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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 4947a21194 deploying docs 
(apache/tvm@ae839848b22f16aa92adb2a83ab050ecde8ee3cc)
4947a21194 is described below

commit 4947a21194cbf0c4d51dae24bb96d78a98611718
Author: tvm-bot <[email protected]>
AuthorDate: Thu Nov 6 05:35:49 2025 +0000

    deploying docs (apache/tvm@ae839848b22f16aa92adb2a83ab050ecde8ee3cc)
---
 .../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
 .../export_and_load_executable.zip                 | Bin 31428 -> 31428 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     |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.rst.txt |   2 +-
 .../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    |   8 ++--
 docs/_sources/sg_execution_times.rst.txt           |  16 ++++----
 .../relax/tutorials/sg_execution_times.html        |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.html    |   2 +-
 .../tensor_ir/tutorials/tir_creation.html          |  44 ++++++---------------
 .../tensor_ir/tutorials/tir_transformation.html    |  23 +++--------
 docs/get_started/tutorials/ir_module.html          |   8 ++--
 docs/get_started/tutorials/quick_start.html        |   4 +-
 docs/get_started/tutorials/sg_execution_times.html |   4 +-
 .../tutorials/cross_compilation_and_rpc.html       |   2 +-
 docs/how_to/tutorials/customize_opt.html           |   4 +-
 docs/how_to/tutorials/e2e_opt_model.html           |   8 ++--
 docs/how_to/tutorials/sg_execution_times.html      |   8 ++--
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  16 ++++----
 36 files changed, 90 insertions(+), 123 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 f32fe48351..0efa7877cb 100644
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diff --git 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index a82f73f00c..84d310a2c6 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 179c4ab0a8..68016c1a19 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index 345dc3c96e..500b29cfce 100644
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and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git 
a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
 
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index 89c38a6ac7..f0664a149f 100644
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 differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index 72af66725f..40cbcef708 100644
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index aa568eb465..f57aba2bac 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 1907016b8f..351e6ef49a 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 84efc35bcf..1d098390fd 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
 =================
-**00:00.167** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.169** 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``)
-     - 00:00.106
+     - 00:00.105
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.062
+     - 00:00.063
      - 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 0591207d9d..40fe274b2d 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
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.293
+     - 00:00.294
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
      - 00:00.167
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 68e1b5c489..a49c9c3689 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
 
-    [[0.8037456  0.76195204 1.0786283  0.73386323]
-     [0.5862684  0.7647054  0.9088471  0.675074  ]
-     [0.93520755 0.86784333 1.2298048  0.7809653 ]
-     [1.3203012  1.1621519  1.9094733  1.1420085 ]]
-    [[30.286291 31.273333 29.725683 ... 30.783094 30.935452 31.859724]
-     [32.60571  32.410492 31.251974 ... 30.05827  29.029636 30.85788 ]
-     [32.26171  32.491573 30.498198 ... 32.128235 31.89991  32.805878]
+    [[1.08917    1.81894    1.4854195  1.2748368 ]
+     [1.5862553  2.4048882  2.1137414  1.6289953 ]
+     [1.4382057  1.9307637  1.8713996  1.3663262 ]
+     [0.91942173 1.7950537  1.3201451  1.2322898 ]]
+    [[32.080322 32.70742  32.982548 ... 30.933275 31.618612 31.95106 ]
+     [32.3054   33.26586  35.319534 ... 33.9914   31.841944 32.284103]
+     [31.94111  31.061558 36.053947 ... 33.836567 32.293217 33.352627]
      ...
-     [33.719093 34.308342 31.024265 ... 32.674225 31.29781  31.897978]
-     [33.749584 34.500584 32.580368 ... 30.67553  33.740314 34.266644]
-     [28.68792  31.956427 29.495455 ... 29.91344  29.256382 32.09647 ]]
+     [33.779133 33.388016 34.44977  ... 35.29976  32.709465 32.397884]
+     [31.309185 32.015095 34.84645  ... 33.007927 30.771368 32.52316 ]
+     [31.660765 29.753187 32.238754 ... 30.342266 30.531536 31.053802]]
 
 
 
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 253f5a0549..48435d2979 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)  
-       2.7388       2.7388       2.7388       2.7388       0.0000              
    
+       2.7858       2.7858       2.7858       2.7858       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)  
-       0.8588       0.8588       0.8588       0.8588       0.0000              
    
+       0.8576       0.8576       0.8576       0.8576       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)  
-       0.3379       0.3379       0.3379       0.3379       0.0000              
    
+       0.3477       0.3477       0.3477       0.3477       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 0d27290772..ba7715cb89 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
 
-    [[-0.01851011 -0.10075668 -0.17113423 -0.04755829 -0.20546335  0.1616704
-      -0.11315745  0.03142288 -0.208983    0.11927846]]
+    [[-0.12418058  0.00580814 -0.05557358 -0.04354346  0.15140358  0.04785664
+       0.26806694 -0.0926134  -0.15775368 -0.2444188 ]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.01851014 -0.10075663 -0.1711343  -0.04755828 -0.20546332  0.16167036
-      -0.1131574   0.0314229  -0.208983    0.11927845]]
+    [[-0.12418059  0.0058082  -0.05557365 -0.04354346  0.15140355  0.04785659
+       0.26806694 -0.0926135  -0.15775365 -0.24441877]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index eb93b9e687..e0fe0a3c1c 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
 
-    [[23373.797 25447.75  25115.488 26527.182 26871.54  24742.865 25541.957
-      24467.76  24761.477 24197.54 ]]
+    [[25930.018 24074.104 24160.838 26326.404 24778.223 24086.736 24442.578
+      26266.482 25111.172 25805.184]]
 
 
 
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 47ed98fd88..1543471541 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
 =================
-**00:07.309** total execution time for 2 files **from get_started/tutorials**:
+**00:07.172** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:07.137
+     - 00:06.999
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
      - 00:00.172
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 f2ff91b186..6d3a7a2d7e 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
 
-    1.15e-07 secs/op
+    1.27e-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 64cc641817..8419e77d05 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
 
-    [[24936.547 24939.27  24966.078 25323.77  24431.729 25216.994 24784.613
-      24625.8   24954.688 25615.973]]
+    [[23174.52  25230.537 25950.982 25578.4   24554.43  24329.98  23831.434
+      25625.21  24498.578 25042.844]]
 
 
 
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 e9b22af812..dc4a24653b 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]       3%|▎         | 
1.50M/44.7M [00:00<00:02, 15.5MB/s]      37%|███▋      | 16.5M/44.7M 
[00:00<00:00, 98.1MB/s]      74%|███████▍  | 33.0M/44.7M [00:00<00:00, 132MB/s] 
     100%|██████████| 44.7M/44.7M [00:00<00:00, 125MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]       3%|▎         | 
1.38M/44.7M [00:00<00:03, 14.4MB/s]      36%|███▌      | 16.0M/44.7M 
[00:00<00:00, 95.8MB/s]      72%|███████▏  | 32.2M/44.7M [00:00<00:00, 130MB/s] 
     100%|██████████| 44.7M/44.7M [00:00<00:00, 124MB/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 e91fbb5e34..8d04b644df 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
 =================
-**00:31.776** total execution time for 5 files **from how_to/tutorials**:
+**00:31.475** total execution time for 5 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,13 +33,13 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:29.872
+     - 00:29.526
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.901
+     - 00:00.937
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.729
+     - 00:00.737
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
      - 00:00.273
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index d2ba6a0145..07409832ed 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:39.713** total execution time for 11 files **from all galleries**:
+**00:39.276** total execution time for 11 files **from all galleries**:
 
 .. container::
 
@@ -33,19 +33,19 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:29.872
+     - 00:29.526
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:07.137
+     - 00:06.999
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.901
+     - 00:00.937
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.729
+     - 00:00.737
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.293
+     - 00:00.294
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
      - 00:00.273
@@ -57,10 +57,10 @@ Computation times
      - 00:00.167
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.106
+     - 00:00.105
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.062
+     - 00:00.063
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` 
(``../how_to/tutorials/export_and_load_executable.py``)
      - 00:00.002
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 7a23b587c3..071113238d 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <section id="computation-times">
 <span 
id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation
 times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:00.167</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.169</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -316,11 +316,11 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
 class="std std-ref">Relax Creation</span></a> (<code class="docutils literal 
notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.106</p></td>
+<td><p>00:00.105</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>00:00.062</p></td>
+<td><p>00:00.063</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 0a88afd411..aba503a340 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -316,7 +316,7 @@ $(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>00:00.293</p></td>
+<td><p>00:00.294</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>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index d7ec195ad1..9da841479f 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -193,29 +193,9 @@
 <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 current"><a class="reference internal" 
href="../index.html">TensorIR</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal" 
href="../abstraction.html">Tensor Program Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal" 
href="../learning.html">Understand TensorIR Abstraction</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" 
href="#">TensorIR Creation</a><ul>
-<li class="toctree-l3"><a class="reference internal" 
href="#create-tensorir-using-tvmscript">Create TensorIR using TVMScript</a><ul>
-<li class="toctree-l4"><a class="reference internal" 
href="#standard-format">Standard Format</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#concise-with-syntactic-sugar">Concise with Syntactic Sugar</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#interactive-with-python-variables">Interactive with Python 
Variables</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#tensorir-function-with-dynamic-shapes">TensorIR Function with Dynamic 
Shapes</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" 
href="#create-tensorir-using-tensor-expression">Create TensorIR using Tensor 
Expression</a><ul>
-<li class="toctree-l4"><a class="reference internal" 
href="#create-static-shape-functions">Create Static-Shape Functions</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#create-dynamic-shape-functions">Create Dynamic-Shape Functions</a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" 
href="tir_transformation.html">Transformation</a></li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal" 
href="../index.html">TensorIR</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../relax/index.html">Relax</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">API 
Reference</span></p>
@@ -512,17 +492,17 @@ 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>[[0.8037456  0.76195204 1.0786283  
0.73386323]
- [0.5862684  0.7647054  0.9088471  0.675074  ]
- [0.93520755 0.86784333 1.2298048  0.7809653 ]
- [1.3203012  1.1621519  1.9094733  1.1420085 ]]
-[[30.286291 31.273333 29.725683 ... 30.783094 30.935452 31.859724]
- [32.60571  32.410492 31.251974 ... 30.05827  29.029636 30.85788 ]
- [32.26171  32.491573 30.498198 ... 32.128235 31.89991  32.805878]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.08917    1.81894    1.4854195  
1.2748368 ]
+ [1.5862553  2.4048882  2.1137414  1.6289953 ]
+ [1.4382057  1.9307637  1.8713996  1.3663262 ]
+ [0.91942173 1.7950537  1.3201451  1.2322898 ]]
+[[32.080322 32.70742  32.982548 ... 30.933275 31.618612 31.95106 ]
+ [32.3054   33.26586  35.319534 ... 33.9914   31.841944 32.284103]
+ [31.94111  31.061558 36.053947 ... 33.836567 32.293217 33.352627]
  ...
- [33.719093 34.308342 31.024265 ... 32.674225 31.29781  31.897978]
- [33.749584 34.500584 32.580368 ... 30.67553  33.740314 34.266644]
- [28.68792  31.956427 29.495455 ... 29.91344  29.256382 32.09647 ]]
+ [33.779133 33.388016 34.44977  ... 35.29976  32.709465 32.397884]
+ [31.309185 32.015095 34.84645  ... 33.007927 30.771368 32.52316 ]
+ [31.660765 29.753187 32.238754 ... 30.342266 30.531536 31.053802]]
 </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 9b32c6c0cc..b32a2d74ff 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -192,22 +192,9 @@
 <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 current"><a class="reference internal" 
href="../index.html">TensorIR</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal" 
href="../abstraction.html">Tensor Program Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal" 
href="../learning.html">Understand TensorIR Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal" 
href="tir_creation.html">TensorIR Creation</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" 
href="#">Transformation</a><ul>
-<li class="toctree-l3"><a class="reference internal" 
href="#initialization-schedule">Initialization Schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#loop-tiling">Loop 
Tiling</a></li>
-<li class="toctree-l3"><a class="reference internal" 
href="#leverage-localities">Leverage Localities</a></li>
-<li class="toctree-l3"><a class="reference internal" 
href="#rewrite-reduction">Rewrite Reduction</a></li>
-<li class="toctree-l3"><a class="reference internal" 
href="#trace-the-transformation">Trace the Transformation</a></li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal" 
href="../index.html">TensorIR</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../relax/index.html">Relax</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">API 
Reference</span></p>
@@ -384,7 +371,7 @@ original implementation.</p>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   2.7388       2.7388       2.7388       2.7388       0.0000
+   2.7858       2.7858       2.7858       2.7858       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -480,7 +467,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8588       0.8588       0.8588       0.8588       0.0000
+   0.8576       0.8576       0.8576       0.8576       0.0000
 </pre></div>
 </div>
 </section>
@@ -574,7 +561,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3379       0.3379       0.3379       0.3379       0.0000
+   0.3477       0.3477       0.3477       0.3477       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 767d2a6c4d..19cc3f4bc4 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -814,8 +814,8 @@ backends.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">cpu_out</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.01851011 -0.10075668 -0.17113423 
-0.04755829 -0.20546335  0.1616704
-  -0.11315745  0.03142288 -0.208983    0.11927846]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.12418058  0.00580814 -0.05557358 
-0.04354346  0.15140358  0.04785664
+   0.26806694 -0.0926134  -0.15775368 -0.2444188 ]]
 </pre></div>
 </div>
 </section>
@@ -849,8 +849,8 @@ the details of <code class="docutils literal 
notranslate"><span class="pre">DLig
 <span class="k">assert</span> <span class="n">np</span><span 
class="o">.</span><span class="n">allclose</span><span class="p">(</span><span 
class="n">cpu_out</span><span class="p">,</span> <span 
class="n">gpu_out</span><span class="p">,</span> <span 
class="n">atol</span><span class="o">=</span><span class="mf">1e-3</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.01851014 -0.10075663 -0.1711343  
-0.04755828 -0.20546332  0.16167036
-  -0.1131574   0.0314229  -0.208983    0.11927845]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.12418059  0.0058082  -0.05557365 
-0.04354346  0.15140355  0.04785659
+   0.26806694 -0.0926135  -0.15775365 -0.24441877]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 7c4153cd86..2da4aa3e34 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -460,8 +460,8 @@ 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>[[23373.797 25447.75  25115.488 26527.182 
26871.54  24742.865 25541.957
-  24467.76  24761.477 24197.54 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25930.018 24074.104 24160.838 26326.404 
24778.223 24086.736 24442.578
+  26266.482 25111.172 25805.184]]
 </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 d4ef5418a8..bb8081c376 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <section id="computation-times">
 <span 
id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation 
times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:07.309</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:07.172</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -316,7 +316,7 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span 
class="std std-ref">IRModule</span></a> (<code class="docutils literal 
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:07.137</p></td>
+<td><p>00:06.999</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span 
class="std std-ref">Quick Start</span></a> (<code class="docutils literal 
notranslate"><span class="pre">quick_start.py</span></code>)</p></td>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html 
b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index bd9af32f15..338332f9ad 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -475,7 +475,7 @@ 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>1.15e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.27e-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 68d1a37ec3..9a457a7bf6 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -609,8 +609,8 @@ 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>[[24936.547 24939.27  24966.078 25323.77  
24431.729 25216.994 24784.613
-  24625.8   24954.688 25615.973]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[23174.52  25230.537 25950.982 25578.4   
24554.43  24329.98  23831.434
+  25625.21  24498.578 25042.844]]
 </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 0241ffb911..f86229cf37 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -331,10 +331,10 @@ 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]
-  3%|▎         | 1.50M/44.7M [00:00&lt;00:02, 15.5MB/s]
- 37%|███▋      | 16.5M/44.7M [00:00&lt;00:00, 98.1MB/s]
- 74%|███████▍  | 33.0M/44.7M [00:00&lt;00:00, 132MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 125MB/s]
+  3%|▎         | 1.38M/44.7M [00:00&lt;00:03, 14.4MB/s]
+ 36%|███▌      | 16.0M/44.7M [00:00&lt;00:00, 95.8MB/s]
+ 72%|███████▏  | 32.2M/44.7M [00:00&lt;00:00, 130MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 124MB/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 da958db3a2..80cbf6cbf1 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation 
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heading"></a></h1>
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href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 859cee8530..f8e42836b4 100644
--- a/docs/sg_execution_times.html
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@@ -294,7 +294,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:39.713</strong> total execution time for 11 files <strong>from 
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@@ -316,23 +316,23 @@ $(document).ready( function () {
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 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
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class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
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href="how_to/tutorials/e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span
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class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
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href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
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href="how_to/tutorials/export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span
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