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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 9de9f43505 deploying docs 
(apache/tvm@6bc94d00502512fd42ed4590f76878c6d79e603a)
9de9f43505 is described below

commit 9de9f43505790a4f5cce79935dd391ae339b0cb0
Author: tvm-bot <[email protected]>
AuthorDate: Mon Aug 18 16:46:25 2025 +0000

    deploying docs (apache/tvm@6bc94d00502512fd42ed4590f76878c6d79e603a)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23868 -> 23868 bytes
 .../tir_transformation.zip                         | Bin 15563 -> 15563 bytes
 .../relax_creation.zip                             | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                       | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                               | Bin 54065 -> 54065 bytes
 .../e2e_opt_model.zip                              | Bin 11213 -> 11213 bytes
 .../quick_start.zip                                | Bin 16274 -> 16274 bytes
 .../tir_creation.zip                               | Bin 24343 -> 24343 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 21652 -> 21652 bytes
 .../customize_opt.zip                              | Bin 19789 -> 19789 bytes
 .../relax/tutorials/sg_execution_times.rst.txt     |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.rst.txt |   6 +--
 .../tensor_ir/tutorials/tir_creation.rst.txt       |  20 +++++-----
 .../tensor_ir/tutorials/tir_transformation.rst.txt |   6 +--
 .../get_started/tutorials/ir_module.rst.txt        |   8 ++--
 .../get_started/tutorials/quick_start.rst.txt      |   4 +-
 .../tutorials/sg_execution_times.rst.txt           |   4 +-
 .../tutorials/cross_compilation_and_rpc.rst.txt    |   2 +-
 .../how_to/tutorials/customize_opt.rst.txt         |   4 +-
 .../how_to/tutorials/e2e_opt_model.rst.txt         |   2 +-
 .../how_to/tutorials/sg_execution_times.rst.txt    |  10 ++---
 docs/_sources/sg_execution_times.rst.txt           |  20 +++++-----
 .../relax/tutorials/sg_execution_times.html        |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.html    |   6 +--
 .../tensor_ir/tutorials/tir_creation.html          |  44 ++++++---------------
 .../tensor_ir/tutorials/tir_transformation.html    |  23 +++--------
 docs/get_started/tutorials/ir_module.html          |   8 ++--
 docs/get_started/tutorials/quick_start.html        |   4 +-
 docs/get_started/tutorials/sg_execution_times.html |   4 +-
 .../tutorials/cross_compilation_and_rpc.html       |   2 +-
 docs/how_to/tutorials/customize_opt.html           |   4 +-
 docs/how_to/tutorials/e2e_opt_model.html           |   6 +--
 docs/how_to/tutorials/sg_execution_times.html      |  10 ++---
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  20 +++++-----
 35 files changed, 99 insertions(+), 132 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 e72cee5f72..25e95dae06 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 d64c345e88..d0b31ce8ea 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 5ff36de94c..9914b1d9fb 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index 21d2b67c36..84e7d93c90 100644
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and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index 388b9600f2..fc012f1de4 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 385ea7c11e..7a0f767970 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 a76ef93436..dda02410fa 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 70e4394eda..da1f999dfd 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
 =================
-**00:00.205** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.197** 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
+     - 00:00.121
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.077
+     - 00:00.075
      - 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 2808297367..afa2934366 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
 =================
-**00:00.511** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.493** 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``)
-     - 00:00.322
+     - 00:00.307
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.190
+     - 00:00.186
      - 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 cc64afcec4..9dcad7de94 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
 
-    [[0.8625448 1.2250265 0.6574629 1.5913905]
-     [1.2302356 1.1910754 0.9638103 1.487879 ]
-     [1.22895   1.0822635 1.2380216 1.4396218]
-     [1.4012997 1.665865  1.1917475 2.1076221]]
-    [[31.702665 29.30123  34.7363   ... 30.880392 30.582394 28.07097 ]
-     [34.098362 28.618013 34.00926  ... 32.97028  31.975607 28.118753]
-     [34.222168 31.980453 37.71046  ... 33.99539  33.23424  29.094189]
+    [[0.89698315 0.89307755 0.8544189  1.0171258 ]
+     [1.1351378  1.6213994  0.7166282  1.4472609 ]
+     [1.3366379  1.8652343  0.984666   1.6279838 ]
+     [1.2731541  1.7286221  0.9507396  1.5365112 ]]
+    [[28.446566 30.228754 26.81876  ... 29.50486  28.028875 29.85722 ]
+     [32.826187 34.196903 29.54548  ... 32.78308  32.213264 32.056442]
+     [31.405989 33.047894 28.183058 ... 32.64072  31.412258 30.770273]
      ...
-     [32.24142  26.52089  31.592062 ... 29.405931 28.189405 27.665113]
-     [31.723475 26.062292 33.27897  ... 31.231916 29.769724 28.810053]
-     [33.775326 28.496496 33.94611  ... 34.12302  31.63494  28.160217]]
+     [32.837955 35.294304 30.78132  ... 32.927822 33.442284 34.35187 ]
+     [32.029026 33.750153 29.743727 ... 33.21312  31.918396 32.185406]
+     [32.615887 34.56011  29.435564 ... 32.855255 31.358126 32.540165]]
 
 
 
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 32e719611c..c3a8752d80 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)  
-       2.2300       2.2300       2.2300       2.2300       0.0000              
    
+       2.2316       2.2316       2.2316       2.2316       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)  
-       0.8479       0.8479       0.8479       0.8479       0.0000              
    
+       0.8484       0.8484       0.8484       0.8484       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)  
-       0.3183       0.3183       0.3183       0.3183       0.0000              
    
+       0.3179       0.3179       0.3179       0.3179       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 5c0bca01d2..c8c50e448f 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
 
-    [[-0.10929165  0.18145601 -0.17521924  0.2672745  -0.3524306  -0.10178079
-      -0.15229931 -0.1796045  -0.04017302  0.29345155]]
+    [[ 0.05025687  0.26064938  0.05311586 -0.04863263 -0.12115419  0.01615893
+      -0.18548065  0.03642815  0.04960839  0.2045145 ]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.10929169  0.18145603 -0.17521921  0.2672745  -0.35243055 -0.10178085
-      -0.15229928 -0.1796045  -0.04017301  0.29345158]]
+    [[ 0.05025689  0.2606494   0.0531158  -0.0486327  -0.12115414  0.01615888
+      -0.18548083  0.03642822  0.04960839  0.2045146 ]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 7a791aeb36..79a559dd79 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
 
-    [[24461.84  24742.986 27668.62  26443.484 24990.25  25047.137 24320.18
-      25052.023 25665.678 25539.86 ]]
+    [[24651.193 24963.701 25197.018 23398.37  24356.389 23424.977 25039.963
+      23479.213 25028.453 26261.596]]
 
 
 
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 360584c717..9359cb6c3a 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
 =================
-**00:08.497** total execution time for 2 files **from get_started/tutorials**:
+**00:08.080** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:08.306
+     - 00:07.888
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
      - 00:00.191
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt 
b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
index 46b1ddd80a..b0d788719b 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
 
-    1.168e-07 secs/op
+    1.185e-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 c39b782c63..70b1eeada4 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
 
-    [[25311.41  24603.254 23558.73  25150.316 23725.582 24985.766 25823.465
-      23507.457 25333.195 24256.459]]
+    [[26041.164 25485.576 23043.27  23883.037 24821.074 24900.871 25299.754
+      23307.588 24583.469 25984.43 ]]
 
 
 
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 ca606a2d2e..7b5a141753 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]      39%|███▉      | 
17.4M/44.7M [00:00<00:00, 182MB/s]      90%|█████████ | 40.4M/44.7M 
[00:00<00:00, 216MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 214MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      41%|████      | 
18.2M/44.7M [00:00<00:00, 191MB/s]      93%|█████████▎| 41.5M/44.7M 
[00:00<00:00, 222MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 219MB/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 dc17e4a2cd..ece2dd060e 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:39.265** total execution time for 4 files **from how_to/tutorials**:
+**00:39.394** total execution time for 4 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,14 +33,14 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:37.599
+     - 00:37.753
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.737
+     - 00:00.722
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.674
+     - 00:00.663
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.255
+     - 00:00.256
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 3091fadc71..f0823e03d7 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:48.479** total execution time for 10 files **from all galleries**:
+**00:48.163** total execution time for 10 files **from all galleries**:
 
 .. container::
 
@@ -33,32 +33,32 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:37.599
+     - 00:37.753
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:08.306
+     - 00:07.888
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.737
+     - 00:00.722
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.674
+     - 00:00.663
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.322
+     - 00:00.307
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.255
+     - 00:00.256
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
      - 00:00.191
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.190
+     - 00:00.186
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.128
+     - 00:00.121
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.077
+     - 00:00.075
      - 0.0
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index dd73b031f8..5db2687daf 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>00:00.205</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.197</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>00:00.121</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>00:00.077</p></td>
+<td><p>00:00.075</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 0d6ce71eca..610cf985e7 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>00:00.511</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.493</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>00:00.322</p></td>
+<td><p>00:00.307</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
 class="std std-ref">TensorIR Creation</span></a> (<code class="docutils 
literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.190</p></td>
+<td><p>00:00.186</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 539045a54c..d4c23c44d7 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -198,29 +198,9 @@
 <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>
@@ -517,17 +497,17 @@ be used to ascertain the shape and data type of a 
TensorIR.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">evaluate_dynamic_shape</span><span class="p">(</span><span 
class="n">dyn_shape_lib</span><span class="p">,</span> <span 
class="n">m</span><span class="o">=</span><span class="mi">64</span><span 
class="p">,</span> <span class="n">n</span><span class="o">=</span><span 
class="mi">64</span><span class="p">,</span> <a 
href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar" 
title="tvm.tir.IterVar" class="sphx-glr-ba [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.8625448 1.2250265 0.6574629 1.5913905]
- [1.2302356 1.1910754 0.9638103 1.487879 ]
- [1.22895   1.0822635 1.2380216 1.4396218]
- [1.4012997 1.665865  1.1917475 2.1076221]]
-[[31.702665 29.30123  34.7363   ... 30.880392 30.582394 28.07097 ]
- [34.098362 28.618013 34.00926  ... 32.97028  31.975607 28.118753]
- [34.222168 31.980453 37.71046  ... 33.99539  33.23424  29.094189]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.89698315 0.89307755 0.8544189  
1.0171258 ]
+ [1.1351378  1.6213994  0.7166282  1.4472609 ]
+ [1.3366379  1.8652343  0.984666   1.6279838 ]
+ [1.2731541  1.7286221  0.9507396  1.5365112 ]]
+[[28.446566 30.228754 26.81876  ... 29.50486  28.028875 29.85722 ]
+ [32.826187 34.196903 29.54548  ... 32.78308  32.213264 32.056442]
+ [31.405989 33.047894 28.183058 ... 32.64072  31.412258 30.770273]
  ...
- [32.24142  26.52089  31.592062 ... 29.405931 28.189405 27.665113]
- [31.723475 26.062292 33.27897  ... 31.231916 29.769724 28.810053]
- [33.775326 28.496496 33.94611  ... 34.12302  31.63494  28.160217]]
+ [32.837955 35.294304 30.78132  ... 32.927822 33.442284 34.35187 ]
+ [32.029026 33.750153 29.743727 ... 33.21312  31.918396 32.185406]
+ [32.615887 34.56011  29.435564 ... 32.855255 31.358126 32.540165]]
 </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 b2a736c273..23b89f99eb 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -197,22 +197,9 @@
 <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>
@@ -389,7 +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)
-   2.2300       2.2300       2.2300       2.2300       0.0000
+   2.2316       2.2316       2.2316       2.2316       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -485,7 +472,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8479       0.8479       0.8479       0.8479       0.0000
+   0.8484       0.8484       0.8484       0.8484       0.0000
 </pre></div>
 </div>
 </section>
@@ -579,7 +566,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3183       0.3183       0.3183       0.3183       0.0000
+   0.3179       0.3179       0.3179       0.3179       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 36ff908e29..a3ab4d81be 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>[[-0.10929165  0.18145601 -0.17521924  
0.2672745  -0.3524306  -0.10178079
-  -0.15229931 -0.1796045  -0.04017302  0.29345155]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.05025687  0.26064938  0.05311586 
-0.04863263 -0.12115419  0.01615893
+  -0.18548065  0.03642815  0.04960839  0.2045145 ]]
 </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>[[-0.10929169  0.18145603 -0.17521921  
0.2672745  -0.35243055 -0.10178085
-  -0.15229928 -0.1796045  -0.04017301  0.29345158]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.05025689  0.2606494   0.0531158  
-0.0486327  -0.12115414  0.01615888
+  -0.18548083  0.03642822  0.04960839  0.2045146 ]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index acc70de609..76637487cf 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>[[24461.84  24742.986 27668.62  26443.484 
24990.25  25047.137 24320.18
-  25052.023 25665.678 25539.86 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24651.193 24963.701 25197.018 23398.37  
24356.389 23424.977 25039.963
+  23479.213 25028.453 26261.596]]
 </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 2907edcf9a..36d5427657 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span 
id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation 
times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:08.497</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:08.080</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,7 +321,7 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span 
class="std std-ref">IRModule</span></a> (<code class="docutils literal 
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:08.306</p></td>
+<td><p>00:07.888</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 6dcce97c35..d7e52f84ba 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>1.168e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.185e-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 5e9e37b6c1..86423ae32c 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>[[25311.41  24603.254 23558.73  25150.316 
23725.582 24985.766 25823.465
-  23507.457 25333.195 24256.459]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26041.164 25485.576 23043.27  23883.037 
24821.074 24900.871 25299.754
+  23307.588 24583.469 25984.43 ]]
 </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 9bb0f9626a..89d0312395 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]
- 39%|███▉      | 17.4M/44.7M [00:00&lt;00:00, 182MB/s]
- 90%|█████████ | 40.4M/44.7M [00:00&lt;00:00, 216MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 214MB/s]
+ 41%|████      | 18.2M/44.7M [00:00&lt;00:00, 191MB/s]
+ 93%|█████████▎| 41.5M/44.7M [00:00&lt;00:00, 222MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 219MB/s]
 </pre></div>
 </div>
 </section>
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