.. _mps_environment_variables: MPS Environment Variables ========================== **PyTorch Environment Variables** .. list-table:: :header-rows: 1 * - Variable - Description * - ``PYTORCH_DEBUG_MPS_ALLOCATOR`` - If set to ``1``, set allocator logging level to verbose. * - ``PYTORCH_MPS_LOG_PROFILE_INFO`` - Set log options bitmask to ``MPSProfiler``. See ``LogOptions`` enum in `aten/src/ATen/mps/MPSProfiler.h` for available options. * - ``PYTORCH_MPS_TRACE_SIGNPOSTS`` - Set profile and signpost bitmasks to ``MPSProfiler``. See ``ProfileOptions`` and ``SignpostTypes`` enums in `aten/src/ATen/mps/MPSProfiler.h` for available options. * - ``PYTORCH_MPS_HIGH_WATERMARK_RATIO`` - High watermark ratio for MPS allocator. By default, it is set to 1.7. * - ``PYTORCH_MPS_LOW_WATERMARK_RATIO`` - Low watermark ratio for MPS allocator. By default, it is set to 1.4 if the memory is unified and set to 1.0 if the memory is discrete. * - ``PYTORCH_MPS_FAST_MATH`` - If set to ``1``, enable fast math for MPS metal kernels. See section 1.6.3 in https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf for precision implications. * - ``PYTORCH_MPS_PREFER_METAL`` - If set to ``1``, force using metal kernels instead of using MPS Graph APIs. For now this is only used for matmul op. * - ``PYTORCH_ENABLE_MPS_FALLBACK`` - If set to ``1``, full back operations to CPU when MPS does not support them. .. note:: **high watermark ratio** is a hard limit for the total allowed allocations - `0.0` : disables high watermark limit (may cause system failure if system-wide OOM occurs) - `1.0` : recommended maximum allocation size (i.e., device.recommendedMaxWorkingSetSize) - `>1.0`: allows limits beyond the device.recommendedMaxWorkingSetSize e.g., value 0.95 means we allocate up to 95% of recommended maximum allocation size; beyond that, the allocations would fail with OOM error. **low watermark ratio** is a soft limit to attempt limiting memory allocations up to the lower watermark level by garbage collection or committing command buffers more frequently (a.k.a, adaptive commit). Value between 0 to m_high_watermark_ratio (setting 0.0 disables adaptive commit and garbage collection) e.g., value 0.9 means we 'attempt' to limit allocations up to 90% of recommended maximum allocation size.