Taichi

Latest version: v1.7.2

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10.14

Official support for MacOS Mojave (10.14, released in 2018) will be dropped starting from v1.2.0. Please upgrade your MacOS if possible or let us know if you have any concerns.

Full changelog:

- [misc] Update version to v1.1.0 (by **Ailing Zhang**)
- [test] Fix autodiff test for unsupported shift ptr (5723) (by **Mingrui Zhang**)
- [Doc] [type] Add introduction to quantized types (5705) (by **Yi Xu**)
- [autodiff] Clear all dual fields when exiting context manager (5716) (by **Mingrui Zhang**)
- [bug] Support indexing via np.integer for field (5712) (by **Ailing**)
- [Doc] Add docs for GGUI's new features (5647) (by **Mocki**)
- [Doc] Add introduction to forward mode autodiff (5680) (by **Mingrui Zhang**)
- [autodiff] Fix AdStackAllocaStmt not correctly backup (5692) (by **Mingrui Zhang**)
- Fix shared array for all Vulkan versions. (5721) (by **Haidong Lan**)
- [misc] Rc v1.1.0 patch3 (5709) (by **Ailing**)
- [bug] RC v1.1.0 patch2 (5683) (by **Ailing**)
- [ci] Temporarily disable a M1 vulkan test (5703) (by **Proton**)
- [Doc] Add doc about offline cache (5646) (5686) (by **Mingming Zhang**)
- [bug] Fix bug that kernel names are not correctly captured by the profiler (5651) (5669) (by **Mingming Zhang**)
- [gui] GGUI scene APIs are broken (5658) (5667) (by **PENGUINLIONG**)

3.5

- Fix `vec_to_euler` that breaks GGUI cameras & handle camera logic better
- Fix for ImGui widget size on HiDPI

4. Deprecation Notice
- We have removed the CC backend because it is rarely used, and it lacks maintenance.
- We are deprecating `ti.experimental.real_func` because it is no longer experimental. Please use `ti.real_func` instead.

5. Full changelog

Highlights:
- **Bug fixes**
- Fix macro error with ti_import_cpu_memory (8401) (by **Zhanlue Yang**)
- Fix argpack nesting issues (by **listerily**)
- Convert matrices to structs in argpack type members, Fixing layout error (by **listerily**)
- Fix error when returning a struct field member when the return … (8271) (by **秋云未云**)
- Fix Erroneous handling of ndarray in real function in CFG (8245) (by **Lin Jiang**)
- Fix issue with passing python-scope Matrix as ti.func argument (8197) (by **Zhanlue Yang**)
- Fix incorrect CFG Graph structure due to missing Block wiith OffloadedStmts on LLVM backend (8113) (by **Zhanlue Yang**)
- Fix type inference error with LowerMatrixPtr pass (8105) (by **Zhanlue Yang**)
- Set initial value for Cuda device allocation (8063) (by **Zhanlue Yang**)
- Fix the insertion position of the access chain (7957) (by **Lin Jiang**)
- Fix wrong datatype size when writing to ndarray from Python scope (by **Ailing Zhang**)
- **CUDA backend**
- Warn driver version if it doesn't support memory pool. (7912) (by **Haidong Lan**)
- **Documentation**
- Fixing typo in impl.py on ti.grouped function documentation (8407) (by **Quentin Warnant**)
- Update doc about kernels and functions (8400) (by **Lin Jiang**)
- Update documentation (8089) (by **Zhao Liang**)
- Update docstring for inverse func (8170) (by **Zhao Liang**)
- Update type.md, add descriptions of the vector (8048) (by **Chenzhan Shang**)
- Fix a bug in faq.md (7992) (by **Zhao Liang**)
- Fix problems in type_system.md (7949) (by **秋云未云**)
- Add doc about struct arguments (7959) (by **Lin Jiang**)
- Fix docstring of mix function (7922) (by **Zhao Liang**)
- Update faq and ggui, and add them to CI (7861) (by **Zhao Liang**)
- Add kernel sync doc (7831) (by **Zhao Liang**)
- **Error messages**
- Warn before calling the external function (8177) (by **Lin Jiang**)
- Add option to print full traceback in Python (8160) (by **Lin Jiang**)
- Let to_primitive_type throw an error if the type is a pointer (by **lin-hitonami**)
- Update deprecation warning of the graph arguments (7965) (by **Lin Jiang**)
- **Language and syntax**
- Add clz instruction (8276) (by **Jett Chen**)
- Move real function out of the experimental module (8399) (by **Lin Jiang**)
- Fix error with loop unique analysis for MatrixPtrStmt (8307) (by **Zhanlue Yang**)
- Pass DebugInfo from Python to C++ for ndarray and field (8286) (by **魔法少女赵志辉**)
- Support TensorType for SharedArray (8258) (by **Zhanlue Yang**)
- Use ErrorEmitter in type check passes (8285) (by **魔法少女赵志辉**)
- Implement struct DebugInfo and ErrorEmitter (8284) (by **魔法少女赵志辉**)
- Add TensorType support for Constant Folding (8250) (by **Zhanlue Yang**)
- Support TensorType for irpass::alg_simp() (8225) (by **Zhanlue Yang**)
- Support vector/matrix ndarray arguments in real function (by **Lin Jiang**)
- Fix error on ndarray type check (by **Lin Jiang**)
- Support real function in data-oriented classes (by **lin-hitonami**)
- Let kernel support return type annotated with 'typing.Tuple' (by **lin-hitonami**)
- Support tuple return value for kernel and real function (by **lin-hitonami**)
- Let static assert be in static scope (8217) (by **Lin Jiang**)
- Avoid scalarization for AOS GlobalPtrStmt (8187) (by **Zhanlue Yang**)
- Support matrix return value for real function (by **lin-hitonami**)
- Support ndarray argument for real function (by **lin-hitonami**)
- Cast the scalar arguments and return values of ti.func if the type hints exist (8193) (by **Lin Jiang**)
- Handle MatrixPtrStmt for uniquely_accessed_pointers() (8165) (by **Zhanlue Yang**)
- Support struct arguments for real function (by **lin-hitonami**)
- Merge irpass::half2_vectorize() with irpass::scalarize() (8102) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after optimize_bit_struct_stores & determine_ad_stack_size (8097) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::demote_operations() (8096) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::lower_access() (8091) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::make_block_local() (8090) (by **Zhanlue Yang**)
- Support TensorType for Dead-Store-Elimination (8065) (by **Zhanlue Yang**)
- Optimize alias checking conditions for store-to-load forwarding (8079) (by **Zhanlue Yang**)
- Support TensorType for Load-Store-Forwarding (8058) (by **Zhanlue Yang**)
- Fix TensorTyped error with irpass::make_thread_local() (8051) (by **Zhanlue Yang**)
- Fix numerical issue with auto_diff() (8025) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::make_mesh_block_local() (8030) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::make_thread_local() (8028) (by **Zhanlue Yang**)
- Support allocate with cuda memory pool and reduce preallocation size accordingly (7929) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::demote_no_access_mesh_fors() (7956) (by **Zhanlue Yang**)
- Fix error with irpass::check_out_of_bound() for TensorTyped ExternalPtrStmt (7997) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::demote_atomics() (7943) (by **Zhanlue Yang**)
- Separate out preallocation logics for runtime objects (7938) (by **Zhanlue Yang**)
- Remove deprecated funcs in __init__.py (7941) (by **Lin Jiang**)
- Remove deprecated sparse_matrix_builder function (7942) (by **Lin Jiang**)
- Remove deprecated compile option ndarray_use_cached_allocator (7937) (by **Zhanlue Yang**)
- Migrate irpass::scalarize() after irpass::detect_read_only() (7939) (by **Zhanlue Yang**)
- Remove deprecated funcs in ti.ui (7940) (by **Lin Jiang**)
- Remove the support for 'is' (7930) (by **Lin Jiang**)
- Migrate irpass::scalarize() after irpass::offload() (7919) (by **Zhanlue Yang**)
- Raise error when the dimension of the ndrange does not equal to the number of the loop variable (7933) (by **Lin Jiang**)
- Remove a.atomic(b) (7925) (by **Lin Jiang**)
- Cancel deprecating native min/max (7928) (by **Lin Jiang**)
- Fix the api doc search problem (7918) (by **Zhao Liang**)
- Move irpass::scalarize() after irpass::auto_diff() (7902) (by **Zhanlue Yang**)
- Fix Ndarray fill with Matrix/Vector typed values (7901) (by **Zhanlue Yang**)
- Add cast to field.fill() interface (7899) (by **Zhanlue Yang**)
- Let nested data classes have methods (7909) (by **Lin Jiang**)
- Let kernel argument support matrix nested in a struct (by **lin-hitonami**)
- Support the functions of dataclass as kernel argument and return value (7865) (by **Lin Jiang**)
- Fix a bug on PosixPath (7860) (by **Zhao Liang**)
- Postpone MatrixType scalarization to irpass::differentiation_validation_check() (7839) (by **Zhanlue Yang**)
- Postpone MatrixType scalarization to irpass::gather_meshfor_relation_types() (7838) (by **Zhanlue Yang**)
- **Miscellaneous**
- Make clang-tidy happy on 'explicit' (7999) (by **秋云未云**)
- **OpenGL backend**
- Fix: runtime caught error cannot be displayed in opengl (7998) (by **秋云未云**)
- **IR optimization passes**
- Make merging casts int(int(x)) less aggressive (7944) (by **Ailing**)
- Fix redundant clone of stmts across offloaded tasks (7927) (by **Ailing**)
- **Refactor**
- Refactor the argument passing logic of rwtexture and remove extra_args (7914) (by **Lin Jiang**)

3.4

- Fixed a few compilation issues on Windows platform
- Fixed an issue with cusolver dependency

3.3

- Fixed a bunch of bugs related to Matrix/Vector
- Fixed an error with Ndarray type check
- Fixed a few error with `taichi.math` APIs
- Fixed an error with SNode destruction
- Fixed an error with dataclass support for struct with matrix
- Fixed an error with `ti.func`
- Fixed a few errors with ti.struct and struct field
- Fixed a few errors with Sparse Matrix

3.2

- Fixed a few bugs with compute graph
- Fixed a few bugs with C-API

3.1

- Fixed a few bugs with use of `ti.ad.Tape`
- Fixed a bug with random seed for loss

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