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tqchen pushed a commit to branch asf-site
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The following commit(s) were added to refs/heads/asf-site by this push:
     new 181c346333 deploying docs 
(apache/tvm@6bc94d00502512fd42ed4590f76878c6d79e603a)
181c346333 is described below

commit 181c346333ead7d962493596aa36f44faeaaaac0
Author: tvm-bot <[email protected]>
AuthorDate: Mon Aug 18 16:33:12 2025 +0000

    deploying docs (apache/tvm@6bc94d00502512fd42ed4590f76878c6d79e603a)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23868 -> 23868 bytes
 .../tir_transformation.zip                         | Bin 15563 -> 15563 bytes
 .../relax_creation.zip                             | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                       | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                               | Bin 54065 -> 54065 bytes
 .../e2e_opt_model.zip                              | Bin 11213 -> 11213 bytes
 .../quick_start.zip                                | Bin 16274 -> 16274 bytes
 .../tir_creation.zip                               | Bin 24343 -> 24343 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 21652 -> 21652 bytes
 .../customize_opt.zip                              | Bin 19789 -> 19789 bytes
 .../relax/tutorials/sg_execution_times.rst.txt     |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.rst.txt |   6 +--
 .../tensor_ir/tutorials/tir_creation.rst.txt       |  20 +++++-----
 .../tensor_ir/tutorials/tir_transformation.rst.txt |   6 +--
 .../get_started/tutorials/ir_module.rst.txt        |   8 ++--
 .../get_started/tutorials/quick_start.rst.txt      |   4 +-
 .../tutorials/sg_execution_times.rst.txt           |   4 +-
 .../tutorials/cross_compilation_and_rpc.rst.txt    |   2 +-
 .../how_to/tutorials/customize_opt.rst.txt         |   4 +-
 .../how_to/tutorials/e2e_opt_model.rst.txt         |   2 +-
 .../how_to/tutorials/sg_execution_times.rst.txt    |  10 ++---
 docs/_sources/sg_execution_times.rst.txt           |  20 +++++-----
 docs/deep_dive/relax/tutorials/relax_creation.html |  16 +++++++-
 .../relax/tutorials/relax_transformation.html      |  15 ++++++-
 .../relax/tutorials/sg_execution_times.html        |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.html    |   6 +--
 .../tensor_ir/tutorials/tir_creation.html          |  44 +++++++++++++++------
 .../tensor_ir/tutorials/tir_transformation.html    |  23 ++++++++---
 docs/get_started/tutorials/ir_module.html          |   8 ++--
 docs/get_started/tutorials/quick_start.html        |   4 +-
 docs/get_started/tutorials/sg_execution_times.html |   4 +-
 .../tutorials/cross_compilation_and_rpc.html       |   2 +-
 docs/how_to/tutorials/customize_opt.html           |   4 +-
 docs/how_to/tutorials/e2e_opt_model.html           |   6 +--
 docs/how_to/tutorials/sg_execution_times.html      |  10 ++---
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  20 +++++-----
 37 files changed, 159 insertions(+), 103 deletions(-)

diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip 
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diff --git 
a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip 
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diff --git 
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip 
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index 0a68dd4783..e72cee5f72 100644
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diff --git 
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index ae5be707cb..d64c345e88 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 7ebbf60f44..5ff36de94c 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index e095cc0abd..388b9600f2 100644
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
index da627f1cb1..385ea7c11e 100644
Binary files 
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 16247683f5..a76ef93436 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/sg_execution_times.rst.txt 
b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
index d3df974f70..70e4394eda 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
 =================
-**00:00.201** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.205** 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``)
-     - 00:00.125
+     - 00:00.128
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.076
+     - 00:00.077
      - 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 3d2de968c9..2808297367 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
 =================
-**00:00.507** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.511** 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``)
-     - 00:00.318
+     - 00:00.322
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.189
+     - 00:00.190
      - 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 a6d8da5ae0..cc64afcec4 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
@@ -325,17 +325,17 @@ Now let's check the runtime dynamic shape inference:
 
  .. code-block:: none
 
-    [[0.88586015 1.6820502  1.4016972  0.40907466]
-     [0.726076   1.1396288  0.9192909  0.33533746]
-     [1.0338495  1.5116115  1.4080995  0.49177656]
-     [0.45336103 0.985383   1.3467859  0.13734578]]
-    [[30.080084 33.32323  34.176956 ... 33.868855 31.064665 32.565834]
-     [30.276205 33.689175 34.26391  ... 34.643982 31.65401  32.31838 ]
-     [30.253044 35.380424 36.03074  ... 35.808483 31.992662 32.535076]
+    [[0.8625448 1.2250265 0.6574629 1.5913905]
+     [1.2302356 1.1910754 0.9638103 1.487879 ]
+     [1.22895   1.0822635 1.2380216 1.4396218]
+     [1.4012997 1.665865  1.1917475 2.1076221]]
+    [[31.702665 29.30123  34.7363   ... 30.880392 30.582394 28.07097 ]
+     [34.098362 28.618013 34.00926  ... 32.97028  31.975607 28.118753]
+     [34.222168 31.980453 37.71046  ... 33.99539  33.23424  29.094189]
      ...
-     [28.767971 34.382572 33.288357 ... 33.374413 32.249744 31.227615]
-     [30.052628 34.60542  35.583363 ... 34.100822 30.306778 34.908833]
-     [30.174862 33.014385 32.222225 ... 31.845547 30.568205 32.77332 ]]
+     [32.24142  26.52089  31.592062 ... 29.405931 28.189405 27.665113]
+     [31.723475 26.062292 33.27897  ... 31.231916 29.769724 28.810053]
+     [33.775326 28.496496 33.94611  ... 34.12302  31.63494  28.160217]]
 
 
 
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 8e9bf9652c..32e719611c 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
@@ -123,7 +123,7 @@ original implementation.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       2.2320       2.2320       2.2320       2.2320       0.0000              
    
+       2.2300       2.2300       2.2300       2.2300       0.0000              
    
 
 
 
@@ -295,7 +295,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8478       0.8478       0.8478       0.8478       0.0000              
    
+       0.8479       0.8479       0.8479       0.8479       0.0000              
    
 
 
 
@@ -423,7 +423,7 @@ from the reduction update via the **decompose_reduction** 
primitive.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.3186       0.3186       0.3186       0.3186       0.0000              
    
+       0.3183       0.3183       0.3183       0.3183       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst.txt 
b/docs/_sources/get_started/tutorials/ir_module.rst.txt
index 572cdd93a4..5c0bca01d2 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -698,8 +698,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[-0.05017133 -0.1955803   0.21535102  0.22560349  0.05159547  0.09052178
-       0.05071365 -0.18061483 -0.01981436  0.07642989]]
+    [[-0.10929165  0.18145601 -0.17521924  0.2672745  -0.3524306  -0.10178079
+      -0.15229931 -0.1796045  -0.04017302  0.29345155]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.05017127 -0.19558027  0.21535102  0.22560352  0.05159541  0.09052178
-       0.05071369 -0.18061483 -0.01981434  0.07642993]]
+    [[-0.10929169  0.18145603 -0.17521921  0.2672745  -0.35243055 -0.10178085
+      -0.15229928 -0.1796045  -0.04017301  0.29345158]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 7ed1fdf955..7a791aeb36 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -230,8 +230,8 @@ different devices.
 
  .. code-block:: none
 
-    [[26298.97  23725.236 23810.217 23927.47  24376.557 24833.145 24470.588
-      24683.252 24286.996 26497.033]]
+    [[24461.84  24742.986 27668.62  26443.484 24990.25  25047.137 24320.18
+      25052.023 25665.678 25539.86 ]]
 
 
 
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 3788da7104..360584c717 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
 =================
-**00:08.438** total execution time for 2 files **from get_started/tutorials**:
+**00:08.497** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:08.247
+     - 00:08.306
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
      - 00:00.191
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 8c9f5ecfea..46b1ddd80a 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
@@ -274,7 +274,7 @@ device and returns the measured cost. Network overhead is 
excluded.
 
  .. code-block:: none
 
-    1.303e-07 secs/op
+    1.168e-07 secs/op
 
 
 
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt 
b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index fbcc170e7e..c39b782c63 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -420,8 +420,8 @@ We can build and deploy the optimized model to the TVM 
runtime.
 
  .. code-block:: none
 
-    [[27060.717 26137.172 26273.08  25603.547 25097.607 24781.066 25747.758
-      24646.441 25778.676 26168.352]]
+    [[25311.41  24603.254 23558.73  25150.316 23725.582 24985.766 25823.465
+      23507.457 25333.195 24256.459]]
 
 
 
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 8bde28ad73..ca606a2d2e 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -59,7 +59,7 @@ 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]      31%|███       | 
13.9M/44.7M [00:00<00:00, 145MB/s]      78%|███████▊  | 34.6M/44.7M 
[00:00<00:00, 187MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 186MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      39%|███▉      | 
17.4M/44.7M [00:00<00:00, 182MB/s]      90%|█████████ | 40.4M/44.7M 
[00:00<00:00, 216MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 214MB/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 0c2faa859f..dc17e4a2cd 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
 =================
-**00:39.623** total execution time for 4 files **from how_to/tutorials**:
+**00:39.265** total execution time for 4 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,14 +33,14 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:37.907
+     - 00:37.599
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.781
+     - 00:00.737
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.693
+     - 00:00.674
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.243
+     - 00:00.255
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 4d4e071774..3091fadc71 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:48.769** total execution time for 10 files **from all galleries**:
+**00:48.479** total execution time for 10 files **from all galleries**:
 
 .. container::
 
@@ -33,32 +33,32 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:37.907
+     - 00:37.599
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:08.247
+     - 00:08.306
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.781
+     - 00:00.737
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.693
+     - 00:00.674
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.318
+     - 00:00.322
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.243
+     - 00:00.255
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
      - 00:00.191
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.189
+     - 00:00.190
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.125
+     - 00:00.128
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.076
+     - 00:00.077
      - 0.0
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html 
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 7a25ed77d7..881e20d549 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -197,10 +197,22 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../how_to/dev/index.html">Development Guides</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Deep 
Dive</span></p>
-<ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" 
href="../../../arch/index.html">Design and Architecture</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal" 
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" 
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" 
href="#">Relax Creation</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="#create-relax-programs-using-tvmscript">Create Relax programs using 
TVMScript</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#create-relax-programs-using-nnmodule-api">Create Relax programs using 
NNModule API</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#create-relax-programs-using-block-builder-api">Create Relax programs 
using Block Builder API</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#summary">Summary</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" 
href="relax_transformation.html">Transformation</a></li>
+</ul>
+</li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">API 
Reference</span></p>
 <ul>
diff --git a/docs/deep_dive/relax/tutorials/relax_transformation.html 
b/docs/deep_dive/relax/tutorials/relax_transformation.html
index 85a28348b0..4c3decbee2 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -197,10 +197,21 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../how_to/dev/index.html">Development Guides</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Deep 
Dive</span></p>
-<ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" 
href="../../../arch/index.html">Design and Architecture</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal" 
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" 
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="relax_creation.html">Relax Creation</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" 
href="#">Transformation</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="#apply-transformations">Apply transformations</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#custom-passes">Custom Passes</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#summary">Summary</a></li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">API 
Reference</span></p>
 <ul>
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 1a6ce7baee..dd73b031f8 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <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>00:00.201</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.205</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" />
@@ -321,11 +321,11 @@ $(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>00:00.125</p></td>
+<td><p>00:00.128</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>00:00.076</p></td>
+<td><p>00:00.077</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 0bd8def03e..0d6ce71eca 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <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>00:00.507</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.511</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" />
@@ -321,11 +321,11 @@ $(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>00:00.318</p></td>
+<td><p>00:00.322</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>00:00.189</p></td>
+<td><p>00:00.190</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 8c744243e8..539045a54c 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -198,9 +198,29 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../how_to/dev/index.html">Development Guides</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Deep 
Dive</span></p>
-<ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" 
href="../../../arch/index.html">Design and Architecture</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../index.html">TensorIR</a></li>
+<li class="toctree-l1 current"><a class="reference internal" 
href="../index.html">TensorIR</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" 
href="../abstraction.html">Tensor Program Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="../learning.html">Understand TensorIR Abstraction</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" 
href="#">TensorIR Creation</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="#create-tensorir-using-tvmscript">Create TensorIR using TVMScript</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="#standard-format">Standard Format</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#concise-with-syntactic-sugar">Concise with Syntactic Sugar</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#interactive-with-python-variables">Interactive with Python 
Variables</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#tensorir-function-with-dynamic-shapes">TensorIR Function with Dynamic 
Shapes</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" 
href="#create-tensorir-using-tensor-expression">Create TensorIR using Tensor 
Expression</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="#create-static-shape-functions">Create Static-Shape Functions</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#create-dynamic-shape-functions">Create Dynamic-Shape Functions</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" 
href="tir_transformation.html">Transformation</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../relax/index.html">Relax</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">API 
Reference</span></p>
@@ -497,17 +517,17 @@ 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>[[0.88586015 1.6820502  1.4016972  
0.40907466]
- [0.726076   1.1396288  0.9192909  0.33533746]
- [1.0338495  1.5116115  1.4080995  0.49177656]
- [0.45336103 0.985383   1.3467859  0.13734578]]
-[[30.080084 33.32323  34.176956 ... 33.868855 31.064665 32.565834]
- [30.276205 33.689175 34.26391  ... 34.643982 31.65401  32.31838 ]
- [30.253044 35.380424 36.03074  ... 35.808483 31.992662 32.535076]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.8625448 1.2250265 0.6574629 1.5913905]
+ [1.2302356 1.1910754 0.9638103 1.487879 ]
+ [1.22895   1.0822635 1.2380216 1.4396218]
+ [1.4012997 1.665865  1.1917475 2.1076221]]
+[[31.702665 29.30123  34.7363   ... 30.880392 30.582394 28.07097 ]
+ [34.098362 28.618013 34.00926  ... 32.97028  31.975607 28.118753]
+ [34.222168 31.980453 37.71046  ... 33.99539  33.23424  29.094189]
  ...
- [28.767971 34.382572 33.288357 ... 33.374413 32.249744 31.227615]
- [30.052628 34.60542  35.583363 ... 34.100822 30.306778 34.908833]
- [30.174862 33.014385 32.222225 ... 31.845547 30.568205 32.77332 ]]
+ [32.24142  26.52089  31.592062 ... 29.405931 28.189405 27.665113]
+ [31.723475 26.062292 33.27897  ... 31.231916 29.769724 28.810053]
+ [33.775326 28.496496 33.94611  ... 34.12302  31.63494  28.160217]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index 0df544476e..b2a736c273 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -197,9 +197,22 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../how_to/dev/index.html">Development Guides</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Deep 
Dive</span></p>
-<ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" 
href="../../../arch/index.html">Design and Architecture</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../index.html">TensorIR</a></li>
+<li class="toctree-l1 current"><a class="reference internal" 
href="../index.html">TensorIR</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" 
href="../abstraction.html">Tensor Program Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="../learning.html">Understand TensorIR Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="tir_creation.html">TensorIR Creation</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" 
href="#">Transformation</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="#initialization-schedule">Initialization Schedule</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#loop-tiling">Loop 
Tiling</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#leverage-localities">Leverage Localities</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#rewrite-reduction">Rewrite Reduction</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#trace-the-transformation">Trace the Transformation</a></li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../relax/index.html">Relax</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">API 
Reference</span></p>
@@ -376,7 +389,7 @@ 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)
-   2.2320       2.2320       2.2320       2.2320       0.0000
+   2.2300       2.2300       2.2300       2.2300       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -472,7 +485,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8478       0.8478       0.8478       0.8478       0.0000
+   0.8479       0.8479       0.8479       0.8479       0.0000
 </pre></div>
 </div>
 </section>
@@ -566,7 +579,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3186       0.3186       0.3186       0.3186       0.0000
+   0.3183       0.3183       0.3183       0.3183       0.0000
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/ir_module.html 
b/docs/get_started/tutorials/ir_module.html
index 31087bf3ba..36ff908e29 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -819,8 +819,8 @@ 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>[[-0.05017133 -0.1955803   0.21535102  
0.22560349  0.05159547  0.09052178
-   0.05071365 -0.18061483 -0.01981436  0.07642989]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.10929165  0.18145601 -0.17521924  
0.2672745  -0.3524306  -0.10178079
+  -0.15229931 -0.1796045  -0.04017302  0.29345155]]
 </pre></div>
 </div>
 </section>
@@ -854,8 +854,8 @@ 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>[[-0.05017127 -0.19558027  0.21535102  
0.22560352  0.05159541  0.09052178
-   0.05071369 -0.18061483 -0.01981434  0.07642993]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.10929169  0.18145603 -0.17521921  
0.2672745  -0.35243055 -0.10178085
+  -0.15229928 -0.1796045  -0.04017301  0.29345158]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 025fc44d74..acc70de609 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -465,8 +465,8 @@ different devices.</p>
 <span class="nb">print</span><span class="p">(</span><a 
href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" 
title="tvm.runtime.vm.VirtualMachine" 
class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class 
sphx-glr-backref-instance"><span class="n">vm</span></a><span 
class="p">[</span><span class="s2">&quot;forward&quot;</span><span 
class="p">](</span><span class="n">tvm_data</span><span class="p">,</span> 
<span class="o">*</span><a href="http [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26298.97  23725.236 23810.217 23927.47  
24376.557 24833.145 24470.588
-  24683.252 24286.996 26497.033]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24461.84  24742.986 27668.62  26443.484 
24990.25  25047.137 24320.18
+  25052.023 25665.678 25539.86 ]]
 </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 c4e4150b30..2907edcf9a 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <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>00:08.438</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:08.497</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" />
@@ -321,7 +321,7 @@ $(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>00:08.247</p></td>
+<td><p>00:08.306</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>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html 
b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 1cb65640da..6dcce97c35 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -480,7 +480,7 @@ device and returns the measured cost. Network overhead is 
excluded.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="s2">&quot;</span><span class="si">%g</span><span class="s2"> 
secs/op&quot;</span> <span class="o">%</span> <span class="n">cost</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.303e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.168e-07 secs/op
 </pre></div>
 </div>
 </section>
diff --git a/docs/how_to/tutorials/customize_opt.html 
b/docs/how_to/tutorials/customize_opt.html
index 7aa3c8a666..5e9e37b6c1 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -614,8 +614,8 @@ 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>[[27060.717 26137.172 26273.08  25603.547 
25097.607 24781.066 25747.758
-  24646.441 25778.676 26168.352]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25311.41  24603.254 23558.73  25150.316 
23725.582 24985.766 25823.465
+  23507.457 25333.195 24256.459]]
 </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 4d5344a79b..9bb0f9626a 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -336,9 +336,9 @@ PyTorch.</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Downloading: 
&quot;https://download.pytorch.org/models/resnet18-f37072fd.pth&quot; to 
/workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
 
   0%|          | 0.00/44.7M [00:00&lt;?, ?B/s]
- 31%|███       | 13.9M/44.7M [00:00&lt;00:00, 145MB/s]
- 78%|███████▊  | 34.6M/44.7M [00:00&lt;00:00, 187MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 186MB/s]
+ 39%|███▉      | 17.4M/44.7M [00:00&lt;00:00, 182MB/s]
+ 90%|█████████ | 40.4M/44.7M [00:00&lt;00:00, 216MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 214MB/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 c3c1828dfa..2d75507ed5 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <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>00:39.623</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:39.265</strong> total execution time for 4 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" />
@@ -321,19 +321,19 @@ $(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>00:37.907</p></td>
+<td><p>00:37.599</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>00:00.781</p></td>
+<td><p>00:00.737</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>00:00.693</p></td>
+<td><p>00:00.674</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>00:00.243</p></td>
+<td><p>00:00.255</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 92767eeeb5..6d9628d100 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1. Cross Compile TVM Runtime": [[40, 
"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-numpy-on-device-machine-caused-the-rpc-server-can-t-be-launched"]],
 "2. Pack and Deploy to Device Machine": [[40, 
"pack-and-deploy-to-device-machine"]], "2. The lack of cloudpickle on device 
machine caused the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-cloudpickle-on-devi [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"1. Cross Compile TVM Runtime": [[40, 
"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-numpy-on-device-machine-caused-the-rpc-server-can-t-be-launched"]],
 "2. Pack and Deploy to Device Machine": [[40, 
"pack-and-deploy-to-device-machine"]], "2. The lack of cloudpickle on device 
machine caused the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-cloudpickle-on-devi [...]
\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index cf6baf9385..63d08ee592 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:48.769</strong> total execution time for 10 files <strong>from 
all galleries</strong>:</p>
+<p><strong>00:48.479</strong> total execution time for 10 files <strong>from 
all galleries</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" />
@@ -321,27 +321,27 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:37.907</p></td>
+<td><p>00:37.599</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="get_started/tutorials/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">../get_started/tutorials/ir_module.py</span></code>)</p></td>
-<td><p>00:08.247</p></td>
+<td><p>00:08.306</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.781</p></td>
+<td><p>00:00.737</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.693</p></td>
+<td><p>00:00.674</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/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">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.318</p></td>
+<td><p>00:00.322</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.243</p></td>
+<td><p>00:00.255</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="get_started/tutorials/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">../get_started/tutorials/quick_start.py</span></code>)</p></td>
@@ -349,15 +349,15 @@ $(document).ready( function () {
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/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">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
-<td><p>00:00.189</p></td>
+<td><p>00:00.190</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/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">../deep_dive/relax/tutorials/relax_creation.py</span></code>)</p></td>
-<td><p>00:00.125</p></td>
+<td><p>00:00.128</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/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">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.076</p></td>
+<td><p>00:00.077</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>

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