├── GenDeg ├── NAFNet │ ├── .eggs │ │ ├── Cython-3.0.11-py3.8-linux-x86_64.egg │ │ │ ├── Cython │ │ │ │ ├── Build │ │ │ │ │ ├── BuildExecutable.py │ │ │ │ │ ├── Cythonize.py │ │ │ │ │ ├── Dependencies.py │ │ │ │ │ ├── Distutils.py │ │ │ │ │ ├── Inline.py │ │ │ │ │ ├── IpythonMagic.py │ │ │ │ │ ├── Tests │ │ │ │ │ │ ├── TestCyCache.py │ │ │ │ │ │ ├── TestCythonizeArgsParser.py │ │ │ │ │ │ ├── TestDependencies.py │ │ │ │ │ │ ├── TestInline.py │ │ │ │ │ │ ├── TestIpythonMagic.py │ │ │ │ │ │ ├── TestRecythonize.py │ │ │ │ │ │ ├── TestStripLiterals.py │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── __init__.py │ │ │ │ ├── CodeWriter.py │ │ │ │ ├── Compiler │ │ │ │ │ ├── AnalysedTreeTransforms.py │ │ │ │ │ ├── Annotate.py │ │ │ │ │ ├── AutoDocTransforms.py │ │ │ │ │ ├── Buffer.py │ │ │ │ │ ├── Builtin.py │ │ │ │ │ ├── CmdLine.py │ │ │ │ │ ├── Code.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Code.pxd │ │ │ │ │ ├── Code.py │ │ │ │ │ ├── CodeGeneration.py │ │ │ │ │ ├── CythonScope.py │ │ │ │ │ ├── Dataclass.py │ │ │ │ │ ├── DebugFlags.py │ │ │ │ │ ├── Errors.py │ │ │ │ │ ├── ExprNodes.py │ │ │ │ │ ├── FlowControl.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── FlowControl.pxd │ │ │ │ │ ├── FlowControl.py │ │ │ │ │ ├── FusedNode.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── FusedNode.py │ │ │ │ │ ├── Future.py │ │ │ │ │ ├── Interpreter.py │ │ │ │ │ ├── Lexicon.py │ │ │ │ │ ├── Main.py │ │ │ │ │ ├── MemoryView.py │ │ │ │ │ ├── ModuleNode.py │ │ │ │ │ ├── Naming.py │ │ │ │ │ ├── Nodes.py │ │ │ │ │ ├── Optimize.py │ │ │ │ │ ├── Options.py │ │ │ │ │ ├── ParseTreeTransforms.pxd │ │ │ │ │ ├── ParseTreeTransforms.py │ │ │ │ │ ├── Parsing.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Parsing.pxd │ │ │ │ │ ├── Parsing.py │ │ │ │ │ ├── Pipeline.py │ │ │ │ │ ├── PyrexTypes.py │ │ │ │ │ ├── Pythran.py │ │ │ │ │ ├── Scanning.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Scanning.pxd │ │ │ │ │ ├── Scanning.py │ │ │ │ │ ├── StringEncoding.py │ │ │ │ │ ├── Symtab.py │ │ │ │ │ ├── Tests │ │ │ │ │ │ ├── TestBuffer.py │ │ │ │ │ │ ├── TestCmdLine.py │ │ │ │ │ │ ├── TestFlowControl.py │ │ │ │ │ │ ├── TestGrammar.py │ │ │ │ │ │ ├── TestMemView.py │ │ │ │ │ │ ├── TestParseTreeTransforms.py │ │ │ │ │ │ ├── TestScanning.py │ │ │ │ │ │ ├── TestSignatureMatching.py │ │ │ │ │ │ ├── TestStringEncoding.py │ │ │ │ │ │ ├── TestTreeFragment.py │ │ │ │ │ │ ├── TestTreePath.py │ │ │ │ │ │ ├── TestTypes.py │ │ │ │ │ │ ├── TestUtilityLoad.py │ │ │ │ │ │ ├── TestVisitor.py │ │ │ │ │ │ ├── Utils.py │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── TreeFragment.py │ │ │ │ │ ├── TreePath.py │ │ │ │ │ ├── TypeInference.py │ │ │ │ │ ├── TypeSlots.py │ │ │ │ │ ├── UFuncs.py │ │ │ │ │ ├── UtilNodes.py │ │ │ │ │ ├── UtilityCode.py │ │ │ │ │ ├── Version.py │ │ │ │ │ ├── Visitor.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Visitor.pxd │ │ │ │ │ ├── Visitor.py │ │ │ │ │ └── __init__.py │ │ │ │ ├── Coverage.py │ │ │ │ ├── Debugger │ │ │ │ │ ├── Cygdb.py │ │ │ │ │ ├── DebugWriter.py │ │ │ │ │ ├── Tests │ │ │ │ │ │ ├── TestLibCython.py │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── cfuncs.c │ │ │ │ │ │ ├── codefile │ │ │ │ │ │ ├── test_libcython_in_gdb.py │ │ │ │ │ │ └── test_libpython_in_gdb.py │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── libcython.py │ │ │ │ │ └── libpython.py │ │ │ │ ├── Debugging.py │ │ │ │ ├── Distutils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── build_ext.py │ │ │ │ │ ├── extension.py │ │ │ │ │ └── old_build_ext.py │ │ │ │ ├── Includes │ │ │ │ │ ├── cpython │ │ │ │ │ │ ├── __init__.pxd │ │ │ │ │ │ ├── array.pxd │ │ │ │ │ │ ├── bool.pxd │ │ │ │ │ │ ├── buffer.pxd │ │ │ │ │ │ ├── bytearray.pxd │ │ │ │ │ │ ├── bytes.pxd │ │ │ │ │ │ ├── cellobject.pxd │ │ │ │ │ │ ├── ceval.pxd │ │ │ │ │ │ ├── cobject.pxd │ │ │ │ │ │ ├── codecs.pxd │ │ │ │ │ │ ├── complex.pxd │ │ │ │ │ │ ├── contextvars.pxd │ │ │ │ │ │ ├── conversion.pxd │ │ │ │ │ │ ├── datetime.pxd │ │ │ │ │ │ ├── descr.pxd │ │ │ │ │ │ ├── dict.pxd │ │ │ │ │ │ ├── exc.pxd │ │ │ │ │ │ ├── fileobject.pxd │ │ │ │ │ │ ├── float.pxd │ │ │ │ │ │ ├── function.pxd │ │ │ │ │ │ ├── genobject.pxd │ │ │ │ │ │ ├── getargs.pxd │ │ │ │ │ │ ├── instance.pxd │ │ │ │ │ │ ├── int.pxd │ │ │ │ │ │ ├── iterator.pxd │ │ │ │ │ │ ├── iterobject.pxd │ │ │ │ │ │ ├── list.pxd │ │ │ │ │ │ ├── long.pxd │ │ │ │ │ │ ├── longintrepr.pxd │ │ │ │ │ │ ├── mapping.pxd │ │ │ │ │ │ ├── marshal.pxd │ │ │ │ │ │ ├── mem.pxd │ │ │ │ │ │ ├── memoryview.pxd │ │ │ │ │ │ ├── method.pxd │ │ │ │ │ │ ├── module.pxd │ │ │ │ │ │ ├── number.pxd │ │ │ │ │ │ ├── object.pxd │ │ │ │ │ │ ├── oldbuffer.pxd │ │ │ │ │ │ ├── pycapsule.pxd │ │ │ │ │ │ ├── pylifecycle.pxd │ │ │ │ │ │ ├── pyport.pxd │ │ │ │ │ │ ├── pystate.pxd │ │ │ │ │ │ ├── pythread.pxd │ │ │ │ │ │ ├── ref.pxd │ │ │ │ │ │ ├── sequence.pxd │ │ │ │ │ │ ├── set.pxd │ │ │ │ │ │ ├── slice.pxd │ │ │ │ │ │ ├── string.pxd │ │ │ │ │ │ ├── time.pxd │ │ │ │ │ │ ├── tuple.pxd │ │ │ │ │ │ ├── type.pxd │ │ │ │ │ │ ├── unicode.pxd │ │ │ │ │ │ ├── version.pxd │ │ │ │ │ │ └── weakref.pxd │ │ │ │ │ ├── libc │ │ │ │ │ │ ├── __init__.pxd │ │ │ │ │ │ ├── complex.pxd │ │ │ │ │ │ ├── errno.pxd │ │ │ │ │ │ ├── float.pxd │ │ │ │ │ │ ├── limits.pxd │ │ │ │ │ │ ├── locale.pxd │ │ │ │ │ │ ├── math.pxd │ │ │ │ │ │ ├── setjmp.pxd │ │ │ │ │ │ ├── signal.pxd │ │ │ │ │ │ ├── stddef.pxd │ │ │ │ │ │ ├── stdint.pxd │ │ │ │ │ │ ├── stdio.pxd │ │ │ │ │ │ ├── stdlib.pxd │ │ │ │ │ │ ├── string.pxd │ │ │ │ │ │ └── time.pxd │ │ │ │ │ ├── libcpp │ │ │ │ │ │ ├── __init__.pxd │ │ │ │ │ │ ├── algorithm.pxd │ │ │ │ │ │ ├── any.pxd │ │ │ │ │ │ ├── atomic.pxd │ │ │ │ │ │ ├── bit.pxd │ │ │ │ │ │ ├── cast.pxd │ │ │ │ │ │ ├── cmath.pxd │ │ │ │ │ │ ├── complex.pxd │ │ │ │ │ │ ├── deque.pxd │ │ │ │ │ │ ├── execution.pxd │ │ │ │ │ │ ├── forward_list.pxd │ │ │ │ │ │ ├── functional.pxd │ │ │ │ │ │ ├── iterator.pxd │ │ │ │ │ │ ├── limits.pxd │ │ │ │ │ │ ├── list.pxd │ │ │ │ │ │ ├── map.pxd │ │ │ │ │ │ ├── memory.pxd │ │ │ │ │ │ ├── numbers.pxd │ │ │ │ │ │ ├── numeric.pxd │ │ │ │ │ │ ├── optional.pxd │ │ │ │ │ │ ├── pair.pxd │ │ │ │ │ │ ├── queue.pxd │ │ │ │ │ │ ├── random.pxd │ │ │ │ │ │ ├── set.pxd │ │ │ │ │ │ ├── stack.pxd │ │ │ │ │ │ ├── string.pxd │ │ │ │ │ │ ├── typeindex.pxd │ │ │ │ │ │ ├── typeinfo.pxd │ │ │ │ │ │ ├── unordered_map.pxd │ │ │ │ │ │ ├── unordered_set.pxd │ │ │ │ │ │ ├── utility.pxd │ │ │ │ │ │ └── vector.pxd │ │ │ │ │ ├── numpy │ │ │ │ │ │ ├── __init__.pxd │ │ │ │ │ │ └── math.pxd │ │ │ │ │ ├── openmp.pxd │ │ │ │ │ └── posix │ │ │ │ │ │ ├── __init__.pxd │ │ │ │ │ │ ├── dlfcn.pxd │ │ │ │ │ │ ├── fcntl.pxd │ │ │ │ │ │ ├── ioctl.pxd │ │ │ │ │ │ ├── mman.pxd │ │ │ │ │ │ ├── resource.pxd │ │ │ │ │ │ ├── select.pxd │ │ │ │ │ │ ├── signal.pxd │ │ │ │ │ │ ├── stat.pxd │ │ │ │ │ │ ├── stdio.pxd │ │ │ │ │ │ ├── stdlib.pxd │ │ │ │ │ │ ├── strings.pxd │ │ │ │ │ │ ├── time.pxd │ │ │ │ │ │ ├── types.pxd │ │ │ │ │ │ ├── uio.pxd │ │ │ │ │ │ ├── unistd.pxd │ │ │ │ │ │ └── wait.pxd │ │ │ │ ├── Plex │ │ │ │ │ ├── Actions.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Actions.pxd │ │ │ │ │ ├── Actions.py │ │ │ │ │ ├── DFA.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── DFA.pxd │ │ │ │ │ ├── DFA.py │ │ │ │ │ ├── Errors.py │ │ │ │ │ ├── Lexicons.py │ │ │ │ │ ├── Machines.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Machines.pxd │ │ │ │ │ ├── Machines.py │ │ │ │ │ ├── Regexps.py │ │ │ │ │ ├── Scanners.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Scanners.pxd │ │ │ │ │ ├── Scanners.py │ │ │ │ │ ├── Transitions.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── Transitions.pxd │ │ │ │ │ ├── Transitions.py │ │ │ │ │ └── __init__.py │ │ │ │ ├── Runtime │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── refnanny.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ └── refnanny.pyx │ │ │ │ ├── Shadow.py │ │ │ │ ├── Shadow.pyi │ │ │ │ ├── StringIOTree.cpython-38-x86_64-linux-gnu.so │ │ │ │ ├── StringIOTree.py │ │ │ │ ├── Tempita │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── _looper.py │ │ │ │ │ ├── _tempita.cpython-38-x86_64-linux-gnu.so │ │ │ │ │ ├── _tempita.py │ │ │ │ │ └── compat3.py │ │ │ │ ├── TestUtils.py │ │ │ │ ├── Tests │ │ │ │ │ ├── TestCodeWriter.py │ │ │ │ │ ├── TestCythonUtils.py │ │ │ │ │ ├── TestJediTyper.py │ │ │ │ │ ├── TestShadow.py │ │ │ │ │ ├── TestStringIOTree.py │ │ │ │ │ ├── TestTestUtils.py │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── xmlrunner.py │ │ │ │ ├── Utility │ │ │ │ │ ├── AsyncGen.c │ │ │ │ │ ├── Buffer.c │ │ │ │ │ ├── Builtins.c │ │ │ │ │ ├── CConvert.pyx │ │ │ │ │ ├── CMath.c │ │ │ │ │ ├── CommonStructures.c │ │ │ │ │ ├── Complex.c │ │ │ │ │ ├── Coroutine.c │ │ │ │ │ ├── CpdefEnums.pyx │ │ │ │ │ ├── CppConvert.pyx │ │ │ │ │ ├── CppSupport.cpp │ │ │ │ │ ├── CythonFunction.c │ │ │ │ │ ├── Dataclasses.c │ │ │ │ │ ├── Dataclasses.py │ │ │ │ │ ├── Embed.c │ │ │ │ │ ├── Exceptions.c │ │ │ │ │ ├── ExtensionTypes.c │ │ │ │ │ ├── FunctionArguments.c │ │ │ │ │ ├── ImportExport.c │ │ │ │ │ ├── MemoryView.pyx │ │ │ │ │ ├── MemoryView_C.c │ │ │ │ │ ├── ModuleSetupCode.c │ │ │ │ │ ├── NumpyImportArray.c │ │ │ │ │ ├── ObjectHandling.c │ │ │ │ │ ├── Optimize.c │ │ │ │ │ ├── Overflow.c │ │ │ │ │ ├── Printing.c │ │ │ │ │ ├── Profile.c │ │ │ │ │ ├── StringTools.c │ │ │ │ │ ├── TestCyUtilityLoader.pyx │ │ │ │ │ ├── TestCythonScope.pyx │ │ │ │ │ ├── TestUtilityLoader.c │ │ │ │ │ ├── TypeConversion.c │ │ │ │ │ ├── UFuncs.pyx │ │ │ │ │ ├── UFuncs_C.c │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── arrayarray.h │ │ │ │ ├── Utils.cpython-38-x86_64-linux-gnu.so │ │ │ │ ├── Utils.py │ │ │ │ └── __init__.py │ │ │ ├── EGG-INFO │ │ │ │ ├── COPYING.txt │ │ │ │ ├── LICENSE.txt │ │ │ │ ├── PKG-INFO │ │ │ │ ├── RECORD │ │ │ │ ├── WHEEL │ │ │ │ ├── entry_points.txt │ │ │ │ └── top_level.txt │ │ │ ├── cython.py │ │ │ └── pyximport │ │ │ │ ├── __init__.py │ │ │ │ ├── _pyximport2.py │ │ │ │ ├── _pyximport3.py │ │ │ │ ├── pyxbuild.py │ │ │ │ └── pyximport.py │ │ └── README.txt │ ├── VERSION │ ├── basicsr.egg-info │ │ ├── PKG-INFO │ │ ├── SOURCES.txt │ │ ├── dependency_links.txt │ │ ├── not-zip-safe │ │ └── top_level.txt │ ├── basicsr │ │ ├── __pycache__ │ │ │ └── version.cpython-38.pyc │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── data_sampler.py │ │ │ ├── data_util.py │ │ │ ├── ffhq_dataset.py │ │ │ ├── paired_image_SR_LR_FullImage_Memory_dataset.py │ │ │ ├── paired_image_SR_LR_dataset.py │ │ │ ├── paired_image_dataset.py │ │ │ ├── prefetch_dataloader.py │ │ │ ├── reds_dataset.py │ │ │ ├── single_image_dataset.py │ │ │ ├── transforms.py │ │ │ ├── video_test_dataset.py │ │ │ └── vimeo90k_dataset.py │ │ ├── demo.py │ │ ├── demo_ssr.py │ │ ├── metrics │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── metric_util.cpython-38.pyc │ │ │ │ ├── niqe.cpython-38.pyc │ │ │ │ └── psnr_ssim.cpython-38.pyc │ │ │ ├── fid.py │ │ │ ├── metric_util.py │ │ │ ├── niqe.py │ │ │ ├── niqe_pris_params.npz │ │ │ └── psnr_ssim.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── base_model.cpython-38.pyc │ │ │ │ ├── image_restoration_model.cpython-38.pyc │ │ │ │ └── lr_scheduler.cpython-38.pyc │ │ │ ├── archs │ │ │ │ ├── Baseline_arch.py │ │ │ │ ├── NAFNet_arch.py │ │ │ │ ├── NAFSSR_arch.py │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── Baseline_arch.cpython-38.pyc │ │ │ │ │ ├── NAFNet_arch.cpython-38.pyc │ │ │ │ │ ├── NAFSSR_arch.cpython-38.pyc │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── arch_util.cpython-38.pyc │ │ │ │ │ └── local_arch.cpython-38.pyc │ │ │ │ ├── arch_util.py │ │ │ │ └── local_arch.py │ │ │ ├── base_model.py │ │ │ ├── image_restoration_model.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── loss_util.cpython-38.pyc │ │ │ │ │ └── losses.cpython-38.pyc │ │ │ │ ├── loss_util.py │ │ │ │ └── losses.py │ │ │ └── lr_scheduler.py │ │ ├── test.py │ │ ├── train.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── create_lmdb.cpython-38.pyc │ │ │ │ ├── dist_util.cpython-38.pyc │ │ │ │ ├── file_client.cpython-38.pyc │ │ │ │ ├── img_util.cpython-38.pyc │ │ │ │ ├── lmdb_util.cpython-38.pyc │ │ │ │ ├── logger.cpython-38.pyc │ │ │ │ ├── matlab_functions.cpython-38.pyc │ │ │ │ └── misc.cpython-38.pyc │ │ │ ├── create_lmdb.py │ │ │ ├── dist_util.py │ │ │ ├── download_util.py │ │ │ ├── face_util.py │ │ │ ├── file_client.py │ │ │ ├── flow_util.py │ │ │ ├── img_util.py │ │ │ ├── lmdb_util.py │ │ │ ├── logger.py │ │ │ ├── matlab_functions.py │ │ │ ├── misc.py │ │ │ ├── options.py │ │ │ └── registry.py │ │ └── version.py │ └── setup.py ├── README.md ├── configs │ ├── generate.yaml │ └── train.yaml ├── data │ ├── haze │ │ ├── Mu-Sigma-_CityscapesFog.json │ │ ├── Mu-Sigma-_DenseHaze.json │ │ ├── Mu-Sigma-_I-HAZE.json │ │ ├── Mu-Sigma-_NH-HAZE.json │ │ ├── Mu-Sigma-_RESIDE.json │ │ ├── Mu_CityscapesFog.json │ │ ├── Mu_DenseHaze.json │ │ ├── Mu_I-HAZE.json │ │ ├── Mu_NH-HAZE.json │ │ ├── Mu_RESIDE.json │ │ ├── Sigma_CityscapesFog.json │ │ ├── Sigma_DenseHaze.json │ │ ├── Sigma_I-HAZE.json │ │ ├── Sigma_NH-HAZE.json │ │ └── Sigma_RESIDE.json │ ├── low-light │ │ ├── Mu-Sigma-_LOLv2.json │ │ ├── Mu-Sigma-_SID.json │ │ ├── Mu_LOLv2.json │ │ ├── Mu_SID.json │ │ ├── Sigma_LOLv2.json │ │ └── Sigma_SID.json │ ├── motion blur │ │ ├── Mu-Sigma-_HIDE.json │ │ ├── Mu-Sigma-_REDS.json │ │ ├── Mu-Sigma-_RealBlur.json │ │ ├── Mu_HIDE.json │ │ ├── Mu_REDS.json │ │ ├── Mu_RealBlur.json │ │ ├── Sigma_HIDE.json │ │ ├── Sigma_REDS.json │ │ └── Sigma_RealBlur.json │ ├── rain │ │ ├── Mu-Sigma-ORD.json │ │ ├── Mu-Sigma-Rain13K.json │ │ ├── Mu-Sigma-Rain1400.json │ │ ├── Mu-Sigma-RainDS.json │ │ ├── Mu-Sigma-RealRain1k.json │ │ ├── Mu-Sigma-SPAC.json │ │ ├── Mu_ORD.json │ │ ├── Mu_Rain13K.json │ │ ├── Mu_Rain1400.json │ │ ├── Mu_RainDS.json │ │ ├── Mu_RealRain1k.json │ │ ├── Mu_SPAC.json │ │ ├── Sigma_ORD.json │ │ ├── Sigma_Rain13K.json │ │ ├── Sigma_Rain1400.json │ │ ├── Sigma_RainDS.json │ │ ├── Sigma_RealRain1k.json │ │ ├── Sigma_SPAC.json │ │ └── mu_sigma_weighted_rain.json │ ├── raindrop │ │ ├── Mu-Sigma-_RainDS.json │ │ ├── Mu-Sigma-_Raindrop.json │ │ ├── Mu_RainDS.json │ │ ├── Mu_Raindrop.json │ │ ├── Sigma_RainDS.json │ │ └── Sigma_Raindrop.json │ ├── seeds.json │ └── snow │ │ ├── Mu-Sigma-_CSD.json │ │ ├── Mu-Sigma-_CityscapesSnow.json │ │ ├── Mu-Sigma-_Snow100k.json │ │ ├── Mu_CSD.json │ │ ├── Mu_CityscapesSnow.json │ │ ├── Mu_Snow100k.json │ │ ├── Sigma_CSD.json │ │ ├── Sigma_CityscapesSnow.json │ │ └── Sigma_Snow100k.json ├── dataset_creation │ ├── generate_img_dataset.py │ ├── generate_txt_dataset.py │ ├── prepare_dataset.py │ └── prepare_for_gpt.py ├── edit_dataset.py ├── environment.yaml ├── gen.sh ├── get_samples_mu_sigma_nested.py ├── main.py ├── metrics │ ├── clip_similarity.py │ └── compute_metrics.py ├── run_parallel_mu_sigma.py ├── run_single.py ├── scripts │ ├── download_checkpoints.sh │ ├── download_data.sh │ └── download_pretrained_sd.sh ├── stable_diffusion │ ├── LICENSE │ ├── README.md │ ├── Stable_Diffusion_v1_Model_Card.md │ ├── assets │ │ ├── a-painting-of-a-fire.png │ │ ├── a-photograph-of-a-fire.png │ │ ├── a-shirt-with-a-fire-printed-on-it.png │ │ ├── a-shirt-with-the-inscription-'fire'.png │ │ ├── a-watercolor-painting-of-a-fire.png │ │ ├── birdhouse.png │ │ ├── fire.png │ │ ├── inpainting.png │ │ ├── modelfigure.png │ │ ├── rdm-preview.jpg │ │ ├── reconstruction1.png │ │ ├── reconstruction2.png │ │ ├── results.gif.REMOVED.git-id │ │ ├── rick.jpeg │ │ ├── stable-samples │ │ │ ├── img2img │ │ │ │ ├── mountains-1.png │ │ │ │ ├── mountains-2.png │ │ │ │ ├── mountains-3.png │ │ │ │ ├── sketch-mountains-input.jpg │ │ │ │ ├── upscaling-in.png.REMOVED.git-id │ │ │ │ └── upscaling-out.png.REMOVED.git-id │ │ │ └── txt2img │ │ │ │ ├── 000002025.png │ │ │ │ ├── 000002035.png │ │ │ │ ├── merged-0005.png.REMOVED.git-id │ │ │ │ ├── merged-0006.png.REMOVED.git-id │ │ │ │ └── merged-0007.png.REMOVED.git-id │ │ ├── the-earth-is-on-fire,-oil-on-canvas.png │ │ ├── txt2img-convsample.png │ │ ├── txt2img-preview.png.REMOVED.git-id │ │ └── v1-variants-scores.jpg │ ├── configs │ │ ├── autoencoder │ │ │ ├── autoencoder_kl_16x16x16.yaml │ │ │ ├── autoencoder_kl_32x32x4.yaml │ │ │ ├── autoencoder_kl_64x64x3.yaml │ │ │ └── autoencoder_kl_8x8x64.yaml │ │ ├── latent-diffusion │ │ │ ├── celebahq-ldm-vq-4.yaml │ │ │ ├── cin-ldm-vq-f8.yaml │ │ │ ├── cin256-v2.yaml │ │ │ ├── ffhq-ldm-vq-4.yaml │ │ │ ├── lsun_bedrooms-ldm-vq-4.yaml │ │ │ ├── lsun_churches-ldm-kl-8.yaml │ │ │ └── txt2img-1p4B-eval.yaml │ │ ├── retrieval-augmented-diffusion │ │ │ └── 768x768.yaml │ │ └── stable-diffusion │ │ │ └── v1-inference.yaml │ ├── data │ │ ├── DejaVuSans.ttf │ │ ├── example_conditioning │ │ │ ├── superresolution │ │ │ │ └── sample_0.jpg │ │ │ └── text_conditional │ │ │ │ └── sample_0.txt │ │ ├── imagenet_clsidx_to_label.txt │ │ ├── imagenet_train_hr_indices.p.REMOVED.git-id │ │ ├── imagenet_val_hr_indices.p │ │ ├── index_synset.yaml │ │ └── inpainting_examples │ │ │ ├── 6458524847_2f4c361183_k.png │ │ │ ├── 6458524847_2f4c361183_k_mask.png │ │ │ ├── 8399166846_f6fb4e4b8e_k.png │ │ │ ├── 8399166846_f6fb4e4b8e_k_mask.png │ │ │ ├── alex-iby-G_Pk4D9rMLs.png │ │ │ ├── alex-iby-G_Pk4D9rMLs_mask.png │ │ │ ├── bench2.png │ │ │ ├── bench2_mask.png │ │ │ ├── bertrand-gabioud-CpuFzIsHYJ0.png │ │ │ ├── bertrand-gabioud-CpuFzIsHYJ0_mask.png │ │ │ ├── billow926-12-Wc-Zgx6Y.png │ │ │ ├── billow926-12-Wc-Zgx6Y_mask.png │ │ │ ├── overture-creations-5sI6fQgYIuo.png │ │ │ ├── overture-creations-5sI6fQgYIuo_mask.png │ │ │ ├── photo-1583445095369-9c651e7e5d34.png │ │ │ └── photo-1583445095369-9c651e7e5d34_mask.png │ ├── environment.yaml │ ├── ldm │ │ ├── __pycache__ │ │ │ ├── lr_scheduler.cpython-38.pyc │ │ │ └── util.cpython-38.pyc │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── base.cpython-38.pyc │ │ │ ├── base.py │ │ │ ├── imagenet.py │ │ │ └── lsun.py │ │ ├── lr_scheduler.py │ │ ├── models │ │ │ ├── __pycache__ │ │ │ │ └── autoencoder.cpython-38.pyc │ │ │ ├── autoencoder.py │ │ │ └── diffusion │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── ddim.cpython-38.pyc │ │ │ │ └── ddpm_edit.cpython-38.pyc │ │ │ │ ├── classifier.py │ │ │ │ ├── ddim.py │ │ │ │ ├── ddpm.py │ │ │ │ ├── ddpm_edit.py │ │ │ │ ├── dpm_solver │ │ │ │ ├── __init__.py │ │ │ │ ├── dpm_solver.py │ │ │ │ └── sampler.py │ │ │ │ └── plms.py │ │ ├── modules │ │ │ ├── __pycache__ │ │ │ │ ├── attention.cpython-38.pyc │ │ │ │ ├── ema.cpython-38.pyc │ │ │ │ └── x_transformer.cpython-38.pyc │ │ │ ├── attention.py │ │ │ ├── diffusionmodules │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── model.cpython-38.pyc │ │ │ │ │ ├── openaimodel.cpython-38.pyc │ │ │ │ │ └── util.cpython-38.pyc │ │ │ │ ├── model.py │ │ │ │ ├── openaimodel.py │ │ │ │ └── util.py │ │ │ ├── distributions │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── distributions.cpython-38.pyc │ │ │ │ └── distributions.py │ │ │ ├── ema.py │ │ │ ├── encoders │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── modules.cpython-38.pyc │ │ │ │ └── modules.py │ │ │ ├── image_degradation │ │ │ │ ├── __init__.py │ │ │ │ ├── bsrgan.py │ │ │ │ ├── bsrgan_light.py │ │ │ │ ├── utils │ │ │ │ │ └── test.png │ │ │ │ └── utils_image.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── contperceptual.py │ │ │ │ └── vqperceptual.py │ │ │ └── x_transformer.py │ │ └── util.py │ ├── main.py │ ├── notebook_helpers.py │ ├── scripts │ │ ├── download_first_stages.sh │ │ ├── download_models.sh │ │ ├── img2img.py │ │ ├── inpaint.py │ │ ├── knn2img.py │ │ ├── latent_imagenet_diffusion.ipynb.REMOVED.git-id │ │ ├── sample_diffusion.py │ │ ├── tests │ │ │ └── test_watermark.py │ │ ├── train_searcher.py │ │ └── txt2img.py │ └── setup.py ├── train.sh ├── train_csv.json └── val_csv.json ├── README.md └── assets ├── analysis.png ├── block.png ├── intro_website.png ├── 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