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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 bf0cb890d7 deploying docs 
(apache/tvm@ce8875ea04837ace434303fce4c310ee2b3a442f)
bf0cb890d7 is described below

commit bf0cb890d74eb2409617d6669533a1887ffb15f4
Author: tvm-bot <[email protected]>
AuthorDate: Thu Jun 19 19:27:35 2025 +0000

    deploying docs (apache/tvm@ce8875ea04837ace434303fce4c310ee2b3a442f)
---
 .../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           |  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 |   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                       |  28 ++++++++++-----------
 37 files changed, 106 insertions(+), 129 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 ece5238104..c2708303d0 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 255aa2c23f..0e82d4ad09 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 820ba50c81..2dbe14d474 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index 4867401640..c69d0781c9 100644
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index 12d180a1cb..aacda501e2 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 c27488b415..3afa27f4ad 100644
Binary files 
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 and 
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 274933e30e..fdffa75f21 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 edbfdd06d2..22938e885a 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
 =================
-**00:00.206** 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``)
-     - 00:00.128
+     - 00:00.124
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.078
+     - 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 5f976107f3..226d044a21 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
 =================
-**00:00.519** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.506** 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``)
-     - 00:00.321
+     - 00:00.316
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.198
+     - 00:00.191
      - 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 5c5d11244d..e15f59b9d5 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
 
-    [[1.7718973  0.86076915 0.9993302  1.6950283 ]
-     [0.83970094 0.43974268 0.4180045  0.68700933]
-     [1.3116009  0.7561243  0.63702095 0.9434298 ]
-     [1.5974295  0.82880723 0.8119346  1.3358356 ]]
-    [[26.446804 26.893114 28.001568 ... 26.712862 28.350557 28.641167]
-     [28.75984  30.477242 30.348167 ... 29.196548 30.46237  28.23702 ]
-     [28.707468 31.5633   31.618027 ... 31.339119 29.946037 30.812038]
+    [[1.0364441  1.41767    0.8695458  0.90647   ]
+     [2.0724428  2.0073042  1.5680094  1.3502979 ]
+     [1.2505144  1.4184148  1.0292943  0.6837587 ]
+     [1.3425344  1.3730713  1.2977853  0.78688663]]
+    [[34.88063  32.301266 35.510586 ... 32.19192  31.50464  33.03634 ]
+     [31.990635 32.70362  32.792473 ... 31.405102 31.928669 33.048893]
+     [36.719036 33.209686 36.421333 ... 33.271954 34.203064 35.649338]
      ...
-     [31.008738 33.74767  32.99704  ... 31.765875 32.51623  34.198975]
-     [28.996569 31.109608 32.56603  ... 30.667917 32.32769  32.11632 ]
-     [30.74462  33.101105 32.12972  ... 30.761715 31.637373 30.526905]]
+     [29.400837 31.108166 32.25499  ... 28.192232 28.817278 30.569695]
+     [30.386639 28.868996 32.234524 ... 29.387472 30.625082 30.451052]
+     [36.755474 35.279285 35.378765 ... 34.56056  33.40748  34.860523]]
 
 
 
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 4ff5941726..b8624a8ab3 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)  
-       2.2330       2.2330       2.2330       2.2330       0.0000              
    
+       2.2325       2.2325       2.2325       2.2325       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)  
-       0.8502       0.8502       0.8502       0.8502       0.0000              
    
+       0.8483       0.8483       0.8483       0.8483       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)  
-       0.3196       0.3196       0.3196       0.3196       0.0000              
    
+       0.3182       0.3182       0.3182       0.3182       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 7195f3983f..8e4bf804d1 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
 
-    [[-0.10478999  0.00882262  0.10383036  0.25298786 -0.0846262   0.38566518
-       0.09316141  0.03523486 -0.1707347   0.02230852]]
+    [[-0.17775863 -0.12715498 -0.07216892 -0.17496623 -0.1069793  -0.22820425
+       0.14241022 -0.02108005  0.16356048 -0.11604159]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.10479001  0.00882259  0.10383037  0.2529878  -0.0846262   0.38566518
-       0.09316151  0.03523486 -0.17073469  0.02230849]]
+    [[-0.17775868 -0.12715495 -0.07216892 -0.1749662  -0.1069793  -0.22820412
+       0.14241019 -0.02108013  0.16356051 -0.11604155]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index e169afcacc..af3815d20a 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
 
-    [[23481.307 23977.293 24621.557 25856.178 24911.156 27421.18  24231.684
-      25129.91  26022.309 26016.566]]
+    [[24351.238 25257.812 25720.104 24375.273 26733.984 25115.736 25918.496
+      25599.768 26597.79  26189.422]]
 
 
 
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 8c3c5506f2..83afc24d2c 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:08.343
+     - 00:08.350
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.200
+     - 00:00.194
      - 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 e4041cb2eb..876c07a1fe 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
 
-    1.245e-07 secs/op
+    1.305e-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 8752a11260..85cefdcf1c 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
 
-    [[26167.67  26814.092 24898.555 22725.434 25647.88  24277.135 24629.133
-      24645.227 25970.93  25703.68 ]]
+    [[22572.78  23724.191 24600.79  24571.094 23822.973 26226.453 27002.484
+      23211.883 24296.092 24514.406]]
 
 
 
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 4c8cbd8927..94d9b953db 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]      34%|███▍      | 
15.2M/44.7M [00:00<00:00, 159MB/s]      87%|████████▋ | 38.8M/44.7M 
[00:00<00:00, 210MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 206MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      30%|██▉       | 
13.4M/44.7M [00:00<00:00, 140MB/s]      75%|███████▍  | 33.4M/44.7M 
[00:00<00:00, 181MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 184MB/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 83ecc80530..0a8cf11e47 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
 =================
-**00:57.400** total execution time for 4 files **from how_to/tutorials**:
+**00:57.018** 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``)
-     - 00:55.560
+     - 00:55.193
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:01.033
+     - 00:01.017
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.593
+     - 00:00.620
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.214
+     - 00:00.188
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 9633b58178..5d7f8da3cf 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:06.668** total execution time for 10 files **from all galleries**:
+**01:06.269** 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``)
-     - 00:55.560
+     - 00:55.193
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:08.343
+     - 00:08.350
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:01.033
+     - 00:01.017
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.593
+     - 00:00.620
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.321
-     - 0.0
-   * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.214
+     - 00:00.316
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.200
+     - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.198
+     - 00:00.191
+     - 0.0
+   * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
+     - 00:00.188
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.128
+     - 00:00.124
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.078
+     - 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 ad7b5440ab..3d9c8bdac5 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 a735800898..9dc7302205 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 beda43144f..7f621f76f1 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>00:00.206</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>00:00.128</p></td>
+<td><p>00:00.124</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>00:00.078</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 4637cbe816..654a04789a 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>00:00.519</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.506</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>00:00.321</p></td>
+<td><p>00:00.316</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>00:00.198</p></td>
+<td><p>00:00.191</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 3a488a64be..6c8909ea05 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>[[1.7718973  0.86076915 0.9993302  
1.6950283 ]
- [0.83970094 0.43974268 0.4180045  0.68700933]
- [1.3116009  0.7561243  0.63702095 0.9434298 ]
- [1.5974295  0.82880723 0.8119346  1.3358356 ]]
-[[26.446804 26.893114 28.001568 ... 26.712862 28.350557 28.641167]
- [28.75984  30.477242 30.348167 ... 29.196548 30.46237  28.23702 ]
- [28.707468 31.5633   31.618027 ... 31.339119 29.946037 30.812038]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.0364441  1.41767    0.8695458  0.90647  
 ]
+ [2.0724428  2.0073042  1.5680094  1.3502979 ]
+ [1.2505144  1.4184148  1.0292943  0.6837587 ]
+ [1.3425344  1.3730713  1.2977853  0.78688663]]
+[[34.88063  32.301266 35.510586 ... 32.19192  31.50464  33.03634 ]
+ [31.990635 32.70362  32.792473 ... 31.405102 31.928669 33.048893]
+ [36.719036 33.209686 36.421333 ... 33.271954 34.203064 35.649338]
  ...
- [31.008738 33.74767  32.99704  ... 31.765875 32.51623  34.198975]
- [28.996569 31.109608 32.56603  ... 30.667917 32.32769  32.11632 ]
- [30.74462  33.101105 32.12972  ... 30.761715 31.637373 30.526905]]
+ [29.400837 31.108166 32.25499  ... 28.192232 28.817278 30.569695]
+ [30.386639 28.868996 32.234524 ... 29.387472 30.625082 30.451052]
+ [36.755474 35.279285 35.378765 ... 34.56056  33.40748  34.860523]]
 </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 f49b66feb8..e25e6c4098 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)
-   2.2330       2.2330       2.2330       2.2330       0.0000
+   2.2325       2.2325       2.2325       2.2325       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)
-   0.8502       0.8502       0.8502       0.8502       0.0000
+   0.8483       0.8483       0.8483       0.8483       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)
-   0.3196       0.3196       0.3196       0.3196       0.0000
+   0.3182       0.3182       0.3182       0.3182       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 efb849cfce..53f4ba788d 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>[[-0.10478999  0.00882262  0.10383036  
0.25298786 -0.0846262   0.38566518
-   0.09316141  0.03523486 -0.1707347   0.02230852]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.17775863 -0.12715498 -0.07216892 
-0.17496623 -0.1069793  -0.22820425
+   0.14241022 -0.02108005  0.16356048 -0.11604159]]
 </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>[[-0.10479001  0.00882259  0.10383037  
0.2529878  -0.0846262   0.38566518
-   0.09316151  0.03523486 -0.17073469  0.02230849]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.17775868 -0.12715495 -0.07216892 
-0.1749662  -0.1069793  -0.22820412
+   0.14241019 -0.02108013  0.16356051 -0.11604155]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 8e1852bf1d..999075b2ff 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>[[23481.307 23977.293 24621.557 25856.178 
24911.156 27421.18  24231.684
-  25129.91  26022.309 26016.566]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24351.238 25257.812 25720.104 24375.273 
26733.984 25115.736 25918.496
+  25599.768 26597.79  26189.422]]
 </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 cc4f2b13ff..75eecb501e 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -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>00:08.343</p></td>
+<td><p>00:08.350</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>00:00.200</p></td>
+<td><p>00:00.194</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 8d9363d336..a196c011a3 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>1.245e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.305e-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 4ffeef0ca5..8c6d18dc13 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>[[26167.67  26814.092 24898.555 22725.434 
25647.88  24277.135 24629.133
-  24645.227 25970.93  25703.68 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[22572.78  23724.191 24600.79  24571.094 
23822.973 26226.453 27002.484
+  23211.883 24296.092 24514.406]]
 </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 2d641354d2..9ac27cf94a 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]
- 34%|███▍      | 15.2M/44.7M [00:00&lt;00:00, 159MB/s]
- 87%|████████▋ | 38.8M/44.7M [00:00&lt;00:00, 210MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 206MB/s]
+ 30%|██▉       | 13.4M/44.7M [00:00&lt;00:00, 140MB/s]
+ 75%|███████▍  | 33.4M/44.7M [00:00&lt;00:00, 181MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 184MB/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 570fc0c442..da96b36be5 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>
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class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index bcb2682c2b..00c88481c4 100644
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