# Copyright (c) 2025 SandAI. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Cache management module for MAGI inference. This module provides optimized implementations for: - TeaCache: Full output reuse (all chunks together) - ChunkWiseCache: Per-chunk output reuse (used in FlowCache) - MotionWiseCache: Motion-aware token-wise reuse (used in MotionCache) - KVCacheCompressor: Dynamic KV cache compression """ from .base import CacheStrategy, OutputCache, KVCompressor from .cachereuse import TeaCache, ChunkWiseCache from .motioncache import MotionWiseCache from .kv_compressor import KVCacheCompressor from .utils import generate_dynamic_kv_range __all__ = [ "CacheStrategy", "OutputCache", "KVCompressor", "TeaCache", "ChunkWiseCache", "MotionWiseCache", "generate_dynamic_kv_range", ]