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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 341d2497b7 deploying docs 
(apache/tvm@3b8d324eb151e9fcb78f44746a1a4a2ab62cf02e)
341d2497b7 is described below

commit 341d2497b793be8760bf70296090f75c23683c90
Author: tvm-bot <[email protected]>
AuthorDate: Mon Oct 6 23:41:56 2025 +0000

    deploying docs (apache/tvm@3b8d324eb151e9fcb78f44746a1a4a2ab62cf02e)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip  | Bin 23904 -> 23904 bytes
 .../tir_transformation.zip                          | Bin 15599 -> 15599 bytes
 .../relax_creation.zip                              | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                        | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                                | Bin 54101 -> 54101 bytes
 .../e2e_opt_model.zip                               | Bin 11237 -> 11237 bytes
 .../quick_start.zip                                 | Bin 16250 -> 16250 bytes
 .../tir_creation.zip                                | Bin 24379 -> 24379 bytes
 .../cross_compilation_and_rpc.zip                   | Bin 21700 -> 21700 bytes
 .../customize_opt.zip                               | Bin 19813 -> 19813 bytes
 .../relax/tutorials/sg_execution_times.rst.txt      |   4 ++--
 .../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 +++---
 .../_sources/how_to/tutorials/customize_opt.rst.txt |   4 ++--
 .../_sources/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         |   4 ++--
 .../tensor_ir/tutorials/sg_execution_times.html     |   6 +++---
 .../deep_dive/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 +++---
 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 ++++++++++----------
 35 files changed, 120 insertions(+), 97 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 
b/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip
index b1313e30d2..b539c64421 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 
b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index 3508766e49..f8d7159e57 100644
Binary files 
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b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip differ
diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index de52d02fe5..6a2d8f7912 100644
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b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip differ
diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index fad94de25b..33a3152b6d 100644
Binary files 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 3da80d0cf4..fb4773db34 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 b1bf61d776..1514995330 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 a7306ce6e9..36527ecd06 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 022bf606eb..f6a8194ffc 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
 =================
-**00:00.217** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.219** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
@@ -36,5 +36,5 @@ Computation times
      - 00:00.140
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.077
+     - 00:00.079
      - 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 c57ed1f954..e7a9d173fc 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**:
+**00:00.542** 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``)
-     - 00:00.327
+     - 00:00.340
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.196
+     - 00:00.202
      - 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 284cdf90f4..aeab82b9f7 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
 
-    [[1.0338271  1.0076228  0.58067954 0.93599474]
-     [1.357227   1.6207458  1.0961382  2.0047212 ]
-     [1.1314551  0.89794797 0.5386658  1.3170904 ]
-     [1.1171007  1.3474989  0.85635895 1.2748137 ]]
-    [[30.093294 30.215641 26.820877 ... 28.637869 30.19518  30.395514]
-     [30.8111   31.324125 27.946949 ... 30.602886 32.15439  29.617727]
-     [33.052086 33.346306 32.526863 ... 33.330154 35.600536 34.803204]
+    [[1.9986904  1.7507448  2.1492136  1.8122922 ]
+     [0.7769406  0.9896105  0.7413304  0.7868457 ]
+     [1.8202281  1.4664282  2.049027   1.4727291 ]
+     [1.2909564  1.5479914  1.4294922  0.96686244]]
+    [[32.470238 34.244972 35.855568 ... 32.402454 37.760952 34.853836]
+     [30.095993 29.88273  30.512184 ... 28.603909 33.391376 31.617302]
+     [30.457733 31.650242 32.003567 ... 31.077297 36.669098 31.990215]
      ...
-     [33.157387 31.281637 29.698095 ... 32.088085 33.13478  32.024837]
-     [27.901953 28.146994 28.984169 ... 28.241526 31.055292 28.528204]
-     [31.784243 30.841028 28.212536 ... 32.049576 31.513216 30.437958]]
+     [29.219166 28.774597 29.75825  ... 29.251581 31.190275 28.673847]
+     [30.638042 32.340973 32.587944 ... 29.685167 35.38005  33.179382]
+     [31.207773 33.208336 33.853783 ... 32.172504 38.493076 31.991982]]
 
 
 
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 a5a4d91160..eab45cab85 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)  
-       2.3077       2.3077       2.3077       2.3077       0.0000              
    
+       2.3166       2.3166       2.3166       2.3166       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)  
-       0.8769       0.8769       0.8769       0.8769       0.0000              
    
+       0.8758       0.8758       0.8758       0.8758       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)  
-       0.3464       0.3464       0.3464       0.3464       0.0000              
    
+       0.3363       0.3363       0.3363       0.3363       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 9f88b25c8d..fa3979590c 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
 
-    [[ 0.11598159  0.12791747 -0.08911762  0.06926131 -0.20088686  0.0779236
-      -0.24442898 -0.0678222  -0.01162028  0.11517025]]
+    [[-0.01033818 -0.1896393  -0.04376515  0.09673158 -0.09810312  0.16260219
+       0.04620894  0.114958   -0.02793057 -0.01611578]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.1159816   0.12791747 -0.08911752  0.06926128 -0.20088683  0.07792358
-      -0.24442895 -0.06782222 -0.01162031  0.1151702 ]]
+    [[-0.01033818 -0.18963924 -0.04376513  0.09673163 -0.09810313  0.16260216
+       0.04620898  0.114958   -0.02793058 -0.01611578]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 015717c1c0..31475746da 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
 
-    [[25811.291 26091.367 24817.178 25212.582 25301.516 25225.99  25624.533
-      26579.057 25474.568 26082.541]]
+    [[26821.604 25220.582 24926.535 25448.908 23993.316 25844.357 24621.201
+      26913.03  25450.082 24433.668]]
 
 
 
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 3b1ce98495..390df240d1 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
 =================
-**00:08.287** total execution time for 2 files **from get_started/tutorials**:
+**00:09.109** 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``)
-     - 00:08.096
+     - 00:08.916
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.191
+     - 00:00.193
      - 0.0
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt 
b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index ba88171e0d..151b60b28b 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
 
-    [[24592.158 25101.33  25426.453 24540.86  23645.754 26035.797 24395.637
-      25073.762 24097.523 24968.027]]
+    [[23461.248 25421.754 24752.566 23642.402 25750.195 24537.54  25472.082
+      23933.234 24263.729 23223.402]]
 
 
 
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 930a3cf43e..f52cfc1147 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]      38%|███▊      | 
17.1M/44.7M [00:00<00:00, 179MB/s]      89%|████████▊ | 39.6M/44.7M 
[00:00<00:00, 212MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 210MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      33%|███▎      | 
14.8M/44.7M [00:00<00:00, 154MB/s]      75%|███████▌  | 33.5M/44.7M 
[00:00<00:00, 179MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 181MB/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 838fa6d24f..39827295b7 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
 =================
-**00:41.350** total execution time for 4 files **from how_to/tutorials**:
+**00:42.016** 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``)
-     - 00:39.723
+     - 00:40.359
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.731
+     - 00:00.746
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.682
+     - 00:00.686
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.214
+     - 00:00.225
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index aa90bdc711..dda3147edb 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:50.378** total execution time for 10 files **from all galleries**:
+**00:51.886** 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``)
-     - 00:39.723
+     - 00:40.359
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:08.096
+     - 00:08.916
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.731
+     - 00:00.746
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.682
+     - 00:00.686
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.327
+     - 00:00.340
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.214
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.196
+     - 00:00.202
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.191
+     - 00:00.193
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
      - 00:00.140
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.077
+     - 00:00.079
      - 0.0
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html 
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 049af91697..480e7628f9 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -191,10 +191,22 @@
 <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 a6c7e8bf6b..e6c76a0897 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -191,10 +191,21 @@
 <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 f863a70756..f88f4ac231 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:00.217</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.219</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" />
@@ -319,7 +319,7 @@ $(document).ready( function () {
 <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>00:00.077</p></td>
+<td><p>00:00.079</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 b551433c1c..4eb0fef17e 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:00.542</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" />
@@ -315,11 +315,11 @@ $(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>00:00.327</p></td>
+<td><p>00:00.340</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>00:00.196</p></td>
+<td><p>00:00.202</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 816e6c4b33..c7210e0c02 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -491,17 +491,17 @@ 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>[[1.0338271  1.0076228  0.58067954 
0.93599474]
- [1.357227   1.6207458  1.0961382  2.0047212 ]
- [1.1314551  0.89794797 0.5386658  1.3170904 ]
- [1.1171007  1.3474989  0.85635895 1.2748137 ]]
-[[30.093294 30.215641 26.820877 ... 28.637869 30.19518  30.395514]
- [30.8111   31.324125 27.946949 ... 30.602886 32.15439  29.617727]
- [33.052086 33.346306 32.526863 ... 33.330154 35.600536 34.803204]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.9986904  1.7507448  2.1492136  
1.8122922 ]
+ [0.7769406  0.9896105  0.7413304  0.7868457 ]
+ [1.8202281  1.4664282  2.049027   1.4727291 ]
+ [1.2909564  1.5479914  1.4294922  0.96686244]]
+[[32.470238 34.244972 35.855568 ... 32.402454 37.760952 34.853836]
+ [30.095993 29.88273  30.512184 ... 28.603909 33.391376 31.617302]
+ [30.457733 31.650242 32.003567 ... 31.077297 36.669098 31.990215]
  ...
- [33.157387 31.281637 29.698095 ... 32.088085 33.13478  32.024837]
- [27.901953 28.146994 28.984169 ... 28.241526 31.055292 28.528204]
- [31.784243 30.841028 28.212536 ... 32.049576 31.513216 30.437958]]
+ [29.219166 28.774597 29.75825  ... 29.251581 31.190275 28.673847]
+ [30.638042 32.340973 32.587944 ... 29.685167 35.38005  33.179382]
+ [31.207773 33.208336 33.853783 ... 32.172504 38.493076 31.991982]]
 </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 0c36e37e4d..9a1ef50f07 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -370,7 +370,7 @@ 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)
-   2.3077       2.3077       2.3077       2.3077       0.0000
+   2.3166       2.3166       2.3166       2.3166       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -466,7 +466,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8769       0.8769       0.8769       0.8769       0.0000
+   0.8758       0.8758       0.8758       0.8758       0.0000
 </pre></div>
 </div>
 </section>
@@ -560,7 +560,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3464       0.3464       0.3464       0.3464       0.0000
+   0.3363       0.3363       0.3363       0.3363       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 a2a628670b..dd8e91da79 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -813,8 +813,8 @@ 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>[[ 0.11598159  0.12791747 -0.08911762  
0.06926131 -0.20088686  0.0779236
-  -0.24442898 -0.0678222  -0.01162028  0.11517025]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.01033818 -0.1896393  -0.04376515  
0.09673158 -0.09810312  0.16260219
+   0.04620894  0.114958   -0.02793057 -0.01611578]]
 </pre></div>
 </div>
 </section>
@@ -848,8 +848,8 @@ 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>[[ 0.1159816   0.12791747 -0.08911752  
0.06926128 -0.20088683  0.07792358
-  -0.24442895 -0.06782222 -0.01162031  0.1151702 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.01033818 -0.18963924 -0.04376513  
0.09673163 -0.09810313  0.16260216
+   0.04620898  0.114958   -0.02793058 -0.01611578]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 55c0820c49..50c1256403 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -459,8 +459,8 @@ 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>[[25811.291 26091.367 24817.178 25212.582 
25301.516 25225.99  25624.533
-  26579.057 25474.568 26082.541]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26821.604 25220.582 24926.535 25448.908 
23993.316 25844.357 24621.201
+  26913.03  25450.082 24433.668]]
 </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 fedaefb685..6a79cf3623 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:08.287</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:09.109</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" />
@@ -315,11 +315,11 @@ $(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>00:08.096</p></td>
+<td><p>00:08.916</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>00:00.191</p></td>
+<td><p>00:00.193</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/how_to/tutorials/customize_opt.html 
b/docs/how_to/tutorials/customize_opt.html
index 80c37ea69b..58bff3bb70 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -608,8 +608,8 @@ 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>[[24592.158 25101.33  25426.453 24540.86  
23645.754 26035.797 24395.637
-  25073.762 24097.523 24968.027]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[23461.248 25421.754 24752.566 23642.402 
25750.195 24537.54  25472.082
+  23933.234 24263.729 23223.402]]
 </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 587e65a7f2..e154a1d56b 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -330,9 +330,9 @@ 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]
- 38%|███▊      | 17.1M/44.7M [00:00&lt;00:00, 179MB/s]
- 89%|████████▊ | 39.6M/44.7M [00:00&lt;00:00, 212MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 210MB/s]
+ 33%|███▎      | 14.8M/44.7M [00:00&lt;00:00, 154MB/s]
+ 75%|███████▌  | 33.5M/44.7M [00:00&lt;00:00, 179MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 181MB/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 d1b01e6e9d..f7981fab83 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:41.350</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:42.016</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" />
@@ -315,19 +315,19 @@ $(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>00:39.723</p></td>
+<td><p>00:40.359</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>00:00.731</p></td>
+<td><p>00:00.746</p></td>
 <td><p>0.0</p></td>
 </tr>
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class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
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diff --git a/docs/searchindex.js b/docs/searchindex.js
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index 3e15c5b121..6b23474cff 100644
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