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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 62fd7fc178 deploying docs 
(apache/tvm@010089eafed221fd73e6f4fb9cd582ac3d63e2e7)
62fd7fc178 is described below

commit 62fd7fc178195998c6a6a68fed691a83759a39e2
Author: tvm-bot <[email protected]>
AuthorDate: Tue Sep 9 02:14:22 2025 +0000

    deploying docs (apache/tvm@010089eafed221fd73e6f4fb9cd582ac3d63e2e7)
---
 .../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      |   4 ++--
 .../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 +-
 .../_sources/how_to/tutorials/customize_opt.rst.txt |   4 ++--
 .../_sources/how_to/tutorials/e2e_opt_model.rst.txt |   2 +-
 .../how_to/tutorials/sg_execution_times.rst.txt     |  10 +++++-----
 docs/_sources/sg_execution_times.rst.txt            |  20 ++++++++++----------
 .../relax/tutorials/sg_execution_times.html         |   4 ++--
 .../tensor_ir/tutorials/sg_execution_times.html     |   6 +++---
 .../deep_dive/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 +++---
 .../how_to/tutorials/cross_compilation_and_rpc.html |   2 +-
 docs/how_to/tutorials/customize_opt.html            |   4 ++--
 docs/how_to/tutorials/e2e_opt_model.html            |   6 +++---
 docs/how_to/tutorials/sg_execution_times.html       |  10 +++++-----
 docs/searchindex.js                                 |   2 +-
 docs/sg_execution_times.html                        |  20 ++++++++++----------
 35 files changed, 95 insertions(+), 95 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 44c5543d6b..6ad66edb4e 100644
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diff --git 
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index 1b02316f19..0b4fa2ecf1 100644
Binary files 
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 231fae7cc4..58cf06f50d 100644
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b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip differ
diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index b36a8ad5fe..477f0604a3 100644
Binary files 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 4de560268f..fa148ca79b 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 9703be68f7..64c29ac697 100644
Binary files 
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 and 
b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 64a34bb44c..15110a5f20 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 83fb799c7f..056fd75afb 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
 =================
-**00:00.204** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.202** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``relax_creation.py``)
-     - 00:00.127
+     - 00:00.125
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
      - 00:00.077
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 2bd6644c17..ceeee596ea 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
 =================
-**00:00.497** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.508** 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``)
-     - 00:00.309
+     - 00:00.316
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.188
+     - 00:00.191
      - 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 e8c4d48bdc..fcdd872ad2 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
 
-    [[1.1267889 1.4921708 1.4765959 0.9249995]
-     [2.2765992 2.1712847 2.6449652 1.5365322]
-     [2.0343807 1.4992819 2.2396464 1.2175505]
-     [1.5460057 1.5706404 1.744776  1.0376716]]
-    [[33.281487 31.678526 32.2581   ... 31.762579 36.60329  36.011604]
-     [30.123138 28.297188 29.13717  ... 28.510406 32.734715 29.437414]
-     [30.358988 26.641193 27.951345 ... 29.039057 30.69999  30.044214]
+    [[0.9909369  0.7594303  1.006059   1.313085  ]
+     [0.645936   0.41733623 0.4602474  0.85252357]
+     [1.0339174  0.6770997  0.87737525 1.2371914 ]
+     [0.97505563 0.7861843  0.47865653 1.2443534 ]]
+    [[31.139568 28.776964 28.016848 ... 34.057434 31.548185 31.882208]
+     [33.704872 30.215057 30.61386  ... 33.40498  33.550896 32.207695]
+     [33.0925   31.599752 32.140278 ... 35.180553 34.752777 31.870255]
      ...
-     [33.876442 30.334793 32.056587 ... 31.329277 33.20621  32.426105]
-     [32.626663 30.220213 31.663929 ... 31.735876 34.201866 33.056576]
-     [33.54827  32.28254  30.95808  ... 29.824718 34.815678 32.64949 ]]
+     [32.303577 29.960472 30.642544 ... 35.331886 34.118618 32.512123]
+     [30.57753  27.737383 29.560284 ... 32.978474 30.98533  28.56019 ]
+     [32.95071  31.57692  29.578674 ... 36.33156  34.289337 34.457623]]
 
 
 
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 86b74b0621..ec56318ca8 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)  
-       2.2319       2.2319       2.2319       2.2319       0.0000              
    
+       2.3117       2.3117       2.3117       2.3117       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)  
-       0.8472       0.8472       0.8472       0.8472       0.0000              
    
+       0.8751       0.8751       0.8751       0.8751       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)  
-       0.3191       0.3191       0.3191       0.3191       0.0000              
    
+       0.3307       0.3307       0.3307       0.3307       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 4397066557..7b1cefc818 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
 
-    [[-0.00110031 -0.20449686 -0.14811155  0.13757232 -0.20253748  0.04177996
-      -0.07720898  0.14182252 -0.11631804  0.08094296]]
+    [[ 0.15349254  0.14730513  0.1054459  -0.10431509 -0.0243959  -0.00951323
+       0.20008133  0.25746292 -0.05122281 -0.11105262]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.00110032 -0.20449692 -0.1481115   0.13757232 -0.20253742  0.04177994
-      -0.07720903  0.14182247 -0.11631814  0.08094295]]
+    [[ 0.15349251  0.1473051   0.10544588 -0.10431512 -0.02439588 -0.00951324
+       0.20008129  0.25746292 -0.05122279 -0.11105267]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 302cfbb031..b02991ce72 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
 
-    [[23709.96  23185.262 22688.762 24297.123 22736.96  23683.799 23711.588
-      24120.336 23535.51  24328.434]]
+    [[25682.15  25600.025 24699.229 24125.375 27427.936 25593.273 26760.65
+      25133.02  26520.805 25751.67 ]]
 
 
 
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 092da15be0..c17bc90a6e 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
 =================
-**00:10.212** total execution time for 2 files **from get_started/tutorials**:
+**00:11.003** 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``)
-     - 00:10.028
+     - 00:10.813
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.184
+     - 00:00.190
      - 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 8394d20a52..5bab6c8d1d 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
 
-    1.2781e-06 secs/op
+    1.286e-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 6782669b83..d8946d4399 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
 
-    [[25804.072 25234.797 24747.855 23863.885 24310.018 26154.75  25283.268
-      24277.625 25507.771 25346.963]]
+    [[25419.672 25582.785 26991.588 25698.66  26358.166 25534.45  25501.092
+      25458.38  24648.242 24055.297]]
 
 
 
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 4135b3bdf7..5ae659ee72 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]      36%|███▌      | 
16.1M/44.7M [00:00<00:00, 169MB/s]      86%|████████▌ | 38.4M/44.7M 
[00:00<00:00, 207MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 205MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      39%|███▉      | 
17.5M/44.7M [00:00<00:00, 183MB/s]      90%|█████████ | 40.2M/44.7M 
[00:00<00:00, 215MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 213MB/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 9c24349b62..c1481f15a1 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:39.081** total execution time for 4 files **from how_to/tutorials**:
+**00:40.093** total execution time for 4 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,14 +33,14 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:37.439
+     - 00:38.504
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.739
+     - 00:00.707
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.666
+     - 00:00.676
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.237
+     - 00:00.204
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index fc9822f5d9..09ad2bfb0a 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:49.994** total execution time for 10 files **from all galleries**:
+**00:51.805** total execution time for 10 files **from all galleries**:
 
 .. container::
 
@@ -33,31 +33,31 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:37.439
+     - 00:38.504
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:10.028
+     - 00:10.813
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.739
+     - 00:00.707
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.666
+     - 00:00.676
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.309
+     - 00:00.316
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.237
+     - 00:00.204
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.188
+     - 00:00.191
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.184
+     - 00:00.190
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.127
+     - 00:00.125
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
      - 00:00.077
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 5c5253ae81..0d348c51a2 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>00:00.204</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.202</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" />
@@ -315,7 +315,7 @@ $(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>00:00.127</p></td>
+<td><p>00:00.125</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>
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 9d33f9a096..85a4177f4c 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>00:00.497</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.508</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>00:00.309</p></td>
+<td><p>00:00.316</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>00:00.188</p></td>
+<td><p>00:00.191</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 8d3e54df51..28e8b50cb3 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>[[1.1267889 1.4921708 1.4765959 0.9249995]
- [2.2765992 2.1712847 2.6449652 1.5365322]
- [2.0343807 1.4992819 2.2396464 1.2175505]
- [1.5460057 1.5706404 1.744776  1.0376716]]
-[[33.281487 31.678526 32.2581   ... 31.762579 36.60329  36.011604]
- [30.123138 28.297188 29.13717  ... 28.510406 32.734715 29.437414]
- [30.358988 26.641193 27.951345 ... 29.039057 30.69999  30.044214]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.9909369  0.7594303  1.006059   1.313085 
 ]
+ [0.645936   0.41733623 0.4602474  0.85252357]
+ [1.0339174  0.6770997  0.87737525 1.2371914 ]
+ [0.97505563 0.7861843  0.47865653 1.2443534 ]]
+[[31.139568 28.776964 28.016848 ... 34.057434 31.548185 31.882208]
+ [33.704872 30.215057 30.61386  ... 33.40498  33.550896 32.207695]
+ [33.0925   31.599752 32.140278 ... 35.180553 34.752777 31.870255]
  ...
- [33.876442 30.334793 32.056587 ... 31.329277 33.20621  32.426105]
- [32.626663 30.220213 31.663929 ... 31.735876 34.201866 33.056576]
- [33.54827  32.28254  30.95808  ... 29.824718 34.815678 32.64949 ]]
+ [32.303577 29.960472 30.642544 ... 35.331886 34.118618 32.512123]
+ [30.57753  27.737383 29.560284 ... 32.978474 30.98533  28.56019 ]
+ [32.95071  31.57692  29.578674 ... 36.33156  34.289337 34.457623]]
 </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 f20fb25646..c36c9c0a26 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)
-   2.2319       2.2319       2.2319       2.2319       0.0000
+   2.3117       2.3117       2.3117       2.3117       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)
-   0.8472       0.8472       0.8472       0.8472       0.0000
+   0.8751       0.8751       0.8751       0.8751       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)
-   0.3191       0.3191       0.3191       0.3191       0.0000
+   0.3307       0.3307       0.3307       0.3307       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 e96a7bdf41..c3db3822cb 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>[[-0.00110031 -0.20449686 -0.14811155  
0.13757232 -0.20253748  0.04177996
-  -0.07720898  0.14182252 -0.11631804  0.08094296]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.15349254  0.14730513  0.1054459  
-0.10431509 -0.0243959  -0.00951323
+   0.20008133  0.25746292 -0.05122281 -0.11105262]]
 </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>[[-0.00110032 -0.20449692 -0.1481115   
0.13757232 -0.20253742  0.04177994
-  -0.07720903  0.14182247 -0.11631814  0.08094295]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.15349251  0.1473051   0.10544588 
-0.10431512 -0.02439588 -0.00951324
+   0.20008129  0.25746292 -0.05122279 -0.11105267]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index dfd5281f30..9c66f2c001 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>[[23709.96  23185.262 22688.762 24297.123 
22736.96  23683.799 23711.588
-  24120.336 23535.51  24328.434]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25682.15  25600.025 24699.229 24125.375 
27427.936 25593.273 26760.65
+  25133.02  26520.805 25751.67 ]]
 </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 bd84399a92..8edbd253de 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>00:10.212</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:11.003</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>00:10.028</p></td>
+<td><p>00:10.813</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>00:00.184</p></td>
+<td><p>00:00.190</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 b5808b27c1..0f4c405e49 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>1.2781e-06 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.286e-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 8bfab164ad..aaa260d174 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>[[25804.072 25234.797 24747.855 23863.885 
24310.018 26154.75  25283.268
-  24277.625 25507.771 25346.963]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25419.672 25582.785 26991.588 25698.66  
26358.166 25534.45  25501.092
+  25458.38  24648.242 24055.297]]
 </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 29623477fc..a2d6542d02 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]
- 36%|███▌      | 16.1M/44.7M [00:00&lt;00:00, 169MB/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]
+ 39%|███▉      | 17.5M/44.7M [00:00&lt;00:00, 183MB/s]
+ 90%|█████████ | 40.2M/44.7M [00:00&lt;00:00, 215MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 213MB/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 029893a3f3..949e921d98 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>00:39.081</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:40.093</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>00:37.439</p></td>
+<td><p>00:38.504</p></td>
 <td><p>0.0</p></td>
 </tr>
 <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>00:00.739</p></td>
+<td><p>00:00.707</p></td>
 <td><p>0.0</p></td>
 </tr>
 <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>00:00.666</p></td>
+<td><p>00:00.676</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>00:00.237</p></td>
+<td><p>00:00.204</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 7c244ffcd7..33eba0a64e 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 7cef8b9aef..190c999d60 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>
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all galleries</strong>:</p>
+<p><strong>00:51.805</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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class="docutils literal notranslate"><span 
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notranslate"><span 
class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
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