Author

Tony Duan

1 download and install python

1.1 check python version

Code 
import sys
print(sys.version)
3.11.9 (v3.11.9:de54cf5be3, Apr  2 2024, 07:12:50) [Clang 13.0.0 (clang-1300.0.29.30)]

1.2 delete old version python in mac

1.2.1 delete framework

Go->computer->Macintosh HD->Library->Frameworks->Python.framework->Versions

Delete the old version python folder:

1.2.2 delete python file

list all python file

ls /usr/local/bin/python*

delete the old version

brew uninstall python@3.11

1.3 set python version in Rstudio

list all file in home path

Code 
ls -a

find .Renviron and edit to new version

Code 
nano .Renviron

2 install jupyter

Code 
python3 -m pip install jupyter

3 work with file

3.1 get current directory

Code 
import os
os.getcwd()

3.2 get all file name under current directory

Code 
import os
import pandas as pd
nameList=os.listdir(os.getcwd()) 
size_list=[]
for file in (nameList):
  #print((os.stat(file).st_size)/1000000)
  size_list.append((os.stat(file).st_size)/1000000)
  

file_size=pd.DataFrame(list(zip(nameList, size_list)),
columns=['file','size_MB'])
file_size
file size_MB
0 .Rhistory 0.002805
1 test_folder 0.000064
2 .DS_Store 0.008196
3 images 0.000960
4 0 Basic python.qmd 0.004885
5 hotels.csv 16.855599
6 .RData 0.002595
7 3 statistic Book.qmd 0.000453
8 1 Python Book.qmd 0.000644
9 2 Data Book.qmd 0.001405
10 data 0.000096
11 0 Basic python.quarto_ipynb 0.016782

3.3 get file info

Code 
import os
a=os.stat('3 statistic Book.qmd')
a
os.stat_result(st_mode=33188, st_ino=69773616, st_dev=16777234, st_nlink=1, st_uid=501, st_gid=20, st_size=453, st_atime=1741980776, st_mtime=1712419159, st_ctime=1740969673)

show st_atime

Code 
import datetime as dt
#a.st_atime
dt.date.fromtimestamp(a.st_atime).strftime('%Y%m%d')
'20250315'

3.4 create folder

create it if not exist

Code 
if not os.path.exists('test_folder'): 
  os.mkdir('test_folder')

3.5 delete folder

Code 
os.rmdir('test_folder')

3.6 delete file

Code 
os.remove('test.csv')

3.7 copy file

Code 
import shutil

shutil.copyfile('test.csv', 'test2.csv')

3.8 downlaod file online

Code 
import urllib.request

url="https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-02-11/hotels.csv"

urllib.request.urlretrieve(url, "hotels.csv")

4 Condition with if/elif/else

Code 
a = 200
b = 33
if b > a:
  print("b is greater than a")
elif a == b:
  print("a and b are equal")
else:
  print("a is greater than b")
a is greater than b

5 Loop

5.1 for Loop

Code 
fruits = ["apple", "banana", "cherry"]
for x in fruits:
  print(x)
apple
banana
cherry

5.2 for enumerate Loop

it will add index

Code 
fruits = ["apple", "banana", "cherry"]

list(enumerate(fruits))
[(0, 'apple'), (1, 'banana'), (2, 'cherry')]
Code 
for index,i in enumerate(fruits):
  print("The index is:",index)
  print("The element is:",i)
The index is: 0
The element is: apple
The index is: 1
The element is: banana
The index is: 2
The element is: cherry

5.3 while Loop

Code 
i = 1
while i < 4:
  print(i)
  i += 1
1
2
3

with break statement

Code 
i = 1
while i < 6:
  print(i)
  if i == 3:
    break
  i += 1
1
2
3

6 function

6.1 without Arguments

Code 
def my_function():
  print("Hello from a function")
Code 
my_function()
Hello from a function

6.2 with Arguments

Code 
def my_function(x):
  print(x + " !!!!!!!!!!!!!!!!!")
Code 
my_function('hello')
hello !!!!!!!!!!!!!!!!!

6.3 with default Arguments

Code 
def my_function(x='hello'):
  print(x + " !!!!!!!!!!!!!!!!!")
Code 
my_function()
hello !!!!!!!!!!!!!!!!!

6.4 return result

Code 
def adding_ten(x):
  a=x+10
  return(a)
Code 
result=adding_ten(3)
result
13

6.5 lambda function

it a faster way to do function

Code 
lambda_adding_ten=lambda x:x+10
Code 
lambda_adding_ten(4)
14

7 List Comprehension

its a for loop in list

Code 
fruits = ["apple", "banana", "cherry", "kiwi", "mango"]

newlist = [x for x in fruits if "a" in x]

print(newlist)
['apple', 'banana', 'mango']

8 Package

8.1 install package

The Python Package Index (PyPI).https://pypi.org//

Code 
import os
os.system('pip3 install scikit-learn')
os.system('pip3 install tensorflow')
os.system('pip3 install pandas')
os.system('pip3 install SciPy')

8.2 check one package version

Code 
import os
os.system('pip show scikit-learn')
256

8.3 check all package version

Code 
import os
os.system('pip list')
Package                      Version
---------------------------- -----------
absl-py                      2.1.0
accelerate                   1.5.1
appnope                      0.1.4
asttokens                    3.0.0
astunparse                   1.6.3
attrs                        25.3.0
babel                        2.17.0
bitsandbytes                 0.42.0
certifi                      2025.1.31
charset-normalizer           3.4.1
comm                         0.2.2
commonmark                   0.9.1
contourpy                    1.3.1
cycler                       0.12.1
debugpy                      1.8.13
decorator                    5.2.1
executing                    2.2.0
faicons                      0.2.2
fastjsonschema               2.21.1
filelock                     3.17.0
flatbuffers                  25.2.10
fonttools                    4.56.0
fsspec                       2025.3.0
gast                         0.6.0
google-pasta                 0.2.0
great-tables                 0.17.0
grpcio                       1.71.0
h5py                         3.13.0
htmltools                    0.6.0
huggingface-hub              0.29.3
idna                         3.10
importlib_metadata           8.6.1
importlib_resources          6.5.2
ipykernel                    6.29.5
ipython                      9.0.2
ipython_pygments_lexers      1.1.1
jax                          0.4.26
jax-metal                    0.1.0
jaxlib                       0.4.26
jedi                         0.19.2
Jinja2                       3.1.6
jsonschema                   4.23.0
jsonschema-specifications    2024.10.1
jupyter_client               8.6.3
jupyter_core                 5.7.2
keras                        3.9.0
kiwisolver                   1.4.8
libclang                     18.1.1
Markdown                     3.7
markdown-it-py               3.0.0
MarkupSafe                   3.0.2
matplotlib                   3.10.1
matplotlib-inline            0.1.7
mdurl                        0.1.2
ml-dtypes                    0.3.2
mpmath                       1.3.0
namex                        0.0.8
nbclient                     0.10.2
nbformat                     5.10.4
nest-asyncio                 1.6.0
networkx                     3.4.2
numpy                        1.26.4
opt_einsum                   3.4.0
optree                       0.14.1
packaging                    24.2
pandas                       2.0.3
pandasql                     0.7.3
parso                        0.8.4
pexpect                      4.9.0
pillow                       11.1.0
pip                          25.0.1
pipdeptree                   2.25.1
platformdirs                 4.3.6
prompt_toolkit               3.0.50
protobuf                     4.25.6
psutil                       7.0.0
ptyprocess                   0.7.0
pure_eval                    0.2.3
pydub                        0.25.1
Pygments                     2.19.1
pyparsing                    3.2.1
python-dateutil              2.9.0.post0
pytz                         2025.1
PyYAML                       6.0.2
pyzmq                        26.3.0
referencing                  0.36.2
regex                        2024.11.6
requests                     2.32.3
rich                         13.9.4
rpds-py                      0.23.1
safetensors                  0.5.3
scipy                        1.15.2
seaborn                      0.13.2
sentencepiece                0.2.0
setuptools                   65.5.0
siuba                        0.4.4
six                          1.17.0
SQLAlchemy                   2.0.39
stack-data                   0.6.3
sympy                        1.13.1
tensorboard                  2.16.2
tensorboard-data-server      0.7.2
tensorflow                   2.16.2
tensorflow-io-gcs-filesystem 0.37.1
termcolor                    2.5.0
tf_keras                     2.16.0
tokenizers                   0.21.0
torch                        2.6.0
torchaudio                   2.6.0
torchvision                  0.21.0
tornado                      6.4.2
tqdm                         4.67.1
traitlets                    5.14.3
transformers                 4.49.0
typing_extensions            4.12.2
tzdata                       2025.1
urllib3                      2.3.0
wcwidth                      0.2.13
Werkzeug                     3.1.3
wheel                        0.45.1
wrapt                        1.17.2
zipp                         3.21.0
0

8.4 check package install location

Code 
import site; site.getsitepackages()

8.5 show one pacakge package’s dependencies

Code 
!pip install pipdeptree
Code 
!pipdeptree --packages siuba
siuba==0.4.4
├── pandas [required: >=0.24.0,<2.1.0, installed: 2.0.3]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   │   └── six [required: >=1.5, installed: 1.17.0]
│   ├── pytz [required: >=2020.1, installed: 2025.1]
│   ├── tzdata [required: >=2022.1, installed: 2025.1]
│   ├── numpy [required: >=1.21.0, installed: 1.26.4]
│   └── numpy [required: >=1.23.2, installed: 1.26.4]
├── numpy [required: >=1.12.0, installed: 1.26.4]
├── SQLAlchemy [required: >=1.2.19, installed: 2.0.39]
│   └── typing_extensions [required: >=4.6.0, installed: 4.12.2]
└── PyYAML [required: >=3.0.0, installed: 6.0.2]
Code 
!pipdeptree --packages pandas
pandas==2.0.3
├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   └── six [required: >=1.5, installed: 1.17.0]
├── pytz [required: >=2020.1, installed: 2025.1]
├── tzdata [required: >=2022.1, installed: 2025.1]
├── numpy [required: >=1.21.0, installed: 1.26.4]
└── numpy [required: >=1.23.2, installed: 1.26.4]

8.6 show all pacakge package’s dependencies

Code 
!pipdeptree
accelerate==1.5.1
├── numpy [required: >=1.17,<3.0.0, installed: 1.26.4]
├── packaging [required: >=20.0, installed: 24.2]
├── psutil [required: Any, installed: 7.0.0]
├── PyYAML [required: Any, installed: 6.0.2]
├── torch [required: >=2.0.0, installed: 2.6.0]
│   ├── filelock [required: Any, installed: 3.17.0]
│   ├── typing_extensions [required: >=4.10.0, installed: 4.12.2]
│   ├── networkx [required: Any, installed: 3.4.2]
│   ├── Jinja2 [required: Any, installed: 3.1.6]
│   │   └── MarkupSafe [required: >=2.0, installed: 3.0.2]
│   ├── fsspec [required: Any, installed: 2025.3.0]
│   └── sympy [required: ==1.13.1, installed: 1.13.1]
│       └── mpmath [required: >=1.1.0,<1.4, installed: 1.3.0]
├── huggingface-hub [required: >=0.21.0, installed: 0.29.3]
│   ├── filelock [required: Any, installed: 3.17.0]
│   ├── fsspec [required: >=2023.5.0, installed: 2025.3.0]
│   ├── packaging [required: >=20.9, installed: 24.2]
│   ├── PyYAML [required: >=5.1, installed: 6.0.2]
│   ├── requests [required: Any, installed: 2.32.3]
│   │   ├── charset-normalizer [required: >=2,<4, installed: 3.4.1]
│   │   ├── idna [required: >=2.5,<4, installed: 3.10]
│   │   ├── urllib3 [required: >=1.21.1,<3, installed: 2.3.0]
│   │   └── certifi [required: >=2017.4.17, installed: 2025.1.31]
│   ├── tqdm [required: >=4.42.1, installed: 4.67.1]
│   └── typing_extensions [required: >=3.7.4.3, installed: 4.12.2]
└── safetensors [required: >=0.4.3, installed: 0.5.3]
bitsandbytes==0.42.0
└── scipy [required: Any, installed: 1.15.2]
    └── numpy [required: >=1.23.5,<2.5, installed: 1.26.4]
great-tables==0.17.0
├── commonmark [required: >=0.9.1, installed: 0.9.1]
├── faicons [required: >=0.2.2, installed: 0.2.2]
│   └── htmltools [required: >=0.1.4.9002, installed: 0.6.0]
│       ├── typing_extensions [required: >=3.10.0.0, installed: 4.12.2]
│       └── packaging [required: >=20.9, installed: 24.2]
├── htmltools [required: >=0.4.1, installed: 0.6.0]
│   ├── typing_extensions [required: >=3.10.0.0, installed: 4.12.2]
│   └── packaging [required: >=20.9, installed: 24.2]
├── importlib_metadata [required: Any, installed: 8.6.1]
│   └── zipp [required: >=3.20, installed: 3.21.0]
├── typing_extensions [required: >=3.10.0.0, installed: 4.12.2]
├── numpy [required: >=1.22.4, installed: 1.26.4]
├── babel [required: >=2.13.1, installed: 2.17.0]
└── importlib_resources [required: Any, installed: 6.5.2]
ipykernel==6.29.5
├── appnope [required: Any, installed: 0.1.4]
├── comm [required: >=0.1.1, installed: 0.2.2]
│   └── traitlets [required: >=4, installed: 5.14.3]
├── debugpy [required: >=1.6.5, installed: 1.8.13]
├── ipython [required: >=7.23.1, installed: 9.0.2]
│   ├── decorator [required: Any, installed: 5.2.1]
│   ├── ipython_pygments_lexers [required: Any, installed: 1.1.1]
│   │   └── Pygments [required: Any, installed: 2.19.1]
│   ├── jedi [required: >=0.16, installed: 0.19.2]
│   │   └── parso [required: >=0.8.4,<0.9.0, installed: 0.8.4]
│   ├── matplotlib-inline [required: Any, installed: 0.1.7]
│   │   └── traitlets [required: Any, installed: 5.14.3]
│   ├── pexpect [required: >4.3, installed: 4.9.0]
│   │   └── ptyprocess [required: >=0.5, installed: 0.7.0]
│   ├── prompt_toolkit [required: >=3.0.41,<3.1.0, installed: 3.0.50]
│   │   └── wcwidth [required: Any, installed: 0.2.13]
│   ├── Pygments [required: >=2.4.0, installed: 2.19.1]
│   ├── stack-data [required: Any, installed: 0.6.3]
│   │   ├── executing [required: >=1.2.0, installed: 2.2.0]
│   │   ├── asttokens [required: >=2.1.0, installed: 3.0.0]
│   │   └── pure_eval [required: Any, installed: 0.2.3]
│   ├── traitlets [required: >=5.13.0, installed: 5.14.3]
│   └── typing_extensions [required: >=4.6, installed: 4.12.2]
├── jupyter_client [required: >=6.1.12, installed: 8.6.3]
│   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
│   │   ├── platformdirs [required: >=2.5, installed: 4.3.6]
│   │   └── traitlets [required: >=5.3, installed: 5.14.3]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   │   └── six [required: >=1.5, installed: 1.17.0]
│   ├── pyzmq [required: >=23.0, installed: 26.3.0]
│   ├── tornado [required: >=6.2, installed: 6.4.2]
│   └── traitlets [required: >=5.3, installed: 5.14.3]
├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
│   ├── platformdirs [required: >=2.5, installed: 4.3.6]
│   └── traitlets [required: >=5.3, installed: 5.14.3]
├── matplotlib-inline [required: >=0.1, installed: 0.1.7]
│   └── traitlets [required: Any, installed: 5.14.3]
├── nest-asyncio [required: Any, installed: 1.6.0]
├── packaging [required: Any, installed: 24.2]
├── psutil [required: Any, installed: 7.0.0]
├── pyzmq [required: >=24, installed: 26.3.0]
├── tornado [required: >=6.1, installed: 6.4.2]
└── traitlets [required: >=5.4.0, installed: 5.14.3]
jax-metal==0.1.0
├── wheel [required: ~=0.35, installed: 0.45.1]
├── six [required: >=1.15.0, installed: 1.17.0]
├── jax [required: >=0.4.26, installed: 0.4.26]
│   ├── ml-dtypes [required: >=0.2.0, installed: 0.3.2]
│   │   ├── numpy [required: >1.20, installed: 1.26.4]
│   │   ├── numpy [required: >=1.21.2, installed: 1.26.4]
│   │   └── numpy [required: >=1.23.3, installed: 1.26.4]
│   ├── numpy [required: >=1.22, installed: 1.26.4]
│   ├── opt_einsum [required: Any, installed: 3.4.0]
│   ├── scipy [required: >=1.9, installed: 1.15.2]
│   │   └── numpy [required: >=1.23.5,<2.5, installed: 1.26.4]
│   └── numpy [required: >=1.23.2, installed: 1.26.4]
└── jaxlib [required: >=0.4.26, installed: 0.4.26]
    ├── scipy [required: >=1.9, installed: 1.15.2]
    │   └── numpy [required: >=1.23.5,<2.5, installed: 1.26.4]
    ├── numpy [required: >=1.22, installed: 1.26.4]
    └── ml-dtypes [required: >=0.2.0, installed: 0.3.2]
        ├── numpy [required: >1.20, installed: 1.26.4]
        ├── numpy [required: >=1.21.2, installed: 1.26.4]
        └── numpy [required: >=1.23.3, installed: 1.26.4]
nbclient==0.10.2
├── jupyter_client [required: >=6.1.12, installed: 8.6.3]
│   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
│   │   ├── platformdirs [required: >=2.5, installed: 4.3.6]
│   │   └── traitlets [required: >=5.3, installed: 5.14.3]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   │   └── six [required: >=1.5, installed: 1.17.0]
│   ├── pyzmq [required: >=23.0, installed: 26.3.0]
│   ├── tornado [required: >=6.2, installed: 6.4.2]
│   └── traitlets [required: >=5.3, installed: 5.14.3]
├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
│   ├── platformdirs [required: >=2.5, installed: 4.3.6]
│   └── traitlets [required: >=5.3, installed: 5.14.3]
├── nbformat [required: >=5.1, installed: 5.10.4]
│   ├── fastjsonschema [required: >=2.15, installed: 2.21.1]
│   ├── jsonschema [required: >=2.6, installed: 4.23.0]
│   │   ├── attrs [required: >=22.2.0, installed: 25.3.0]
│   │   ├── jsonschema-specifications [required: >=2023.03.6, installed: 2024.10.1]
│   │   │   └── referencing [required: >=0.31.0, installed: 0.36.2]
│   │   │       ├── attrs [required: >=22.2.0, installed: 25.3.0]
│   │   │       ├── rpds-py [required: >=0.7.0, installed: 0.23.1]
│   │   │       └── typing_extensions [required: >=4.4.0, installed: 4.12.2]
│   │   ├── referencing [required: >=0.28.4, installed: 0.36.2]
│   │   │   ├── attrs [required: >=22.2.0, installed: 25.3.0]
│   │   │   ├── rpds-py [required: >=0.7.0, installed: 0.23.1]
│   │   │   └── typing_extensions [required: >=4.4.0, installed: 4.12.2]
│   │   └── rpds-py [required: >=0.7.1, installed: 0.23.1]
│   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
│   │   ├── platformdirs [required: >=2.5, installed: 4.3.6]
│   │   └── traitlets [required: >=5.3, installed: 5.14.3]
│   └── traitlets [required: >=5.1, installed: 5.14.3]
└── traitlets [required: >=5.4, installed: 5.14.3]
pandasql==0.7.3
├── numpy [required: Any, installed: 1.26.4]
├── pandas [required: Any, installed: 2.0.3]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   │   └── six [required: >=1.5, installed: 1.17.0]
│   ├── pytz [required: >=2020.1, installed: 2025.1]
│   ├── tzdata [required: >=2022.1, installed: 2025.1]
│   ├── numpy [required: >=1.21.0, installed: 1.26.4]
│   └── numpy [required: >=1.23.2, installed: 1.26.4]
└── SQLAlchemy [required: Any, installed: 2.0.39]
    └── typing_extensions [required: >=4.6.0, installed: 4.12.2]
pipdeptree==2.25.1
├── packaging [required: >=24.1, installed: 24.2]
└── pip [required: >=24.2, installed: 25.0.1]
pydub==0.25.1
seaborn==0.13.2
├── numpy [required: >=1.20,!=1.24.0, installed: 1.26.4]
├── pandas [required: >=1.2, installed: 2.0.3]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   │   └── six [required: >=1.5, installed: 1.17.0]
│   ├── pytz [required: >=2020.1, installed: 2025.1]
│   ├── tzdata [required: >=2022.1, installed: 2025.1]
│   ├── numpy [required: >=1.21.0, installed: 1.26.4]
│   └── numpy [required: >=1.23.2, installed: 1.26.4]
└── matplotlib [required: >=3.4,!=3.6.1, installed: 3.10.1]
    ├── contourpy [required: >=1.0.1, installed: 1.3.1]
    │   └── numpy [required: >=1.23, installed: 1.26.4]
    ├── cycler [required: >=0.10, installed: 0.12.1]
    ├── fonttools [required: >=4.22.0, installed: 4.56.0]
    ├── kiwisolver [required: >=1.3.1, installed: 1.4.8]
    ├── numpy [required: >=1.23, installed: 1.26.4]
    ├── packaging [required: >=20.0, installed: 24.2]
    ├── pillow [required: >=8, installed: 11.1.0]
    ├── pyparsing [required: >=2.3.1, installed: 3.2.1]
    └── python-dateutil [required: >=2.7, installed: 2.9.0.post0]
        └── six [required: >=1.5, installed: 1.17.0]
sentencepiece==0.2.0
siuba==0.4.4
├── pandas [required: >=0.24.0,<2.1.0, installed: 2.0.3]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
│   │   └── six [required: >=1.5, installed: 1.17.0]
│   ├── pytz [required: >=2020.1, installed: 2025.1]
│   ├── tzdata [required: >=2022.1, installed: 2025.1]
│   ├── numpy [required: >=1.21.0, installed: 1.26.4]
│   └── numpy [required: >=1.23.2, installed: 1.26.4]
├── numpy [required: >=1.12.0, installed: 1.26.4]
├── SQLAlchemy [required: >=1.2.19, installed: 2.0.39]
│   └── typing_extensions [required: >=4.6.0, installed: 4.12.2]
└── PyYAML [required: >=3.0.0, installed: 6.0.2]
tf_keras==2.16.0
└── tensorflow [required: >=2.16,<2.17, installed: 2.16.2]
    ├── absl-py [required: >=1.0.0, installed: 2.1.0]
    ├── astunparse [required: >=1.6.0, installed: 1.6.3]
    │   ├── wheel [required: >=0.23.0,<1.0, installed: 0.45.1]
    │   └── six [required: >=1.6.1,<2.0, installed: 1.17.0]
    ├── flatbuffers [required: >=23.5.26, installed: 25.2.10]
    ├── gast [required: >=0.2.1,!=0.5.2,!=0.5.1,!=0.5.0, installed: 0.6.0]
    ├── google-pasta [required: >=0.1.1, installed: 0.2.0]
    │   └── six [required: Any, installed: 1.17.0]
    ├── h5py [required: >=3.10.0, installed: 3.13.0]
    │   └── numpy [required: >=1.19.3, installed: 1.26.4]
    ├── libclang [required: >=13.0.0, installed: 18.1.1]
    ├── ml-dtypes [required: ~=0.3.1, installed: 0.3.2]
    │   ├── numpy [required: >1.20, installed: 1.26.4]
    │   ├── numpy [required: >=1.21.2, installed: 1.26.4]
    │   └── numpy [required: >=1.23.3, installed: 1.26.4]
    ├── opt_einsum [required: >=2.3.2, installed: 3.4.0]
    ├── packaging [required: Any, installed: 24.2]
    ├── protobuf [required: >=3.20.3,<5.0.0dev,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=4.21.0, installed: 4.25.6]
    ├── requests [required: >=2.21.0,<3, installed: 2.32.3]
    │   ├── charset-normalizer [required: >=2,<4, installed: 3.4.1]
    │   ├── idna [required: >=2.5,<4, installed: 3.10]
    │   ├── urllib3 [required: >=1.21.1,<3, installed: 2.3.0]
    │   └── certifi [required: >=2017.4.17, installed: 2025.1.31]
    ├── setuptools [required: Any, installed: 65.5.0]
    ├── six [required: >=1.12.0, installed: 1.17.0]
    ├── termcolor [required: >=1.1.0, installed: 2.5.0]
    ├── typing_extensions [required: >=3.6.6, installed: 4.12.2]
    ├── wrapt [required: >=1.11.0, installed: 1.17.2]
    ├── grpcio [required: >=1.24.3,<2.0, installed: 1.71.0]
    ├── tensorboard [required: >=2.16,<2.17, installed: 2.16.2]
    │   ├── absl-py [required: >=0.4, installed: 2.1.0]
    │   ├── grpcio [required: >=1.48.2, installed: 1.71.0]
    │   ├── Markdown [required: >=2.6.8, installed: 3.7]
    │   ├── numpy [required: >=1.12.0, installed: 1.26.4]
    │   ├── protobuf [required: >=3.19.6,!=4.24.0, installed: 4.25.6]
    │   ├── setuptools [required: >=41.0.0, installed: 65.5.0]
    │   ├── six [required: >1.9, installed: 1.17.0]
    │   ├── tensorboard-data-server [required: >=0.7.0,<0.8.0, installed: 0.7.2]
    │   └── Werkzeug [required: >=1.0.1, installed: 3.1.3]
    │       └── MarkupSafe [required: >=2.1.1, installed: 3.0.2]
    ├── keras [required: >=3.0.0, installed: 3.9.0]
    │   ├── absl-py [required: Any, installed: 2.1.0]
    │   ├── numpy [required: Any, installed: 1.26.4]
    │   ├── rich [required: Any, installed: 13.9.4]
    │   │   ├── markdown-it-py [required: >=2.2.0, installed: 3.0.0]
    │   │   │   └── mdurl [required: ~=0.1, installed: 0.1.2]
    │   │   └── Pygments [required: >=2.13.0,<3.0.0, installed: 2.19.1]
    │   ├── namex [required: Any, installed: 0.0.8]
    │   ├── h5py [required: Any, installed: 3.13.0]
    │   │   └── numpy [required: >=1.19.3, installed: 1.26.4]
    │   ├── optree [required: Any, installed: 0.14.1]
    │   │   └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
    │   ├── ml-dtypes [required: Any, installed: 0.3.2]
    │   │   ├── numpy [required: >1.20, installed: 1.26.4]
    │   │   ├── numpy [required: >=1.21.2, installed: 1.26.4]
    │   │   └── numpy [required: >=1.23.3, installed: 1.26.4]
    │   └── packaging [required: Any, installed: 24.2]
    ├── tensorflow-io-gcs-filesystem [required: >=0.23.1, installed: 0.37.1]
    └── numpy [required: >=1.23.5,<2.0.0, installed: 1.26.4]
torchaudio==2.6.0
└── torch [required: ==2.6.0, installed: 2.6.0]
    ├── filelock [required: Any, installed: 3.17.0]
    ├── typing_extensions [required: >=4.10.0, installed: 4.12.2]
    ├── networkx [required: Any, installed: 3.4.2]
    ├── Jinja2 [required: Any, installed: 3.1.6]
    │   └── MarkupSafe [required: >=2.0, installed: 3.0.2]
    ├── fsspec [required: Any, installed: 2025.3.0]
    └── sympy [required: ==1.13.1, installed: 1.13.1]
        └── mpmath [required: >=1.1.0,<1.4, installed: 1.3.0]
torchvision==0.21.0
├── numpy [required: Any, installed: 1.26.4]
├── torch [required: ==2.6.0, installed: 2.6.0]
│   ├── filelock [required: Any, installed: 3.17.0]
│   ├── typing_extensions [required: >=4.10.0, installed: 4.12.2]
│   ├── networkx [required: Any, installed: 3.4.2]
│   ├── Jinja2 [required: Any, installed: 3.1.6]
│   │   └── MarkupSafe [required: >=2.0, installed: 3.0.2]
│   ├── fsspec [required: Any, installed: 2025.3.0]
│   └── sympy [required: ==1.13.1, installed: 1.13.1]
│       └── mpmath [required: >=1.1.0,<1.4, installed: 1.3.0]
└── pillow [required: >=5.3.0,!=8.3.*, installed: 11.1.0]
transformers==4.49.0
├── filelock [required: Any, installed: 3.17.0]
├── huggingface-hub [required: >=0.26.0,<1.0, installed: 0.29.3]
│   ├── filelock [required: Any, installed: 3.17.0]
│   ├── fsspec [required: >=2023.5.0, installed: 2025.3.0]
│   ├── packaging [required: >=20.9, installed: 24.2]
│   ├── PyYAML [required: >=5.1, installed: 6.0.2]
│   ├── requests [required: Any, installed: 2.32.3]
│   │   ├── charset-normalizer [required: >=2,<4, installed: 3.4.1]
│   │   ├── idna [required: >=2.5,<4, installed: 3.10]
│   │   ├── urllib3 [required: >=1.21.1,<3, installed: 2.3.0]
│   │   └── certifi [required: >=2017.4.17, installed: 2025.1.31]
│   ├── tqdm [required: >=4.42.1, installed: 4.67.1]
│   └── typing_extensions [required: >=3.7.4.3, installed: 4.12.2]
├── numpy [required: >=1.17, installed: 1.26.4]
├── packaging [required: >=20.0, installed: 24.2]
├── PyYAML [required: >=5.1, installed: 6.0.2]
├── regex [required: !=2019.12.17, installed: 2024.11.6]
├── requests [required: Any, installed: 2.32.3]
│   ├── charset-normalizer [required: >=2,<4, installed: 3.4.1]
│   ├── idna [required: >=2.5,<4, installed: 3.10]
│   ├── urllib3 [required: >=1.21.1,<3, installed: 2.3.0]
│   └── certifi [required: >=2017.4.17, installed: 2025.1.31]
├── tokenizers [required: >=0.21,<0.22, installed: 0.21.0]
│   └── huggingface-hub [required: >=0.16.4,<1.0, installed: 0.29.3]
│       ├── filelock [required: Any, installed: 3.17.0]
│       ├── fsspec [required: >=2023.5.0, installed: 2025.3.0]
│       ├── packaging [required: >=20.9, installed: 24.2]
│       ├── PyYAML [required: >=5.1, installed: 6.0.2]
│       ├── requests [required: Any, installed: 2.32.3]
│       │   ├── charset-normalizer [required: >=2,<4, installed: 3.4.1]
│       │   ├── idna [required: >=2.5,<4, installed: 3.10]
│       │   ├── urllib3 [required: >=1.21.1,<3, installed: 2.3.0]
│       │   └── certifi [required: >=2017.4.17, installed: 2025.1.31]
│       ├── tqdm [required: >=4.42.1, installed: 4.67.1]
│       └── typing_extensions [required: >=3.7.4.3, installed: 4.12.2]
├── safetensors [required: >=0.4.1, installed: 0.5.3]
└── tqdm [required: >=4.27, installed: 4.67.1]
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