Refactor: refine tensor dependency tracking#415
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- Add OUTPUT_EXISTING and NO_DEP handling for existing tensors, and split creator retention from overlap-based writer lookup.
- Store owner_task_id in Tensor, remove the CreatorMap path, and update affected orchestration examples to use the refined dependency semantics.
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This pull request refactors the dependency tracking system by introducing creator-based tracking via a new owner_task_id field in the Tensor structure, complementing the existing OverlapMap lookups. It adds new TensorArgType variants, OUTPUT_EXISTING and NO_DEP, to better handle different buffer lifecycles and reduces complexity in the TensorMap by removing the with_alloc flag. Feedback focuses on critical safety issues where the fanin_count limit is silently enforced, which could lead to dropped dependencies and data races. Additionally, it is recommended that OUTPUT_EXISTING perform full OverlapMap lookups to maintain correctness and prevent stale entries in the TensorMap.
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Add OUTPUT_EXISTING and NO_DEP handling for existing tensors, and split creator retention from overlap-based writer lookup. Store owner_task_id in Tensor, remove the CreatorMap path, and update affected orchestration examples to use the refined dependency semantics.
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…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a (hw-native-sys#419): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 (hw-native-sys#403): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a (hw-native-sys#419): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff (hw-native-sys#389): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 (hw-native-sys#390): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 (hw-native-sys#395): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 (hw-native-sys#387): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 (hw-native-sys#403): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 (hw-native-sys#404): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 (hw-native-sys#415): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c (hw-native-sys#417): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 (hw-native-sys#392): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 (hw-native-sys#387): Use from_u64<float> in softmax_prepare kernels - fe63325 (hw-native-sys#403): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 (hw-native-sys#404): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c (hw-native-sys#417): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
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…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
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…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
ChaoZheng109
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…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[[hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[[hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[[hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[[hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[[hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
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…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[[[hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[[[hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[[[hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[[[hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[[[hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
ChaoZheng109
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Apr 2, 2026
…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[[[[hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[[[[hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[[[[hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[[[[hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[[[[hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
ChaoZheng109
added a commit
to ChaoZheng109/simpler
that referenced
this pull request
Apr 2, 2026
…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[[[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[[[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[[[[[hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[[[[[hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[[[[[hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[[[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[[[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[[[[[hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[[[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[[[[[hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[[[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[[[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[[[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
ChaoZheng109
added a commit
to ChaoZheng109/simpler
that referenced
this pull request
Apr 2, 2026
…ndency tracking Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[[[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[[[[[hw-native-sys#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[[[[[hw-native-sys#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[[[[[hw-native-sys#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[[[[[hw-native-sys#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[[[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[[[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[[[[[hw-native-sys#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[[[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[[[[[hw-native-sys#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[[[[[hw-native-sys#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[[[[[hw-native-sys#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[[[[[hw-native-sys#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[[[[[hw-native-sys#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
ChaoWao
pushed a commit
that referenced
this pull request
Apr 2, 2026
…ndency tracking (#426) Synchronize A5 platform, runtimes, and tests with a2a3 improvements. Follows the established sync pattern. Platform (src/a5/platform/): - 012675a ([[[[[[#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add PerfSetDeviceCallback for device context setup in mgmt_loop, buffer recycling improvements - fe63325 ([[[[[[#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Fix include paths in perf_profiling.h, rename params_cycle to args_cycle Runtime host_build_graph (src/a5/runtime/host_build_graph/): - 012675a ([[[[[[#419](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)](https://github.com/ChaoZheng109/simpler/issues/419)): Add implicit task profiling records in Case 1/Case 2, reinterpret_cast cleanup, license header Runtime tensormap_and_ringbuffer (src/a5/runtime/tensormap_and_ringbuffer/): - 7059fff ([[[[[[#389](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)](https://github.com/ChaoZheng109/simpler/issues/389)): Encapsulate TaskOutputTensors materialization in orchestrator - 27a85c8 ([[[[[[#390](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)](https://github.com/ChaoZheng109/simpler/issues/390)): Const-qualify set_tensor_data Tensor parameter - 1d97ac5 ([[[[[[#395](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)](https://github.com/ChaoZheng109/simpler/issues/395)): Arg inherits TaskArgs, simplify orchestrator arg passing - 121a1d5 ([[[[[[#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Add to_u64/from_u64 type-safe conversion utilities in orchestration API - fe63325 ([[[[[[#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Defer output tensor materialization, TensorCreateInfo pointer, tensormap link_entry - cd59b47 ([[[[[[#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add SPMD context accessors, intrinsic.h, build_payload with LocalContext/GlobalContext - 4917d12 ([[[[[[#415](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)](https://github.com/ChaoZheng109/simpler/issues/415)): Refine tensor dependency tracking, TensorCreateInfo alignment, owner tracking - 34a6e1c ([[[[[[#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): SPMD multi-block dispatch, scheduler dual-queue, submit_types extensions Tests (examples/a5/, tests/st/a5/): - be765f1 ([[[[[[#392](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)](https://github.com/ChaoZheng109/simpler/issues/392)): Migrate paged_attention orchestration to ChipStorageTaskArgs API - 121a1d5 ([[[[[[#387](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)](https://github.com/ChaoZheng109/simpler/issues/387)): Use from_u64<float> in softmax_prepare kernels - fe63325 ([[[[[[#403](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)](https://github.com/ChaoZheng109/simpler/issues/403)): Add license headers, NOLINT annotations, output tensor view(true) - cd59b47 ([[[[[[#404](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)](https://github.com/ChaoZheng109/simpler/issues/404)): Add spmd_basic example (AIC+AIV SPMD read test) - 34a6e1c ([[[[[[#417](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)](https://github.com/ChaoZheng109/simpler/issues/417)): Add spmd_multiblock_aiv and spmd_multiblock_mix examples - Remove redundant end-of-kernel sync barriers in paged_attention test kernels - Adjust paged_attention orch_thread_num (2→1), paged_attention_unroll block_dim (36→24)
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