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pytorch

v2.12.1

PyTorch is an optimized tensor library for deep learning using GPUs and CPUs.

Install with Pixi

pixi add pytorch

Install with conda

conda install -c https://prefix.dev/conda-forge pytorch

Description

PyTorch is a Python package that provides two high-level features:

Tensor computation (like NumPy) with strong GPU acceleration
Deep neural networks built on a tape-based autograd system You can reuse your favorite Python packages such as NumPy, SciPy, and Cython to extend PyTorch when needed.

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Version

2.12.1

License

BSD-3-Clause

Platforms

linux-64

linux-aarch64

osx-64

osx-arm64

win-64

Last Published

17 days ago

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Variants			Build	Created	Size
pytorch-2.12.1-cuda130_mkl_py312_h46126e1_300.conda	2.12.1	win-64	cuda130_mkl_py312_h46126e1_300 (300)	17 days ago	22.21 MB
Dependencies: cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil * cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libtorch 2.12.1 cuda130_mkl_h28ab6fc_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 networkx numpy >=1.23,<3 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.12,<3.13.0a0 python_abi 3.12. _cp312 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 typing_extensions >=4.10.0 ucrt >=10.0.20348.0 vc >=14.3,<15 vc14_runtime >=14.44.35208 __cuda Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py310_h4f042c9_300.conda	2.12.1	win-64	cuda130_mkl_py310_h4f042c9_300 (300)	17 days ago	18.28 MB
Dependencies: cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil * cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libtorch 2.12.1 cuda130_mkl_h28ab6fc_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 networkx numpy >=1.21,<3 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.10,<3.11.0a0 python_abi 3.10. _cp310 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 typing_extensions >=4.10.0 ucrt >=10.0.20348.0 vc >=14.3,<15 vc14_runtime >=14.44.35208 __cuda Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py311_h1f370e4_300.conda	2.12.1	linux-64	cuda130_mkl_py311_h1f370e4_300 (300)	18 days ago	24.89 MB
Dependencies: _openmp_mutex * _llvm _openmp_mutex >=4.5 cuda-cudart >=13.0.96,<14.0a0 cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-nvtx >=13.0.85,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcufile >=1.15.1.6,<2.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libgcc >=14 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libstdcxx >=14 libtorch 2.12.1 cuda130_mkl_h5535f43_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 nccl >=2.30.7.1,<3.0a0 networkx numpy >=1.23,<3 onednn >=3.12,<4.0a0 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.11,<3.12.0a0 python_abi 3.11. _cp311 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 triton 3.7.1 typing_extensions >=4.10.0 __cuda __glibc >=2.28,<3.0.a0 Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py314_h5d99997_300.conda	2.12.1	linux-64	cuda130_mkl_py314_h5d99997_300 (300)	18 days ago	25.74 MB
Dependencies: _openmp_mutex * _llvm _openmp_mutex >=4.5 cuda-cudart >=13.0.96,<14.0a0 cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-nvtx >=13.0.85,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcufile >=1.15.1.6,<2.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libgcc >=14 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libstdcxx >=14 libtorch 2.12.1 cuda130_mkl_h5535f43_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 nccl >=2.30.7.1,<3.0a0 networkx numpy >=1.23,<3 onednn >=3.12,<4.0a0 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.14,<3.15.0a0 python_abi 3.14. _cp314 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 triton 3.7.1 typing_extensions >=4.10.0 __cuda __glibc >=2.28,<3.0.a0 Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda129_mkl_py310_h587147a_300.conda	2.12.1	linux-64	cuda129_mkl_py310_h587147a_300 (300)	17 days ago	20.73 MB
Dependencies: _openmp_mutex * _llvm _openmp_mutex >=4.5 cuda-cudart >=12.9.79,<13.0a0 cuda-cupti >=12.9.79,<13.0a0 cuda-nvrtc >=12.9.86,<13.0a0 cuda-nvtx >=12.9.79,<13.0a0 cuda-version >=12.9,<13 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=12.9.2.10,<13.0a0 libcudnn >=9.10.2.21,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=11.4.1.4,<12.0a0 libcufile >=1.14.1.1,<2.0a0 libcurand >=10.3.10.19,<11.0a0 libcusolver >=11.7.5.82,<12.0a0 libcusparse >=12.5.10.65,<13.0a0 libgcc >=14 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libstdcxx >=14 libtorch 2.12.1 cuda129_mkl_h6b8258c_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 nccl >=2.28.9.1,<3.0a0 networkx numpy >=1.21,<3 onednn >=3.12,<4.0a0 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.10,<3.11.0a0 python_abi 3.10. _cp310 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 triton 3.7.1 typing_extensions >=4.10.0 __cuda __glibc >=2.17,<3.0.a0 Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py311_h0a01f87_300.conda	2.12.1	win-64	cuda130_mkl_py311_h0a01f87_300 (300)	17 days ago	22.43 MB
Dependencies: cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil * cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libtorch 2.12.1 cuda130_mkl_h28ab6fc_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 networkx numpy >=1.23,<3 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.11,<3.12.0a0 python_abi 3.11. _cp311 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 typing_extensions >=4.10.0 ucrt >=10.0.20348.0 vc >=14.3,<15 vc14_runtime >=14.44.35208 __cuda Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py310_h7be31ce_300.conda	2.12.1	linux-64	cuda130_mkl_py310_h7be31ce_300 (300)	18 days ago	20.69 MB
Dependencies: _openmp_mutex * _llvm _openmp_mutex >=4.5 cuda-cudart >=13.0.96,<14.0a0 cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-nvtx >=13.0.85,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcufile >=1.15.1.6,<2.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libgcc >=14 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libstdcxx >=14 libtorch 2.12.1 cuda130_mkl_h5535f43_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 nccl >=2.30.7.1,<3.0a0 networkx numpy >=1.21,<3 onednn >=3.12,<4.0a0 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.10,<3.11.0a0 python_abi 3.10. _cp310 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 triton 3.7.1 typing_extensions >=4.10.0 __cuda __glibc >=2.28,<3.0.a0 Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py312_h24b5296_300.conda	2.12.1	linux-64	cuda130_mkl_py312_h24b5296_300 (300)	18 days ago	24.65 MB
Dependencies: _openmp_mutex * _llvm _openmp_mutex >=4.5 cuda-cudart >=13.0.96,<14.0a0 cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-nvtx >=13.0.85,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcufile >=1.15.1.6,<2.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libgcc >=14 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libstdcxx >=14 libtorch 2.12.1 cuda130_mkl_h5535f43_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 nccl >=2.30.7.1,<3.0a0 networkx numpy >=1.23,<3 onednn >=3.12,<4.0a0 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.12,<3.13.0a0 python_abi 3.12. _cp312 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 triton 3.7.1 typing_extensions >=4.10.0 __cuda __glibc >=2.28,<3.0.a0 Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py313_h62889ea_300.conda	2.12.1	linux-64	cuda130_mkl_py313_h62889ea_300 (300)	18 days ago	25.04 MB
Dependencies: _openmp_mutex * _llvm _openmp_mutex >=4.5 cuda-cudart >=13.0.96,<14.0a0 cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-nvtx >=13.0.85,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcufile >=1.15.1.6,<2.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libgcc >=14 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libstdcxx >=14 libtorch 2.12.1 cuda130_mkl_h5535f43_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 nccl >=2.30.7.1,<3.0a0 networkx numpy >=1.23,<3 onednn >=3.12,<4.0a0 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.13,<3.14.0a0 python_abi 3.13. _cp313 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 triton 3.7.1 typing_extensions >=4.10.0 __cuda __glibc >=2.28,<3.0.a0 Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*
pytorch-2.12.1-cuda130_mkl_py313_h00a6bb6_300.conda	2.12.1	win-64	cuda130_mkl_py313_h00a6bb6_300 (300)	17 days ago	22.56 MB
Dependencies: cuda-cupti >=13.0.85,<14.0a0 cuda-nvrtc >=13.0.88,<14.0a0 cuda-version >=13.0,<14 filelock fmt >=12.1.0,<12.2.0a0 fsspec jinja2 libabseil * cxx17* libabseil >=20260526.0,<20260527.0a0 libblas * mkl libcblas >=3.11.0,<4.0a0 libcublas >=13.1.1.3,<14.0a0 libcudnn >=9.23.1.3,<10.0a0 libcudss >=0.8.0.10,<0.8.1.0a0 libcufft >=12.0.0.61,<13.0a0 libcurand >=10.4.0.35,<11.0a0 libcusolver >=12.0.4.66,<13.0a0 libcusparse >=12.6.3.3,<13.0a0 libmagma >=2.10.0,<2.10.1.0a0 libprotobuf >=7.35.1,<7.35.2.0a0 libtorch 2.12.1 cuda130_mkl_h28ab6fc_300 libuv >=1.52.1,<2.0a0 libzlib >=1.3.2,<2.0a0 llvm-openmp >=22.1.8 mkl >=2026.0.0,<2027.0a0 networkx numpy >=1.23,<3 optree >=0.13.0 pybind11 pybind11-abi 11 python >=3.13,<3.14.0a0 python_abi 3.13. _cp313 setuptools <82 sleef >=3.9.0,<4.0a0 sympy >=1.13.3 typing_extensions >=4.10.0 ucrt >=10.0.20348.0 vc >=14.3,<15 vc14_runtime >=14.44.35208 __cuda Constraints: pytorch-cpu <0.0a0 pytorch-gpu 2.12.1 Run exports: Weak: pytorch >=2.12.1,<2.13.0a0 libtorch >=2.12.1,<2.13.0a0 Provenance: Built from: conda-forge/pytorch-cpu-feedstock@709fc4c Not cryptographically verified*