Excessive Download Size When Using PDM for pdm add or pdm update Commands

[lingkerio]

Hello everyone,

I've been using PDM for managing my Python projects, and I've noticed a consistent issue when adding or updating packages. Every time I run pdm add or pdm update, it seems to download a large amount of data from PyPI (around 2 to 3 GB each time).

For context, this happens regardless of whether I'm adding a single package or multiple ones. It also occurs even if I believe the dependencies haven't changed much since the last update.

My Questions:

1. Is it normal for PDM to download this much data every time I add or update a package?
2. Could there be something wrong with my PDM configuration that’s causing excessive downloads?
3. Is there a way to reduce the download size or prevent PDM from repeatedly fetching the same packages?

I appreciate any insights or suggestions on how to resolve or troubleshoot this issue.

Thank you in advance!

---

Here is the content of my pdm info && pdm info --env:

PDM version:
  2.18.1
Python Interpreter:
  D:\simple_ds\.venv\Scripts\python.exe (3.12)
Project Root:
  D:/simple_ds
Local Packages:
  
{
  "implementation_name": "cpython",
  "implementation_version": "3.12.6",
  "os_name": "nt",
  "platform_machine": "AMD64",
  "platform_release": "11",
  "platform_system": "Windows",
  "platform_version": "10.0.22631",
  "python_full_version": "3.12.5",
  "platform_python_implementation": "CPython",
  "python_version": "3.12",
  "sys_platform": "win32"
}

Here is my pyproject.toml:

dependencies = [
    "numpy>=2.0.1",
    "pandas>=2.2.2",
    "scipy>=1.14.0",
    "matplotlib>=3.9.1.post1",
    "seaborn>=0.13.2",
    "scikit-learn>=1.5.1",
    "statsmodels>=0.14.2",
    "xgboost>=2.1.1",
    "ipykernel>=6.29.5",
    "notebook>=7.2.1",
    "deap>=1.4.1",
    "duckdb>=1.0.0",
    "openpyxl>=3.1.5",
    "sympy>=1.13.2",
    "torch>=2.4.0",
    "torchvision>=0.19.0",
    "torchaudio>=2.4.0",
    "boruta>=0.4.3",
    "dcor>=0.6",
    "gurobipy>=11.0.3",
    "pulp>=2.9.0",
]
requires-python = "==3.12.*"
readme = "README.md"
license = {text = "MIT"}

[tool.pdm]
distribution = false

[tool.pdm.resolution]
respect-source-order = true

[[tool.pdm.source]]
name = "private"
url = "https://download.pytorch.org/whl/cu121"
include_packages = ["torch", "torchvision", "torchaudio"]
exclude_packages = ["*"]

Here is my pdm config:

Site/default configuration (C:\ProgramData\pdm\pdm\config.toml):
build_isolation = True
cache_dir = C:\Users\lingkerio\AppData\Local\pdm\pdm\Cache
check_update = True
global_project.fallback = False
global_project.fallback_verbose = True
global_project.path = C:\Users\lingkerio\AppData\Local\pdm\pdm\global-project
global_project.user_site = False
install.cache = False
install.cache_method = symlink
install.parallel = True
log_dir = C:\Users\lingkerio\AppData\Local\pdm\pdm\Logs
pypi.ignore_stored_index = False
pypi.json_api = False
pypi.url = https://pypi.org/simple
pypi.verify_ssl = True
python.install_root = C:\Users\lingkerio\AppData\Local\pdm\pdm\python
python.providers = ['venv', 'path', 'asdf', 'pyenv', 'rye', 'winreg', 'macos']
python.use_pyenv = True
python.use_venv = True
request_timeout = 15
strategy.inherit_metadata = True
strategy.resolve_max_rounds = 10000
strategy.save = minimum
strategy.update = reuse
theme.error = red
theme.info = blue
theme.primary = cyan
theme.req = bold green
theme.success = green
theme.warning = yellow
venv.backend = virtualenv
venv.in_project = True
venv.location = C:\Users\lingkerio\AppData\Local\pdm\pdm\venvs
venv.prompt = {project_name}-{python_version}
venv.with_pip = False

Home configuration (C:\Users\lingkerio\AppData\Local\pdm\pdm\config.toml):
cache_dir = E:/pdm/pdm/Cache
check_update = False
global_project.path = E:/pdm/pdm/global-project
install.cache = True
log_dir = E:/pdm/pdm/Logs
pypi.ignore_stored_index = False
pypi.url = https://pypi.tuna.tsinghua.edu.cn/simple
python.install_root = E:/pdm/pdm/python
venv.location = E:/pdm/pdm/venvs

---

If you need further help or clarification, feel free to ask!

pdm.termui: ======== Start resolving requirements ========
pdm.termui:   numpy>=2.0.1
pdm.termui:   pandas>=2.2.2
pdm.termui:   scipy>=1.14.0
pdm.termui:   matplotlib>=3.9.1.post1
pdm.termui:   seaborn>=0.13.2
pdm.termui:   scikit-learn>=1.5.1
pdm.termui:   statsmodels>=0.14.2
pdm.termui:   xgboost>=2.1.1
pdm.termui:   ipykernel>=6.29.5
pdm.termui:   notebook>=7.2.1
pdm.termui:   deap>=1.4.1
pdm.termui:   duckdb>=1.0.0
pdm.termui:   openpyxl>=3.1.5
pdm.termui:   sympy>=1.13.2
pdm.termui:   torch>=2.4.0
pdm.termui:   torchvision>=0.19.0
pdm.termui:   torchaudio>=2.4.0
pdm.termui:   boruta>=0.4.3
pdm.termui:   dcor>=0.6
pdm.termui:   Adding requirement numpy>=2.0.1
pdm.termui:   Adding requirement pandas>=2.2.2
pdm.termui:   Adding requirement scipy>=1.14.0
pdm.termui:   Adding requirement matplotlib>=3.9.1.post1
pdm.termui:   Adding requirement seaborn>=0.13.2
pdm.termui:   Adding requirement scikit-learn>=1.5.1
pdm.termui:   Adding requirement statsmodels>=0.14.2
pdm.termui:   Adding requirement xgboost>=2.1.1
pdm.termui:   Adding requirement ipykernel>=6.29.5
pdm.termui:   Adding requirement notebook>=7.2.1
pdm.termui:   Adding requirement deap>=1.4.1
pdm.termui:   Adding requirement duckdb>=1.0.0
pdm.termui:   Adding requirement openpyxl>=3.1.5
pdm.termui:   Adding requirement sympy>=1.13.2
pdm.termui:   Adding requirement torch>=2.4.0
pdm.termui:   Adding requirement torchvision>=0.19.0
pdm.termui:   Adding requirement torchaudio>=2.4.0
pdm.termui:   Adding requirement boruta>=0.4.3
pdm.termui:   Adding requirement dcor>=0.6
pdm.termui:   Adding requirement python==3.12.*
pdm.termui: ======== Starting round 0 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/36/11/c573ef66c004f991989c2c6218229d9003164525549409aec5ec9afc0285/numpy-2.1.1-cp312-cp312-macosx_10_9_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/numpy/)> (20.9 MB)    
unearth.preparer: Downloading <Link https://download.pytorch.org/whl/cu121/torch-2.4.1%2Bcu121-cp312-cp312-linux_x86_64.whl (from https://download.pytorch.org/whl/cu121/torch/)> (798.9 MB)
unearth.preparer: Downloading <Link https://download.pytorch.org/whl/cu121/torchvision-0.19.1%2Bcu121-cp312-cp312-linux_x86_64.whl (from https://download.pytorch.org/whl/cu121/torchvision/)> (7.1 MB)
unearth.preparer: Downloading <Link https://download.pytorch.org/whl/cu121/torchaudio-2.4.1%2Bcu121-cp312-cp312-linux_x86_64.whl (from https://download.pytorch.org/whl/cu121/torchaudio/)> (3.4 MB)
pdm.termui: Adding new pin: python None
pdm.termui: ======== Starting round 1 ========
pdm.termui:   Adding requirement numpy>=1.10.4(from boruta 0.4.3)
pdm.termui:   Adding requirement scikit-learn>=0.17.1(from boruta 0.4.3)
pdm.termui:   Adding requirement scipy>=0.17.0(from boruta 0.4.3)
pdm.termui: Adding new pin: boruta 0.4.3
pdm.termui: ======== Starting round 2 ========
pdm.termui: Adding new pin: numpy 2.1.1
pdm.termui: ======== Starting round 3 ========
pdm.termui:   Adding requirement numpy>=1.19.5(from scikit-learn 1.5.1)
pdm.termui:   Adding requirement scipy>=1.6.0(from scikit-learn 1.5.1)
pdm.termui:   Adding requirement joblib>=1.2.0(from scikit-learn 1.5.1)
pdm.termui:   Adding requirement threadpoolctl>=3.1.0(from scikit-learn 1.5.1)
pdm.termui: Adding new pin: scikit-learn 1.5.1
pdm.termui: ======== Starting round 4 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/91/29/df4b9b42f2be0b623cbd5e2140cafcaa2bef0759a00b7b70104dcfe2fb51/joblib-1.4.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/joblib/)> (301 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/4b/2c/ffbf7a134b9ab11a67b0cf0726453cedd9c5043a4fe7a35d1cefa9a1bcfb/threadpoolctl-3.5.0-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/threadpoolctl/)> (18 kB)        
pdm.termui:   Adding requirement numpy<2.3,>=1.23.5(from scipy 1.14.1)
pdm.termui: Adding new pin: scipy 1.14.1
pdm.termui: ======== Starting round 5 ========
pdm.termui:   Adding requirement numpy(from dcor 0.6)
pdm.termui:   Adding requirement numba>=0.51(from dcor 0.6)
pdm.termui:   Adding requirement scipy(from dcor 0.6)
pdm.termui:   Adding requirement joblib(from dcor 0.6)
pdm.termui: Adding new pin: dcor 0.6
pdm.termui: ======== Starting round 6 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/91/29/df4b9b42f2be0b623cbd5e2140cafcaa2bef0759a00b7b70104dcfe2fb51/joblib-1.4.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/joblib/)> (301 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/eb/5c/b5ec752c475e78a6c3676b67c514220dbde2725896bbb0b6ec6ea54b2738/numba-0.60.0-cp312-cp312-macosx_10_9_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/numba/)> (2.6 MB)    
pdm.termui:   Adding requirement numpy(from deap 1.4.1)
pdm.termui: Adding new pin: deap 1.4.1
pdm.termui: ======== Starting round 7 ========
pdm.termui: Adding new pin: duckdb 1.0.0
pdm.termui: ======== Starting round 8 ========
pdm.termui:   Adding requirement appnope; platform_system == "Darwin"(from ipykernel 6.29.5)
pdm.termui:   Adding requirement comm>=0.1.1(from ipykernel 6.29.5)
pdm.termui:   Adding requirement debugpy>=1.6.5(from ipykernel 6.29.5)
pdm.termui:   Adding requirement ipython>=7.23.1(from ipykernel 6.29.5)
pdm.termui:   Adding requirement jupyter-client>=6.1.12(from ipykernel 6.29.5)
pdm.termui:   Adding requirement jupyter-core!=5.0.*,>=4.12(from ipykernel 6.29.5)
pdm.termui:   Adding requirement matplotlib-inline>=0.1(from ipykernel 6.29.5)
pdm.termui:   Adding requirement nest-asyncio(from ipykernel 6.29.5)
pdm.termui:   Adding requirement packaging(from ipykernel 6.29.5)
pdm.termui:   Adding requirement psutil(from ipykernel 6.29.5)
pdm.termui:   Adding requirement pyzmq>=24(from ipykernel 6.29.5)
pdm.termui:   Adding requirement tornado>=6.1(from ipykernel 6.29.5)
pdm.termui:   Adding requirement traitlets>=5.4.0(from ipykernel 6.29.5)
pdm.termui: Adding new pin: ipykernel 6.29.5
pdm.termui: ======== Starting round 9 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/appnope/)> (4.3 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/e6/75/49e5bfe642f71f272236b5b2d2691cf915a7283cc0ceda56357b61daa538/comm-0.2.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/comm/)> (7.2 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/9a/82/7d9e1f75fb23c876ab379008c7cf484a1cfa5ed47ccaac8ba37c75e6814e/debugpy-1.8.5-cp312-cp312-macosx_12_0_universal2.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/debugpy/)> (1.4 MB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/a8/a2/6c725958e6f135d8e5de081e69841bb2c1d84b3fc259d02eb092b8fc203a/ipython-8.27.0-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/ipython/)> (818 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/cf/d3/c4bb02580bc0db807edb9a29b2d0c56031be1ef0d804336deb2699a470f6/jupyter_client-8.6.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/jupyter-client/)> (105 kB)     
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/c9/fb/108ecd1fe961941959ad0ee4e12ee7b8b1477247f30b1fdfd83ceaf017f0/jupyter_core-5.7.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/jupyter-core/)> (28 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/matplotlib-inline/)> (9.9 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/nest-asyncio/)> (5.2 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/08/aa/cc0199a5f0ad350994d660967a8efb233fe0416e4639146c089643407ce6/packaging-24.1-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/packaging/)> (53 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/7c/06/63872a64c312a24fb9b4af123ee7007a306617da63ff13bcc1432386ead7/psutil-6.0.0-cp38-abi3-macosx_11_0_arm64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/psutil/)> (251 kB)      
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/28/2f/78a766c8913ad62b28581777ac4ede50c6d9f249d39c2963e279524a1bbe/pyzmq-26.2.0-cp312-cp312-macosx_10_15_universal2.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/pyzmq/)> (1.3 MB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/00/d9/c33be3c1a7564f7d42d87a8d186371a75fd142097076767a5c27da941fef/tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/tornado/)> (435 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/traitlets/)> (85 kB)
pdm.termui:   Adding requirement contourpy>=1.0.1(from matplotlib 3.9.2)
pdm.termui:   Adding requirement cycler>=0.10(from matplotlib 3.9.2)
pdm.termui:   Adding requirement fonttools>=4.22.0(from matplotlib 3.9.2)
pdm.termui:   Adding requirement kiwisolver>=1.3.1(from matplotlib 3.9.2)
pdm.termui:   Adding requirement numpy>=1.23(from matplotlib 3.9.2)
pdm.termui:   Adding requirement packaging>=20.0(from matplotlib 3.9.2)
pdm.termui:   Adding requirement pillow>=8(from matplotlib 3.9.2)
pdm.termui:   Adding requirement pyparsing>=2.3.1(from matplotlib 3.9.2)
pdm.termui:   Adding requirement python-dateutil>=2.7(from matplotlib 3.9.2)
pdm.termui: Adding new pin: matplotlib 3.9.2
pdm.termui: ======== Starting round 10 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/08/aa/cc0199a5f0ad350994d660967a8efb233fe0416e4639146c089643407ce6/packaging-24.1-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/packaging/)> (53 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/c9/92/8e0bbfe6b70c0e2d3d81272b58c98ac69ff1a4329f18c73bd64824d8b12e/contourpy-1.3.0-cp312-cp312-macosx_10_9_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/contourpy/)> (267 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/cycler/)> (8.3 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/87/63/8271f50f3e7bff8b78e03914c4c2893f2f21bd4db2975c60d11ecfbdd174/fonttools-4.53.1-cp312-cp312-macosx_10_9_universal2.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/fonttools/)> (2.8 MB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/f3/7a/debbce859be1a2711eb8437818107137192007b88d17b5cfdb556f457b42/kiwisolver-1.4.5-cp312-cp312-macosx_10_9_universal2.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/kiwisolver/)> (125 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/05/cb/0353013dc30c02a8be34eb91d25e4e4cf594b59e5a55ea1128fde1e5f8ea/pillow-10.4.0-cp312-cp312-macosx_10_10_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/pillow/)> (3.5 MB) 
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/e5/0c/0e3c05b1c87bb6a1c76d281b0f35e78d2d80ac91b5f8f524cebf77f51049/pyparsing-3.1.4-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/pyparsing/)> (104 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/python-dateutil/)> (229 kB)
pdm.termui:   Adding requirement jupyter-server<3,>=2.4.0(from notebook 7.2.2)
pdm.termui:   Adding requirement jupyterlab-server<3,>=2.27.1(from notebook 7.2.2)
pdm.termui:   Adding requirement jupyterlab<4.3,>=4.2.0(from notebook 7.2.2)
pdm.termui:   Adding requirement notebook-shim<0.3,>=0.2(from notebook 7.2.2)
pdm.termui:   Adding requirement tornado>=6.2.0(from notebook 7.2.2)
pdm.termui: Adding new pin: notebook 7.2.2
pdm.termui: ======== Starting round 11 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/00/d9/c33be3c1a7564f7d42d87a8d186371a75fd142097076767a5c27da941fef/tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/tornado/)> (435 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/57/e1/085edea6187a127ca8ea053eb01f4e1792d778b4d192c74d32eb6730fed6/jupyter_server-2.14.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/jupyter-server/)> (383 kB)    
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/jupyterlab-server/)> (59 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/fd/3f/24a0f0ce60959cfd9756a3291cd3a5581e51cbd6f7b4aa121f5bba5320e3/jupyterlab-4.2.5-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/jupyterlab/)> (11.6 MB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/notebook-shim/)> (13 kB)        
pdm.termui:   Adding requirement et-xmlfile(from openpyxl 3.1.5)
pdm.termui: Adding new pin: openpyxl 3.1.5
pdm.termui: ======== Starting round 12 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/96/c2/3dd434b0108730014f1b96fd286040dc3bcb70066346f7e01ec2ac95865f/et_xmlfile-1.1.0-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/et-xmlfile/)> (4.7 kB)
pdm.termui:   Adding requirement numpy>=1.26.0; python_version >= "3.12"(from pandas 2.2.2)
pdm.termui:   Adding requirement python-dateutil>=2.8.2(from pandas 2.2.2)
pdm.termui:   Adding requirement pytz>=2020.1(from pandas 2.2.2)
pdm.termui:   Adding requirement tzdata>=2022.7(from pandas 2.2.2)
pdm.termui: Adding new pin: pandas 2.2.2
pdm.termui: ======== Starting round 13 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/python-dateutil/)> (229 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/9c/3d/a121f284241f08268b21359bd425f7d4825cffc5ac5cd0e1b3d82ffd2b10/pytz-2024.1-py2.py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/pytz/)> (505 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/65/58/f9c9e6be752e9fcb8b6a0ee9fb87e6e7a1f6bcab2cdc73f02bb7ba91ada0/tzdata-2024.1-py2.py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/tzdata/)> (345 kB)
pdm.termui:   Adding requirement numpy!=1.24.0,>=1.20(from seaborn 0.13.2)
pdm.termui:   Adding requirement pandas>=1.2(from seaborn 0.13.2)
pdm.termui:   Adding requirement matplotlib!=3.6.1,>=3.4(from seaborn 0.13.2)
pdm.termui: Adding new pin: seaborn 0.13.2
pdm.termui: ======== Starting round 14 ========
pdm.termui:   Adding requirement numpy>=1.22.3(from statsmodels 0.14.2)
pdm.termui:   Adding requirement scipy!=1.9.2,>=1.8(from statsmodels 0.14.2)
pdm.termui:   Adding requirement pandas!=2.1.0,>=1.4(from statsmodels 0.14.2)
pdm.termui:   Adding requirement patsy>=0.5.6(from statsmodels 0.14.2)
pdm.termui:   Adding requirement packaging>=21.3(from statsmodels 0.14.2)
pdm.termui: Adding new pin: statsmodels 0.14.2
pdm.termui: ======== Starting round 15 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/08/aa/cc0199a5f0ad350994d660967a8efb233fe0416e4639146c089643407ce6/packaging-24.1-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/packaging/)> (53 kB)
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/43/f3/1d311a09c34f14f5973bb0bb0dc3a6e007e1eda90b5492d082689936ca51/patsy-0.5.6-py2.py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/patsy/)> (233 kB)
pdm.termui:   Adding requirement mpmath<1.4,>=1.1.0(from sympy 1.13.2)
pdm.termui: Adding new pin: sympy 1.13.2
pdm.termui: ======== Starting round 16 ========
unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/mpmath/)> (536 kB)
pdm.termui:   Adding requirement filelock(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement typing-extensions>=4.8.0(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement sympy(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement networkx(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement jinja2(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement fsspec(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement setuptools(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement nvidia-cuda-nvrtc-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement nvidia-cuda-runtime-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement nvidia-cuda-cupti-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement nvidia-cudnn-cu12==9.1.0.70; platform_system == "Linux" and platform_machine == "x86_64"(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement nvidia-cublas-cu12==12.1.3.1; platform_system == "Linux" and platform_machine == "x86_64"(from torch 2.4.1+cu121)
pdm.termui:   Adding requirement nvidia-cufft-cu12==11.0.2.54; platform_system == "Linux" and platform_machine == "x86_64"(from torch 2.4.1+cu121)
a98da78b2a5706/filelock-3.15.4-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/filelock/)> (16 kB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/26/9f/ad63fc0248c5379346306f8668cda6e2e2e9c95e01216d2b8ffd9ff037d0/typing_extensions-4.12.2-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/typing-extensions/)> (37 kB)   


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/38/e9/5f72929373e1a0e8d142a130f3f97e6ff920070f87f91c4e13e40e0fba5a/networkx-3.3-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/networkx/)> (1.7 MB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/31/80/3a54838c3fb461f6fec263ebf3a3a41771bd05190238de3486aae8540c36/jinja2-3.1.4-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/jinja2/)> (133 kB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/5e/44/73bea497ac69bafde2ee4269292fa3b41f1198f4bb7bbaaabde30ad29d4a/fsspec-2024.6.1-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/fsspec/)> (177 kB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/df/b5/168cec9a10bf93b60b8f9af7f4e61d526e31e1aad8b9be0e30837746d700/setuptools-74.0.0-py3-none-any.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/setuptools/)> (1.3 MB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/b6/9f/c64c03f49d6fbc56196664d05dba14e3a561038a81a638eeb47f4d4cfd48/nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/nvidia-cuda-nvrtc-cu12/)> (23.7 MB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/eb/d5/c68b1d2cdfcc59e72e8a5949a37ddb22ae6cade80cd4a57a84d4c8b55472/nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/nvidia-cuda-runtime-cu12/)> (823 kB)


unearth.preparer: Downloading <Link https://pypi.tuna.tsinghua.edu.cn/packages/7e/00/6b218edd739ecfc60524e585ba8e6b00554dd908de2c9c66c1af3e44e18d/nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (from https://pypi.tuna.tsinghua.edu.cn/simple/nvidia-cuda-cupti-cu12/)> (14.1 MB)