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PyTorch @pytorch

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117 daily briefings · 9 reviews.

$ ls pytorch/reviews/ # the step-back reads

  1. week torch.compile dtype fix, two Arm CVEs patched
  2. week Inductor correctness sweep lands with nextafter and index_put fixes
  3. week TorchTitan drops pure TP on routed experts
  4. week Helion autotunes Metal, ending default 16x16x16 tiles
  5. week TorchRL 0.14 lands with DreamerV3 and async collectors
  6. month PyTorch 2.14.0 ships, TorchRL 0.14 lands
  7. week PyTorch 2.14.0 ships, security docs clarified
  8. week Executorch stabilizes its build and strips legacy backends
  9. month ExecuTorch MoE quantization, Helion runtime splits, and a broader cleanup wave
  1. Tensordict compiles masked indexing under fullgraph; ExecuTorch links WebGPU into the Wasm build
  2. TensorDict 0.15.0 goes pure Python, 1.77x faster
  3. Inductor hands Triton kernels to the worker pool, RL rollout KV cache persists across turns
  4. ExecuTorch drops Python 3.10, TensorRT trims compile startup, tensordict fixes silent h5 loss
  5. GreenLight leaves beta on merge_rules.yaml, FSDP2 numerics fixed in TorchTitan
  6. TorchTitan RL workers stop importing vLLM, tensordict fixes its pytree registry leak
  7. One FSDP module at a time, packed-atomic revert, and TensorDict 0.15 removals
  8. TensorDict store scalars, TorchTitan's one-line GC fix
  9. Silently wrong MoE gradients, and E8M0 wrappers decompose again
  10. Executorch closes a security hole and two silent-alias bugs
  11. ReinforceLoss stops resampling actions, torch_tensorrt save fixed
  12. Executorch patches CWE-125 in Arm VGF decoder, PyTorch cleans up snapshots and CI
  13. torch.compile dtype fixes, Vulkan reduction fallbacks, and a silent RL temperature bug
  14. AOTI fallback fixes, Vulkan reductions stop clamping, Dist-MoE gets a TorchTitan adapter
  15. NVFP4 kernel pipeline gets PDL, fused scaling, and tuned autotuning; torchtitan drops stale train command
  16. NCCL split/shrink init failures now surface, torchtitan lands an RL KV-cache fix
  17. TorchTitan drops graph-based EP chunking, ditching FlexAttention in DSV4
  18. Inductor's nextafter lowering, cuDNN RNN strides, and a memory-snapshot refcount fix
  19. Inductor stops reinplacing index_put, ExecuTorch fixes ConvTranspose BatchNorm fusion
  20. Inductor cat merge fixed, AVX512 grid_sample returned zeros
  21. TorchTitan pipeline and CP sharding land, ExecuTorch quantization finally holds
  22. Green-context SM splitting, cat-kernel DCE, and a debug map that pinned every exported module
  23. TorchTitan unifies graph execution and makes grouped MoE projections the default
  24. torch.compiler.precompile becomes a module, callable API retired
  25. Dynamo stops silently folding with runtime_checkable Protocols, ExecuTorch drops CUDA 12.6 wheels
  26. NVFP4 and MXFP4 quantization land in TensorRT, GreenLight tightens its merge bar
  27. TorchTitan drops pure TP on routed experts, restacks fused FFN weights
  28. torchtitan fixes multi-node HF export, torch._native opens to non-aten namespaces
  29. Fake-tensor hardening, ROCm graph fixes, and an XNNPACK use-after-free
  30. CPU caching allocator teardown race fixed, torchtitan shares one training engine
  31. ROCm test timeouts traced to duplicated runs, and distributed/test_store drops 15 minutes
  32. TorchRL resume lands, TorchTitan fixes a silent gradient bug
  33. Dynamo stops deleting globals it never created, FP8 blockwise scale fixes land
  34. Helion autotunes Metal, TorchRL stops cacheing constructor device
  35. PyTorch trims CuTeDSL known-good versions, fixes lerp on MPS
  36. TorchTitan reshapes gradient accumulation for CUDA graphs, TensorRT 11.3 lands
  37. TorchRL 0.14 lands, ExecuTorch tunes Arm64 BF16 copies and Vulkan dispatch
  38. TorchRL flips async collector defaults, GreenLight adds shadow state
  39. DreamerV3 gains compile auto-selection, background replay, and native resume
  40. AsyncEnvPool shared-memory fixes, CUDA 12.6 nightly removal, and stale autotune Future collision
  41. MPS complex solves land, Arm round() matches torch, dynamo fixes repro fidelity
  42. Torchtitan trains MoE routers in fp32 with bf16x9 on Blackwell
  43. executorch fixes dropped edge-manager passes; TorchTitan overhauls MxFP8
  44. Inductor fixes stale captured-tensor mutations in while_loop
  45. PyTorch 2.14.0 ships, import reload guarded, AI reviewer unblocks merges
  46. ExecuTorch and TensorRT harden CUDA edge cases
  47. PyTorch fixes MPS complex std/var and Sequential clone naming
  48. CuTe grouped GEMM physical lowering lands, torch repros emit Python
  49. TorchRL gains native GRPO training; TensorRT fixes NCCL rebind crash
  50. PyTorch Kills the Legacy C Extension
  51. EXECUTORCH STRIPS MPS, PYTORCH DROPS UNUSED DEPS
  52. EXECUTORCH CUTS GRAPH REPLAYS, ARM KILLS NO-OP RESIZES
  53. FSDP2 CRASH FIXED, EXECUTORCH BUILD PIPELINE REPAIRED AFTER COMMIT PROMOTION BUG
  54. PyTorch's Caffe2 cleanup hits a wall as internal dependencies force three reverts
  55. Pallas HBM Windows Open on Any Tensor Axis
  56. NVFP4 GroupedExperts lands on Blackwell
  57. Pytorch Fixes XPU Dispatch Gap and CI OOMs
  58. PYTORCH SLASHES B200 BENCH TIME 5X
  59. PYTORCH CUTS MPS DEAD CODE, DREAMER V3 FIXES GPU MEMORY LEAK
  60. PYTORCH CORE FIXES CUDA MEMORY LEAKS AND CHECKPOINT STORAGE SHARING

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