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The following commit(s) were added to refs/heads/asf-site by this push:
     new f3776be8ef deploying docs 
(apache/tvm@5a54d969e82230b617904688f3e0f154d287b2ca)
f3776be8ef is described below

commit f3776be8ef18d72f5e47ba5f680a2a76eab05c5d
Author: tvm-bot <[email protected]>
AuthorDate: Thu Jul 31 21:01:39 2025 +0000

    deploying docs (apache/tvm@5a54d969e82230b617904688f3e0f154d287b2ca)
---
 .../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           |   6 ++---
 .../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           |  26 ++++++++++-----------
 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          |  20 ++++++++--------
 .../tensor_ir/tutorials/tir_transformation.html    |   6 ++---
 docs/get_started/tutorials/ir_module.html          |   8 +++----
 docs/get_started/tutorials/quick_start.html        |   4 ++--
 docs/get_started/tutorials/sg_execution_times.html |   6 ++---
 .../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                       |  26 ++++++++++-----------
 37 files changed, 107 insertions(+), 130 deletions(-)

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diff --git 
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diff --git 
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 799c0fe64c..324fdf2029 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 39219b3754..21530a203c 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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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index 75bd7e02ef..4dae21f0bd 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 6faf246dfd..6db21ceed2 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 638d16b25f..e4f23c94d7 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
 =================
-**00:00.227** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.201** 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``)
-     - 00:00.146
+     - 00:00.123
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.081
+     - 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 f510a6446f..b421f46098 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
 =================
-**00:00.561** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.491** 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``)
-     - 00:00.346
+     - 00:00.307
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.214
+     - 00:00.185
      - 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 3d59d56db7..e952d980f6 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
 
-    [[0.78482914 0.4157992  0.40231833 0.6100194 ]
-     [1.1082475  0.62156504 0.46592432 0.58633476]
-     [1.3719188  0.8340272  0.8120177  0.66387314]
-     [2.0577273  1.1561245  1.0536149  1.2740197 ]]
-    [[33.089455 35.36595  34.504253 ... 31.604925 32.013466 30.865389]
-     [35.410187 35.443214 36.25787  ... 33.561287 34.72141  32.107166]
-     [31.773355 32.938927 34.70932  ... 29.20925  32.494663 32.918842]
+    [[0.61587536 0.7444097  0.6051341  0.6882151 ]
+     [0.88414437 1.7559812  0.82035255 1.5539914 ]
+     [1.171957   1.5277033  0.69231963 1.4821192 ]
+     [0.271212   0.42115927 0.19035877 0.3897586 ]]
+    [[33.267143 32.803516 31.089039 ... 35.55994  34.44561  35.506046]
+     [33.545532 31.545876 29.829271 ... 34.61175  36.294907 32.967506]
+     [33.102474 35.896816 33.32343  ... 36.28852  37.571835 35.36514 ]
      ...
-     [29.422525 31.68941  32.751225 ... 29.39847  30.309261 32.733673]
-     [29.706173 31.171108 32.925133 ... 31.081736 31.602362 31.913656]
-     [32.58034  33.341644 32.162178 ... 34.287197 34.318344 33.866837]]
+     [32.436092 32.69978  30.713257 ... 32.6862   36.24941  32.81794 ]
+     [29.552494 31.257942 29.790846 ... 33.32305  34.295116 30.35697 ]
+     [31.21667  31.870829 29.58636  ... 33.24784  35.139954 33.11443 ]]
 
 
 
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 ffd8090bff..9fe6d032ac 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)  
-       2.2410       2.2410       2.2410       2.2410       0.0000              
    
+       2.2317       2.2317       2.2317       2.2317       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)  
-       0.8506       0.8506       0.8506       0.8506       0.0000              
    
+       0.8474       0.8474       0.8474       0.8474       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)  
-       0.3195       0.3195       0.3195       0.3195       0.0000              
    
+       0.3211       0.3211       0.3211       0.3211       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 cf6bc5ad2b..f5d0108048 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
 
-    [[ 0.08512986  0.25797784 -0.09472367 -0.00760105 -0.0449069   0.0922735
-       0.18290141 -0.01660162  0.02102936  0.08399748]]
+    [[-0.20145926  0.09604008 -0.03357988 -0.10253246  0.03213737 -0.03224869
+      -0.13429084 -0.01989559 -0.11850016 -0.10377165]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.08512988  0.2579779  -0.09472366 -0.00760105 -0.0449069   0.09227347
-       0.18290137 -0.01660166  0.02102938  0.08399744]]
+    [[-0.20145929  0.09604007 -0.03357989 -0.10253245  0.03213739 -0.03224862
+      -0.13429084 -0.01989562 -0.11850017 -0.10377166]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 3b509daf05..9f4f1cb248 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
 
-    [[25317.932 25370.436 24758.574 24512.512 24283.541 25447.148 26154.244
-      24452.25  26237.787 23946.67 ]]
+    [[27165.986 26686.945 26913.844 26308.193 25679.162 26972.43  25957.904
+      26954.77  24462.324 24760.781]]
 
 
 
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 41bded6591..83bf37dc50 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
 =================
-**00:06.285** total execution time for 2 files **from get_started/tutorials**:
+**00:07.001** 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``)
-     - 00:06.079
+     - 00:06.812
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.207
+     - 00:00.189
      - 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 a310902174..f79a9531d0 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
 
-    1.192e-07 secs/op
+    1.213e-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 c1bcf2110b..4e09b1efc8 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
 
-    [[25088.113 26929.629 26858.453 24980.898 27166.777 25191.984 25080.033
-      25233.418 25853.594 25675.477]]
+    [[25749.125 23793.768 25125.062 25073.18  23314.684 26050.016 24702.703
+      24829.066 25115.988 25280.783]]
 
 
 
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 b6056be2e5..3808b0d254 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]      37%|███▋      | 
16.5M/44.7M [00:00<00:00, 173MB/s]      87%|████████▋ | 39.0M/44.7M 
[00:00<00:00, 209MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 208MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      42%|████▏     | 
18.6M/44.7M [00:00<00:00, 195MB/s]      94%|█████████▍| 42.1M/44.7M 
[00:00<00:00, 225MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 221MB/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 7af2142386..6f83383303 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
 =================
-**00:47.991** total execution time for 4 files **from how_to/tutorials**:
+**00:38.689** 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``)
-     - 00:46.463
+     - 00:37.261
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.694
+     - 00:00.658
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.612
+     - 00:00.578
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.223
+     - 00:00.193
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 4cb8fbfe9a..b3448ad8bc 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:55.064** total execution time for 10 files **from all galleries**:
+**00:46.382** 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``)
-     - 00:46.463
+     - 00:37.261
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.079
+     - 00:06.812
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.694
+     - 00:00.658
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.612
+     - 00:00.578
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.346
+     - 00:00.307
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.223
-     - 0.0
-   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.214
+     - 00:00.193
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.207
+     - 00:00.189
+     - 0.0
+   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
+     - 00:00.185
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.146
+     - 00:00.123
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.081
+     - 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 881e20d549..7a25ed77d7 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -197,22 +197,10 @@
 <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 class="current">
+<ul>
 <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 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>
+<li class="toctree-l1"><a class="reference internal" 
href="../index.html">Relax</a></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 4c3decbee2..85a28348b0 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -197,21 +197,10 @@
 <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 class="current">
+<ul>
 <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 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>
+<li class="toctree-l1"><a class="reference internal" 
href="../index.html">Relax</a></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 ea77d28258..77b881dae2 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>00:00.227</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.201</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>00:00.146</p></td>
+<td><p>00:00.123</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>00:00.081</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 10cc434634..504306ecbf 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>00:00.561</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.491</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>00:00.346</p></td>
+<td><p>00:00.307</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>00:00.214</p></td>
+<td><p>00:00.185</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 ddaf2af9fa..f2f950bf0e 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -497,17 +497,17 @@ 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>[[0.78482914 0.4157992  0.40231833 
0.6100194 ]
- [1.1082475  0.62156504 0.46592432 0.58633476]
- [1.3719188  0.8340272  0.8120177  0.66387314]
- [2.0577273  1.1561245  1.0536149  1.2740197 ]]
-[[33.089455 35.36595  34.504253 ... 31.604925 32.013466 30.865389]
- [35.410187 35.443214 36.25787  ... 33.561287 34.72141  32.107166]
- [31.773355 32.938927 34.70932  ... 29.20925  32.494663 32.918842]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.61587536 0.7444097  0.6051341  
0.6882151 ]
+ [0.88414437 1.7559812  0.82035255 1.5539914 ]
+ [1.171957   1.5277033  0.69231963 1.4821192 ]
+ [0.271212   0.42115927 0.19035877 0.3897586 ]]
+[[33.267143 32.803516 31.089039 ... 35.55994  34.44561  35.506046]
+ [33.545532 31.545876 29.829271 ... 34.61175  36.294907 32.967506]
+ [33.102474 35.896816 33.32343  ... 36.28852  37.571835 35.36514 ]
  ...
- [29.422525 31.68941  32.751225 ... 29.39847  30.309261 32.733673]
- [29.706173 31.171108 32.925133 ... 31.081736 31.602362 31.913656]
- [32.58034  33.341644 32.162178 ... 34.287197 34.318344 33.866837]]
+ [32.436092 32.69978  30.713257 ... 32.6862   36.24941  32.81794 ]
+ [29.552494 31.257942 29.790846 ... 33.32305  34.295116 30.35697 ]
+ [31.21667  31.870829 29.58636  ... 33.24784  35.139954 33.11443 ]]
 </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 472eee4626..f954efaefc 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -376,7 +376,7 @@ 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)
-   2.2410       2.2410       2.2410       2.2410       0.0000
+   2.2317       2.2317       2.2317       2.2317       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -472,7 +472,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8506       0.8506       0.8506       0.8506       0.0000
+   0.8474       0.8474       0.8474       0.8474       0.0000
 </pre></div>
 </div>
 </section>
@@ -566,7 +566,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3195       0.3195       0.3195       0.3195       0.0000
+   0.3211       0.3211       0.3211       0.3211       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 8ab96d79c9..39c7915d93 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>[[ 0.08512986  0.25797784 -0.09472367 
-0.00760105 -0.0449069   0.0922735
-   0.18290141 -0.01660162  0.02102936  0.08399748]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.20145926  0.09604008 -0.03357988 
-0.10253246  0.03213737 -0.03224869
+  -0.13429084 -0.01989559 -0.11850016 -0.10377165]]
 </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>[[ 0.08512988  0.2579779  -0.09472366 
-0.00760105 -0.0449069   0.09227347
-   0.18290137 -0.01660166  0.02102938  0.08399744]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.20145929  0.09604007 -0.03357989 
-0.10253245  0.03213739 -0.03224862
+  -0.13429084 -0.01989562 -0.11850017 -0.10377166]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 8c9622a3ad..b73fbb191c 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>[[25317.932 25370.436 24758.574 24512.512 
24283.541 25447.148 26154.244
-  24452.25  26237.787 23946.67 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[27165.986 26686.945 26913.844 26308.193 
25679.162 26972.43  25957.904
+  26954.77  24462.324 24760.781]]
 </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 ab546b6e25..e93f1ea9e4 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>00:06.285</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:07.001</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" />
@@ -321,11 +321,11 @@ $(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>00:06.079</p></td>
+<td><p>00:06.812</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>00:00.207</p></td>
+<td><p>00:00.189</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 7da2919770..87d93d097b 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>1.192e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.213e-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 5499739775..504132abf2 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>[[25088.113 26929.629 26858.453 24980.898 
27166.777 25191.984 25080.033
-  25233.418 25853.594 25675.477]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25749.125 23793.768 25125.062 25073.18  
23314.684 26050.016 24702.703
+  24829.066 25115.988 25280.783]]
 </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 e5f85a25b9..dafcc41425 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]
- 37%|███▋      | 16.5M/44.7M [00:00&lt;00:00, 173MB/s]
- 87%|████████▋ | 39.0M/44.7M [00:00&lt;00:00, 209MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 208MB/s]
+ 42%|████▏     | 18.6M/44.7M [00:00&lt;00:00, 195MB/s]
+ 94%|█████████▍| 42.1M/44.7M [00:00&lt;00:00, 225MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 221MB/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
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--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
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heading"></a></h1>
-<p><strong>00:47.991</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
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class="docutils literal notranslate"><span 
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 632bed933c..fe49ace7f2 100644
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@@ -299,7 +299,7 @@
             
   <section id="computation-times">
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