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Posted to commits@tvm.apache.org by tq...@apache.org on 2026/03/04 18:05:22 UTC
(tvm-site) branch asf-site updated: deploying docs (apache/tvm@0fba1606be11fc2612e8cbeecdeaa299b36faa2c)
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tqchen pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/tvm-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 661f4ca2f28 deploying docs (apache/tvm@0fba1606be11fc2612e8cbeecdeaa299b36faa2c)
661f4ca2f28 is described below
commit 661f4ca2f287e5252e002da0bb9a1b9e35bc7b05
Author: tvm-bot <95...@users.noreply.github.com>
AuthorDate: Wed Mar 4 18:05:12 2026 +0000
deploying docs (apache/tvm@0fba1606be11fc2612e8cbeecdeaa299b36faa2c)
---
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594 files changed, 107318 insertions(+), 105626 deletions(-)
diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip b/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip
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Binary files a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip and b/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip differ
diff --git a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip b/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip
index dbd96d38060..c6a84973080 100644
Binary files a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip and b/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip differ
diff --git a/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py b/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py
index 71758152fb4..41fc3c43a0f 100644
--- a/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py
+++ b/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py
@@ -50,17 +50,20 @@ class MyModule:
C: T.Buffer((128, 128), "float32"),
):
T.func_attr({"tir.noalias": True})
- Y = T.alloc_buffer((128, 128))
- for i, j, k in T.grid(128, 128, 128):
- with T.sblock("Y"):
- vi, vj, vk = T.axis.remap("SSR", [i, j, k])
- with T.init():
- Y[vi, vj] = T.float32(0)
- Y[vi, vj] = Y[vi, vj] + A[vi, vk] * B[vk, vj]
- for i, j in T.grid(128, 128):
- with T.sblock("C"):
- vi, vj = T.axis.remap("SS", [i, j])
- C[vi, vj] = T.max(Y[vi, vj], T.float32(0))
+ with T.sblock("root"):
+ T.reads()
+ T.writes()
+ Y = T.sblock_alloc_buffer((128, 128))
+ for i, j, k in T.grid(128, 128, 128):
+ with T.sblock("Y"):
+ vi, vj, vk = T.axis.remap("SSR", [i, j, k])
+ with T.init():
+ Y[vi, vj] = T.float32(0)
+ Y[vi, vj] = Y[vi, vj] + A[vi, vk] * B[vk, vj]
+ for i, j in T.grid(128, 128):
+ with T.sblock("C"):
+ vi, vj = T.axis.remap("SS", [i, j])
+ C[vi, vj] = T.max(Y[vi, vj], T.float32(0))
######################################################################
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
index c0fd2f65c06..cff1854116d 100644
Binary files a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip b/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
index aaace7ff4fd..43540a84446 100644
Binary files a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip and b/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip b/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
index 75ad2e5c830..41c7615d166 100644
Binary files a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip and b/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip differ
diff --git a/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb b/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb
index 0fb2d1742ba..f326779b3f7 100644
--- a/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb
+++ b/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb
@@ -33,7 +33,7 @@
},
"outputs": [],
"source": [
- "import tvm\nfrom tvm.script import ir as I\nfrom tvm.script import tir as T\n\n\n@I.ir_module\nclass MyModule:\n @T.prim_func\n def main(\n A: T.Buffer((128, 128), \"float32\"),\n B: T.Buffer((128, 128), \"float32\"),\n C: T.Buffer((128, 128), \"float32\"),\n ):\n T.func_attr({\"tir.noalias\": True})\n Y = T.alloc_buffer((128, 128))\n for i, j, k in T.grid(128, 128, 128):\n with T.sblock(\"Y\"):\n vi, v [...]
+ "import tvm\nfrom tvm.script import ir as I\nfrom tvm.script import tir as T\n\n\n@I.ir_module\nclass MyModule:\n @T.prim_func\n def main(\n A: T.Buffer((128, 128), \"float32\"),\n B: T.Buffer((128, 128), \"float32\"),\n C: T.Buffer((128, 128), \"float32\"),\n ):\n T.func_attr({\"tir.noalias\": True})\n with T.sblock(\"root\"):\n T.reads()\n T.writes()\n Y = T.sblock_alloc_buffer((128, 128))\n [...]
]
},
{
diff --git a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
index d2dc4dbefc5..8ef03d64bdf 100644
Binary files a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip and b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 649711ab2bc..9f7882807af 100644
Binary files a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip differ
diff --git a/docs/_sources/deep_dive/relax/tutorials/relax_transformation.rst.txt b/docs/_sources/deep_dive/relax/tutorials/relax_transformation.rst.txt
index bdeac30a01a..3fd1041dac6 100644
--- a/docs/_sources/deep_dive/relax/tutorials/relax_transformation.rst.txt
+++ b/docs/_sources/deep_dive/relax/tutorials/relax_transformation.rst.txt
@@ -284,7 +284,7 @@ a set of passes. We can apply them in a sequence.
relu = T.match_buffer(p_relu, (n, T.int64(128)))
T_add_intermediate = T.match_buffer(p_output0, (n, T.int64(10)))
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((n, T.int64(10)))
+ matmul_intermediate = T.sblock_alloc_buffer((n, T.int64(10)))
for i0, i1, k in T.grid(n, T.int64(10), T.int64(128)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
@@ -307,8 +307,8 @@ a set of passes. We can apply them in a sequence.
x = T.match_buffer(p_x, (n, T.int64(784)))
compute_intermediate = T.match_buffer(p_output0, (n, T.int64(128)))
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((n, T.int64(128)))
- T_add_intermediate = T.alloc_buffer((n, T.int64(128)))
+ matmul_intermediate = T.sblock_alloc_buffer((n, T.int64(128)))
+ T_add_intermediate = T.sblock_alloc_buffer((n, T.int64(128)))
for i0, i1, k in T.grid(n, T.int64(128), T.int64(784)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
diff --git a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
index fb024c8da9b..98c8cc4a56a 100644
--- a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.197** total execution time for 2 files **from deep_dive/relax/tutorials**:
+**00:00.156** total execution time for 2 files **from deep_dive/relax/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` (``relax_creation.py``)
- - 00:00.128
+ - 00:00.103
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` (``relax_transformation.py``)
- - 00:00.069
+ - 00:00.053
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index ba005b539f6..91629a88ced 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.523** total execution time for 2 files **from deep_dive/tensor_ir/tutorials**:
+**00:00.440** total execution time for 2 files **from deep_dive/tensor_ir/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` (``tir_transformation.py``)
- - 00:00.319
+ - 00:00.268
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` (``tir_creation.py``)
- - 00:00.205
+ - 00:00.172
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
index c293bb95ee6..3374edb0f8a 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
@@ -319,17 +319,17 @@ Now let's check the runtime dynamic shape inference:
.. code-block:: none
- [[1.3162317 2.002938 2.3329487 2.4774933 ]
- [0.56015724 0.9721384 1.1575775 1.0239671 ]
- [0.8090997 1.5601721 1.8926506 1.9256968 ]
- [1.4450134 1.8563738 2.0992866 2.1044233 ]]
- [[36.153328 34.63041 31.484203 ... 34.095222 33.536743 28.963959]
- [36.829277 34.58533 29.159538 ... 34.9846 32.505024 30.173698]
- [33.491333 32.571102 28.679995 ... 34.27669 31.700167 27.949116]
+ [[1.0048839 2.0832105 1.5774086 0.9404576 ]
+ [0.80753213 1.2829039 1.2053778 0.93990207]
+ [0.7818138 1.7003435 1.1488571 0.824139 ]
+ [0.96095866 1.775234 1.791951 1.1237553 ]]
+ [[35.715256 32.044674 32.310085 ... 33.317623 32.49759 33.96668 ]
+ [30.885616 29.24616 30.425224 ... 30.738728 31.185963 29.963243]
+ [32.34777 31.491045 31.21341 ... 33.576744 32.716747 32.7247 ]
...
- [34.798115 32.618317 29.49646 ... 32.839256 31.997578 29.77023 ]
- [33.00234 34.03141 30.153019 ... 33.103085 32.434345 29.51495 ]
- [33.090614 31.611063 28.716349 ... 32.97456 29.030148 27.408203]]
+ [36.812515 34.55721 31.930166 ... 30.159065 32.811462 33.914207]
+ [36.337803 32.783443 32.26391 ... 35.80771 36.496445 36.919518]
+ [32.23231 28.397163 30.798368 ... 30.644653 32.26002 33.04069 ]]
@@ -419,7 +419,7 @@ and one output parameter **C**.
def mm_relu(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j, k in T.grid(128, 128, 128):
with T.sblock("Y"):
v_i, v_j, v_k = T.axis.remap("SSR", [i, j, k])
@@ -484,7 +484,7 @@ is that we need to specify the shape of the input tensors as symbolic variables.
B = T.match_buffer(var_B, (k, n))
C = T.match_buffer(var_C, (m, n))
# with T.sblock("root"):
- Y = T.alloc_buffer((m, n))
+ Y = T.sblock_alloc_buffer((m, n))
for i, j, k_1 in T.grid(m, n, k):
with T.sblock("Y"):
v_i, v_j, v_k = T.axis.remap("SSR", [i, j, k_1])
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
index 8850a54270c..f583f47b02a 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
@@ -35,7 +35,7 @@ the same functionality, and each implementation can result in different performa
First, let's take a look at the implementation of ``mm_relu`` in the previous section:
-.. GENERATED FROM PYTHON SOURCE LINES 38-66
+.. GENERATED FROM PYTHON SOURCE LINES 38-69
.. code-block:: Python
@@ -54,17 +54,20 @@ First, let's take a look at the implementation of ``mm_relu`` in the previous se
C: T.Buffer((128, 128), "float32"),
):
T.func_attr({"tir.noalias": True})
- Y = T.alloc_buffer((128, 128))
- for i, j, k in T.grid(128, 128, 128):
- with T.sblock("Y"):
- vi, vj, vk = T.axis.remap("SSR", [i, j, k])
- with T.init():
- Y[vi, vj] = T.float32(0)
- Y[vi, vj] = Y[vi, vj] + A[vi, vk] * B[vk, vj]
- for i, j in T.grid(128, 128):
- with T.sblock("C"):
- vi, vj = T.axis.remap("SS", [i, j])
- C[vi, vj] = T.max(Y[vi, vj], T.float32(0))
+ with T.sblock("root"):
+ T.reads()
+ T.writes()
+ Y = T.sblock_alloc_buffer((128, 128))
+ for i, j, k in T.grid(128, 128, 128):
+ with T.sblock("Y"):
+ vi, vj, vk = T.axis.remap("SSR", [i, j, k])
+ with T.init():
+ Y[vi, vj] = T.float32(0)
+ Y[vi, vj] = Y[vi, vj] + A[vi, vk] * B[vk, vj]
+ for i, j in T.grid(128, 128):
+ with T.sblock("C"):
+ vi, vj = T.axis.remap("SS", [i, j])
+ C[vi, vj] = T.max(Y[vi, vj], T.float32(0))
@@ -74,12 +77,12 @@ First, let's take a look at the implementation of ``mm_relu`` in the previous se
-.. GENERATED FROM PYTHON SOURCE LINES 67-69
+.. GENERATED FROM PYTHON SOURCE LINES 70-72
Before we transform the function, let's first evaluate the performance of the
original implementation.
-.. GENERATED FROM PYTHON SOURCE LINES 69-93
+.. GENERATED FROM PYTHON SOURCE LINES 72-96
.. code-block:: Python
@@ -117,19 +120,19 @@ original implementation.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.7878 2.7878 2.7878 2.7878 0.0000
+ 2.4726 2.4726 2.4726 2.4726 0.0000
-.. GENERATED FROM PYTHON SOURCE LINES 94-98
+.. GENERATED FROM PYTHON SOURCE LINES 97-101
Initialization Schedule
***********************
We initiate the process of code transformation by establishing a Schedule helper class,
utilizing the provided **MyModule** as input.
-.. GENERATED FROM PYTHON SOURCE LINES 98-101
+.. GENERATED FROM PYTHON SOURCE LINES 101-104
.. code-block:: Python
@@ -143,14 +146,14 @@ utilizing the provided **MyModule** as input.
-.. GENERATED FROM PYTHON SOURCE LINES 102-106
+.. GENERATED FROM PYTHON SOURCE LINES 105-109
Loop Tiling
***********
Subsequently, we execute the requisite operations to acquire a reference to
block **Y** and its associated loops.
-.. GENERATED FROM PYTHON SOURCE LINES 106-110
+.. GENERATED FROM PYTHON SOURCE LINES 109-113
.. code-block:: Python
@@ -165,7 +168,7 @@ block **Y** and its associated loops.
-.. GENERATED FROM PYTHON SOURCE LINES 111-116
+.. GENERATED FROM PYTHON SOURCE LINES 114-119
We now proceed to execute the transformations. The initial modification involves
splitting loop ``j`` into two separate loops, with the inner loop possessing a
@@ -173,7 +176,7 @@ length of 8. It is crucial to understand that the transformation process is proc
thus, inadvertent execution of the block twice will yield an error stating the
non-existence of variable ``j``.
-.. GENERATED FROM PYTHON SOURCE LINES 116-119
+.. GENERATED FROM PYTHON SOURCE LINES 119-122
.. code-block:: Python
@@ -187,11 +190,11 @@ non-existence of variable ``j``.
-.. GENERATED FROM PYTHON SOURCE LINES 120-121
+.. GENERATED FROM PYTHON SOURCE LINES 123-124
The outcome of the transformation can be examined, as it is retained within ``sch.mod``.
-.. GENERATED FROM PYTHON SOURCE LINES 121-124
+.. GENERATED FROM PYTHON SOURCE LINES 124-127
.. code-block:: Python
@@ -215,7 +218,7 @@ The outcome of the transformation can be examined, as it is retained within ``sc
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0, j_1, k in T.grid(128, 16, 8, 128):
with T.sblock("Y"):
vi = T.axis.spatial(128, i)
@@ -237,13 +240,13 @@ The outcome of the transformation can be examined, as it is retained within ``sc
-.. GENERATED FROM PYTHON SOURCE LINES 125-128
+.. GENERATED FROM PYTHON SOURCE LINES 128-131
Following the initial transformation phase, two supplementary loops, ``j_0`` and ``j_1``,
have been generated with respective ranges of 16 and 8. The subsequent
action involves reordering these two loops.
-.. GENERATED FROM PYTHON SOURCE LINES 128-133
+.. GENERATED FROM PYTHON SOURCE LINES 131-136
.. code-block:: Python
@@ -269,7 +272,7 @@ action involves reordering these two loops.
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0, k, j_1 in T.grid(128, 16, 128, 8):
with T.sblock("Y"):
vi = T.axis.spatial(128, i)
@@ -289,12 +292,12 @@ action involves reordering these two loops.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8693 0.8693 0.8693 0.8693 0.0000
+ 0.8582 0.8582 0.8582 0.8582 0.0000
-.. GENERATED FROM PYTHON SOURCE LINES 134-139
+.. GENERATED FROM PYTHON SOURCE LINES 137-142
Leverage Localities
*******************
@@ -302,7 +305,7 @@ Subsequently, we will execute two additional transformation steps to achieve a d
variant. First, we employ a primitive known as **reverse_compute_at** to relocate block
**C** to an inner loop of **Y**.
-.. GENERATED FROM PYTHON SOURCE LINES 139-144
+.. GENERATED FROM PYTHON SOURCE LINES 142-147
.. code-block:: Python
@@ -328,7 +331,7 @@ variant. First, we employ a primitive known as **reverse_compute_at** to relocat
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0 in T.grid(128, 16):
for k, j_1 in T.grid(128, 8):
with T.sblock("Y"):
@@ -352,7 +355,7 @@ variant. First, we employ a primitive known as **reverse_compute_at** to relocat
-.. GENERATED FROM PYTHON SOURCE LINES 145-154
+.. GENERATED FROM PYTHON SOURCE LINES 148-157
Rewrite Reduction
*****************
@@ -364,7 +367,7 @@ synchronized.
Following the loop transformations, we can segregate the initialization of Y's elements
from the reduction update via the **decompose_reduction** primitive.
-.. GENERATED FROM PYTHON SOURCE LINES 154-159
+.. GENERATED FROM PYTHON SOURCE LINES 157-162
.. code-block:: Python
@@ -390,7 +393,7 @@ from the reduction update via the **decompose_reduction** primitive.
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0 in T.grid(128, 16):
for j_1_init in range(8):
with T.sblock("Y_init"):
@@ -417,12 +420,12 @@ from the reduction update via the **decompose_reduction** primitive.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3389 0.3389 0.3389 0.3389 0.0000
+ 0.3631 0.3631 0.3631 0.3631 0.0000
-.. GENERATED FROM PYTHON SOURCE LINES 160-168
+.. GENERATED FROM PYTHON SOURCE LINES 163-171
Trace the Transformation
************************
@@ -433,7 +436,7 @@ history of the schedule.
We've already see the schedule by printing ``sch.mod``. We can also print the history
of the schedule by ``sch.trace``.
-.. GENERATED FROM PYTHON SOURCE LINES 168-171
+.. GENERATED FROM PYTHON SOURCE LINES 171-174
.. code-block:: Python
@@ -462,11 +465,11 @@ of the schedule by ``sch.trace``.
-.. GENERATED FROM PYTHON SOURCE LINES 172-173
+.. GENERATED FROM PYTHON SOURCE LINES 175-176
Alternatively, we can output the IRModule in conjunction with the historical trace.
-.. GENERATED FROM PYTHON SOURCE LINES 173-175
+.. GENERATED FROM PYTHON SOURCE LINES 176-178
.. code-block:: Python
@@ -489,7 +492,7 @@ Alternatively, we can output the IRModule in conjunction with the historical tra
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0 in T.grid(128, 16):
for j_1_init in range(8):
with T.sblock("Y_init"):
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst.txt b/docs/_sources/get_started/tutorials/ir_module.rst.txt
index b1be028386b..ca56544ac1a 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -578,7 +578,7 @@ The default **zero** pipeline contains very fundamental transformations, includi
def fused_matmul1_add1(lv3: T.Buffer((T.int64(1), T.int64(256)), "float32"), lv4: T.Buffer((T.int64(256), T.int64(10)), "float32"), p_fc2_bias: T.Buffer((T.int64(10),), "float32"), T_add_intermediate: T.Buffer((T.int64(1), T.int64(10)), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((T.int64(1), T.int64(10)))
+ matmul_intermediate = T.sblock_alloc_buffer((T.int64(1), T.int64(10)))
for i0, i1, k in T.grid(T.int64(1), T.int64(10), T.int64(256)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
@@ -598,8 +598,8 @@ The default **zero** pipeline contains very fundamental transformations, includi
def fused_matmul_add_relu(x: T.Buffer((T.int64(1), T.int64(784)), "float32"), lv: T.Buffer((T.int64(784), T.int64(256)), "float32"), p_fc1_bias: T.Buffer((T.int64(256),), "float32"), compute_intermediate: T.Buffer((T.int64(1), T.int64(256)), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((T.int64(1), T.int64(256)))
- T_add_intermediate = T.alloc_buffer((T.int64(1), T.int64(256)))
+ matmul_intermediate = T.sblock_alloc_buffer((T.int64(1), T.int64(256)))
+ T_add_intermediate = T.sblock_alloc_buffer((T.int64(1), T.int64(256)))
for i0, i1, k in T.grid(T.int64(1), T.int64(256), T.int64(784)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
@@ -694,8 +694,8 @@ We can deploy the IRModule on CPU by specifying the target as ``llvm``.
.. code-block:: none
- [[ 0.11457326 -0.15098624 -0.02091308 -0.3065439 -0.12364558 0.00715484
- -0.11907364 -0.00683839 -0.32799137 0.03747047]]
+ [[-0.13959262 0.13008755 -0.27339137 -0.08386531 0.0673933 -0.1087377
+ 0.13109696 -0.18852067 0.01383609 0.15110159]]
@@ -761,8 +761,8 @@ Now we can compile the IRModule on GPU, the similar way as we did on CPU.
.. code-block:: none
- [[ 0.11457326 -0.15098633 -0.02091307 -0.30654386 -0.12364561 0.00715484
- -0.11907361 -0.00683842 -0.3279913 0.03747042]]
+ [[-0.13959266 0.13008758 -0.27339134 -0.08386529 0.06739333 -0.10873775
+ 0.13109693 -0.18852068 0.01383609 0.15110163]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 805c791a300..e844152054d 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -224,8 +224,8 @@ different devices.
.. code-block:: none
- [[25311.701 23013.236 24795.072 26252.156 24762.834 25176.434 24413.842
- 26808.26 25405.28 23769.543]]
+ [[25987.475 26352.463 24646.41 24355.54 23198.307 26078.34 22824.42
+ 24942.072 26360.639 23734.773]]
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
index 22529d76c3a..f6ce979ecfe 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:08.107** total execution time for 2 files **from get_started/tutorials**:
+**00:07.126** total execution time for 2 files **from get_started/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
- - 00:07.920
+ - 00:06.970
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``quick_start.py``)
- - 00:00.188
+ - 00:00.157
- 0.0
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
index 52f64535833..a1238429edf 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
@@ -266,7 +266,7 @@ device and returns the measured cost. Network overhead is excluded.
.. code-block:: none
- 1.23e-07 secs/op
+ 9.31e-08 secs/op
@@ -667,8 +667,8 @@ This workflow is applicable to various deployment scenarios:
Converted PyTorch model to Relax:
- Number of parameters: 4
Using local target for demonstration
- Exported library to: /tmp/tmpz7mi8c35/model_deployed.so
- Saved parameters to: /tmp/tmpz7mi8c35/model_params.npz
+ Exported library to: /tmp/tmppj2zxla2/model_deployed.so
+ Saved parameters to: /tmp/tmppj2zxla2/model_params.npz
RPC workflow (works for any remote device):
==================================================
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 50691bb4deb..03ecbceec94 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -330,7 +330,7 @@ it achieves a balance between performance and compilation time.
def matmul(lv: T.Buffer((T.int64(1), T.int64(256)), "float32"), permute_dims1: T.Buffer((T.int64(256), T.int64(10)), "float32"), matmul: T.Buffer((T.int64(1), T.int64(10)), "float32")):
T.func_attr({"op_pattern": 4, "tir.is_scheduled": True, "tir.noalias": True})
# with T.sblock("root"):
- matmul_rf_local = T.alloc_buffer((T.int64(16), T.int64(1), T.int64(10)), scope="local")
+ matmul_rf_local = T.sblock_alloc_buffer((T.int64(16), T.int64(1), T.int64(10)), scope="local")
for ax0_fused_0 in T.thread_binding(T.int64(1), thread="blockIdx.x"):
for ax0_fused_1 in T.thread_binding(T.int64(10), thread="threadIdx.x"):
for ax1_fused_1 in T.thread_binding(T.int64(16), thread="threadIdx.y"):
@@ -425,8 +425,8 @@ We can build and deploy the optimized model to the TVM runtime.
.. code-block:: none
- [[23846.846 23479.857 24493.043 22629.94 25052.21 22872.344 24224.771
- 25136.172 24336.031 22942.838]]
+ [[24756.707 24474.031 25231.715 24168.459 24140.93 24253.121 23636.086
+ 23783.965 22626.7 24400.836]]
diff --git a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
index 575750bf5e9..b44064a14ca 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -54,7 +54,7 @@ PyTorch.
.. code-block:: none
Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
- 0%| | 0.00/44.7M [00:00<?, ?B/s] 65%|██████▍ | 28.9M/44.7M [00:00<00:00, 302MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 333MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 48%|████▊ | 21.4M/44.7M [00:00<00:00, 224MB/s] 96%|█████████▌| 42.8M/44.7M [00:00<00:00, 212MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 215MB/s]
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
index 0912504dcea..352652706ad 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:36.640** total execution time for 5 files **from how_to/tutorials**:
+**00:29.696** total execution time for 5 files **from how_to/tutorials**:
.. container::
@@ -33,16 +33,16 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:34.740
+ - 00:28.018
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.683
+ - 00:00.645
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.638
+ - 00:00.552
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``)
- - 00:00.576
+ - 00:00.479
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` (``export_and_load_executable.py``)
- 00:00.002
diff --git a/docs/_sources/sg_execution_times.rst.txt b/docs/_sources/sg_execution_times.rst.txt
index 8e46bf53823..b18f0b798d1 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:45.467** total execution time for 11 files **from all galleries**:
+**00:37.418** total execution time for 11 files **from all galleries**:
.. container::
@@ -33,34 +33,34 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``../how_to/tutorials/optimize_llm.py``)
- - 00:34.740
+ - 00:28.018
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``../get_started/tutorials/ir_module.py``)
- - 00:07.920
+ - 00:06.970
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.683
+ - 00:00.645
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``../how_to/tutorials/customize_opt.py``)
- - 00:00.638
+ - 00:00.552
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` (``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.576
+ - 00:00.479
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` (``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.319
+ - 00:00.268
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` (``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.205
+ - 00:00.172
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``../get_started/tutorials/quick_start.py``)
- - 00:00.188
+ - 00:00.157
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` (``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.128
+ - 00:00.103
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` (``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.069
+ - 00:00.053
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` (``../how_to/tutorials/export_and_load_executable.py``)
- 00:00.002
diff --git a/docs/commit_hash b/docs/commit_hash
index 2f621648bd3..32e93035e74 100644
--- a/docs/commit_hash
+++ b/docs/commit_hash
@@ -1 +1 @@
-21e52254842bf624ab8cbc3c35c65704d89c6471
+0fba1606be11fc2612e8cbeecdeaa299b36faa2c
diff --git a/docs/deep_dive/relax/tutorials/relax_transformation.html b/docs/deep_dive/relax/tutorials/relax_transformation.html
index 7a9d044b42d..9969aa2fd40 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -513,7 +513,7 @@ class Module:
relu = T.match_buffer(p_relu, (n, T.int64(128)))
T_add_intermediate = T.match_buffer(p_output0, (n, T.int64(10)))
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((n, T.int64(10)))
+ matmul_intermediate = T.sblock_alloc_buffer((n, T.int64(10)))
for i0, i1, k in T.grid(n, T.int64(10), T.int64(128)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
@@ -536,8 +536,8 @@ class Module:
x = T.match_buffer(p_x, (n, T.int64(784)))
compute_intermediate = T.match_buffer(p_output0, (n, T.int64(128)))
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((n, T.int64(128)))
- T_add_intermediate = T.alloc_buffer((n, T.int64(128)))
+ matmul_intermediate = T.sblock_alloc_buffer((n, T.int64(128)))
+ T_add_intermediate = T.sblock_alloc_buffer((n, T.int64(128)))
for i0, i1, k in T.grid(n, T.int64(128), T.int64(784)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index dad13066e4f..dc6d6544873 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<section id="computation-times">
<span id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:00.197</strong> total execution time for 2 files <strong>from deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.156</strong> total execution time for 2 files <strong>from deep_dive/relax/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -316,11 +316,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span class="std std-ref">Relax Creation</span></a> (<code class="docutils literal notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.128</p></td>
+<td><p>00:00.103</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span class="std std-ref">Transformation</span></a> (<code class="docutils literal notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.069</p></td>
+<td><p>00:00.053</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index 7ad07771e13..4b5b3a42f3e 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<section id="computation-times">
<span id="sphx-glr-deep-dive-tensor-ir-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:00.523</strong> total execution time for 2 files <strong>from deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.440</strong> total execution time for 2 files <strong>from deep_dive/tensor_ir/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -316,11 +316,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span class="std std-ref">Transformation</span></a> (<code class="docutils literal notranslate"><span class="pre">tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.319</p></td>
+<td><p>00:00.268</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span class="std std-ref">TensorIR Creation</span></a> (<code class="docutils literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.205</p></td>
+<td><p>00:00.172</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 7b6491f0ef6..bc569a4c065 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -490,17 +490,17 @@ be used to ascertain the shape and data type of a TensorIR.</p>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluate_dynamic_shape</span><span class="p">(</span><span class="n">dyn_shape_lib</span><span class="p">,</span> <span class="n">m</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <a href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar" title="tvm.tir.IterVar" class="sphx-glr-ba [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[1.3162317 2.002938 2.3329487 2.4774933 ]
- [0.56015724 0.9721384 1.1575775 1.0239671 ]
- [0.8090997 1.5601721 1.8926506 1.9256968 ]
- [1.4450134 1.8563738 2.0992866 2.1044233 ]]
-[[36.153328 34.63041 31.484203 ... 34.095222 33.536743 28.963959]
- [36.829277 34.58533 29.159538 ... 34.9846 32.505024 30.173698]
- [33.491333 32.571102 28.679995 ... 34.27669 31.700167 27.949116]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[1.0048839 2.0832105 1.5774086 0.9404576 ]
+ [0.80753213 1.2829039 1.2053778 0.93990207]
+ [0.7818138 1.7003435 1.1488571 0.824139 ]
+ [0.96095866 1.775234 1.791951 1.1237553 ]]
+[[35.715256 32.044674 32.310085 ... 33.317623 32.49759 33.96668 ]
+ [30.885616 29.24616 30.425224 ... 30.738728 31.185963 29.963243]
+ [32.34777 31.491045 31.21341 ... 33.576744 32.716747 32.7247 ]
...
- [34.798115 32.618317 29.49646 ... 32.839256 31.997578 29.77023 ]
- [33.00234 34.03141 30.153019 ... 33.103085 32.434345 29.51495 ]
- [33.090614 31.611063 28.716349 ... 32.97456 29.030148 27.408203]]
+ [36.812515 34.55721 31.930166 ... 30.159065 32.811462 33.914207]
+ [36.337803 32.783443 32.26391 ... 35.80771 36.496445 36.919518]
+ [32.23231 28.397163 30.798368 ... 30.644653 32.26002 33.04069 ]]
</pre></div>
</div>
</section>
@@ -557,7 +557,7 @@ class Module:
def mm_relu(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j, k in T.grid(128, 128, 128):
with T.sblock("Y"):
v_i, v_j, v_k = T.axis.remap("SSR", [i, j, k])
@@ -606,7 +606,7 @@ class Module:
B = T.match_buffer(var_B, (k, n))
C = T.match_buffer(var_C, (m, n))
# with T.sblock("root"):
- Y = T.alloc_buffer((m, n))
+ Y = T.sblock_alloc_buffer((m, n))
for i, j, k_1 in T.grid(m, n, k):
with T.sblock("Y"):
v_i, v_j, v_k = T.axis.remap("SSR", [i, j, k_1])
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index c3fe5faae85..e1fc4fb6526 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -327,17 +327,20 @@ rather than delving into optimization techniques.</p>
<span class="n">C</span><span class="p">:</span> <span class="n">T</span><span class="o">.</span><span class="n">Buffer</span><span class="p">((</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">),</span> <span class="s2">"float32"</span><span class="p">),</span>
<span class="p">):</span>
<span class="n">T</span><span class="o">.</span><span class="n">func_attr</span><span class="p">({</span><span class="s2">"tir.noalias"</span><span class="p">:</span> <span class="kc">True</span><span class="p">})</span>
- <span class="n">Y</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">alloc_buffer</span><span class="p">((</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">))</span>
- <span class="k">for</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">i</span></a><span class="p">,</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sphx-g [...]
- <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">sblock</span><span class="p">(</span><span class="s2">"Y"</span><span class="p">):</span>
- <span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">,</span> <span class="n">vk</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">axis</span><span class="o">.</span><span class="n">remap</span><span class="p">(</span><span class="s2">"SSR"</span><span class="p">,</span> <span class="p">[</span><a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" [...]
- <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">init</span><span class="p">():</span>
- <span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">float32</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
- <span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">=</span> <span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">+</span> <span class="n">A</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vk</span><span c [...]
- <span class="k">for</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">i</span></a><span class="p">,</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sphx-g [...]
- <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">sblock</span><span class="p">(</span><span class="s2">"C"</span><span class="p">):</span>
- <span class="n">vi</span><span class="p">,</span> <span class="n">vj</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">axis</span><span class="o">.</span><span class="n">remap</span><span class="p">(</span><span class="s2">"SS"</span><span class="p">,</span> <span class="p">[</span><a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-b [...]
- <span class="n">C</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">],</span> <span class="n">T</span><span class="o">.</span><span cl [...]
+ <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">sblock</span><span class="p">(</span><span class="s2">"root"</span><span class="p">):</span>
+ <span class="n">T</span><span class="o">.</span><span class="n">reads</span><span class="p">()</span>
+ <span class="n">T</span><span class="o">.</span><span class="n">writes</span><span class="p">()</span>
+ <span class="n">Y</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">sblock_alloc_buffer</span><span class="p">((</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">))</span>
+ <span class="k">for</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">i</span></a><span class="p">,</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sp [...]
+ <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">sblock</span><span class="p">(</span><span class="s2">"Y"</span><span class="p">):</span>
+ <span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">,</span> <span class="n">vk</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">axis</span><span class="o">.</span><span class="n">remap</span><span class="p">(</span><span class="s2">"SSR"</span><span class="p">,</span> <span class="p">[</span><a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.Loop [...]
+ <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">init</span><span class="p">():</span>
+ <span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">float32</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+ <span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">=</span> <span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">+</span> <span class="n">A</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vk</span><sp [...]
+ <span class="k">for</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">i</span></a><span class="p">,</span> <a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-glr-backref-module-tvm-s_tir-schedule sp [...]
+ <span class="k">with</span> <span class="n">T</span><span class="o">.</span><span class="n">sblock</span><span class="p">(</span><span class="s2">"C"</span><span class="p">):</span>
+ <span class="n">vi</span><span class="p">,</span> <span class="n">vj</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">axis</span><span class="o">.</span><span class="n">remap</span><span class="p">(</span><span class="s2">"SS"</span><span class="p">,</span> <span class="p">[</span><a href="../../../reference/api/python/s_tir/schedule.html#tvm.s_tir.schedule.LoopRV" title="tvm.s_tir.schedule.LoopRV" class="sphx-g [...]
+ <span class="n">C</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">]</span> <span class="o">=</span> <span class="n">T</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">Y</span><span class="p">[</span><span class="n">vi</span><span class="p">,</span> <span class="n">vj</span><span class="p">],</span> <span class="n">T</span><span class="o">.</span><spa [...]
</pre></div>
</div>
<p>Before we transform the function, let’s first evaluate the performance of the
@@ -368,7 +371,7 @@ original implementation.</p>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.7878 2.7878 2.7878 2.7878 0.0000
+ 2.4726 2.4726 2.4726 2.4726 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -408,7 +411,7 @@ class Module:
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0, j_1, k in T.grid(128, 16, 8, 128):
with T.sblock("Y"):
vi = T.axis.spatial(128, i)
@@ -444,7 +447,7 @@ class Module:
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0, k, j_1 in T.grid(128, 16, 128, 8):
with T.sblock("Y"):
vi = T.axis.spatial(128, i)
@@ -464,7 +467,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8693 0.8693 0.8693 0.8693 0.0000
+ 0.8582 0.8582 0.8582 0.8582 0.0000
</pre></div>
</div>
</section>
@@ -487,7 +490,7 @@ class Module:
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0 in T.grid(128, 16):
for k, j_1 in T.grid(128, 8):
with T.sblock("Y"):
@@ -531,7 +534,7 @@ class Module:
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0 in T.grid(128, 16):
for j_1_init in range(8):
with T.sblock("Y_init"):
@@ -558,7 +561,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3389 0.3389 0.3389 0.3389 0.0000
+ 0.3631 0.3631 0.3631 0.3631 0.0000
</pre></div>
</div>
</section>
@@ -596,7 +599,7 @@ class Module:
def main(A: T.Buffer((128, 128), "float32"), B: T.Buffer((128, 128), "float32"), C: T.Buffer((128, 128), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- Y = T.alloc_buffer((128, 128))
+ Y = T.sblock_alloc_buffer((128, 128))
for i, j_0 in T.grid(128, 16):
for j_1_init in range(8):
with T.sblock("Y_init"):
diff --git a/docs/genindex.html b/docs/genindex.html
index c1864459eef..548d96bdee6 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -432,9 +432,9 @@
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.memory.alloc_tensor">(in module tvm.relax.op.memory)</a>
</li>
</ul></li>
- <li><a href="reference/api/python/tir/tir.html#tvm.tir.Allocate">Allocate (class in tvm.tir)</a>
-</li>
<li><a href="reference/api/python/relax/transform.html#tvm.relax.transform.AllocateWorkspace">AllocateWorkspace() (in module tvm.relax.transform)</a>
+</li>
+ <li><a href="reference/api/python/tir/tir.html#tvm.tir.AllocBuffer">AllocBuffer (class in tvm.tir)</a>
</li>
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.ccl.allreduce">allreduce() (in module tvm.relax.op.ccl)</a>
@@ -4802,10 +4802,10 @@
<li><a href="reference/api/python/tir/tir.html#tvm.tir.PyStmtExprVisitor.visit_add_">(tvm.tir.PyStmtExprVisitor method)</a>
</li>
</ul></li>
- <li><a href="reference/api/python/tir/tir.html#tvm.tir.PyStmtExprMutator.visit_allocate_">visit_allocate_() (tvm.tir.PyStmtExprMutator method)</a>
+ <li><a href="reference/api/python/tir/tir.html#tvm.tir.PyStmtExprMutator.visit_alloc_buffer_">visit_alloc_buffer_() (tvm.tir.PyStmtExprMutator method)</a>
<ul>
- <li><a href="reference/api/python/tir/tir.html#tvm.tir.PyStmtExprVisitor.visit_allocate_">(tvm.tir.PyStmtExprVisitor method)</a>
+ <li><a href="reference/api/python/tir/tir.html#tvm.tir.PyStmtExprVisitor.visit_alloc_buffer_">(tvm.tir.PyStmtExprVisitor method)</a>
</li>
</ul></li>
<li><a href="reference/api/python/tir/tir.html#tvm.tir.PyStmtExprMutator.visit_and_">visit_and_() (tvm.tir.PyStmtExprMutator method)</a>
diff --git a/docs/get_started/tutorials/ir_module.html b/docs/get_started/tutorials/ir_module.html
index 4dbdba17de1..1808586b6d4 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -716,7 +716,7 @@ class Module:
def fused_matmul1_add1(lv3: T.Buffer((T.int64(1), T.int64(256)), "float32"), lv4: T.Buffer((T.int64(256), T.int64(10)), "float32"), p_fc2_bias: T.Buffer((T.int64(10),), "float32"), T_add_intermediate: T.Buffer((T.int64(1), T.int64(10)), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((T.int64(1), T.int64(10)))
+ matmul_intermediate = T.sblock_alloc_buffer((T.int64(1), T.int64(10)))
for i0, i1, k in T.grid(T.int64(1), T.int64(10), T.int64(256)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
@@ -736,8 +736,8 @@ class Module:
def fused_matmul_add_relu(x: T.Buffer((T.int64(1), T.int64(784)), "float32"), lv: T.Buffer((T.int64(784), T.int64(256)), "float32"), p_fc1_bias: T.Buffer((T.int64(256),), "float32"), compute_intermediate: T.Buffer((T.int64(1), T.int64(256)), "float32")):
T.func_attr({"tir.noalias": True})
# with T.sblock("root"):
- matmul_intermediate = T.alloc_buffer((T.int64(1), T.int64(256)))
- T_add_intermediate = T.alloc_buffer((T.int64(1), T.int64(256)))
+ matmul_intermediate = T.sblock_alloc_buffer((T.int64(1), T.int64(256)))
+ T_add_intermediate = T.sblock_alloc_buffer((T.int64(1), T.int64(256)))
for i0, i1, k in T.grid(T.int64(1), T.int64(256), T.int64(784)):
with T.sblock("matmul"):
v_i0, v_i1, v_k = T.axis.remap("SSR", [i0, i1, k])
@@ -814,8 +814,8 @@ backends.</p>
<span class="nb">print</span><span class="p">(</span><span class="n">cpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[ 0.11457326 -0.15098624 -0.02091308 -0.3065439 -0.12364558 0.00715484
- -0.11907364 -0.00683839 -0.32799137 0.03747047]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[-0.13959262 0.13008755 -0.27339137 -0.08386531 0.0673933 -0.1087377
+ 0.13109696 -0.18852067 0.01383609 0.15110159]]
</pre></div>
</div>
</section>
@@ -849,8 +849,8 @@ the details of <code class="docutils literal notranslate"><span class="pre">DLig
<span class="k">assert</span> <span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">cpu_out</span><span class="p">,</span> <span class="n">gpu_out</span><span class="p">,</span> <span class="n">atol</span><span class="o">=</span><span class="mf">1e-3</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[ 0.11457326 -0.15098633 -0.02091307 -0.30654386 -0.12364561 0.00715484
- -0.11907361 -0.00683842 -0.3279913 0.03747042]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[-0.13959266 0.13008758 -0.27339134 -0.08386529 0.06739333 -0.10873775
+ 0.13109693 -0.18852068 0.01383609 0.15110163]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html b/docs/get_started/tutorials/quick_start.html
index 2dc28d9b1b8..abd93721ae3 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -457,8 +457,8 @@ different devices.</p>
<span class="nb">print</span><span class="p">(</span><span class="n">vm</span><span class="p">[</span><span class="s2">"forward"</span><span class="p">](</span><span class="n">tvm_data</span><span class="p">,</span> <span class="o">*</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">params</span></a><span class="p">)</span><s [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25311.701 23013.236 24795.072 26252.156 24762.834 25176.434 24413.842
- 26808.26 25405.28 23769.543]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25987.475 26352.463 24646.41 24355.54 23198.307 26078.34 22824.42
+ 24942.072 26360.639 23734.773]]
</pre></div>
</div>
<p>Our goal is to bring machine learning to the application with any language of interest,
diff --git a/docs/get_started/tutorials/sg_execution_times.html b/docs/get_started/tutorials/sg_execution_times.html
index f21324d369e..1da92d5e515 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<section id="computation-times">
<span id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:08.107</strong> total execution time for 2 files <strong>from get_started/tutorials</strong>:</p>
+<p><strong>00:07.126</strong> total execution time for 2 files <strong>from get_started/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -316,11 +316,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span class="std std-ref">IRModule</span></a> (<code class="docutils literal notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:07.920</p></td>
+<td><p>00:06.970</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span class="std std-ref">Quick Start</span></a> (<code class="docutils literal notranslate"><span class="pre">quick_start.py</span></code>)</p></td>
-<td><p>00:00.188</p></td>
+<td><p>00:00.157</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 005478bba32..14947efbc1b 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -472,7 +472,7 @@ device and returns the measured cost. Network overhead is excluded.</p>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">cost</span><span class="si">:</span><span class="s2">g</span><span class="si">}</span><span class="s2"> secs/op"</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>1.23e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>9.31e-08 secs/op
</pre></div>
</div>
</section>
@@ -839,8 +839,8 @@ for ONNX models. Simply replace <code class="docutils literal notranslate"><span
Converted PyTorch model to Relax:
- Number of parameters: 4
Using local target for demonstration
-Exported library to: /tmp/tmpz7mi8c35/model_deployed.so
-Saved parameters to: /tmp/tmpz7mi8c35/model_params.npz
+Exported library to: /tmp/tmppj2zxla2/model_deployed.so
+Saved parameters to: /tmp/tmppj2zxla2/model_params.npz
RPC workflow (works for any remote device):
==================================================
diff --git a/docs/how_to/tutorials/customize_opt.html b/docs/how_to/tutorials/customize_opt.html
index ebe25d88af5..a50ec14cb77 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -541,7 +541,7 @@ class Module:
def matmul(lv: T.Buffer((T.int64(1), T.int64(256)), "float32"), permute_dims1: T.Buffer((T.int64(256), T.int64(10)), "float32"), matmul: T.Buffer((T.int64(1), T.int64(10)), "float32")):
T.func_attr({"op_pattern": 4, "tir.is_scheduled": True, "tir.noalias": True})
# with T.sblock("root"):
- matmul_rf_local = T.alloc_buffer((T.int64(16), T.int64(1), T.int64(10)), scope="local")
+ matmul_rf_local = T.sblock_alloc_buffer((T.int64(16), T.int64(1), T.int64(10)), scope="local")
for ax0_fused_0 in T.thread_binding(T.int64(1), thread="blockIdx.x"):
for ax0_fused_1 in T.thread_binding(T.int64(10), thread="threadIdx.x"):
for ax1_fused_1 in T.thread_binding(T.int64(16), thread="threadIdx.y"):
@@ -617,8 +617,8 @@ pushing the performance to the limit. The current optimization may not be the be
<span class="nb">print</span><span class="p">(</span><span class="n">gpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[23846.846 23479.857 24493.043 22629.94 25052.21 22872.344 24224.771
- 25136.172 24336.031 22942.838]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[24756.707 24474.031 25231.715 24168.459 24140.93 24253.121 23636.086
+ 23783.965 22626.7 24400.836]]
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/e2e_opt_model.html b/docs/how_to/tutorials/e2e_opt_model.html
index 4cdb309caef..c3475f0cac5 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -329,8 +329,9 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
0%| | 0.00/44.7M [00:00<?, ?B/s]
- 65%|██████▍ | 28.9M/44.7M [00:00<00:00, 302MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 333MB/s]
+ 48%|████▊ | 21.4M/44.7M [00:00<00:00, 224MB/s]
+ 96%|█████████▌| 42.8M/44.7M [00:00<00:00, 212MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 215MB/s]
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/sg_execution_times.html b/docs/how_to/tutorials/sg_execution_times.html
index 695a3a971bd..7e3ffefe98c 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<section id="computation-times">
<span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:36.640</strong> total execution time for 5 files <strong>from how_to/tutorials</strong>:</p>
+<p><strong>00:29.696</strong> total execution time for 5 files <strong>from how_to/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -316,19 +316,19 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span class="std std-ref">Optimize Large Language Model</span></a> (<code class="docutils literal notranslate"><span class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:34.740</p></td>
+<td><p>00:28.018</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span class="std std-ref">End-to-End Optimize Model</span></a> (<code class="docutils literal notranslate"><span class="pre">e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.683</p></td>
+<td><p>00:00.645</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span class="std std-ref">Customize Optimization</span></a> (<code class="docutils literal notranslate"><span class="pre">customize_opt.py</span></code>)</p></td>
-<td><p>00:00.638</p></td>
+<td><p>00:00.552</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span class="std std-ref">Cross Compilation and RPC</span></a> (<code class="docutils literal notranslate"><span class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.576</p></td>
+<td><p>00:00.479</p></td>
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</tr>
<tr class="row-even"><td><p><a class="reference internal" href="export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span class="std std-ref">Export and Load Relax Executables</span></a> (<code class="docutils literal notranslate"><span class="pre">export_and_load_executable.py</span></code>)</p></td>
diff --git a/docs/objects.inv b/docs/objects.inv
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+<tr id="row_0_7_0_3_30_" style="display:none;"><td class="entry"><span style="width:80px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1AllocBufferFrameNode.html" target="_self">AllocBufferFrameNode</a></td><td class="desc"></td></tr>
+<tr id="row_0_7_0_3_31_" style="display:none;"><td class="entry"><span style="width:80px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1AllocBufferFrame.html" target="_self">AllocBufferFrame</a></td><td class="desc"></td></tr>
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<tr id="row_0_7_0_5_" style="display:none;"><td class="entry"><span style="width:64px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrame.html" target="_self">IRBuilderFrame</a></td><td class="desc">Managed reference to an <a class="el" href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrameNode.html">IRBuilderFrameNode</a> </td></tr>
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