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tqchen pushed a commit to branch asf-site
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The following commit(s) were added to refs/heads/asf-site by this push:
     new eca23b0a86 deploying docs 
(apache/tvm@6c37194c2f38b505638ea06404b1e523da068456)
eca23b0a86 is described below

commit eca23b0a8650c34d2bcc03667938c2c28eee37bc
Author: tvm-bot <[email protected]>
AuthorDate: Mon Sep 29 22:41:01 2025 +0000

    deploying docs (apache/tvm@6c37194c2f38b505638ea06404b1e523da068456)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23904 -> 23904 bytes
 .../tir_transformation.zip                         | Bin 15599 -> 15599 bytes
 .../relax_creation.zip                             | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                       | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                               | Bin 54101 -> 54101 bytes
 .../e2e_opt_model.zip                              | Bin 11237 -> 11237 bytes
 .../quick_start.zip                                | Bin 16250 -> 16250 bytes
 .../tir_creation.zip                               | Bin 24379 -> 24379 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 21700 -> 21700 bytes
 .../customize_opt.zip                              | Bin 19813 -> 19813 bytes
 .../relax/tutorials/sg_execution_times.rst.txt     |   6 ++---
 .../tensor_ir/tutorials/sg_execution_times.rst.txt |   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    |  14 +++++------
 docs/_sources/sg_execution_times.rst.txt           |  26 ++++++++++-----------
 .../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      |  14 +++++------
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  26 ++++++++++-----------
 35 files changed, 107 insertions(+), 107 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 d23960dad4..34711128ed 100644
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diff --git 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 1207ca4d69..f71d83c76d 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 0e75f4cef1..2f98ce1249 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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index 8d3463bf4e..bcf030778c 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 7071078774..e770c2c882 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 2fb64dd302..f14e7545c2 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 9c17e51b4d..8ca4c42939 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
 =================
-**00:00.216** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.203** 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``)
-     - 00:00.141
+     - 00:00.126
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.076
+     - 00:00.078
      - 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 6691732e10..3b2472b288 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
 =================
-**00:00.535** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.538** 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``)
-     - 00:00.335
+     - 00:00.333
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.199
+     - 00:00.205
      - 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 31d5516aea..121065dcaf 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
 
-    [[1.5063446  1.345166   0.7030489  1.2426925 ]
-     [0.478414   0.62382585 0.4335662  0.32509476]
-     [1.2035726  1.2183436  0.7620847  0.9613682 ]
-     [1.2175779  0.9890208  0.99763536 0.87167513]]
-    [[30.677538 30.228949 32.23902  ... 30.545773 33.473167 31.06947 ]
-     [31.065403 30.725115 32.664516 ... 28.20905  32.40338  30.929028]
-     [32.29146  29.725689 32.024498 ... 29.635836 32.2503   28.974188]
+    [[1.4871304 1.9351901 1.419917  1.5539222]
+     [1.1803724 1.539655  1.0351886 1.2254355]
+     [1.0626671 1.4081099 1.3943331 1.2107222]
+     [0.9529927 1.3137844 1.3393073 1.1591246]]
+    [[32.021362 37.03153  33.453312 ... 33.51943  30.387108 36.395283]
+     [29.530006 32.09556  29.859373 ... 31.825459 26.044508 33.05842 ]
+     [30.820776 32.985077 32.520226 ... 34.656216 29.170649 33.523502]
      ...
-     [30.58205  29.334024 31.588413 ... 29.50405  31.473904 32.218807]
-     [34.3398   33.3395   33.87613  ... 30.60191  34.281254 32.372242]
-     [31.994066 29.989674 31.718933 ... 30.021399 33.45083  31.790953]]
+     [31.895296 35.07469  30.863667 ... 33.09567  29.792223 35.246487]
+     [30.418932 35.220913 30.223928 ... 35.55045  28.670534 34.14227 ]
+     [31.668335 33.9866   33.273804 ... 35.6955   29.928423 34.708954]]
 
 
 
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 a0af56b212..bd49fda21c 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)  
-       2.3108       2.3108       2.3108       2.3108       0.0000              
    
+       2.3048       2.3048       2.3048       2.3048       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)  
-       0.8747       0.8747       0.8747       0.8747       0.0000              
    
+       0.8763       0.8763       0.8763       0.8763       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)  
-       0.3366       0.3366       0.3366       0.3366       0.0000              
    
+       0.3292       0.3292       0.3292       0.3292       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 972af2a1cc..4dafbc3fe0 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
 
-    [[-0.09122607  0.09708433 -0.07901137 -0.06034852  0.12497806 -0.04517557
-       0.01296252 -0.02178368  0.09209362  0.13017236]]
+    [[-0.07107538 -0.2714604   0.11790744  0.00325732 -0.01658848  0.07520855
+      -0.16973996  0.07627514  0.00455908  0.06693958]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.09122606  0.09708434 -0.07901134 -0.06034855  0.12497804 -0.04517556
-       0.01296258 -0.0217837   0.09209369  0.13017242]]
+    [[-0.07107536 -0.2714604   0.11790756  0.00325728 -0.01658848  0.07520853
+      -0.16973996  0.07627509  0.00455906  0.06693955]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index e331b7fd9b..1ec874602c 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
 
-    [[25739.834 25183.672 25271.111 26292.861 26163.633 26714.504 25683.953
-      26033.488 25069.287 24298.355]]
+    [[25597.945 27574.777 24849.346 25391.605 26565.72  25486.559 24480.84
+      25390.438 23348.264 25166.334]]
 
 
 
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 fbb3584501..881fd39a25 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
 =================
-**00:06.991** total execution time for 2 files **from get_started/tutorials**:
+**00:08.412** 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``)
-     - 00:06.796
+     - 00:08.217
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.194
+     - 00:00.195
      - 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 10600d723e..070734cf85 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
 
-    1.368e-07 secs/op
+    1.25e-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 d44730124a..17f4f42a15 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
 
-    [[25249.47  26069.191 26855.062 26250.477 24623.863 26201.797 26311.818
-      25192.586 26392.582 26356.162]]
+    [[24438.371 24922.922 25248.57  23145.883 23446.719 25512.186 25068.926
+      24508.281 25551.086 23730.   ]]
 
 
 
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 706aa040da..31e9ff6750 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]      35%|███▌      | 
15.8M/44.7M [00:00<00:00, 164MB/s]      82%|████████▏ | 36.5M/44.7M 
[00:00<00:00, 195MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 196MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      36%|███▌      | 
16.1M/44.7M [00:00<00:00, 168MB/s]      82%|████████▏ | 36.8M/44.7M 
[00:00<00:00, 196MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 197MB/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 1062f3f26e..0d031b50b9 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
 =================
-**00:41.582** total execution time for 4 files **from how_to/tutorials**:
+**00:42.403** 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``)
-     - 00:40.068
-     - 0.0
-   * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.677
+     - 00:40.707
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.619
+     - 00:00.778
+     - 0.0
+   * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
+     - 00:00.691
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.218
+     - 00:00.226
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 2d26e3c68d..f2423cd7fe 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:49.323** total execution time for 10 files **from all galleries**:
+**00:51.556** 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``)
-     - 00:40.068
+     - 00:40.707
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.796
-     - 0.0
-   * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.677
+     - 00:08.217
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.619
+     - 00:00.778
+     - 0.0
+   * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
+     - 00:00.691
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.335
+     - 00:00.333
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.218
+     - 00:00.226
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.199
+     - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.194
+     - 00:00.195
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.141
+     - 00:00.126
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.076
+     - 00:00.078
      - 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 b65d7c0ee8..fd2bfb5149 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:00.216</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.203</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" />
@@ -315,11 +315,11 @@ $(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>00:00.141</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>00:00.076</p></td>
+<td><p>00:00.078</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 b4e31603d4..8ae3c13306 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:00.535</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.538</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" />
@@ -315,11 +315,11 @@ $(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>00:00.335</p></td>
+<td><p>00:00.333</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>00:00.199</p></td>
+<td><p>00:00.205</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 fff2fcfe8d..075fedee9c 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -491,17 +491,17 @@ 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>[[1.5063446  1.345166   0.7030489  
1.2426925 ]
- [0.478414   0.62382585 0.4335662  0.32509476]
- [1.2035726  1.2183436  0.7620847  0.9613682 ]
- [1.2175779  0.9890208  0.99763536 0.87167513]]
-[[30.677538 30.228949 32.23902  ... 30.545773 33.473167 31.06947 ]
- [31.065403 30.725115 32.664516 ... 28.20905  32.40338  30.929028]
- [32.29146  29.725689 32.024498 ... 29.635836 32.2503   28.974188]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.4871304 1.9351901 1.419917  1.5539222]
+ [1.1803724 1.539655  1.0351886 1.2254355]
+ [1.0626671 1.4081099 1.3943331 1.2107222]
+ [0.9529927 1.3137844 1.3393073 1.1591246]]
+[[32.021362 37.03153  33.453312 ... 33.51943  30.387108 36.395283]
+ [29.530006 32.09556  29.859373 ... 31.825459 26.044508 33.05842 ]
+ [30.820776 32.985077 32.520226 ... 34.656216 29.170649 33.523502]
  ...
- [30.58205  29.334024 31.588413 ... 29.50405  31.473904 32.218807]
- [34.3398   33.3395   33.87613  ... 30.60191  34.281254 32.372242]
- [31.994066 29.989674 31.718933 ... 30.021399 33.45083  31.790953]]
+ [31.895296 35.07469  30.863667 ... 33.09567  29.792223 35.246487]
+ [30.418932 35.220913 30.223928 ... 35.55045  28.670534 34.14227 ]
+ [31.668335 33.9866   33.273804 ... 35.6955   29.928423 34.708954]]
 </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 9fac319f93..2ec8f195a8 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -370,7 +370,7 @@ 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)
-   2.3108       2.3108       2.3108       2.3108       0.0000
+   2.3048       2.3048       2.3048       2.3048       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -466,7 +466,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8747       0.8747       0.8747       0.8747       0.0000
+   0.8763       0.8763       0.8763       0.8763       0.0000
 </pre></div>
 </div>
 </section>
@@ -560,7 +560,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3366       0.3366       0.3366       0.3366       0.0000
+   0.3292       0.3292       0.3292       0.3292       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 ce05899559..6260885dd6 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -813,8 +813,8 @@ 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>[[-0.09122607  0.09708433 -0.07901137 
-0.06034852  0.12497806 -0.04517557
-   0.01296252 -0.02178368  0.09209362  0.13017236]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.07107538 -0.2714604   0.11790744  
0.00325732 -0.01658848  0.07520855
+  -0.16973996  0.07627514  0.00455908  0.06693958]]
 </pre></div>
 </div>
 </section>
@@ -848,8 +848,8 @@ 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>[[-0.09122606  0.09708434 -0.07901134 
-0.06034855  0.12497804 -0.04517556
-   0.01296258 -0.0217837   0.09209369  0.13017242]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.07107536 -0.2714604   0.11790756  
0.00325728 -0.01658848  0.07520853
+  -0.16973996  0.07627509  0.00455906  0.06693955]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index c2dfb27a8b..6f9460fb76 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -459,8 +459,8 @@ 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>[[25739.834 25183.672 25271.111 26292.861 
26163.633 26714.504 25683.953
-  26033.488 25069.287 24298.355]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25597.945 27574.777 24849.346 25391.605 
26565.72  25486.559 24480.84
+  25390.438 23348.264 25166.334]]
 </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 c5ec9225b8..64e61fa2d4 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:06.991</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:08.412</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" />
@@ -315,11 +315,11 @@ $(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>00:06.796</p></td>
+<td><p>00:08.217</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>00:00.194</p></td>
+<td><p>00:00.195</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 f2ad3f0d86..304f6d6281 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -474,7 +474,7 @@ 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>1.368e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.25e-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 91352ca924..5d1c9e93b1 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -608,8 +608,8 @@ 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>[[25249.47  26069.191 26855.062 26250.477 
24623.863 26201.797 26311.818
-  25192.586 26392.582 26356.162]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24438.371 24922.922 25248.57  23145.883 
23446.719 25512.186 25068.926
+  24508.281 25551.086 23730.   ]]
 </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 c20d596aee..d029effa73 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -330,9 +330,9 @@ 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]
- 35%|███▌      | 15.8M/44.7M [00:00&lt;00:00, 164MB/s]
- 82%|████████▏ | 36.5M/44.7M [00:00&lt;00:00, 195MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 196MB/s]
+ 36%|███▌      | 16.1M/44.7M [00:00&lt;00:00, 168MB/s]
+ 82%|████████▏ | 36.8M/44.7M [00:00&lt;00:00, 196MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 197MB/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 edc4f8560b..152d6cac64 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <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>00:41.582</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:42.403</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" />
@@ -315,19 +315,19 @@ $(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>00:40.068</p></td>
+<td><p>00:40.707</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>00:00.677</p></td>
+<tr class="row-odd"><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>00:00.778</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>00:00.619</p></td>
+<tr class="row-even"><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>00:00.691</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>00:00.218</p></td>
+<td><p>00:00.226</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 00dd7850f4..f0528e4b21 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
the RPC server can\u2019t be launched.": [[40, 
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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
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"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index b3fb48291d..3975a55515 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:49.323</strong> total execution time for 10 files <strong>from 
all galleries</strong>:</p>
+<p><strong>00:51.556</strong> total execution time for 10 files <strong>from 
all galleries</strong>:</p>
 <div class="docutils container">
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href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
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@@ -315,43 +315,43 @@ $(document).ready( function () {
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class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:40.068</p></td>
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notranslate"><span 
class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
-<td><p>00:06.796</p></td>
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 <td><p>0.0</p></td>
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-<td><p>00:00.677</p></td>
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