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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 afe5ec5040 deploying docs 
(apache/tvm@f7b57ec3e5a066515b68b54a605972b254282a60)
afe5ec5040 is described below

commit afe5ec504085986ab80604b923c6000d800051cc
Author: tvm-bot <[email protected]>
AuthorDate: Wed Jul 9 18:23:36 2025 +0000

    deploying docs (apache/tvm@f7b57ec3e5a066515b68b54a605972b254282a60)
---
 .../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 |   4 ++--
 .../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    |   4 ++--
 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, 97 insertions(+), 97 deletions(-)

diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip 
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diff --git 
a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip 
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diff --git 
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip 
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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 
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index 3d74fab1a7..9105727636 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 00af800626..18166cf2ca 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 c9a77f872d..593a5e3043 100644
Binary files 
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 6782a93365..c8a7a100fc 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 dfcca256b6..58fbec96a7 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
 =================
-**00:00.207** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.225** 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``)
-     - 00:00.129
+     - 00:00.144
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.078
+     - 00:00.082
      - 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 3bcc1c934f..33892b75c3 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.523** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.546** 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``)
-     - 00:00.329
+     - 00:00.342
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.194
+     - 00:00.204
      - 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 46828a5bfd..ce6e7e6e5d 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
 
-    [[0.8452276  0.7098935  1.4974382  1.2036728 ]
-     [0.860948   0.8262001  1.4487991  1.215803  ]
-     [0.6879248  0.6528435  1.3174343  0.80693567]
-     [1.3534046  1.11961    2.4414868  1.7993892 ]]
-    [[34.3062   35.179718 31.659857 ... 31.861673 36.03614  31.395752]
-     [30.23481  25.934576 25.759699 ... 29.391472 29.711254 28.34463 ]
-     [32.529636 30.43951  28.120708 ... 30.375528 33.254257 31.73568 ]
+    [[0.7819867  0.4142319  0.8436845  0.96499383]
+     [1.3351387  0.6767132  1.0572361  1.4408376 ]
+     [1.0978351  0.49043146 1.211997   1.1528537 ]
+     [0.9527048  0.37536043 0.79612255 0.8194646 ]]
+    [[32.866932 30.657429 29.72976  ... 32.201115 30.72065  31.119595]
+     [34.533665 31.210485 31.091034 ... 31.980988 31.556662 31.38895 ]
+     [32.999557 34.45206  30.028229 ... 32.230225 31.885923 31.251596]
      ...
-     [33.935898 31.15079  31.589106 ... 31.719057 34.094875 31.86359 ]
-     [27.460144 26.123955 25.580393 ... 27.33651  30.356478 25.894089]
-     [28.73803  26.177156 26.29532  ... 26.924446 31.842445 28.079296]]
+     [33.978592 29.305449 28.740145 ... 30.700731 32.313984 32.38436 ]
+     [35.687103 34.5919   32.06418  ... 33.654606 33.86628  34.021824]
+     [34.01695  31.716148 31.862167 ... 33.22619  33.23993  31.915121]]
 
 
 
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 5c06bb7247..aad7590649 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
@@ -295,7 +295,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8526       0.8526       0.8526       0.8526       0.0000              
    
+       0.8494       0.8494       0.8494       0.8494       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)  
-       0.3184       0.3184       0.3184       0.3184       0.0000              
    
+       0.3192       0.3192       0.3192       0.3192       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 a86e868e59..3e50de9ec1 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
 
-    [[-0.02601687  0.03649019  0.01892924 -0.18924364 -0.22549263  0.1758507
-       0.01606423  0.05793126  0.10815584  0.11771999]]
+    [[-0.06662288 -0.02977501 -0.34536982 -0.18702796 -0.17741717  0.01103427
+      -0.11513977  0.1394147  -0.01843022  0.11825751]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.02601693  0.03649018  0.01892925 -0.18924367 -0.22549266  0.1758507
-       0.01606422  0.05793126  0.10815574  0.11771999]]
+    [[-0.06662286 -0.02977501 -0.34536976 -0.18702796 -0.1774171   0.01103429
+      -0.11513977  0.1394147  -0.01843026  0.11825751]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 96e11c335d..a41a19b35c 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
 
-    [[24953.377 25090.916 26697.158 25843.166 25930.44  27528.768 28106.396
-      26948.766 25830.826 26859.52 ]]
+    [[24772.082 24557.643 24665.46  24906.309 24576.25  24732.932 26291.602
+      24148.432 25663.652 24785.791]]
 
 
 
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 27930eaf15..22c347dad5 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
 =================
-**00:09.715** total execution time for 2 files **from get_started/tutorials**:
+**00:09.626** 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``)
-     - 00:09.518
+     - 00:09.421
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.197
+     - 00:00.205
      - 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 73e5fa9a54..8bbe290168 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
 
-    1.183e-07 secs/op
+    1.262e-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 5adab05d2a..f300a8352f 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
 
-    [[25736.137 26170.506 25313.844 25599.457 24463.34  25133.295 24099.281
-      24491.309 26009.941 25444.912]]
+    [[22599.148 22636.645 26139.658 23277.658 23845.078 25326.707 23778.902
+      24993.082 24169.793 25216.008]]
 
 
 
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 d3b8ed4437..526938e910 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]      78%|███████▊  | 34.6M/44.7M 
[00:00<00:00, 188MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 189MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      35%|███▍      | 
15.5M/44.7M [00:00<00:00, 162MB/s]      86%|████████▌ | 38.4M/44.7M 
[00:00<00:00, 207MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 205MB/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 72fef5a399..b3220fb799 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
 =================
-**00:58.069** total execution time for 4 files **from how_to/tutorials**:
+**01:01.561** total execution time for 4 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,14 +33,14 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:55.973
+     - 00:59.396
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:01.075
+     - 00:01.117
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.806
+     - 00:00.748
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.215
+     - 00:00.299
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 1cddd2ed11..b0261b506d 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:08.515** total execution time for 10 files **from all galleries**:
+**01:11.958** total execution time for 10 files **from all galleries**:
 
 .. container::
 
@@ -33,32 +33,32 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:55.973
+     - 00:59.396
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:09.518
+     - 00:09.421
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:01.075
+     - 00:01.117
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.806
+     - 00:00.748
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.329
+     - 00:00.342
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.215
+     - 00:00.299
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.197
+     - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.194
+     - 00:00.204
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.129
+     - 00:00.144
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.078
+     - 00:00.082
      - 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 40d608dc3e..cb9a379d41 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>00:00.207</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.225</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>00:00.129</p></td>
+<td><p>00:00.144</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
 class="std std-ref">Transformation</span></a> (<code class="docutils literal 
notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.078</p></td>
+<td><p>00:00.082</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 c428eeb127..3adcc8e768 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>00:00.523</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.546</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>00:00.329</p></td>
+<td><p>00:00.342</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>00:00.194</p></td>
+<td><p>00:00.204</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 0d5411ad10..8aa5d7b4a5 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>[[0.8452276  0.7098935  1.4974382  
1.2036728 ]
- [0.860948   0.8262001  1.4487991  1.215803  ]
- [0.6879248  0.6528435  1.3174343  0.80693567]
- [1.3534046  1.11961    2.4414868  1.7993892 ]]
-[[34.3062   35.179718 31.659857 ... 31.861673 36.03614  31.395752]
- [30.23481  25.934576 25.759699 ... 29.391472 29.711254 28.34463 ]
- [32.529636 30.43951  28.120708 ... 30.375528 33.254257 31.73568 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.7819867  0.4142319  0.8436845  
0.96499383]
+ [1.3351387  0.6767132  1.0572361  1.4408376 ]
+ [1.0978351  0.49043146 1.211997   1.1528537 ]
+ [0.9527048  0.37536043 0.79612255 0.8194646 ]]
+[[32.866932 30.657429 29.72976  ... 32.201115 30.72065  31.119595]
+ [34.533665 31.210485 31.091034 ... 31.980988 31.556662 31.38895 ]
+ [32.999557 34.45206  30.028229 ... 32.230225 31.885923 31.251596]
  ...
- [33.935898 31.15079  31.589106 ... 31.719057 34.094875 31.86359 ]
- [27.460144 26.123955 25.580393 ... 27.33651  30.356478 25.894089]
- [28.73803  26.177156 26.29532  ... 26.924446 31.842445 28.079296]]
+ [33.978592 29.305449 28.740145 ... 30.700731 32.313984 32.38436 ]
+ [35.687103 34.5919   32.06418  ... 33.654606 33.86628  34.021824]
+ [34.01695  31.716148 31.862167 ... 33.22619  33.23993  31.915121]]
 </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 c531e6677a..721b553e74 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -485,7 +485,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8526       0.8526       0.8526       0.8526       0.0000
+   0.8494       0.8494       0.8494       0.8494       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)
-   0.3184       0.3184       0.3184       0.3184       0.0000
+   0.3192       0.3192       0.3192       0.3192       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 088f4ac658..6115b6f743 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>[[-0.02601687  0.03649019  0.01892924 
-0.18924364 -0.22549263  0.1758507
-   0.01606423  0.05793126  0.10815584  0.11771999]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.06662288 -0.02977501 -0.34536982 
-0.18702796 -0.17741717  0.01103427
+  -0.11513977  0.1394147  -0.01843022  0.11825751]]
 </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>[[-0.02601693  0.03649018  0.01892925 
-0.18924367 -0.22549266  0.1758507
-   0.01606422  0.05793126  0.10815574  0.11771999]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.06662286 -0.02977501 -0.34536976 
-0.18702796 -0.1774171   0.01103429
+  -0.11513977  0.1394147  -0.01843026  0.11825751]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index cf1e50f44c..d9615596a5 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>[[24953.377 25090.916 26697.158 25843.166 
25930.44  27528.768 28106.396
-  26948.766 25830.826 26859.52 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24772.082 24557.643 24665.46  24906.309 
24576.25  24732.932 26291.602
+  24148.432 25663.652 24785.791]]
 </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 1a0d0b9be1..9c893783d2 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>00:09.715</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:09.626</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>00:09.518</p></td>
+<td><p>00:09.421</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>00:00.197</p></td>
+<td><p>00:00.205</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 e0a42c4d9c..a443f620c4 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>1.183e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.262e-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 f062cb1c27..e3fe1965f8 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>[[25736.137 26170.506 25313.844 25599.457 
24463.34  25133.295 24099.281
-  24491.309 26009.941 25444.912]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[22599.148 22636.645 26139.658 23277.658 
23845.078 25326.707 23778.902
+  24993.082 24169.793 25216.008]]
 </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 e1933ef533..99f58ccfcb 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]
- 78%|███████▊  | 34.6M/44.7M [00:00&lt;00:00, 188MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 189MB/s]
+ 35%|███▍      | 15.5M/44.7M [00:00&lt;00:00, 162MB/s]
+ 86%|████████▌ | 38.4M/44.7M [00:00&lt;00:00, 207MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 205MB/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 eb96c1df93..5e433cdd21 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>00:58.069</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>01:01.561</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>00:55.973</p></td>
+<td><p>00:59.396</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>00:01.075</p></td>
+<td><p>00:01.117</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>00:00.806</p></td>
+<td><p>00:00.748</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>00:00.215</p></td>
+<td><p>00:00.299</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 5e8b84b69a..09ada98f6d 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"]],
 "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
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index e5612308f8..181fe3fffe 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>
-<p><strong>01:08.515</strong> total execution time for 10 files <strong>from 
all galleries</strong>:</p>
+<p><strong>01:11.958</strong> total execution time for 10 files <strong>from 
all galleries</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" />
@@ -321,43 +321,43 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
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 class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:55.973</p></td>
+<td><p>00:59.396</p></td>
 <td><p>0.0</p></td>
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notranslate"><span 
class="pre">../get_started/tutorials/ir_module.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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literal notranslate"><span 
class="pre">../how_to/tutorials/customize_opt.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="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
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href="deep_dive/tensor_ir/tutorials/tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
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class="pre">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
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href="how_to/tutorials/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">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
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href="get_started/tutorials/quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span
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notranslate"><span 
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href="deep_dive/relax/tutorials/relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
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notranslate"><span 
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class="pre">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.078</p></td>
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 <td><p>0.0</p></td>
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 </tbody>


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