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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 ae0107d945 deploying docs 
(apache/tvm@00ae64744ef4657766c5bd1f5763a7e5830e08e2)
ae0107d945 is described below

commit ae0107d9456cdd687f40f58bb49c68c797e4d7ba
Author: tvm-bot <[email protected]>
AuthorDate: Sat Sep 13 02:00:00 2025 +0000

    deploying docs (apache/tvm@00ae64744ef4657766c5bd1f5763a7e5830e08e2)
---
 .../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    |  10 ++++----
 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      |  10 ++++----
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  28 ++++++++++-----------
 35 files changed, 104 insertions(+), 104 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 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index f9b445ed09..342d537ac2 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 70cbf92653..5f9262b9f5 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 a9dab57578..11e7cd4b3a 100644
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index 1272e182ca..1372989107 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 a76aafa229..d11720952c 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 8796206e36..eba6f939df 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
 =================
-**00:00.202** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.184** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``relax_creation.py``)
-     - 00:00.128
+     - 00:00.114
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.075
+     - 00:00.070
      - 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 efc30bf583..0dd785d6db 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
 =================
-**00:00.502** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.453** 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``)
-     - 00:00.311
+     - 00:00.280
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.190
+     - 00:00.173
      - 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 669dd66e66..cfcf948758 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
 
-    [[1.1907033 1.1071023 1.1564804 0.7423328]
-     [1.7729437 1.6240814 1.5116502 1.369904 ]
-     [1.5500813 1.4476125 1.8025684 1.2731853]
-     [1.1399024 1.1035521 0.941156  1.2674363]]
-    [[28.923544 26.593142 29.669348 ... 28.766933 26.854164 27.630033]
-     [31.383556 28.817713 33.176155 ... 32.02259  29.9053   33.45207 ]
-     [29.72531  27.07804  30.689142 ... 31.171005 26.037058 30.867485]
+    [[1.1926941  0.49413216 0.6283313  1.0396738 ]
+     [1.5046451  0.6306473  0.6659124  1.3487692 ]
+     [1.6467532  0.8486805  0.85491157 1.4386978 ]
+     [2.302637   1.2076782  1.1217682  2.1133645 ]]
+    [[32.323025 28.46452  28.939053 ... 31.435295 28.359772 30.907167]
+     [32.141575 30.102804 30.939852 ... 33.467087 30.61182  31.81303 ]
+     [32.512836 30.302837 30.011211 ... 31.989996 28.101278 31.19929 ]
      ...
-     [33.08162  30.777615 33.238247 ... 35.186356 31.190252 34.492123]
-     [34.02982  30.5765   33.36508  ... 33.560047 28.386618 33.719128]
-     [30.053358 29.338799 31.05853  ... 32.19838  29.615786 32.657383]]
+     [31.029293 28.558758 28.725632 ... 32.190548 28.430458 27.955965]
+     [29.762457 30.700747 28.707611 ... 31.280687 27.953787 29.03872 ]
+     [32.543766 31.431479 29.699799 ... 32.98875  29.148888 30.8517  ]]
 
 
 
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 b2dfcbc1ef..70a595653b 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)  
-       2.2097       2.2097       2.2097       2.2097       0.0000              
    
+       2.0931       2.0931       2.0931       2.0931       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)  
-       0.8787       0.8787       0.8787       0.8787       0.0000              
    
+       0.7948       0.7948       0.7948       0.7948       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)  
-       0.3117       0.3117       0.3117       0.3117       0.0000              
    
+       0.2991       0.2991       0.2991       0.2991       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 820f0ff1ac..1131ea5764 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
 
-    [[-0.03429589  0.0355929   0.03702114  0.18822119  0.02537945 -0.0231774
-      -0.01598349  0.07495043 -0.00543886 -0.09365528]]
+    [[-0.11270008 -0.05010106  0.19765428  0.08875529 -0.07639422  0.10023811
+       0.07474162 -0.08820011 -0.2288313  -0.18130949]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.03429588  0.03559291  0.03702115  0.18822119  0.02537941 -0.02317741
-      -0.01598348  0.0749504  -0.00543888 -0.09365534]]
+    [[-0.11270009 -0.05010105  0.19765428  0.08875532 -0.07639422  0.10023809
+       0.07474157 -0.08820008 -0.22883134 -0.18130955]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index b5749c764d..b14f31e0f2 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
 
-    [[23692.234 23575.07  24890.334 23934.555 23459.611 25005.803 24909.088
-      23405.578 24737.094 22734.69 ]]
+    [[26656.602 25748.129 25126.146 25121.807 26259.26  25563.963 27589.275
+      26215.492 24357.424 26804.502]]
 
 
 
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 3cd3003315..62468efaf2 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
 =================
-**00:05.774** total execution time for 2 files **from get_started/tutorials**:
+**00:05.399** 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``)
-     - 00:05.589
+     - 00:05.227
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.185
+     - 00:00.172
      - 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 f8362f67e4..3ecd0f7541 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
 
-    1.249e-07 secs/op
+    2.127e-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 9666e2e3f3..a0d1d8ec9b 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
 
-    [[26074.473 24272.3   25016.344 24429.93  25598.336 25413.123 24604.89
-      25573.402 25537.322 25660.36 ]]
+    [[24595.398 24406.293 24696.111 24489.27  24137.605 23362.277 24022.879
+      24845.824 24738.02  24701.568]]
 
 
 
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 330fb45241..63d020c8f3 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]      40%|███▉      | 
17.8M/44.7M [00:00<00:00, 186MB/s]      93%|█████████▎| 41.4M/44.7M 
[00:00<00:00, 222MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 218MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      42%|████▏     | 
18.8M/44.7M [00:00<00:00, 196MB/s]      98%|█████████▊| 43.9M/44.7M 
[00:00<00:00, 235MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 229MB/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 08d8e6d7b7..6a7813fb14 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
 =================
-**00:39.696** total execution time for 4 files **from how_to/tutorials**:
+**00:37.374** 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``)
-     - 00:38.335
+     - 00:36.084
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.610
+     - 00:00.568
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.553
+     - 00:00.552
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.198
+     - 00:00.170
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index a2e828f613..f5b4de8669 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:46.174** total execution time for 10 files **from all galleries**:
+**00:43.410** 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``)
-     - 00:38.335
+     - 00:36.084
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:05.589
+     - 00:05.227
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.610
+     - 00:00.568
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.553
+     - 00:00.552
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.311
-     - 0.0
-   * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.198
+     - 00:00.280
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.190
+     - 00:00.173
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.185
+     - 00:00.172
+     - 0.0
+   * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
+     - 00:00.170
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.128
+     - 00:00.114
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.075
+     - 00:00.070
      - 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 f36263f86e..4eab7aea7c 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>00:00.202</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.184</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>00:00.128</p></td>
+<td><p>00:00.114</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>00:00.075</p></td>
+<td><p>00:00.070</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 ca581f76ee..7e945358fc 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>00:00.502</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.453</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>00:00.311</p></td>
+<td><p>00:00.280</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
 class="std std-ref">TensorIR Creation</span></a> (<code class="docutils 
literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.190</p></td>
+<td><p>00:00.173</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 deaeaad55f..2e49b16699 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>[[1.1907033 1.1071023 1.1564804 0.7423328]
- [1.7729437 1.6240814 1.5116502 1.369904 ]
- [1.5500813 1.4476125 1.8025684 1.2731853]
- [1.1399024 1.1035521 0.941156  1.2674363]]
-[[28.923544 26.593142 29.669348 ... 28.766933 26.854164 27.630033]
- [31.383556 28.817713 33.176155 ... 32.02259  29.9053   33.45207 ]
- [29.72531  27.07804  30.689142 ... 31.171005 26.037058 30.867485]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.1926941  0.49413216 0.6283313  
1.0396738 ]
+ [1.5046451  0.6306473  0.6659124  1.3487692 ]
+ [1.6467532  0.8486805  0.85491157 1.4386978 ]
+ [2.302637   1.2076782  1.1217682  2.1133645 ]]
+[[32.323025 28.46452  28.939053 ... 31.435295 28.359772 30.907167]
+ [32.141575 30.102804 30.939852 ... 33.467087 30.61182  31.81303 ]
+ [32.512836 30.302837 30.011211 ... 31.989996 28.101278 31.19929 ]
  ...
- [33.08162  30.777615 33.238247 ... 35.186356 31.190252 34.492123]
- [34.02982  30.5765   33.36508  ... 33.560047 28.386618 33.719128]
- [30.053358 29.338799 31.05853  ... 32.19838  29.615786 32.657383]]
+ [31.029293 28.558758 28.725632 ... 32.190548 28.430458 27.955965]
+ [29.762457 30.700747 28.707611 ... 31.280687 27.953787 29.03872 ]
+ [32.543766 31.431479 29.699799 ... 32.98875  29.148888 30.8517  ]]
 </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 0ecb8f681b..e40edda954 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)
-   2.2097       2.2097       2.2097       2.2097       0.0000
+   2.0931       2.0931       2.0931       2.0931       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)
-   0.8787       0.8787       0.8787       0.8787       0.0000
+   0.7948       0.7948       0.7948       0.7948       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)
-   0.3117       0.3117       0.3117       0.3117       0.0000
+   0.2991       0.2991       0.2991       0.2991       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 e5726c1a93..43bc65545a 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>[[-0.03429589  0.0355929   0.03702114  
0.18822119  0.02537945 -0.0231774
-  -0.01598349  0.07495043 -0.00543886 -0.09365528]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.11270008 -0.05010106  0.19765428  
0.08875529 -0.07639422  0.10023811
+   0.07474162 -0.08820011 -0.2288313  -0.18130949]]
 </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>[[-0.03429588  0.03559291  0.03702115  
0.18822119  0.02537941 -0.02317741
-  -0.01598348  0.0749504  -0.00543888 -0.09365534]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.11270009 -0.05010105  0.19765428  
0.08875532 -0.07639422  0.10023809
+   0.07474157 -0.08820008 -0.22883134 -0.18130955]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 1c0b45bb9a..688d06bc90 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>[[23692.234 23575.07  24890.334 23934.555 
23459.611 25005.803 24909.088
-  23405.578 24737.094 22734.69 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26656.602 25748.129 25126.146 25121.807 
26259.26  25563.963 27589.275
+  26215.492 24357.424 26804.502]]
 </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 7cfff2f29e..b8fdf0fa36 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>00:05.774</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.399</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>00:05.589</p></td>
+<td><p>00:05.227</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>00:00.185</p></td>
+<td><p>00:00.172</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 991b967fd9..1ed2b82055 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>1.249e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>2.127e-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 76b489c5cb..d51ed117fc 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>[[26074.473 24272.3   25016.344 24429.93  
25598.336 25413.123 24604.89
-  25573.402 25537.322 25660.36 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24595.398 24406.293 24696.111 24489.27  
24137.605 23362.277 24022.879
+  24845.824 24738.02  24701.568]]
 </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 8701f715f1..9ec4534c8e 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]
- 40%|███▉      | 17.8M/44.7M [00:00&lt;00:00, 186MB/s]
- 93%|█████████▎| 41.4M/44.7M [00:00&lt;00:00, 222MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 218MB/s]
+ 42%|████▏     | 18.8M/44.7M [00:00&lt;00:00, 196MB/s]
+ 98%|█████████▊| 43.9M/44.7M [00:00&lt;00:00, 235MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 229MB/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 012c20ac67..49510f268d 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>00:39.696</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:37.374</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>00:38.335</p></td>
+<td><p>00:36.084</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>00:00.610</p></td>
+<td><p>00:00.568</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>00:00.553</p></td>
+<td><p>00:00.552</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>00:00.198</p></td>
+<td><p>00:00.170</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index f63e0c25a6..956197830e 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, 
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index a9225e8117..b45783253a 100644
--- a/docs/sg_execution_times.html
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   <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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