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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 208d6d3723 deploying docs 
(apache/tvm@27d13db9a476e5379609d49f990dc0509801a9ce)
208d6d3723 is described below

commit 208d6d3723df8965e4eaec45a89ac866773a1352
Author: tvm-bot <[email protected]>
AuthorDate: Wed Aug 20 15:08:40 2025 +0000

    deploying docs (apache/tvm@27d13db9a476e5379609d49f990dc0509801a9ce)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip  | Bin 23868 -> 23868 bytes
 .../tir_transformation.zip                          | Bin 15563 -> 15563 bytes
 .../relax_creation.zip                              | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                        | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                                | Bin 54065 -> 54065 bytes
 .../e2e_opt_model.zip                               | Bin 11213 -> 11213 bytes
 .../quick_start.zip                                 | Bin 16274 -> 16274 bytes
 .../tir_creation.zip                                | Bin 24343 -> 24343 bytes
 .../cross_compilation_and_rpc.zip                   | Bin 21652 -> 21652 bytes
 .../customize_opt.zip                               | Bin 19789 -> 19789 bytes
 .../relax/tutorials/sg_execution_times.rst.txt      |   6 +++---
 .../tensor_ir/tutorials/sg_execution_times.rst.txt  |   4 ++--
 .../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         |   6 +++---
 .../tensor_ir/tutorials/sg_execution_times.html     |   4 ++--
 .../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 
b/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip
index 699913d120..57138e0254 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 f9ad853611..5de7b1a2d4 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 287efebe3f..4fb7f1f283 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index 7f7da32839..9214c624f1 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 9596153db1..5fef8f90ab 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 57ed46e3d6..703335fad2 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 5a27d8cf59..2f68666b09 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 431f5db18d..f73c2eeabe 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
 =================
-**00:00.210** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.215** 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``)
-     - 00:00.132
+     - 00:00.135
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.078
+     - 00:00.080
      - 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 c122a75636..fe7cbea9b6 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
 =================
-**00:00.529** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.540** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.324
+     - 00:00.335
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
      - 00:00.205
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 a9900cfb96..8275617209 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
 
-    [[1.3945603 1.639635  1.3863822 1.5697185]
-     [1.2704754 1.7358828 1.0859367 1.7303872]
-     [0.3469591 0.8755851 0.5570421 0.4736851]
-     [0.8373095 1.4420195 1.0610491 1.086641 ]]
-    [[31.120121 30.565195 30.687273 ... 27.567621 29.880741 30.357914]
-     [38.379154 35.680603 33.90611  ... 31.877256 31.44231  32.592613]
-     [34.612804 33.31941  34.059578 ... 29.593397 34.46579  32.959023]
+    [[0.921033   1.9084052  1.7379298  1.0015215 ]
+     [0.3055386  0.99588966 0.82788795 0.6609799 ]
+     [0.2742549  1.0778074  0.9117403  0.7427503 ]
+     [0.5585448  0.9534015  0.7635288  0.4215468 ]]
+    [[31.07427  34.33766  34.45125  ... 34.900543 30.481915 33.88769 ]
+     [30.037605 31.39763  33.011497 ... 32.950962 30.516062 30.98597 ]
+     [29.078526 28.559992 27.724396 ... 29.644745 27.260523 28.427486]
      ...
-     [32.88232  31.927177 31.573322 ... 28.206263 29.617466 30.718307]
-     [33.995213 33.71998  30.776495 ... 28.150434 30.721714 30.132992]
-     [33.20917  33.754444 34.159378 ... 29.960756 31.75735  31.190283]]
+     [27.56006  30.127224 28.962046 ... 30.401114 26.490358 29.32725 ]
+     [29.36525  30.592848 29.491566 ... 30.781794 27.628061 29.130705]
+     [28.924757 29.56135  32.201057 ... 32.157387 27.484858 29.822844]]
 
 
 
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 4ef238af25..2481b1e6d9 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)  
-       2.3014       2.3014       2.3014       2.3014       0.0000              
    
+       2.2293       2.2293       2.2293       2.2293       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)  
-       0.8746       0.8746       0.8746       0.8746       0.0000              
    
+       0.8483       0.8483       0.8483       0.8483       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)  
-       0.3311       0.3311       0.3311       0.3311       0.0000              
    
+       0.3169       0.3169       0.3169       0.3169       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 87e7c6d775..edd84e2ef4 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
 
-    [[-0.0477874  -0.14318848 -0.21066588 -0.11965835 -0.04601923  0.01697196
-      -0.00893377 -0.09867515  0.08848702  0.05311036]]
+    [[-0.31789777  0.01006112 -0.11970586 -0.02147267  0.13173416 -0.06551704
+       0.141944    0.05488697 -0.10596199 -0.00153434]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.04778745 -0.14318845 -0.21066588 -0.1196584  -0.0460192   0.01697193
-      -0.0089338  -0.09867519  0.08848704  0.05311034]]
+    [[-0.3178978   0.01006113 -0.11970586 -0.02147268  0.13173425 -0.06551705
+       0.14194399  0.05488706 -0.10596203 -0.00153429]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 6973b9a788..71e636b070 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
 
-    [[25293.674 22947.025 24541.36  23809.26  26955.746 23382.508 24810.553
-      22941.504 23630.816 24273.123]]
+    [[24174.498 27214.348 24639.693 25421.11  24276.047 24747.182 23896.697
+      22370.262 25853.414 24547.58 ]]
 
 
 
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 4becf997ea..3a235e8feb 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
 =================
-**00:06.432** total execution time for 2 files **from get_started/tutorials**:
+**00:06.189** 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``)
-     - 00:06.234
+     - 00:05.988
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.198
+     - 00:00.200
      - 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 73a61cdfb1..a80d10e152 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
 
-    1.186e-07 secs/op
+    1.221e-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 48d93ea37a..58b79efb9f 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
 
-    [[25575.436 24834.14  25927.396 25582.197 24622.844 26679.95  24473.992
-      25368.129 26247.21  25325.273]]
+    [[24798.904 27013.18  26341.89  24818.719 25479.336 26769.785 26572.574
+      25688.168 24863.87  24538.137]]
 
 
 
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 f9ce756b90..a84335eb1a 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]      38%|███▊      | 
17.0M/44.7M [00:00<00:00, 178MB/s]      88%|████████▊ | 39.5M/44.7M 
[00:00<00:00, 212MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 210MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      32%|███▏      | 
14.1M/44.7M [00:00<00:00, 147MB/s]      75%|███████▍  | 33.4M/44.7M 
[00:00<00:00, 179MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 182MB/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 5a25610199..16db4fee2e 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
 =================
-**00:40.998** total execution time for 4 files **from how_to/tutorials**:
+**00:41.467** 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``)
-     - 00:39.305
+     - 00:39.837
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.777
+     - 00:00.737
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.696
+     - 00:00.679
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.220
+     - 00:00.215
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 51993cbcea..9e55d45422 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:48.170** total execution time for 10 files **from all galleries**:
+**00:48.411** 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``)
-     - 00:39.305
+     - 00:39.837
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.234
+     - 00:05.988
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.777
+     - 00:00.737
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.696
+     - 00:00.679
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.324
+     - 00:00.335
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.220
+     - 00:00.215
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
      - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.198
+     - 00:00.200
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.132
+     - 00:00.135
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.078
+     - 00:00.080
      - 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 57d4026517..0907620ede 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span 
id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation
 times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:00.210</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.215</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,11 +321,11 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
 class="std std-ref">Relax Creation</span></a> (<code class="docutils literal 
notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.132</p></td>
+<td><p>00:00.135</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
 class="std std-ref">Transformation</span></a> (<code class="docutils literal 
notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.078</p></td>
+<td><p>00:00.080</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 55af8a906c..80d13949a3 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span 
id="sphx-glr-deep-dive-tensor-ir-tutorials-sg-execution-times"></span><h1>Computation
 times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:00.529</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.540</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,7 +321,7 @@ $(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>00:00.324</p></td>
+<td><p>00:00.335</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>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 50e80bcc0a..11cfcd7824 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -517,17 +517,17 @@ be used to ascertain the shape and data type of a 
TensorIR.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">evaluate_dynamic_shape</span><span class="p">(</span><span 
class="n">dyn_shape_lib</span><span class="p">,</span> <span 
class="n">m</span><span class="o">=</span><span class="mi">64</span><span 
class="p">,</span> <span class="n">n</span><span class="o">=</span><span 
class="mi">64</span><span class="p">,</span> <a 
href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar" 
title="tvm.tir.IterVar" class="sphx-glr-ba [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.3945603 1.639635  1.3863822 1.5697185]
- [1.2704754 1.7358828 1.0859367 1.7303872]
- [0.3469591 0.8755851 0.5570421 0.4736851]
- [0.8373095 1.4420195 1.0610491 1.086641 ]]
-[[31.120121 30.565195 30.687273 ... 27.567621 29.880741 30.357914]
- [38.379154 35.680603 33.90611  ... 31.877256 31.44231  32.592613]
- [34.612804 33.31941  34.059578 ... 29.593397 34.46579  32.959023]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.921033   1.9084052  1.7379298  
1.0015215 ]
+ [0.3055386  0.99588966 0.82788795 0.6609799 ]
+ [0.2742549  1.0778074  0.9117403  0.7427503 ]
+ [0.5585448  0.9534015  0.7635288  0.4215468 ]]
+[[31.07427  34.33766  34.45125  ... 34.900543 30.481915 33.88769 ]
+ [30.037605 31.39763  33.011497 ... 32.950962 30.516062 30.98597 ]
+ [29.078526 28.559992 27.724396 ... 29.644745 27.260523 28.427486]
  ...
- [32.88232  31.927177 31.573322 ... 28.206263 29.617466 30.718307]
- [33.995213 33.71998  30.776495 ... 28.150434 30.721714 30.132992]
- [33.20917  33.754444 34.159378 ... 29.960756 31.75735  31.190283]]
+ [27.56006  30.127224 28.962046 ... 30.401114 26.490358 29.32725 ]
+ [29.36525  30.592848 29.491566 ... 30.781794 27.628061 29.130705]
+ [28.924757 29.56135  32.201057 ... 32.157387 27.484858 29.822844]]
 </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 f3f6c95d33..86f9fadeff 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -389,7 +389,7 @@ original implementation.</p>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   2.3014       2.3014       2.3014       2.3014       0.0000
+   2.2293       2.2293       2.2293       2.2293       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -485,7 +485,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8746       0.8746       0.8746       0.8746       0.0000
+   0.8483       0.8483       0.8483       0.8483       0.0000
 </pre></div>
 </div>
 </section>
@@ -579,7 +579,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3311       0.3311       0.3311       0.3311       0.0000
+   0.3169       0.3169       0.3169       0.3169       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 460441eba8..2b2b6fd7f2 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -819,8 +819,8 @@ backends.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">cpu_out</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.0477874  -0.14318848 -0.21066588 
-0.11965835 -0.04601923  0.01697196
-  -0.00893377 -0.09867515  0.08848702  0.05311036]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.31789777  0.01006112 -0.11970586 
-0.02147267  0.13173416 -0.06551704
+   0.141944    0.05488697 -0.10596199 -0.00153434]]
 </pre></div>
 </div>
 </section>
@@ -854,8 +854,8 @@ the details of <code class="docutils literal 
notranslate"><span class="pre">DLig
 <span class="k">assert</span> <span class="n">np</span><span 
class="o">.</span><span class="n">allclose</span><span class="p">(</span><span 
class="n">cpu_out</span><span class="p">,</span> <span 
class="n">gpu_out</span><span class="p">,</span> <span 
class="n">atol</span><span class="o">=</span><span class="mf">1e-3</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.04778745 -0.14318845 -0.21066588 
-0.1196584  -0.0460192   0.01697193
-  -0.0089338  -0.09867519  0.08848704  0.05311034]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.3178978   0.01006113 -0.11970586 
-0.02147268  0.13173425 -0.06551705
+   0.14194399  0.05488706 -0.10596203 -0.00153429]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 639a1d1623..d5dfd283a7 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -465,8 +465,8 @@ different devices.</p>
 <span class="nb">print</span><span class="p">(</span><a 
href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" 
title="tvm.runtime.vm.VirtualMachine" 
class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class 
sphx-glr-backref-instance"><span class="n">vm</span></a><span 
class="p">[</span><span class="s2">&quot;forward&quot;</span><span 
class="p">](</span><span class="n">tvm_data</span><span class="p">,</span> 
<span class="o">*</span><a href="http [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25293.674 22947.025 24541.36  23809.26  
26955.746 23382.508 24810.553
-  22941.504 23630.816 24273.123]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24174.498 27214.348 24639.693 25421.11  
24276.047 24747.182 23896.697
+  22370.262 25853.414 24547.58 ]]
 </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 c95b6decb1..525dcceeea 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span 
id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation 
times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:06.432</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:06.189</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,11 +321,11 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span 
class="std std-ref">IRModule</span></a> (<code class="docutils literal 
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:06.234</p></td>
+<td><p>00:05.988</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>00:00.198</p></td>
+<td><p>00:00.200</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 dfdd3223a2..1cbc501045 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -480,7 +480,7 @@ device and returns the measured cost. Network overhead is 
excluded.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="s2">&quot;</span><span class="si">%g</span><span class="s2"> 
secs/op&quot;</span> <span class="o">%</span> <span class="n">cost</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.186e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.221e-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 3c2e176406..83537cfee7 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -614,8 +614,8 @@ pushing the performance to the limit. The current 
optimization may not be the be
 <span class="nb">print</span><span class="p">(</span><span 
class="n">gpu_out</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25575.436 24834.14  25927.396 25582.197 
24622.844 26679.95  24473.992
-  25368.129 26247.21  25325.273]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24798.904 27013.18  26341.89  24818.719 
25479.336 26769.785 26572.574
+  25688.168 24863.87  24538.137]]
 </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 44fbea4edc..b02edb4199 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -336,9 +336,9 @@ PyTorch.</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Downloading: 
&quot;https://download.pytorch.org/models/resnet18-f37072fd.pth&quot; to 
/workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
 
   0%|          | 0.00/44.7M [00:00&lt;?, ?B/s]
- 38%|███▊      | 17.0M/44.7M [00:00&lt;00:00, 178MB/s]
- 88%|████████▊ | 39.5M/44.7M [00:00&lt;00:00, 212MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 210MB/s]
+ 32%|███▏      | 14.1M/44.7M [00:00&lt;00:00, 147MB/s]
+ 75%|███████▍  | 33.4M/44.7M [00:00&lt;00:00, 179MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 182MB/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 0e8d2d7c88..dc21be3e72 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation 
times<a class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:40.998</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:41.467</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -321,19 +321,19 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span 
class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:39.305</p></td>
+<td><p>00:39.837</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>00:00.777</p></td>
+<td><p>00:00.737</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>00:00.696</p></td>
+<td><p>00:00.679</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>00:00.220</p></td>
+<td><p>00:00.215</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 92a6323317..44d1521de6 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 8c57c1de32..86e25c3b39 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -299,7 +299,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
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 <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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 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
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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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class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
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