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[Language] Make TL scripts friendly to Python syntax highlights #1466

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Merged
LeiWang1999 merged 3 commits into from
Dec 19, 2025
Merged

[Language] Make TL scripts friendly to Python syntax highlights #1466

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ea89d1f
Language] Make TL scripts friendly to Python syntax highlights
SiriusNEO Dec 18, 2025
360c92b
add comments
SiriusNEO Dec 18, 2025
baa57c5
fix submodule
SiriusNEO Dec 18, 2025
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2 changes: 0 additions & 2 deletions examples/gemm_sp/example_custom_compress.py
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@@ -1,5 +1,3 @@
# Copyright (c) Tile-AI Corporation.
# Licensed under the MIT License.
import argparse

import tilelang
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2 changes: 0 additions & 2 deletions examples/gemm_sp/example_gemm_sp.py
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@@ -1,5 +1,3 @@
# Copyright (c) Tile-AI Corporation.
# Licensed under the MIT License.
import argparse

import tilelang
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10 changes: 5 additions & 5 deletions tilelang/language/__init__.py
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Expand Up @@ -58,12 +58,12 @@
alloc_tcgen05_instr_desc, # noqa: F401
empty, # noqa: F401
)
from .copy import copy, c2d_im2col # noqa: F401
from .copy_op import copy, c2d_im2col # noqa: F401
from tilelang.tileop.base import GemmWarpPolicy # noqa: F401
from .gemm import gemm, gemm_v1, gemm_v2 # noqa: F401
from .gemm_op import gemm, gemm_v1, gemm_v2 # noqa: F401
from .experimental.gemm_sp import gemm_sp, gemm_sp_v2 # noqa: F401
from .fill import fill, clear # noqa: F401
from .reduce import (
from .fill_op import fill, clear # noqa: F401
from .reduce_op import (
reduce, # noqa: F401
reduce_max, # noqa: F401
reduce_min, # noqa: F401
Expand All @@ -81,7 +81,7 @@
warp_reduce_bitand, # noqa: F401
warp_reduce_bitor, # noqa: F401
)
from .print import print, device_assert # noqa: F401
from .print_op import print, device_assert # noqa: F401
from .customize import (
atomic_max, # noqa: F401
atomic_min, # noqa: F401
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4 changes: 1 addition & 3 deletions tilelang/language/atomic.py
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@@ -1,6 +1,4 @@
# Copyright (c) Tile-AI Corporation.
# Licensed under the MIT License.
"""Atomic operations for tilelang."""
"""Atomic operations exposed on the TileLang language surface."""

from __future__ import annotations

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2 changes: 1 addition & 1 deletion tilelang/language/builtin.py
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@@ -1,4 +1,4 @@
"""The language interface for tl programs."""
"""Builtin operations exposed on the TileLang language surface."""

from __future__ import annotations

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2 changes: 1 addition & 1 deletion tilelang/language/copy.py → tilelang/language/copy_op.py
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"""The language interface for tl programs."""
"""Copy operations exposed on the TileLang language surface."""

from __future__ import annotations
from typing import Literal
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2 changes: 1 addition & 1 deletion tilelang/language/customize.py
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"""The language interface for tl programs."""
"""Some customized operations frequently used in tensor programming, exposed on the TileLang language surface."""

from __future__ import annotations
import tilelang.language as T
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2 changes: 2 additions & 0 deletions tilelang/language/fastmath.py
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"""Fast math operations exposed on the TileLang language surface."""

from tvm import tir


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2 changes: 1 addition & 1 deletion tilelang/language/fill.py → tilelang/language/fill_op.py
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@@ -1,4 +1,4 @@
"""The language interface for tl programs."""
"""Fill operations exposed on the TileLang language surface."""

from __future__ import annotations
from tvm import tir
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2 changes: 1 addition & 1 deletion tilelang/language/gemm.py → tilelang/language/gemm_op.py
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"""The language interface for tl programs."""
"""GEMM (General Matrix Multiplication) operators exposed on the TileLang language surface."""

from __future__ import annotations
from tilelang.tileop.base import GemmWarpPolicy
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2 changes: 1 addition & 1 deletion tilelang/language/kernel.py
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"""The language interface for tl programs."""
"""Kernel launching language interface in TileLang."""

from __future__ import annotations
from collections import deque
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2 changes: 1 addition & 1 deletion tilelang/language/logical.py
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"""The language interface for tl programs."""
"""Logical operations exposed on the TileLang language surface."""

from __future__ import annotations

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13 changes: 10 additions & 3 deletions tilelang/language/loop.py
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"""The language interface for tl programs."""
"""Loop related language interfaces in TileLang."""

from __future__ import annotations
from typing import Any
Expand Down Expand Up @@ -175,5 +175,12 @@ def unroll(
return UnrollForWithStep(start, stop, step, annotations=annotations)


Serial = serial
Unroll = unroll
# "Serial" and "Unroll" are aliases of "T.serial" and "T.unroll". We use uppercase to emphasize that they are tile-level loops.


def Serial(*args, **kwargs):
return serial(*args, **kwargs)


def Unroll(*args, **kwargs):
return unroll(*args, **kwargs)
2 changes: 2 additions & 0 deletions tilelang/language/math_intrinsics.py
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"""Common math intrinsics exposed on the TileLang language surface."""

from tvm import tir


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0 tilelang/language/print.py → tilelang/language/print_op.py
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2 changes: 1 addition & 1 deletion tilelang/language/proxy.py
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"""The language interface for tl programs."""
"""Buffer/Tensor proxy in TileLang."""

from __future__ import annotations

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2 changes: 1 addition & 1 deletion tilelang/language/reduce.py → tilelang/language/reduce_op.py
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"""The language interface for tl programs."""
"""Reduce operations exposed on the TileLang language surface."""

from __future__ import annotations
from tvm import tir
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3 changes: 1 addition & 2 deletions tilelang/quantize/quantization.py
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Expand Up @@ -16,8 +16,7 @@
# specific language governing permissions and limitations
# under the License.
#
# Copyright (c) Tile-AI Corporation.
# Licensed under the MIT License.

# The code below is mostly copied from mlc.ai quantization.py in mlc-llm.
# pylint: disable=invalid-name,missing-function-docstring,unused-variable
"""TIR computation utilities for quantization."""
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