Closed qq625924821 closed 2 months ago
Hi, You can use this file as a requirement file. If conda fails to install all the libraries, use pip to install the missing libraries. https://github.com/sporsho/3D_OutDet/blob/main/wads_8_sep_2023.yml
Alternatively, you can also use the below shell script to create the environment. This is a minimal environment, not all the functionalities may be available with it. You can also update the script with any compatible library versions.
#! /bin/bash
echo "Conda version: "
conda -V
echo "Attempting to update conda"
yes | conda update conda
echo "Creating environment"
yes | conda create -n outdet python=3.10
if [ $? -eq 0 ]; then
echo "basic invironment installed"
echo "Assuming you are using Bash"
BASE=$(conda info --base)
source $BASE/etc/profile.d/conda.sh
conda activate outdet
pip config set global.extra-index-url https://pypi.ngc.nvidia.com
yes | conda install numpy=1.23.1
yes | conda install cudatoolkit=11.3.1
yes | conda install pytorch=1.12.1=py3.10_cuda11.3_cudnn8.3.2_0 -c pytorch
yes | pip install pyyaml==6.0
yes | pip install tqdm==4.46.1
yes | pip install scikit-image==0.19.3
yes | pip install scikit-learn==1.1.2
yes | pip install scipy==1.9.1
yes | pip install matplotlib==3.6.0
yes | pip install cubinlinker-cu11==0.3.0.post1 --extra-index-url https://pypi.nvidia.com
yes | pip install cuda-python==11.8.1
yes | pip install cudf-cu11==23.6.0 --extra-index-url https://pypi.nvidia.com
yes | pip install cuml-cu11==23.6.0 --extra-index-url https://pypi.nvidia.com
yes | pip install cupy-cuda11x==12.1.0
yes | pip install torch-cluster==1.6.0
which python
conda deactivate
else
echo "environment installation failed"
fi
thank you very much!
---Original--- From: @.> Date: Mon, Jul 22, 2024 16:45 PM To: @.>; Cc: @.**@.>; Subject: Re: [sporsho/3D_OutDet] Need Requirement (Issue #1)
Hi, You can use this file as a requirement file. If conda fails to install all the libraries, use pip to install the missing libraries. https://github.com/sporsho/3D_OutDet/blob/main/wads_8_sep_2023.yml
Alternatively, you can also use the below shell script to create the environment. This is a minimal environment, not all the functionalities may be available with it. You can also update the script with any compatible library versions.
— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>
Hi, there are three pt models in the 3D_OutDet project, such as kitti、spray、wads. Can these models be used with each other?
------------------ 原始邮件 ------------------ 发件人: "sporsho/3D_OutDet" @.>; 发送时间: 2024年7月22日(星期一) 下午4:45 @.>; @.**@.>; 主题: Re: [sporsho/3D_OutDet] Need Requirement (Issue #1)
Hi, You can use this file as a requirement file. If conda fails to install all the libraries, use pip to install the missing libraries. https://github.com/sporsho/3D_OutDet/blob/main/wads_8_sep_2023.yml
Alternatively, you can also use the below shell script to create the environment. This is a minimal environment, not all the functionalities may be available with it. You can also update the script with any compatible library versions.
— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>
No, there are multiple domain shifts between the datasets hence if you want to use a model trained using wads to infer on snowykitti dataset, you have to apply some fine-tuning with some domain transfer technique. Alternatively, you can do a generalized training. e..g, merge all the training data from snowykitti, wads and spray and train a generalized model. The performance will decrease, but you can apply the learned model on any of the datasets.
Are there some domain transfer example in you 3D_OutDet project? or could you recommend some relevant materials to me? Thank you very much!
------------------ 原始邮件 ------------------ 发件人: "sporsho/3D_OutDet" @.>; 发送时间: 2024年8月5日(星期一) 下午3:23 @.>; @.**@.>; 主题: Re: [sporsho/3D_OutDet] Need Requirement (Issue #1)
No, there are multiple domain shifts between the datasets hence if you want to use a model trained using wads to infer on snowykitti dataset, you have to apply some fine-tuning with some domain transfer technique. Alternatively, you can do a generalized training. e..g, merge all the training data from snowykitti, wads and spray and train a generalized model. The performance will decrease, but you can apply the learned model on any of the datasets.
— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>
No, our project is not about domain transfer or adaptation. It is another stream of research and though I did my masters thesis on semi-supervised domain adaptation for MRI images, at present I am not involved with any kind of domain adaptation yet. For starter, you can search on the google scholar e.g., https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=domain+adaptation+point+cloud+segmentation&btnG=
OK,Thanks! I will try to train it on my datasets.
------------------ 原始邮件 ------------------ 发件人: "sporsho/3D_OutDet" @.>; 发送时间: 2024年8月5日(星期一) 下午3:23 @.>; @.**@.>; 主题: Re: [sporsho/3D_OutDet] Need Requirement (Issue #1)
No, there are multiple domain shifts between the datasets hence if you want to use a model trained using wads to infer on snowykitti dataset, you have to apply some fine-tuning with some domain transfer technique. Alternatively, you can do a generalized training. e..g, merge all the training data from snowykitti, wads and spray and train a generalized model. The performance will decrease, but you can apply the learned model on any of the datasets.
— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>
Hello, Could you provide the requirement for me? And tell me the version of python. I want to use your code for filtering snow! Thanck you very much!