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spectramr


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Author: Adnane Gdihi
Summary: A multi-paradigm research framework for MRI reconstruction, super-resolution, and generative modelling
Latest version: 0.1.2
Required dependencies: einops | h5py | jaxtyping | numpy | openpyxl | pandas | pillow | psutil | pydantic | pydantic-settings | pyyaml | rich | safetensors | scipy | torch | torchmetrics | torchvision | tqdm | typer
Optional dependencies: antspyx | bitsandbytes | causal-conv1d | codespell | deepspeed | detect-secrets | diffusers | flash-attn | gputil | gudhi | hypothesis | hypothesis-jsonschema | lpips | mamba-ssm | matplotlib | monai | mypy | myst-parser | nibabel | nvtx | optuna | pip-audit | piq | plotly | pot | pre-commit | pydicom | pyradiomics | pysr | pytest | pytest-cov | pytest-timeout | pytest-xdist | pywavelets | ray | ruamel-yaml | ruff | scalene | schedulefree | scikit-learn | seaborn | sewar | sigpy | simpleitk | sphinx | sphinx-autoapi | sphinx-copybutton | sphinx-rtd-theme | sphinxcontrib-mermaid | statsmodels | tensorboard | timm | torch-fidelity | torch-geometric | torchdiffeq | torchio | torchkbnufft | transformers | types-pyyaml | xformers

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