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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 caf6fa5f3c deploying docs 
(apache/tvm@4289efa0d517cb98b7f849255cd8163b8697265a)
caf6fa5f3c is described below

commit caf6fa5f3c5d7dd96edeb5064fa4dffef93c2683
Author: tvm-bot <[email protected]>
AuthorDate: Wed May 28 23:48:16 2025 +0000

    deploying docs (apache/tvm@4289efa0d517cb98b7f849255cd8163b8697265a)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23868 -> 23868 bytes
 .../tir_transformation.zip                         | Bin 15563 -> 15563 bytes
 .../relax_creation.zip                             | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                       | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                               | Bin 54065 -> 54065 bytes
 .../e2e_opt_model.zip                              | Bin 11213 -> 11213 bytes
 .../quick_start.zip                                | Bin 16274 -> 16274 bytes
 .../tir_creation.zip                               | Bin 24343 -> 24343 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 21652 -> 21652 bytes
 .../customize_opt.zip                              | Bin 19789 -> 19789 bytes
 .../relax/tutorials/sg_execution_times.rst.txt     |   6 +++---
 .../tensor_ir/tutorials/sg_execution_times.rst.txt |   6 +++---
 .../tensor_ir/tutorials/tir_creation.rst.txt       |  20 +++++++++----------
 .../tensor_ir/tutorials/tir_transformation.rst.txt |   6 +++---
 .../get_started/tutorials/ir_module.rst.txt        |   8 ++++----
 .../get_started/tutorials/quick_start.rst.txt      |   4 ++--
 .../tutorials/sg_execution_times.rst.txt           |   6 +++---
 .../tutorials/cross_compilation_and_rpc.rst.txt    |   2 +-
 .../how_to/tutorials/customize_opt.rst.txt         |   4 ++--
 .../how_to/tutorials/e2e_opt_model.rst.txt         |   2 +-
 .../how_to/tutorials/sg_execution_times.rst.txt    |  10 +++++-----
 docs/_sources/sg_execution_times.rst.txt           |  22 ++++++++++-----------
 .../relax/tutorials/sg_execution_times.html        |   6 +++---
 .../tensor_ir/tutorials/sg_execution_times.html    |   6 +++---
 .../tensor_ir/tutorials/tir_creation.html          |  20 +++++++++----------
 .../tensor_ir/tutorials/tir_transformation.html    |   6 +++---
 docs/get_started/tutorials/ir_module.html          |   8 ++++----
 docs/get_started/tutorials/quick_start.html        |   4 ++--
 docs/get_started/tutorials/sg_execution_times.html |   6 +++---
 .../tutorials/cross_compilation_and_rpc.html       |   2 +-
 docs/how_to/tutorials/customize_opt.html           |   4 ++--
 docs/how_to/tutorials/e2e_opt_model.html           |   6 +++---
 docs/how_to/tutorials/sg_execution_times.html      |  10 +++++-----
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  22 ++++++++++-----------
 35 files changed, 99 insertions(+), 99 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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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index c2a23026a6..6233912e71 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 2384cc8853..f620abd3f7 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index ab3436f62e..a2424a5249 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index e2f8e339f1..25a9cd9565 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 5a65995a96..ad4603b345 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
 =================
-**00:00.209** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.206** 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``)
-     - 00:00.130
+     - 00:00.126
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.079
+     - 00:00.081
      - 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 274e01330b..420fa09f36 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
 =================
-**00:00.515** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.502** 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``)
-     - 00:00.319
+     - 00:00.312
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.197
+     - 00:00.190
      - 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 8cf23c8ba0..f4d470a375 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
 
-    [[1.734062   1.1442374  0.82153857 1.5687708 ]
-     [1.6390756  0.98274994 0.5368028  1.5006125 ]
-     [1.3199733  0.98183495 0.97532964 1.2066307 ]
-     [2.1897604  1.6042613  0.85035473 1.7217913 ]]
-    [[34.732304 30.405115 34.397415 ... 31.324476 28.300247 31.283424]
-     [33.34092  30.001009 33.72141  ... 31.142561 30.608995 32.485806]
-     [31.43832  31.197714 33.930954 ... 30.213047 29.350922 30.82083 ]
+    [[0.7191974  0.63133043 1.0522944  0.7350357 ]
+     [1.3769662  0.9097217  1.8761628  1.4316566 ]
+     [0.21637844 0.25127807 0.7111134  0.28006104]
+     [0.8235024  0.7698506  1.5681832  0.8962914 ]]
+    [[36.924576 36.933144 33.645874 ... 34.86556  31.186335 36.586777]
+     [38.35111  38.78238  35.45583  ... 35.466965 34.542892 36.788277]
+     [34.837807 35.45695  32.868847 ... 31.548147 29.381878 30.261877]
      ...
-     [34.760487 31.622274 37.750683 ... 32.813183 33.224308 30.72891 ]
-     [33.799564 30.14658  35.160164 ... 32.6217   30.925423 28.97744 ]
-     [31.749495 28.912798 31.52666  ... 30.915028 28.674278 30.16549 ]]
+     [32.158817 32.98593  31.628859 ... 31.604433 30.65645  33.06681 ]
+     [31.93122  34.314034 31.44108  ... 32.256405 30.543669 31.051752]
+     [33.980923 35.21839  32.957615 ... 33.35478  33.040195 32.828068]]
 
 
 
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 85c91c1a7f..15a1ab44ab 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)  
-       2.3038       2.3038       2.3038       2.3038       0.0000              
    
+       2.2300       2.2300       2.2300       2.2300       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)  
-       0.8750       0.8750       0.8750       0.8750       0.0000              
    
+       0.8514       0.8514       0.8514       0.8514       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)  
-       0.3307       0.3307       0.3307       0.3307       0.0000              
    
+       0.3183       0.3183       0.3183       0.3183       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 03a3ea4304..4e8746e0fd 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
 
-    [[-0.23312375 -0.04033159  0.18763803  0.01781183  0.05044653  0.06145776
-       0.065079   -0.19637203  0.03274992 -0.14870867]]
+    [[ 0.00272747 -0.14077798  0.00315104  0.03753034 -0.21693248  0.02066338
+      -0.02926189 -0.08228871  0.27269703  0.1389943 ]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.23312378 -0.04033154  0.1876381   0.01781187  0.05044655  0.06145778
-       0.06507903 -0.19637203  0.03274987 -0.1487087 ]]
+    [[ 0.00272745 -0.14077798  0.00315099  0.03753035 -0.21693242  0.02066333
+      -0.02926192 -0.08228871  0.27269703  0.13899429]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 03e6710be6..b0a8034bbf 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
 
-    [[23851.658 24584.535 26941.227 24027.21  23634.71  24519.215 24056.969
-      26704.18  23630.186 24996.506]]
+    [[25406.27  25951.027 26625.97  25058.193 24353.574 24547.758 25278.523
+      27451.72  25052.645 26416.004]]
 
 
 
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 9bb421918c..fa75f8fa1b 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
 =================
-**00:08.718** total execution time for 2 files **from get_started/tutorials**:
+**00:08.449** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:08.517
+     - 00:08.255
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.201
+     - 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 1af5c86bc1..fde1a8c585 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
 
-    1.484e-07 secs/op
+    1.212e-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 ad57aca414..c075486c72 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
 
-    [[22157.695 23844.621 25581.816 25027.555 24667.295 26215.648 24647.797
-      24893.537 24778.535 25470.17 ]]
+    [[25076.68  27121.016 25441.22  26533.207 25965.352 25787.87  25307.494
+      27590.605 25946.402 26384.854]]
 
 
 
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 350db41441..5166ce2d27 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]      30%|██▉       | 
13.4M/44.7M [00:00<00:00, 140MB/s]      71%|███████   | 31.8M/44.7M 
[00:00<00:00, 170MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 177MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      36%|███▌      | 
15.9M/44.7M [00:00<00:00, 166MB/s]      84%|████████▍ | 37.6M/44.7M 
[00:00<00:00, 202MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 202MB/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 19ee6bd229..359c3388b4 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
 =================
-**00:59.097** total execution time for 4 files **from how_to/tutorials**:
+**00:58.528** 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``)
-     - 00:57.181
+     - 00:56.681
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:01.056
+     - 00:01.035
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.657
+     - 00:00.610
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.204
+     - 00:00.202
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index c007ec2e55..2ddd6e8395 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:08.539** total execution time for 10 files **from all galleries**:
+**01:07.686** 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``)
-     - 00:57.181
+     - 00:56.681
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:08.517
+     - 00:08.255
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:01.056
+     - 00:01.035
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.657
+     - 00:00.610
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.319
+     - 00:00.312
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.204
+     - 00:00.202
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.201
+     - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.197
+     - 00:00.190
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.130
+     - 00:00.126
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.079
+     - 00:00.081
      - 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 69fc6a22a9..e890ca6070 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>00:00.209</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.206</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>00:00.130</p></td>
+<td><p>00:00.126</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>00:00.079</p></td>
+<td><p>00:00.081</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 07428d86cb..58b8a7ba8d 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>00:00.515</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.502</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>00:00.319</p></td>
+<td><p>00:00.312</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>00:00.197</p></td>
+<td><p>00:00.190</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 06b947804b..d45fb46283 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -517,17 +517,17 @@ 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>[[1.734062   1.1442374  0.82153857 
1.5687708 ]
- [1.6390756  0.98274994 0.5368028  1.5006125 ]
- [1.3199733  0.98183495 0.97532964 1.2066307 ]
- [2.1897604  1.6042613  0.85035473 1.7217913 ]]
-[[34.732304 30.405115 34.397415 ... 31.324476 28.300247 31.283424]
- [33.34092  30.001009 33.72141  ... 31.142561 30.608995 32.485806]
- [31.43832  31.197714 33.930954 ... 30.213047 29.350922 30.82083 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.7191974  0.63133043 1.0522944  
0.7350357 ]
+ [1.3769662  0.9097217  1.8761628  1.4316566 ]
+ [0.21637844 0.25127807 0.7111134  0.28006104]
+ [0.8235024  0.7698506  1.5681832  0.8962914 ]]
+[[36.924576 36.933144 33.645874 ... 34.86556  31.186335 36.586777]
+ [38.35111  38.78238  35.45583  ... 35.466965 34.542892 36.788277]
+ [34.837807 35.45695  32.868847 ... 31.548147 29.381878 30.261877]
  ...
- [34.760487 31.622274 37.750683 ... 32.813183 33.224308 30.72891 ]
- [33.799564 30.14658  35.160164 ... 32.6217   30.925423 28.97744 ]
- [31.749495 28.912798 31.52666  ... 30.915028 28.674278 30.16549 ]]
+ [32.158817 32.98593  31.628859 ... 31.604433 30.65645  33.06681 ]
+ [31.93122  34.314034 31.44108  ... 32.256405 30.543669 31.051752]
+ [33.980923 35.21839  32.957615 ... 33.35478  33.040195 32.828068]]
 </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 131298fa17..fdeb56399f 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -389,7 +389,7 @@ 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)
-   2.3038       2.3038       2.3038       2.3038       0.0000
+   2.2300       2.2300       2.2300       2.2300       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -485,7 +485,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8750       0.8750       0.8750       0.8750       0.0000
+   0.8514       0.8514       0.8514       0.8514       0.0000
 </pre></div>
 </div>
 </section>
@@ -579,7 +579,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3307       0.3307       0.3307       0.3307       0.0000
+   0.3183       0.3183       0.3183       0.3183       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 5b3c40ff9d..55d81335d1 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>[[-0.23312375 -0.04033159  0.18763803  
0.01781183  0.05044653  0.06145776
-   0.065079   -0.19637203  0.03274992 -0.14870867]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.00272747 -0.14077798  0.00315104  
0.03753034 -0.21693248  0.02066338
+  -0.02926189 -0.08228871  0.27269703  0.1389943 ]]
 </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>[[-0.23312378 -0.04033154  0.1876381   
0.01781187  0.05044655  0.06145778
-   0.06507903 -0.19637203  0.03274987 -0.1487087 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.00272745 -0.14077798  0.00315099  
0.03753035 -0.21693242  0.02066333
+  -0.02926192 -0.08228871  0.27269703  0.13899429]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index b226821f1a..6a6cf66d66 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/relax_vm.html#tvm.runtime.relax_vm.VirtualMachine"
 title="tvm.runtime.relax_vm.VirtualMachine" 
class="sphx-glr-backref-module-tvm-runtime-relax_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=" [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[23851.658 24584.535 26941.227 24027.21  
23634.71  24519.215 24056.969
-  26704.18  23630.186 24996.506]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25406.27  25951.027 26625.97  25058.193 
24353.574 24547.758 25278.523
+  27451.72  25052.645 26416.004]]
 </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 cddf7e7c25..1b31153688 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>00:08.718</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:08.449</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,11 +321,11 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span 
class="std std-ref">IRModule</span></a> (<code class="docutils literal 
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:08.517</p></td>
+<td><p>00:08.255</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>00:00.201</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 9066c39780..cc1a911d42 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>1.484e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.212e-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 64f6e18630..412e6ca2ae 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>[[22157.695 23844.621 25581.816 25027.555 
24667.295 26215.648 24647.797
-  24893.537 24778.535 25470.17 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25076.68  27121.016 25441.22  26533.207 
25965.352 25787.87  25307.494
+  27590.605 25946.402 26384.854]]
 </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 e48cce3ca9..0b64de0f84 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]
- 30%|██▉       | 13.4M/44.7M [00:00&lt;00:00, 140MB/s]
- 71%|███████   | 31.8M/44.7M [00:00&lt;00:00, 170MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 177MB/s]
+ 36%|███▌      | 15.9M/44.7M [00:00&lt;00:00, 166MB/s]
+ 84%|████████▍ | 37.6M/44.7M [00:00&lt;00:00, 202MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 202MB/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 338443fe20..20b8f75386 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>
-<p><strong>00:59.097</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:58.528</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,19 +321,19 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span 
class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:57.181</p></td>
+<td><p>00:56.681</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span 
class="std std-ref">Customize Optimization</span></a> (<code class="docutils 
literal notranslate"><span class="pre">customize_opt.py</span></code>)</p></td>
-<td><p>00:01.056</p></td>
+<td><p>00:01.035</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span 
class="std std-ref">End-to-End Optimize Model</span></a> (<code class="docutils 
literal notranslate"><span class="pre">e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.657</p></td>
+<td><p>00:00.610</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
 class="std std-ref">Cross Compilation and RPC</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.204</p></td>
+<td><p>00:00.202</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 695173bf04..a35fa41e8a 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1. Cross Compile TVM Runtime": [[40, 
"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-numpy-on-device-machine-caused-the-rpc-server-can-t-be-launched"]],
 "2. Pack and Deploy to Device Machine": [[40, 
"pack-and-deploy-to-device-machine"]], "2. The lack of cloudpickle on device 
machine caused the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-cloudpickle-on-devi [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"1. Cross Compile TVM Runtime": [[40, 
"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-numpy-on-device-machine-caused-the-rpc-server-can-t-be-launched"]],
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"pack-and-deploy-to-device-machine"]], "2. The lack of cloudpickle on device 
machine caused the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-cloudpickle-on-devi [...]
\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 28a81d55ac..435335cd54 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <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>
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all galleries</strong>:</p>
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href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
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