[IR] Diffrange bit_shl #2345
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[IR] Diffrange bit_shl #2345
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…x to rescale_index
Co-authored-by: Ye Kuang <k-ye@users.noreply.github.com>
feisuzhu
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
ailzhang
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Related PR = #6002 In #6002, `test_init_arg` and `test_init_arch` fails on Windows. The failure is caused by reading outdated offline cache format. However, we have set offline cache to off and set the offline cache directory to a new directory in the environment variables in `run_tests.py`, so this should not happen. Then, I discovered that function `patch_os_environ_helper` which intends to remove only a few specified environment variables (`excludes`) accidentally removes all the environment variables, and replaced them with `custom_environ`. This PR fixes the bug and lets it work as expected. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
lin-hitonami
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Related issue = #5511 <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
strongoier
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I found that `abs(i64)` was not supported while fixing #5915. This PR adds support for that. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
writinwaters
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Sep 9, 2022
Updated indents. Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
writinwaters
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
strongoier
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
strongoier
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Related issue = #5915 Just as proposed in #5915, we specially handle `pow()` with an integer exponent by demoting it with manual fast-pow implementation in the `demote_operations` pass so that `pow()` can have the same behavior across backends. In this case the return type is the type of base (lhs). <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Related issue = #5511 The compiler first compiles every offloaded task to a `LLVMCompiledTask` which contains an LLVM module, the name of the offloaded task function inside the module, and some extra information for linking. Then, The compiler links the modules in the `LLVMCompiledTask`s, the runtime modules and the struct modules used in the kernel together, and creates a `LLVMCompiledKernel` that contain the linked LLVM module and the names of the offloaded tasks. Both `LLVMCompiledTask` and `LLVMCompiledKernel` need to store the generated LLVM module and the names of the functions of the offloaded tasks inside the module. `LLVMCompiledTask` also stores additional information which will be used when linking like which SNodeTrees are used and the sizes of TLS buffers used in parallel struct for. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
g1n0st
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Related issue = #
```
/home/yc/taichi/taichi/util/offline_cache.h:59:9: error: declaration of 'using KernelMetadata = struct taichi::lang::offline_cache::KernelMetadata' changes meaning of 'KernelMetadata' [-fpermissive]
59 | using KernelMetadata = KernelMetadata;
| ^~~~~~~~~~~~~~
```
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lin-hitonami
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Related issue = fixes #5619 <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Related issue = #5915 This PR resolves #6044 (comment). <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
AD1024
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Related issue = #5478 A part of PR #5551 <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yi Xu <xy_xuyi@foxmail.com>
FantasyVR
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
strongoier
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Related issue = #5959 This PR adds definition of `MatrixFieldExpression`, which serves as the representation of a matrix field in C++. Currently only `dynamic_index_stride` has been completely moved there. Others will get migrated in future PRs. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
strongoier
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Related issue = fix #5988 <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
g1n0st
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Related issue = #3608 <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
feisuzhu
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
strongoier
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…tion (#6074) Related issue = #5959, #4857 Support for different element types of matrix fields was introduced in #2135 for quant. As discussed in #4857 (comment), the only case we need to support is different element types with **same compute type**. This PR adds the validity check and removes test cases which are actually not allowed. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Morcki
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Sep 20, 2022
… have an offset when copying to vulkan object (#6028) This only happend on Windows. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
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Related issue = fixes #5350 Global variables can't be store-to-load forwarded after `lower-access` pass, so we need to do `simplify` before it. It should speed up the program in all circumstances. Caching loop-invariant global vars to local vars sometimes speeds up the program yet some time lets the program run slower so I let it controlled by the compiler config. FPS of Yu's program on RTX3080 on Vulkan: Original: 19fps Simplified before lower access: 30fps Cached loop-invariant global vars to local vars: 41fps **This PR does things as follows:** 1. Extract a base class `LoopInvariantDetector` from `LoopInvariantCodeMotion`. This class maintains information to detect whether a statement is loop-invariant. 2. Let LICM move `GlobalPtrStmt`, `ArgLoadStmt` and `ExternalPtrStmt` out of the loop so that they become loop-invariant. 3. Add `CacheLoopInvariantGlobalVars` to move out loop-invariant global variables that are loop-unique in the offloaded task. 4. Add pass `cache_loop_invariant_global_vars` after `demote_atomics` before `demote_dense_struct_fors` (because loop-uniqueness can't be correctly detected after `demote_dense_struct_fors`) and add a compiler config flag to control it. 5. Add pass `full_simplify` before `lower_access` to enable store-to-load forwarding for GlobalPtrs. <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
ailzhang
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. -->
neozhaoliang
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Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close #2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: Yi Xu <xy_xuyi@foxmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
quadpixels
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May 13, 2023
Related issue = # <!-- Thank you for your contribution! If it is your first time contributing to Taichi, please read our Contributor Guidelines: https://docs.taichi-lang.org/docs/contributor_guide - Please always prepend your PR title with tags such as [CUDA], [Lang], [Doc], [Example]. For a complete list of valid PR tags, please check out https://github.com/taichi-dev/taichi/blob/master/misc/prtags.json. - Use upper-case tags (e.g., [Metal]) for PRs that change public APIs. Otherwise, please use lower-case tags (e.g., [metal]). - More details: https://docs.taichi-lang.org/docs/contributor_guide#pr-title-format-and-tags - Please fill in the issue number that this PR relates to. - If your PR fixes the issue **completely**, use the `close` or `fixes` prefix so that GitHub automatically closes the issue when the PR is merged. For example, Related issue = close taichi-dev#2345 - If the PR does not belong to any existing issue, free to leave it blank. --> Co-authored-by: Yi Xu <xy_xuyi@foxmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Related issue = #2327
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