机器学习(1)安装Pytorch

1.安装命令

bash 复制代码
pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118

2.安装过程Log:

bash 复制代码
Looking in indexes: https://download.pytorch.org/whl/cu118                                                              
Collecting torch                                                                                                        
  Downloading https://download.pytorch.org/whl/cu118/torch-2.6.0%2Bcu118-cp312-cp312-win_amd64.whl.metadata (28 kB)     
Collecting torchvision                                                                                                  
  Downloading https://download.pytorch.org/whl/cu118/torchvision-0.21.0%2Bcu118-cp312-cp312-win_amd64.whl.metadata (6.3 kB)                                                                                                                     
Collecting torchaudio                                                                                                   
  Downloading https://download.pytorch.org/whl/cu118/torchaudio-2.6.0%2Bcu118-cp312-cp312-win_amd64.whl.metadata (6.8 kB)                                                                                                                       
Collecting filelock (from torch)                                                                                        
  Downloading https://download.pytorch.org/whl/filelock-3.13.1-py3-none-any.whl.metadata (2.8 kB)                       
Collecting typing-extensions>=4.10.0 (from torch)                                                                       
  Downloading https://download.pytorch.org/whl/typing_extensions-4.12.2-py3-none-any.whl.metadata (3.0 kB)              
Collecting networkx (from torch)                                                                                        
  Downloading https://download.pytorch.org/whl/networkx-3.3-py3-none-any.whl.metadata (5.1 kB)                          
Collecting jinja2 (from torch)                                                                                          
  Downloading https://download.pytorch.org/whl/Jinja2-3.1.4-py3-none-any.whl.metadata (2.6 kB)                          
Collecting fsspec (from torch)                                                                                          
  Downloading https://download.pytorch.org/whl/fsspec-2024.6.1-py3-none-any.whl.metadata (11 kB)                        
Collecting setuptools (from torch)                                                                                      
  Downloading https://download.pytorch.org/whl/setuptools-70.2.0-py3-none-any.whl.metadata (5.8 kB)                     
Collecting sympy==1.13.1 (from torch)                                                                                   
  Downloading https://download.pytorch.org/whl/sympy-1.13.1-py3-none-any.whl (6.2 MB)                                   
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.2/6.2 MB 1.4 MB/s eta 0:00:00                                           
Collecting mpmath<1.4,>=1.1.0 (from sympy==1.13.1->torch)                                                               
  Downloading https://download.pytorch.org/whl/mpmath-1.3.0-py3-none-any.whl (536 kB)                                   
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 536.2/536.2 kB 975.3 kB/s eta 0:00:00                                     
Collecting numpy (from torchvision)                                                                                     
  Downloading https://download.pytorch.org/whl/numpy-2.1.2-cp312-cp312-win_amd64.whl.metadata (59 kB)                   
Collecting pillow!=8.3.*,>=5.3.0 (from torchvision)                                                                     
  Downloading https://download.pytorch.org/whl/pillow-11.0.0-cp312-cp312-win_amd64.whl.metadata (9.3 kB)                
Collecting MarkupSafe>=2.0 (from jinja2->torch)                                                                         
  Downloading https://download.pytorch.org/whl/MarkupSafe-2.1.5-cp312-cp312-win_amd64.whl (17 kB)                       
Downloading https://download.pytorch.org/whl/cu118/torch-2.6.0%2Bcu118-cp312-cp312-win_amd64.whl (2728.9 MB)            
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.7/2.7 GB 5.9 MB/s eta 0:00:00                                             
Downloading https://download.pytorch.org/whl/cu118/torchvision-0.21.0%2Bcu118-cp312-cp312-win_amd64.whl (5.3 MB)        
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.3/5.3 MB 4.5 MB/s eta 0:00:00                                             
Downloading https://download.pytorch.org/whl/cu118/torchaudio-2.6.0%2Bcu118-cp312-cp312-win_amd64.whl (4.0 MB)          
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 4.0/4.0 MB 5.4 MB/s eta 0:00:00                                             
Downloading https://download.pytorch.org/whl/pillow-11.0.0-cp312-cp312-win_amd64.whl (2.6 MB)                           
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.6/2.6 MB 4.9 MB/s eta 0:00:00                                             
Downloading https://download.pytorch.org/whl/typing_extensions-4.12.2-py3-none-any.whl (37 kB)                          
Downloading https://download.pytorch.org/whl/filelock-3.13.1-py3-none-any.whl (11 kB)                                   
Downloading https://download.pytorch.org/whl/fsspec-2024.6.1-py3-none-any.whl (177 kB)                                  
Downloading https://download.pytorch.org/whl/Jinja2-3.1.4-py3-none-any.whl (133 kB)                                     
Downloading https://download.pytorch.org/whl/networkx-3.3-py3-none-any.whl (1.7 MB)                                     
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.7/1.7 MB 2.0 MB/s eta 0:00:00                                             
Downloading https://download.pytorch.org/whl/numpy-2.1.2-cp312-cp312-win_amd64.whl (12.6 MB)                            
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 12.6/12.6 MB 1.3 MB/s eta 0:00:00                                           
Downloading https://download.pytorch.org/whl/setuptools-70.2.0-py3-none-any.whl (930 kB)                                
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 930.8/930.8 kB 2.1 MB/s eta 0:00:00                                         
Installing collected packages: mpmath, typing-extensions, sympy, setuptools, pillow, numpy, networkx, MarkupSafe, fsspec, filelock, jinja2, torch, torchvision, torchaudio                                                                      
Successfully installed MarkupSafe-2.1.5 filelock-3.13.1 fsspec-2024.6.1 jinja2-3.1.4 mpmath-1.3.0 networkx-3.3 numpy-2.1.2 pillow-11.0.0 setuptools-70.2.0 sympy-1.13.1 torch-2.6.0+cu118 torchaudio-2.6.0+cu118 torchvision-0.21.0+cu118 typing-extensions-4.12.2

3.测试安装是否成功

bash 复制代码
Python 3.12.8 (tags/v3.12.8:2dc476b, Dec  3 2024, 19:30:04) [MSC v.1942 64 bit (AMD64)] on win32                        
Type "help", "copyright", "credits" or "license" for more information.                                                  
>>> import torch                                                                                                        
>>> x = torch.rand(5, 3)                                                                                                
>>> print(x)                                                                                                            
tensor([[0.7669, 0.8559, 0.1532],                                                                                       
        [0.0107, 0.3796, 0.5369],                                                                                       
        [0.0231, 0.3256, 0.6019],                                                                                       
        [0.8649, 0.0543, 0.6369],                                                                                       
        [0.4323, 0.0320, 0.3343]])

4.查看本机是否有GPU

bash 复制代码
>>> torch.cuda.is_available()                                                                                           
False                                                                                                                   
>>>
相关推荐
Glad_R3 分钟前
巧用AI流程图,让信息呈现更全面
人工智能·信息可视化·产品运营·流程图·产品经理
西南胶带の池上桜32 分钟前
1.Pytorch模型应用(线性与非线性预测)
人工智能·pytorch·python
杀生丸学AI42 分钟前
【无标题】VGGT4D:用于4D场景重建的视觉Transformer运动线索挖掘
人工智能·深度学习·3d·aigc·transformer·三维重建·视觉大模型
小和尚同志1 小时前
还在手动配置?这款开源软件让你一键配置 Claude Code 和 Codex
人工智能·aigc
阿正的梦工坊1 小时前
ProRL:延长强化学习训练,扩展大语言模型推理边界——NeurIPS 2025论文解读
人工智能·语言模型·自然语言处理
致Great1 小时前
Ollama 进阶指南
人工智能·gpt·chatgpt·agent·智能体
Nautiluss1 小时前
一起玩XVF3800麦克风阵列(八)
大数据·人工智能·嵌入式硬件·github·音频·语音识别
qq_430855881 小时前
线代第二章矩阵第四课:方阵的幂
算法·机器学习·矩阵
yzx9910131 小时前
人工智能大模型新浪潮:五大突破性工具深度解析
人工智能