Commit Graph
4 Commits
Author SHA1 Message Date
ViperEkura deb2d7e127 refactor: rebuild KV cache with three-layer separation architecture
- Replace CacheView/ContiguousCache/PageCache with SGLang-inspired design: KVStorage (flat token-level NHD buffers [n_layers, size, H, D]), ReqToTokenPool (index table [req_idx, pos] -> token_slot), Allocator + PrefixCache (slot allocation with LRU and prefix sharing)
- Add KVCache as pure dataclass passed to model: k_buffer, v_buffer, req_to_token, req_pool_indices, seq_lens, out_cache_loc
- PagePool orchestrates all three layers, supports contiguous mode (pre-allocated per-request blocks, default) and paged mode (page_size=1 or >1 with dynamic allocation and prefix caching)
- Attention layers now do raw buffer indexing instead of opaque write/gather method calls on CacheView objects
- Update executor.bind_tasks signature: seq_lens list + start_pos
- Rename paged_cache -> kv_cache throughout model/ and inference/
2026-07-30 17:19:06 +08:00
ViperEkura 5416c2e8fb perf: replace paged KV cache with contiguous ContiguousCache, decode all groups
- Add KVCache/CacheView abstract base classes in cache.py
- Add ContiguousCache (contiguous per-slot buffer, default) alongside PageCache (paged, renamed from old KVCache)
- Merge make_table_tensor + bind into bind_tasks on KVCache interface
- Remove task_cached/task_record_hashes from base class (PageCache-only)
- Scheduler: decode all position groups instead of just the largest (eliminates 63% group skip rate)
- Scheduler: accept optional cache param for swapping implementations
- Model layer type hints use CacheView base class
- Batch 1-32: 1-7% speedup from eliminating Storage.gather overhead
- All 183 inference tests pass
2026-07-05 11:34:36 +08:00
ViperEkura 205b40bd28 refactor: 重构 cache 和 inference 参数体系,分离存储与分配
- 合并 GenerationRequest/GenerationParams,统一 max_tokens 参数名
- PagePool/PrefixCache 分离为 Allocator + PrefixCache + PagePool
- 拆分 KV 存储为独立 Storage 类,PagedCache → KVCache,CacheView → KvcacheView
- Allocator.inc_ref 移除 LRU 防止竞争,Storage.write 增加负页防御
- Allocator/PrefixCache/TaskTable 加 threading.Lock 保证线程安全
- server.py uvicorn.run 改为传 app 对象修复导入错误
- benchmark.py 适配 KVCache 新 API
2026-05-14 20:05:08 +08:00
ViperEkura 2196c34c52 refactor: 重构 inference 模块架构,引入设计模式并分组文件
- 新增 protocol.py 协议层,Template Method 模式消除流/非流分支 45% 重复
- SSEBuilder 统一 SSE 构造,StopChecker 独立 stop_sequence 检测
- AnthropicHandler 追踪已产出文本,修复 stop 时重复 delta
- server.py 路由从约 100 行缩减至 3 行
- 拆分为 core/(cache/executor/scheduler/task)和 api/(protocol/server)
- 外部保持二级导入路径(from astrai.inference import Name)
- 删除所有分隔线注释,代码按语义自然分组
2026-05-14 17:42:37 +08:00