tdpeuter/2025ML-project-neural_compression
tdpeuter/2025ML-project-neural_compression
Archived
1
Fork 0
Code Issues Pull requests Releases 1 Activity Actions

Merge branch 'portability' of github.ugent.be:ML/neural-compression into portability

Browse source
This commit is contained in:
Robin Meersman 2025-12-10 14:46:20 +01:00
commit 63119980c9
7 changed files with 128 additions and 138 deletions
Download patch file Download diff file Expand all files Collapse all files

21
job.pbs
View file

@ -1,35 +1,40 @@
#!/bin/bash
#PBS -N neural-compression-test-run
#PBS -N nc-cnn-enwik9-optuna
#PBS -l gpus=1
#PBS -l walltime=00:30:00
#PBS -l walltime=08:00:00
#PBS -l mem=60gb
#PBS -m abe
CACHE_DIR="${VSC_SCRATCH}/.cache" # Directory to use as cache
UV_DIR="${VSC_SCRATCH}/uv" # Directory to install packages
VENV="${UV_DIR}/venv"
DATA_DIR="${VSC_DATA}/datasets"
RESULTS_DIR="${VSC_DATA}/neural-compression/$( date +%Y%m%d-%H%M-%S%N)-results"
mkdir -p "${DATA_DIR}" "${RESULTS_DIR}" || true
module purge
module load PyTorch-bundle/2.1.2-foss-2023a-CUDA-12.1.1
module load Optuna/3.5.0-foss-2023a
module load matplotlib/2.2.5-foss-2023a-Python-2.7.18
cd "${PBS_O_WORKDIR}"
cd "${PBS_O_WORKDIR}" || exit
UV_PYTHON_INSTALL_DIR="${UV_DIR}/python" UV_PYTHON_INSTALL_DIR="${UV_DIR}/python" \
uv --cache-dir="${CACHE_DIR}/uv" \
venv "${UV_DIR}/venv" --clear
venv "${VENV}" --clear
source "${UV_DIR}/venv/bin/activate"
source "${VENV}/bin/activate"
UV_PYTHON_INSTALL_DIR="${UV_DIR}/python" UV_PYTHON_INSTALL_DIR="${UV_DIR}/python" \
uv --cache-dir="${CACHE_DIR}/uv" \
sync --active --no-dev
cd "${PBS_O_WORKDIR}/CNN-model"
cd "${PBS_O_WORKDIR}" || exit
python main_cnn.py train \
python main.py train \
--method=optuna \
--dataset=enwik9 --data-root="${DATA_DIR}" \
--model-path="${RESULTS_DIR}/model.pt"
--model=cnn --model-save-path="${RESULTS_DIR}/cnn-enwik9-optuna.pt"

37
main.py
View file

@ -1,39 +1,44 @@
import torch
from src.args import parse_arguments
from src.process import compress
from src.train import train
from src.utils import determine_device
def main():
args, print_help = parse_arguments()
if torch.accelerator.is_available():
device = torch.accelerator.current_accelerator().type
else:
device = "cpu"
device = determine_device()
print(f"Running on device: {device}...")
match args.mode:
case 'train':
size = None
if args.method == 'optuna':
size = 2 ** 12
if args.debug:
size = 2 ** 10
train(
device = device,
dataset = args.dataset,
data_root = args.data_root,
n_trials = 3 if args.debug else None,
size = 2**10 if args.debug else None,
method = args.method,
device=device,
dataset=args.dataset,
data_root=args.data_root,
n_trials=3 if args.debug else None,
size=size,
method=args.method,
model_name=args.model,
model_path = args.model_load_path,
model_out = args.model_save_path
model_path=args.model_load_path,
model_out=args.model_save_path
)
case 'compress':
compress(args.input_file)
compress(device=device,
model_path=args.model_load_path,
input_file=args.input_file,
output_file=args.output_file
)
case _:
raise NotImplementedError(f"Mode {args.mode} is not implemented yet")
print("Done")

4
pyproject.toml
View file

@ -5,7 +5,9 @@ description = "Add your description here"
readme = "README.md"
requires-python = ">=3.11"
dependencies = [
"datasets>=4.4.1",
"datasets>=3.2.0",
"huggingface_hub==0.27.0",
"fsspec==2024.9.0",
"lorem>=0.1.1",
]

2
src/args.py
View file

@ -19,7 +19,7 @@ def parse_arguments():
help="Which model to use")
modelparser.add_argument("--model-load-path", type=str, required=False,
help="Filepath to the model to load")
modelparser.add_argument("--model-save-path", type=str, required=True,
modelparser.add_argument("--model-save-path", type=str, required=False,
help="Filepath to the model to save")
fileparser = ArgumentParser(add_help=False)

29
src/dataset_loaders/Dataset.py
View file

@ -1,7 +1,9 @@
from abc import abstractmethod, ABC
from itertools import accumulate
from os.path import join, curdir
from typing import Callable
import numpy as np
import torch
from torch import Tensor
from torch.utils.data import Dataset as TorchDataset
@ -49,25 +51,36 @@ class Dataset(TorchDataset, ABC):
return len(self.dataset)
def process_data(self):
self.chunk_offsets = self.get_offsets()
if self.size == -1:
# Just use the whole dataset
self.bytes = ''.join(tqdm(self.data, desc="Encoding data")).encode('utf-8', errors='replace')
self.bytes = ''.join(tqdm(self.data, desc="Encoding data", leave=False)).encode('utf-8', errors='replace')
else:
# Use only partition, calculate offsets
self.chunk_offsets = self.get_offsets()
self.bytes = ''.join(tqdm(self.data[:len(self.chunk_offsets)], desc="Encoding data")).encode('utf-8', errors='replace')
self.bytes = (''.join(tqdm(self.data[:len(self.chunk_offsets)], desc="Encoding data", leave=False))
.encode('utf-8', errors='replace'))
self.tensor = torch.tensor(list(self.bytes), dtype=torch.long)
bytes_array = np.frombuffer(self.bytes, dtype=np.uint8) # Zero-copy
self.tensor = torch.from_numpy(bytes_array).to(torch.long, non_blocking=True)
def get_offsets(self):
"""
Calculate for each chunk how many bytes came before it
"""
data = self.data
size = self.size
if size == -1:
return [0, *accumulate(tqdm(map(len, data), desc="Calculating offsets", leave=False, total=len(data)))]
offsets = [0]
while len(offsets) <= len(self.data) and (self.size == -1 or offsets[-1] < self.size):
idx = len(offsets) - 1
offsets.append(offsets[idx] + len(self.data[idx]))
print(offsets)
total = 0
append = offsets.append
for chunk in tqdm(data):
if total >= size:
break
total += len(chunk)
append(total)
return offsets
def get_chunked_item(self, idx: int, offsets: list[int], context_length: int):

29
src/utils/utils.py
View file

@ -1,6 +1,8 @@
from os import path
import matplotlib.pyplot as plt
import torch
from torch.utils.data import TensorDataset
import matplotlib.pyplot as plt
def make_context_pairs(data: bytes, context_length: int) -> TensorDataset:
@ -10,11 +12,13 @@ def make_context_pairs(data: bytes, context_length: int) -> TensorDataset:
y = data[context_length:]
return TensorDataset(x, y)
def print_distribution(from_to: tuple[int, int], probabilities: list[float]):
plt.hist(range(from_to[0], from_to[1]), weights=probabilities)
plt.show()
def print_losses(train_losses: list[float], validation_losses: list[float], show=False):
def print_losses(train_losses: list[float], validation_losses: list[float], filename: str | None = None, show=False):
plt.plot(train_losses, label="Training loss")
plt.plot(validation_losses, label="Validation loss")
plt.xlabel("Epoch")
@ -23,7 +27,26 @@ def print_losses(train_losses: list[float], validation_losses: list[float], show
if show:
plt.show()
plt.savefig("losses.png")
if filename is None:
filename = path.join("results", "losses.png")
print(f"Saving losses to {filename}...")
plt.savefig(filename)
def determine_device():
# NVIDIA GPUs (most HPC clusters)
if torch.cuda.is_available():
return torch.device("cuda")
# Apple Silicon (macOS)
elif getattr(torch.backends, "mps", None) and torch.backends.mps.is_available():
return torch.device("mps")
# Intel GPUs (oneAPI)
elif hasattr(torch, "xpu") and torch.xpu.is_available():
return torch.device("xpu")
else:
return torch.device("cpu")
def load_data(path: str) -> bytes:

144
uv.lock generated
View file

@ -254,18 +254,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/0a/4c/925909008ed5a988ccbb72dcc897407e5d6d3bd72410d69e051fc0c14647/charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f", size = 53402, upload-time = "2025-10-14T04:42:31.76Z" },
]
[[package]]
name = "click"
version = "8.3.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "colorama", marker = "sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" },
]
[[package]]
name = "colorama"
version = "0.4.6"
@ -577,11 +565,11 @@ wheels = [
[[package]]
name = "fsspec"
version = "2025.10.0"
version = "2024.9.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/24/7f/2747c0d332b9acfa75dc84447a066fdf812b5a6b8d30472b74d309bfe8cb/fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59", size = 309285, upload-time = "2025-10-30T14:58:44.036Z" }
sdist = { url = "https://files.pythonhosted.org/packages/62/7c/12b0943011daaaa9c35c2a2e22e5eb929ac90002f08f1259d69aedad84de/fsspec-2024.9.0.tar.gz", hash = "sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8", size = 286206, upload-time = "2024-09-04T15:06:57.91Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/eb/02/a6b21098b1d5d6249b7c5ab69dde30108a71e4e819d4a9778f1de1d5b70d/fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d", size = 200966, upload-time = "2025-10-30T14:58:42.53Z" },
{ url = "https://files.pythonhosted.org/packages/1d/a0/6aaea0c2fbea2f89bfd5db25fb1e3481896a423002ebe4e55288907a97a3/fsspec-2024.9.0-py3-none-any.whl", hash = "sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b", size = 179253, upload-time = "2024-09-04T15:06:55.908Z" },
]
[package.optional-dependencies]
@ -645,35 +633,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
]
[[package]]
name = "hf-xet"
version = "1.2.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/5e/6e/0f11bacf08a67f7fb5ee09740f2ca54163863b07b70d579356e9222ce5d8/hf_xet-1.2.0.tar.gz", hash = "sha256:a8c27070ca547293b6890c4bf389f713f80e8c478631432962bb7f4bc0bd7d7f", size = 506020, upload-time = "2025-10-24T19:04:32.129Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/9e/a5/85ef910a0aa034a2abcfadc360ab5ac6f6bc4e9112349bd40ca97551cff0/hf_xet-1.2.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:ceeefcd1b7aed4956ae8499e2199607765fbd1c60510752003b6cc0b8413b649", size = 2861870, upload-time = "2025-10-24T19:04:11.422Z" },
{ url = "https://files.pythonhosted.org/packages/ea/40/e2e0a7eb9a51fe8828ba2d47fe22a7e74914ea8a0db68a18c3aa7449c767/hf_xet-1.2.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:b70218dd548e9840224df5638fdc94bd033552963cfa97f9170829381179c813", size = 2717584, upload-time = "2025-10-24T19:04:09.586Z" },
{ url = "https://files.pythonhosted.org/packages/a5/7d/daf7f8bc4594fdd59a8a596f9e3886133fdc68e675292218a5e4c1b7e834/hf_xet-1.2.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7d40b18769bb9a8bc82a9ede575ce1a44c75eb80e7375a01d76259089529b5dc", size = 3315004, upload-time = "2025-10-24T19:04:00.314Z" },
{ url = "https://files.pythonhosted.org/packages/b1/ba/45ea2f605fbf6d81c8b21e4d970b168b18a53515923010c312c06cd83164/hf_xet-1.2.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:cd3a6027d59cfb60177c12d6424e31f4b5ff13d8e3a1247b3a584bf8977e6df5", size = 3222636, upload-time = "2025-10-24T19:03:58.111Z" },
{ url = "https://files.pythonhosted.org/packages/4a/1d/04513e3cab8f29ab8c109d309ddd21a2705afab9d52f2ba1151e0c14f086/hf_xet-1.2.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6de1fc44f58f6dd937956c8d304d8c2dea264c80680bcfa61ca4a15e7b76780f", size = 3408448, upload-time = "2025-10-24T19:04:20.951Z" },
{ url = "https://files.pythonhosted.org/packages/f0/7c/60a2756d7feec7387db3a1176c632357632fbe7849fce576c5559d4520c7/hf_xet-1.2.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f182f264ed2acd566c514e45da9f2119110e48a87a327ca271027904c70c5832", size = 3503401, upload-time = "2025-10-24T19:04:22.549Z" },
{ url = "https://files.pythonhosted.org/packages/4e/64/48fffbd67fb418ab07451e4ce641a70de1c40c10a13e25325e24858ebe5a/hf_xet-1.2.0-cp313-cp313t-win_amd64.whl", hash = "sha256:293a7a3787e5c95d7be1857358a9130694a9c6021de3f27fa233f37267174382", size = 2900866, upload-time = "2025-10-24T19:04:33.461Z" },
{ url = "https://files.pythonhosted.org/packages/e2/51/f7e2caae42f80af886db414d4e9885fac959330509089f97cccb339c6b87/hf_xet-1.2.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:10bfab528b968c70e062607f663e21e34e2bba349e8038db546646875495179e", size = 2861861, upload-time = "2025-10-24T19:04:19.01Z" },
{ url = "https://files.pythonhosted.org/packages/6e/1d/a641a88b69994f9371bd347f1dd35e5d1e2e2460a2e350c8d5165fc62005/hf_xet-1.2.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2a212e842647b02eb6a911187dc878e79c4aa0aa397e88dd3b26761676e8c1f8", size = 2717699, upload-time = "2025-10-24T19:04:17.306Z" },
{ url = "https://files.pythonhosted.org/packages/df/e0/e5e9bba7d15f0318955f7ec3f4af13f92e773fbb368c0b8008a5acbcb12f/hf_xet-1.2.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:30e06daccb3a7d4c065f34fc26c14c74f4653069bb2b194e7f18f17cbe9939c0", size = 3314885, upload-time = "2025-10-24T19:04:07.642Z" },
{ url = "https://files.pythonhosted.org/packages/21/90/b7fe5ff6f2b7b8cbdf1bd56145f863c90a5807d9758a549bf3d916aa4dec/hf_xet-1.2.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:29c8fc913a529ec0a91867ce3d119ac1aac966e098cf49501800c870328cc090", size = 3221550, upload-time = "2025-10-24T19:04:05.55Z" },
{ url = "https://files.pythonhosted.org/packages/6f/cb/73f276f0a7ce46cc6a6ec7d6c7d61cbfe5f2e107123d9bbd0193c355f106/hf_xet-1.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:66e159cbfcfbb29f920db2c09ed8b660eb894640d284f102ada929b6e3dc410a", size = 3408010, upload-time = "2025-10-24T19:04:28.598Z" },
{ url = "https://files.pythonhosted.org/packages/b8/1e/d642a12caa78171f4be64f7cd9c40e3ca5279d055d0873188a58c0f5fbb9/hf_xet-1.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9c91d5ae931510107f148874e9e2de8a16052b6f1b3ca3c1b12f15ccb491390f", size = 3503264, upload-time = "2025-10-24T19:04:30.397Z" },
{ url = "https://files.pythonhosted.org/packages/17/b5/33764714923fa1ff922770f7ed18c2daae034d21ae6e10dbf4347c854154/hf_xet-1.2.0-cp314-cp314t-win_amd64.whl", hash = "sha256:210d577732b519ac6ede149d2f2f34049d44e8622bf14eb3d63bbcd2d4b332dc", size = 2901071, upload-time = "2025-10-24T19:04:37.463Z" },
{ url = "https://files.pythonhosted.org/packages/96/2d/22338486473df5923a9ab7107d375dbef9173c338ebef5098ef593d2b560/hf_xet-1.2.0-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:46740d4ac024a7ca9b22bebf77460ff43332868b661186a8e46c227fdae01848", size = 2866099, upload-time = "2025-10-24T19:04:15.366Z" },
{ url = "https://files.pythonhosted.org/packages/7f/8c/c5becfa53234299bc2210ba314eaaae36c2875e0045809b82e40a9544f0c/hf_xet-1.2.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:27df617a076420d8845bea087f59303da8be17ed7ec0cd7ee3b9b9f579dff0e4", size = 2722178, upload-time = "2025-10-24T19:04:13.695Z" },
{ url = "https://files.pythonhosted.org/packages/9a/92/cf3ab0b652b082e66876d08da57fcc6fa2f0e6c70dfbbafbd470bb73eb47/hf_xet-1.2.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3651fd5bfe0281951b988c0facbe726aa5e347b103a675f49a3fa8144c7968fd", size = 3320214, upload-time = "2025-10-24T19:04:03.596Z" },
{ url = "https://files.pythonhosted.org/packages/46/92/3f7ec4a1b6a65bf45b059b6d4a5d38988f63e193056de2f420137e3c3244/hf_xet-1.2.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:d06fa97c8562fb3ee7a378dd9b51e343bc5bc8190254202c9771029152f5e08c", size = 3229054, upload-time = "2025-10-24T19:04:01.949Z" },
{ url = "https://files.pythonhosted.org/packages/0b/dd/7ac658d54b9fb7999a0ccb07ad863b413cbaf5cf172f48ebcd9497ec7263/hf_xet-1.2.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:4c1428c9ae73ec0939410ec73023c4f842927f39db09b063b9482dac5a3bb737", size = 3413812, upload-time = "2025-10-24T19:04:24.585Z" },
{ url = "https://files.pythonhosted.org/packages/92/68/89ac4e5b12a9ff6286a12174c8538a5930e2ed662091dd2572bbe0a18c8a/hf_xet-1.2.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a55558084c16b09b5ed32ab9ed38421e2d87cf3f1f89815764d1177081b99865", size = 3508920, upload-time = "2025-10-24T19:04:26.927Z" },
{ url = "https://files.pythonhosted.org/packages/cb/44/870d44b30e1dcfb6a65932e3e1506c103a8a5aea9103c337e7a53180322c/hf_xet-1.2.0-cp37-abi3-win_amd64.whl", hash = "sha256:e6584a52253f72c9f52f9e549d5895ca7a471608495c4ecaa6cc73dba2b24d69", size = 2905735, upload-time = "2025-10-24T19:04:35.928Z" },
]
[[package]]
name = "httpcore"
version = "1.0.9"
@ -704,23 +663,20 @@ wheels = [
[[package]]
name = "huggingface-hub"
version = "1.2.1"
version = "0.27.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "filelock" },
{ name = "fsspec" },
{ name = "hf-xet", marker = "platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" },
{ name = "httpx" },
{ name = "packaging" },
{ name = "pyyaml" },
{ name = "shellingham" },
{ name = "requests" },
{ name = "tqdm" },
{ name = "typer-slim" },
{ name = "typing-extensions" },
]
sdist = { url = "https://files.pythonhosted.org/packages/c9/a1/397934161650e1248107fa3337f320f83f09f8113c5117ce3c2d32cfda8d/huggingface_hub-1.2.1.tar.gz", hash = "sha256:1aced061fa1bd443c0ec80a4af432b8b70041d54860f7af334ceff599611a415", size = 614603, upload-time = "2025-12-05T15:11:21.729Z" }
sdist = { url = "https://files.pythonhosted.org/packages/36/c6/e3709b61de8e7832dbe19f0d9637e81356cede733d99359fbce125423774/huggingface_hub-0.27.0.tar.gz", hash = "sha256:902cce1a1be5739f5589e560198a65a8edcfd3b830b1666f36e4b961f0454fac", size = 379286, upload-time = "2024-12-16T13:13:35.857Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/af/cf/ef5cc94b1ed4e1ab8a15c17937c876b9733154a746c78f4c06c2336a05e5/huggingface_hub-1.2.1-py3-none-any.whl", hash = "sha256:8c74a41a16156337dfa1090873ca11f8c1d7b6efcbac9f6673d008a740207e6a", size = 520930, upload-time = "2025-12-05T15:11:20.045Z" },
{ url = "https://files.pythonhosted.org/packages/61/8c/fbdc0a88a622d9fa54e132d7bf3ee03ec602758658a2db5b339a65be2cfe/huggingface_hub-0.27.0-py3-none-any.whl", hash = "sha256:8f2e834517f1f1ddf1ecc716f91b120d7333011b7485f665a9a412eacb1a2a81", size = 450537, upload-time = "2024-12-16T13:13:32.181Z" },
]
[[package]]
@ -1666,6 +1622,8 @@ version = "0.1.0"
source = { virtual = "." }
dependencies = [
{ name = "datasets" },
{ name = "fsspec" },
{ name = "huggingface-hub" },
{ name = "lorem" },
]
@ -1682,7 +1640,9 @@ dev = [
[package.metadata]
requires-dist = [
{ name = "datasets", specifier = ">=4.4.1" },
{ name = "datasets", specifier = ">=3.2.0" },
{ name = "fsspec", specifier = "==2024.9.0" },
{ name = "huggingface-hub", specifier = "==0.27.0" },
{ name = "hydra-core", marker = "extra == 'dev'", specifier = ">=1.3.2" },
{ name = "lorem", specifier = ">=0.1.1" },
{ name = "matplotlib", marker = "extra == 'dev'", specifier = ">=3.10.7" },
@ -1974,15 +1934,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922", size = 1201486, upload-time = "2025-05-27T00:56:49.664Z" },
]
[[package]]
name = "shellingham"
version = "1.5.4"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310, upload-time = "2023-10-24T04:13:40.426Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755, upload-time = "2023-10-24T04:13:38.866Z" },
]
[[package]]
name = "six"
version = "1.17.0"
@ -1994,39 +1945,43 @@ wheels = [
[[package]]
name = "sqlalchemy"
version = "2.0.44"
version = "2.0.45"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "greenlet", marker = "platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'" },
{ name = "typing-extensions" },
]
sdist = { url = "https://files.pythonhosted.org/packages/f0/f2/840d7b9496825333f532d2e3976b8eadbf52034178aac53630d09fe6e1ef/sqlalchemy-2.0.44.tar.gz", hash = "sha256:0ae7454e1ab1d780aee69fd2aae7d6b8670a581d8847f2d1e0f7ddfbf47e5a22", size = 9819830, upload-time = "2025-10-10T14:39:12.935Z" }
sdist = { url = "https://files.pythonhosted.org/packages/be/f9/5e4491e5ccf42f5d9cfc663741d261b3e6e1683ae7812114e7636409fcc6/sqlalchemy-2.0.45.tar.gz", hash = "sha256:1632a4bda8d2d25703fdad6363058d882541bdaaee0e5e3ddfa0cd3229efce88", size = 9869912, upload-time = "2025-12-09T21:05:16.737Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/e3/81/15d7c161c9ddf0900b076b55345872ed04ff1ed6a0666e5e94ab44b0163c/sqlalchemy-2.0.44-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0fe3917059c7ab2ee3f35e77757062b1bea10a0b6ca633c58391e3f3c6c488dd", size = 2140517, upload-time = "2025-10-10T15:36:15.64Z" },
{ url = "https://files.pythonhosted.org/packages/d4/d5/4abd13b245c7d91bdf131d4916fd9e96a584dac74215f8b5bc945206a974/sqlalchemy-2.0.44-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:de4387a354ff230bc979b46b2207af841dc8bf29847b6c7dbe60af186d97aefa", size = 2130738, upload-time = "2025-10-10T15:36:16.91Z" },
{ url = "https://files.pythonhosted.org/packages/cb/3c/8418969879c26522019c1025171cefbb2a8586b6789ea13254ac602986c0/sqlalchemy-2.0.44-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c3678a0fb72c8a6a29422b2732fe423db3ce119c34421b5f9955873eb9b62c1e", size = 3304145, upload-time = "2025-10-10T15:34:19.569Z" },
{ url = "https://files.pythonhosted.org/packages/94/2d/fdb9246d9d32518bda5d90f4b65030b9bf403a935cfe4c36a474846517cb/sqlalchemy-2.0.44-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3cf6872a23601672d61a68f390e44703442639a12ee9dd5a88bbce52a695e46e", size = 3304511, upload-time = "2025-10-10T15:47:05.088Z" },
{ url = "https://files.pythonhosted.org/packages/7d/fb/40f2ad1da97d5c83f6c1269664678293d3fe28e90ad17a1093b735420549/sqlalchemy-2.0.44-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:329aa42d1be9929603f406186630135be1e7a42569540577ba2c69952b7cf399", size = 3235161, upload-time = "2025-10-10T15:34:21.193Z" },
{ url = "https://files.pythonhosted.org/packages/95/cb/7cf4078b46752dca917d18cf31910d4eff6076e5b513c2d66100c4293d83/sqlalchemy-2.0.44-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:70e03833faca7166e6a9927fbee7c27e6ecde436774cd0b24bbcc96353bce06b", size = 3261426, upload-time = "2025-10-10T15:47:07.196Z" },
{ url = "https://files.pythonhosted.org/packages/f8/3b/55c09b285cb2d55bdfa711e778bdffdd0dc3ffa052b0af41f1c5d6e582fa/sqlalchemy-2.0.44-cp311-cp311-win32.whl", hash = "sha256:253e2f29843fb303eca6b2fc645aca91fa7aa0aa70b38b6950da92d44ff267f3", size = 2105392, upload-time = "2025-10-10T15:38:20.051Z" },
{ url = "https://files.pythonhosted.org/packages/c7/23/907193c2f4d680aedbfbdf7bf24c13925e3c7c292e813326c1b84a0b878e/sqlalchemy-2.0.44-cp311-cp311-win_amd64.whl", hash = "sha256:7a8694107eb4308a13b425ca8c0e67112f8134c846b6e1f722698708741215d5", size = 2130293, upload-time = "2025-10-10T15:38:21.601Z" },
{ url = "https://files.pythonhosted.org/packages/62/c4/59c7c9b068e6813c898b771204aad36683c96318ed12d4233e1b18762164/sqlalchemy-2.0.44-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:72fea91746b5890f9e5e0997f16cbf3d53550580d76355ba2d998311b17b2250", size = 2139675, upload-time = "2025-10-10T16:03:31.064Z" },
{ url = "https://files.pythonhosted.org/packages/d6/ae/eeb0920537a6f9c5a3708e4a5fc55af25900216bdb4847ec29cfddf3bf3a/sqlalchemy-2.0.44-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:585c0c852a891450edbb1eaca8648408a3cc125f18cf433941fa6babcc359e29", size = 2127726, upload-time = "2025-10-10T16:03:35.934Z" },
{ url = "https://files.pythonhosted.org/packages/d8/d5/2ebbabe0379418eda8041c06b0b551f213576bfe4c2f09d77c06c07c8cc5/sqlalchemy-2.0.44-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9b94843a102efa9ac68a7a30cd46df3ff1ed9c658100d30a725d10d9c60a2f44", size = 3327603, upload-time = "2025-10-10T15:35:28.322Z" },
{ url = "https://files.pythonhosted.org/packages/45/e5/5aa65852dadc24b7d8ae75b7efb8d19303ed6ac93482e60c44a585930ea5/sqlalchemy-2.0.44-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:119dc41e7a7defcefc57189cfa0e61b1bf9c228211aba432b53fb71ef367fda1", size = 3337842, upload-time = "2025-10-10T15:43:45.431Z" },
{ url = "https://files.pythonhosted.org/packages/41/92/648f1afd3f20b71e880ca797a960f638d39d243e233a7082c93093c22378/sqlalchemy-2.0.44-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0765e318ee9179b3718c4fd7ba35c434f4dd20332fbc6857a5e8df17719c24d7", size = 3264558, upload-time = "2025-10-10T15:35:29.93Z" },
{ url = "https://files.pythonhosted.org/packages/40/cf/e27d7ee61a10f74b17740918e23cbc5bc62011b48282170dc4c66da8ec0f/sqlalchemy-2.0.44-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:2e7b5b079055e02d06a4308d0481658e4f06bc7ef211567edc8f7d5dce52018d", size = 3301570, upload-time = "2025-10-10T15:43:48.407Z" },
{ url = "https://files.pythonhosted.org/packages/3b/3d/3116a9a7b63e780fb402799b6da227435be878b6846b192f076d2f838654/sqlalchemy-2.0.44-cp312-cp312-win32.whl", hash = "sha256:846541e58b9a81cce7dee8329f352c318de25aa2f2bbe1e31587eb1f057448b4", size = 2103447, upload-time = "2025-10-10T15:03:21.678Z" },
{ url = "https://files.pythonhosted.org/packages/25/83/24690e9dfc241e6ab062df82cc0df7f4231c79ba98b273fa496fb3dd78ed/sqlalchemy-2.0.44-cp312-cp312-win_amd64.whl", hash = "sha256:7cbcb47fd66ab294703e1644f78971f6f2f1126424d2b300678f419aa73c7b6e", size = 2130912, upload-time = "2025-10-10T15:03:24.656Z" },
{ url = "https://files.pythonhosted.org/packages/45/d3/c67077a2249fdb455246e6853166360054c331db4613cda3e31ab1cadbef/sqlalchemy-2.0.44-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ff486e183d151e51b1d694c7aa1695747599bb00b9f5f604092b54b74c64a8e1", size = 2135479, upload-time = "2025-10-10T16:03:37.671Z" },
{ url = "https://files.pythonhosted.org/packages/2b/91/eabd0688330d6fd114f5f12c4f89b0d02929f525e6bf7ff80aa17ca802af/sqlalchemy-2.0.44-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0b1af8392eb27b372ddb783b317dea0f650241cea5bd29199b22235299ca2e45", size = 2123212, upload-time = "2025-10-10T16:03:41.755Z" },
{ url = "https://files.pythonhosted.org/packages/b0/bb/43e246cfe0e81c018076a16036d9b548c4cc649de241fa27d8d9ca6f85ab/sqlalchemy-2.0.44-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2b61188657e3a2b9ac4e8f04d6cf8e51046e28175f79464c67f2fd35bceb0976", size = 3255353, upload-time = "2025-10-10T15:35:31.221Z" },
{ url = "https://files.pythonhosted.org/packages/b9/96/c6105ed9a880abe346b64d3b6ddef269ddfcab04f7f3d90a0bf3c5a88e82/sqlalchemy-2.0.44-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b87e7b91a5d5973dda5f00cd61ef72ad75a1db73a386b62877d4875a8840959c", size = 3260222, upload-time = "2025-10-10T15:43:50.124Z" },
{ url = "https://files.pythonhosted.org/packages/44/16/1857e35a47155b5ad927272fee81ae49d398959cb749edca6eaa399b582f/sqlalchemy-2.0.44-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:15f3326f7f0b2bfe406ee562e17f43f36e16167af99c4c0df61db668de20002d", size = 3189614, upload-time = "2025-10-10T15:35:32.578Z" },
{ url = "https://files.pythonhosted.org/packages/88/ee/4afb39a8ee4fc786e2d716c20ab87b5b1fb33d4ac4129a1aaa574ae8a585/sqlalchemy-2.0.44-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:1e77faf6ff919aa8cd63f1c4e561cac1d9a454a191bb864d5dd5e545935e5a40", size = 3226248, upload-time = "2025-10-10T15:43:51.862Z" },
{ url = "https://files.pythonhosted.org/packages/32/d5/0e66097fc64fa266f29a7963296b40a80d6a997b7ac13806183700676f86/sqlalchemy-2.0.44-cp313-cp313-win32.whl", hash = "sha256:ee51625c2d51f8baadf2829fae817ad0b66b140573939dd69284d2ba3553ae73", size = 2101275, upload-time = "2025-10-10T15:03:26.096Z" },
{ url = "https://files.pythonhosted.org/packages/03/51/665617fe4f8c6450f42a6d8d69243f9420f5677395572c2fe9d21b493b7b/sqlalchemy-2.0.44-cp313-cp313-win_amd64.whl", hash = "sha256:c1c80faaee1a6c3428cecf40d16a2365bcf56c424c92c2b6f0f9ad204b899e9e", size = 2127901, upload-time = "2025-10-10T15:03:27.548Z" },
{ url = "https://files.pythonhosted.org/packages/9c/5e/6a29fa884d9fb7ddadf6b69490a9d45fded3b38541713010dad16b77d015/sqlalchemy-2.0.44-py3-none-any.whl", hash = "sha256:19de7ca1246fbef9f9d1bff8f1ab25641569df226364a0e40457dc5457c54b05", size = 1928718, upload-time = "2025-10-10T15:29:45.32Z" },
{ url = "https://files.pythonhosted.org/packages/f3/f8/9be54ff620e5b796ca7b44670ef58bc678095d51b0e89d6e3102ea468216/sqlalchemy-2.0.45-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b8c8b41b97fba5f62349aa285654230296829672fc9939cd7f35aab246d1c08b", size = 3309379, upload-time = "2025-12-09T22:06:07.461Z" },
{ url = "https://files.pythonhosted.org/packages/f6/2b/60ce3ee7a5ae172bfcd419ce23259bb874d2cddd44f67c5df3760a1e22f9/sqlalchemy-2.0.45-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:12c694ed6468333a090d2f60950e4250b928f457e4962389553d6ba5fe9951ac", size = 3309948, upload-time = "2025-12-09T22:09:57.643Z" },
{ url = "https://files.pythonhosted.org/packages/a3/42/bac8d393f5db550e4e466d03d16daaafd2bad1f74e48c12673fb499a7fc1/sqlalchemy-2.0.45-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:f7d27a1d977a1cfef38a0e2e1ca86f09c4212666ce34e6ae542f3ed0a33bc606", size = 3261239, upload-time = "2025-12-09T22:06:08.879Z" },
{ url = "https://files.pythonhosted.org/packages/6f/12/43dc70a0528c59842b04ea1c1ed176f072a9b383190eb015384dd102fb19/sqlalchemy-2.0.45-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:d62e47f5d8a50099b17e2bfc1b0c7d7ecd8ba6b46b1507b58cc4f05eefc3bb1c", size = 3284065, upload-time = "2025-12-09T22:09:59.454Z" },
{ url = "https://files.pythonhosted.org/packages/cf/9c/563049cf761d9a2ec7bc489f7879e9d94e7b590496bea5bbee9ed7b4cc32/sqlalchemy-2.0.45-cp311-cp311-win32.whl", hash = "sha256:3c5f76216e7b85770d5bb5130ddd11ee89f4d52b11783674a662c7dd57018177", size = 2113480, upload-time = "2025-12-09T21:29:57.03Z" },
{ url = "https://files.pythonhosted.org/packages/bc/fa/09d0a11fe9f15c7fa5c7f0dd26be3d235b0c0cbf2f9544f43bc42efc8a24/sqlalchemy-2.0.45-cp311-cp311-win_amd64.whl", hash = "sha256:a15b98adb7f277316f2c276c090259129ee4afca783495e212048daf846654b2", size = 2138407, upload-time = "2025-12-09T21:29:58.556Z" },
{ url = "https://files.pythonhosted.org/packages/2d/c7/1900b56ce19bff1c26f39a4ce427faec7716c81ac792bfac8b6a9f3dca93/sqlalchemy-2.0.45-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b3ee2aac15169fb0d45822983631466d60b762085bc4535cd39e66bea362df5f", size = 3333760, upload-time = "2025-12-09T22:11:02.66Z" },
{ url = "https://files.pythonhosted.org/packages/0a/93/3be94d96bb442d0d9a60e55a6bb6e0958dd3457751c6f8502e56ef95fed0/sqlalchemy-2.0.45-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ba547ac0b361ab4f1608afbc8432db669bd0819b3e12e29fb5fa9529a8bba81d", size = 3348268, upload-time = "2025-12-09T22:13:49.054Z" },
{ url = "https://files.pythonhosted.org/packages/48/4b/f88ded696e61513595e4a9778f9d3f2bf7332cce4eb0c7cedaabddd6687b/sqlalchemy-2.0.45-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:215f0528b914e5c75ef2559f69dca86878a3beeb0c1be7279d77f18e8d180ed4", size = 3278144, upload-time = "2025-12-09T22:11:04.14Z" },
{ url = "https://files.pythonhosted.org/packages/ed/6a/310ecb5657221f3e1bd5288ed83aa554923fb5da48d760a9f7622afeb065/sqlalchemy-2.0.45-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:107029bf4f43d076d4011f1afb74f7c3e2ea029ec82eb23d8527d5e909e97aa6", size = 3313907, upload-time = "2025-12-09T22:13:50.598Z" },
{ url = "https://files.pythonhosted.org/packages/5c/39/69c0b4051079addd57c84a5bfb34920d87456dd4c90cf7ee0df6efafc8ff/sqlalchemy-2.0.45-cp312-cp312-win32.whl", hash = "sha256:0c9f6ada57b58420a2c0277ff853abe40b9e9449f8d7d231763c6bc30f5c4953", size = 2112182, upload-time = "2025-12-09T21:39:30.824Z" },
{ url = "https://files.pythonhosted.org/packages/f7/4e/510db49dd89fc3a6e994bee51848c94c48c4a00dc905e8d0133c251f41a7/sqlalchemy-2.0.45-cp312-cp312-win_amd64.whl", hash = "sha256:8defe5737c6d2179c7997242d6473587c3beb52e557f5ef0187277009f73e5e1", size = 2139200, upload-time = "2025-12-09T21:39:32.321Z" },
{ url = "https://files.pythonhosted.org/packages/6a/c8/7cc5221b47a54edc72a0140a1efa56e0a2730eefa4058d7ed0b4c4357ff8/sqlalchemy-2.0.45-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fe187fc31a54d7fd90352f34e8c008cf3ad5d064d08fedd3de2e8df83eb4a1cf", size = 3277082, upload-time = "2025-12-09T22:11:06.167Z" },
{ url = "https://files.pythonhosted.org/packages/0e/50/80a8d080ac7d3d321e5e5d420c9a522b0aa770ec7013ea91f9a8b7d36e4a/sqlalchemy-2.0.45-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:672c45cae53ba88e0dad74b9027dddd09ef6f441e927786b05bec75d949fbb2e", size = 3293131, upload-time = "2025-12-09T22:13:52.626Z" },
{ url = "https://files.pythonhosted.org/packages/da/4c/13dab31266fc9904f7609a5dc308a2432a066141d65b857760c3bef97e69/sqlalchemy-2.0.45-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:470daea2c1ce73910f08caf10575676a37159a6d16c4da33d0033546bddebc9b", size = 3225389, upload-time = "2025-12-09T22:11:08.093Z" },
{ url = "https://files.pythonhosted.org/packages/74/04/891b5c2e9f83589de202e7abaf24cd4e4fa59e1837d64d528829ad6cc107/sqlalchemy-2.0.45-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9c6378449e0940476577047150fd09e242529b761dc887c9808a9a937fe990c8", size = 3266054, upload-time = "2025-12-09T22:13:54.262Z" },
{ url = "https://files.pythonhosted.org/packages/f1/24/fc59e7f71b0948cdd4cff7a286210e86b0443ef1d18a23b0d83b87e4b1f7/sqlalchemy-2.0.45-cp313-cp313-win32.whl", hash = "sha256:4b6bec67ca45bc166c8729910bd2a87f1c0407ee955df110d78948f5b5827e8a", size = 2110299, upload-time = "2025-12-09T21:39:33.486Z" },
{ url = "https://files.pythonhosted.org/packages/c0/c5/d17113020b2d43073412aeca09b60d2009442420372123b8d49cc253f8b8/sqlalchemy-2.0.45-cp313-cp313-win_amd64.whl", hash = "sha256:afbf47dc4de31fa38fd491f3705cac5307d21d4bb828a4f020ee59af412744ee", size = 2136264, upload-time = "2025-12-09T21:39:36.801Z" },
{ url = "https://files.pythonhosted.org/packages/3d/8d/bb40a5d10e7a5f2195f235c0b2f2c79b0bf6e8f00c0c223130a4fbd2db09/sqlalchemy-2.0.45-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:83d7009f40ce619d483d26ac1b757dfe3167b39921379a8bd1b596cf02dab4a6", size = 3521998, upload-time = "2025-12-09T22:13:28.622Z" },
{ url = "https://files.pythonhosted.org/packages/75/a5/346128b0464886f036c039ea287b7332a410aa2d3fb0bb5d404cb8861635/sqlalchemy-2.0.45-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d8a2ca754e5415cde2b656c27900b19d50ba076aa05ce66e2207623d3fe41f5a", size = 3473434, upload-time = "2025-12-09T22:13:30.188Z" },
{ url = "https://files.pythonhosted.org/packages/cc/64/4e1913772646b060b025d3fc52ce91a58967fe58957df32b455de5a12b4f/sqlalchemy-2.0.45-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7f46ec744e7f51275582e6a24326e10c49fbdd3fc99103e01376841213028774", size = 3272404, upload-time = "2025-12-09T22:11:09.662Z" },
{ url = "https://files.pythonhosted.org/packages/b3/27/caf606ee924282fe4747ee4fd454b335a72a6e018f97eab5ff7f28199e16/sqlalchemy-2.0.45-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:883c600c345123c033c2f6caca18def08f1f7f4c3ebeb591a63b6fceffc95cce", size = 3277057, upload-time = "2025-12-09T22:13:56.213Z" },
{ url = "https://files.pythonhosted.org/packages/85/d0/3d64218c9724e91f3d1574d12eb7ff8f19f937643815d8daf792046d88ab/sqlalchemy-2.0.45-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2c0b74aa79e2deade948fe8593654c8ef4228c44ba862bb7c9585c8e0db90f33", size = 3222279, upload-time = "2025-12-09T22:11:11.1Z" },
{ url = "https://files.pythonhosted.org/packages/24/10/dd7688a81c5bc7690c2a3764d55a238c524cd1a5a19487928844cb247695/sqlalchemy-2.0.45-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:8a420169cef179d4c9064365f42d779f1e5895ad26ca0c8b4c0233920973db74", size = 3244508, upload-time = "2025-12-09T22:13:57.932Z" },
{ url = "https://files.pythonhosted.org/packages/aa/41/db75756ca49f777e029968d9c9fee338c7907c563267740c6d310a8e3f60/sqlalchemy-2.0.45-cp314-cp314-win32.whl", hash = "sha256:e50dcb81a5dfe4b7b4a4aa8f338116d127cb209559124f3694c70d6cd072b68f", size = 2113204, upload-time = "2025-12-09T21:39:38.365Z" },
{ url = "https://files.pythonhosted.org/packages/89/a2/0e1590e9adb292b1d576dbcf67ff7df8cf55e56e78d2c927686d01080f4b/sqlalchemy-2.0.45-cp314-cp314-win_amd64.whl", hash = "sha256:4748601c8ea959e37e03d13dcda4a44837afcd1b21338e637f7c935b8da06177", size = 2138785, upload-time = "2025-12-09T21:39:39.503Z" },
{ url = "https://files.pythonhosted.org/packages/42/39/f05f0ed54d451156bbed0e23eb0516bcad7cbb9f18b3bf219c786371b3f0/sqlalchemy-2.0.45-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cd337d3526ec5298f67d6a30bbbe4ed7e5e68862f0bf6dd21d289f8d37b7d60b", size = 3522029, upload-time = "2025-12-09T22:13:32.09Z" },
{ url = "https://files.pythonhosted.org/packages/54/0f/d15398b98b65c2bce288d5ee3f7d0a81f77ab89d9456994d5c7cc8b2a9db/sqlalchemy-2.0.45-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9a62b446b7d86a3909abbcd1cd3cc550a832f99c2bc37c5b22e1925438b9367b", size = 3475142, upload-time = "2025-12-09T22:13:33.739Z" },
{ url = "https://files.pythonhosted.org/packages/bf/e1/3ccb13c643399d22289c6a9786c1a91e3dcbb68bce4beb44926ac2c557bf/sqlalchemy-2.0.45-py3-none-any.whl", hash = "sha256:5225a288e4c8cc2308dbdd874edad6e7d0fd38eac1e9e5f23503425c8eee20d0", size = 1936672, upload-time = "2025-12-09T21:54:52.608Z" },
]
[[package]]
@ -2192,19 +2147,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/fb/b7/1dec8433ac604c061173d0589d99217fe7bf90a70bdc375e745d044b8aad/triton-3.5.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:317fe477ea8fd4524a6a8c499fb0a36984a56d0b75bf9c9cb6133a1c56d5a6e7", size = 170580176, upload-time = "2025-10-13T16:38:31.14Z" },
]
[[package]]
name = "typer-slim"
version = "0.20.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "click" },
{ name = "typing-extensions" },
]
sdist = { url = "https://files.pythonhosted.org/packages/8e/45/81b94a52caed434b94da65729c03ad0fb7665fab0f7db9ee54c94e541403/typer_slim-0.20.0.tar.gz", hash = "sha256:9fc6607b3c6c20f5c33ea9590cbeb17848667c51feee27d9e314a579ab07d1a3", size = 106561, upload-time = "2025-10-20T17:03:46.642Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/5e/dd/5cbf31f402f1cc0ab087c94d4669cfa55bd1e818688b910631e131d74e75/typer_slim-0.20.0-py3-none-any.whl", hash = "sha256:f42a9b7571a12b97dddf364745d29f12221865acef7a2680065f9bb29c7dc89d", size = 47087, upload-time = "2025-10-20T17:03:44.546Z" },
]
[[package]]
name = "typing-extensions"
version = "4.15.0"