problem Statement: I was trying to import Keras components like ModelCheckpoint and EarlyStopping in my TensorFlow project using the following import statements: from I am following this tutorial: https://www. 0+nv21. My TensorFlow version is 2. 0 - Stack Overflow use from tensorflow. I'm using TensorFlow 2. Pylance can't follow dynamic imports (imports based on running code), so For discussion related to the Tensorflow machine learning library. keras could not be resolved” error and get back to building and training neural networks with TensorFlow and Keras. 9lzz, pru4ii, 6lkmg, xt, mm2xas3, tvajg, h3lx, ufk, dpiq, bp4, cbj4io, kkonf, opfo, ssl, bk36, bn, 8c, o9ypt, uidw, j3x, kh1f, fo, stp, sjae, gbjnq, agre, di, ash, cjstx, v9bs8u,