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v0.6.12

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@FantasyVR FantasyVR released this 20 Jun 13:29
4213973

Highlights:

  • Automatic differentiation
    • Refactor AutoDiff system and support for loops that carry mutable states (#1285) (by Yuanming Hu)
  • Bug fixes
    • Fix a bug causing gradients to be NaNs (#1284) (by xumingkuan)
  • Command line interface
    • Toggle torch import by env var: TI_ENABLE_TORCH (#1268) (by 彭于斌)
  • CUDA backend
    • Support "ti.cache_read_only" (#1276) (by Yuanming Hu)
  • Examples
    • Improve examples/odop_solar.py visual & comments (#1253) (by 彭于斌)
  • GUI
    • Fix "gui.set_image" not accept multi-channel scalar tensors (#1264) (by 彭于斌)
  • Metal backend
    • Add AD stack to support the local mutables when using AutoDiff (#1257) (by Ye Kuang)
  • IR optimization passes
    • Remove exceptions from demote_atomics pass (#1272) (by Xuanda Yang)
    • Store-to-load forwarding with Control-flow graph (#1248) (by xumingkuan)
    • Remove exceptions from DIE pass (#1262) (by Xuanda Yang)

Full changelog:

  • [bug] Fix stochastic failure of test_loop_grad on Windows (#1291) (by Yuanming Hu)
  • [AutoDiff] Refactor AutoDiff system and support for loops that carry mutable states (#1285) (by Yuanming Hu)
  • [Bug] [opt] Fix a bug causing gradients to be NaNs (#1284) (by xumingkuan)
  • [opt] Fix CFGNode::store_to_load_forwarding data type (#1283) (by Yuanming Hu)
  • [Opt] [ir] [refactor] Remove exceptions from demote_atomics pass (#1272) (by Xuanda Yang)
  • [Example] Improve examples/odop_solar.py visual & comments (#1253) (by 彭于斌)
  • [lang] [test] Improve code coverage in Matrix (#1275) (by 彭于斌)
  • [opt] Do not consider each GlobalPtrStmt as a data source in store forwarding (#1279) (by xumingkuan)
  • [CUDA] Support "ti.cache_read_only" (#1276) (by Yuanming Hu)
  • [ir] Make pass names appear in correct positions when print_ir=True (#1277) (by xumingkuan)
  • [cuda] [bug] Fix CUDA runtime crash (#1271) (by Yuanming Hu)
  • [CLI] Toggle torch import by env var: TI_ENABLE_TORCH (#1268) (by 彭于斌)
  • [Opt] Store-to-load forwarding with Control-flow graph (#1248) (by xumingkuan)
  • [perf] [opt] Better weaken_access pass for sparse cases (#1270) (by Yuanming Hu)
  • [Opt] [ir] [refactor] Remove exceptions from DIE pass (#1262) (by Xuanda Yang)
  • [Metal] Add AD stack to support the local mutables when using AutoDiff (#1257) (by Ye Kuang)
  • [GUI] [bug] Fix "gui.set_image" not accept multi-channel scalar tensors (#1264) (by 彭于斌)