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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 65067da47d deploying docs 
(apache/tvm@ddf7bce8c7ff99ebb14500312c232c9042fa4c29)
65067da47d is described below

commit 65067da47d19a5acd5edd36dd6297d641c38e586
Author: tvm-bot <[email protected]>
AuthorDate: Sat Oct 18 00:06:44 2025 +0000

    deploying docs (apache/tvm@ddf7bce8c7ff99ebb14500312c232c9042fa4c29)
---
 .../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
 .../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            |  16 ++++++++--------
 .../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            |   2 +-
 docs/how_to/tutorials/sg_execution_times.html       |  10 +++++-----
 docs/searchindex.js                                 |   2 +-
 docs/sg_execution_times.html                        |  16 ++++++++--------
 33 files changed, 83 insertions(+), 83 deletions(-)

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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 1ce8480d18..8ecb36144b 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 78d16ac28b..9511cc06b0 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index c7c8309d93..3019fe3256 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 2acc8ca42c..e45da13965 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/tensor_ir/tutorials/sg_execution_times.rst.txt 
b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index d289fc6133..1adf617add 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
 =================
-**00:00.455** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.454** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -36,5 +36,5 @@ Computation times
      - 00:00.289
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.166
+     - 00:00.165
      - 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 a8ece11045..53d82bd093 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
 
-    [[1.6568205  1.0698365  1.1691421  1.1942025 ]
-     [1.5144864  1.5495222  1.4226282  1.0634534 ]
-     [0.45382136 0.3460263  0.27179787 0.39912522]
-     [1.215808   1.1704586  1.0977404  0.8905215 ]]
-    [[32.315983 25.405392 28.981434 ... 25.280144 31.681606 28.771467]
-     [35.186707 30.66812  30.00496  ... 28.525677 34.96133  31.571741]
-     [34.360096 31.373531 30.237925 ... 26.45419  33.252934 30.35844 ]
+    [[1.2600973  1.0364156  1.5226713  1.4975913 ]
+     [1.2416344  1.0510628  0.89681363 1.6131063 ]
+     [1.6283151  1.3031505  1.3438251  1.6139371 ]
+     [0.65706074 0.47785512 0.7630759  0.82461476]]
+    [[24.378239 23.323359 28.570763 ... 28.442    28.478964 29.66809 ]
+     [30.280848 28.832705 33.59091  ... 32.023155 32.98724  34.90752 ]
+     [32.106777 29.8616   32.67715  ... 32.818893 31.505556 34.173122]
      ...
-     [35.097904 30.589066 30.274649 ... 28.221449 35.82284  32.381775]
-     [30.90887  28.525345 26.525902 ... 22.981813 32.358624 28.65292 ]
-     [36.63733  30.654778 33.15979  ... 30.852892 37.39508  32.61487 ]]
+     [28.101175 29.490173 29.873716 ... 32.422626 31.383888 33.054333]
+     [31.99468  31.936506 32.482964 ... 34.19409  33.353806 34.76975 ]
+     [30.753544 30.067314 31.027245 ... 32.335068 30.995327 35.101173]]
 
 
 
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 f0e746991b..f32ff95158 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)  
-       2.7389       2.7389       2.7389       2.7389       0.0000              
    
+       2.7379       2.7379       2.7379       2.7379       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)  
-       0.8583       0.8583       0.8583       0.8583       0.0000              
    
+       0.8572       0.8572       0.8572       0.8572       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)  
-       0.3354       0.3354       0.3354       0.3354       0.0000              
    
+       0.3375       0.3375       0.3375       0.3375       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 36a367b420..e81c0984b0 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
 
-    [[ 0.16375858 -0.06227993  0.12778667 -0.07827593  0.2628975  -0.180118
-      -0.02437897 -0.18486759  0.2819112   0.17387602]]
+    [[-0.07253158  0.14832285 -0.05211193  0.07595147  0.01892059 -0.33232236
+       0.1882574   0.02360764 -0.15219587 -0.30208617]]
 
 
 
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.16375858 -0.06227994  0.12778667 -0.07827597  0.26289743 -0.18011796
-      -0.02437898 -0.18486762  0.2819112   0.17387599]]
+    [[-0.07253154  0.14832288 -0.05211196  0.0759515   0.01892062 -0.33232242
+       0.18825737  0.02360765 -0.15219581 -0.3020863 ]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index b91b5ac0c2..bfd245e2b4 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
 
-    [[24915.652 24055.307 24539.793 24595.256 24591.438 25115.957 24722.344
-      24305.414 25175.787 23603.484]]
+    [[24364.867 25390.807 25281.232 26685.145 27126.26  24643.12  25852.469
+      26270.174 26346.936 25745.578]]
 
 
 
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 8f931799eb..7734b59b6b 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
 =================
-**00:05.667** total execution time for 2 files **from get_started/tutorials**:
+**00:05.694** 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``)
-     - 00:05.495
+     - 00:05.523
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.172
+     - 00:00.171
      - 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 69cf587812..8daa63a001 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
 
-    1.24e-07 secs/op
+    1.12e-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 f43be73279..7db1643aa3 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
 
-    [[24373.08  24793.266 24896.996 23962.434 27818.639 25581.908 24840.48
-      25680.967 26503.762 26038.225]]
+    [[24026.125 25466.793 25151.086 24959.44  24391.64  24486.254 25377.146
+      24748.9   24240.367 24101.574]]
 
 
 
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 d0e4fc9381..3c3d559ceb 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]      54%|█████▍    | 
24.1M/44.7M [00:00<00:00, 253MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 289MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      56%|█████▌    | 
24.9M/44.7M [00:00<00:00, 260MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 289MB/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 4a1e752e92..aa1a8ccc79 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
 =================
-**00:31.451** total execution time for 4 files **from how_to/tutorials**:
+**00:31.488** 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``)
-     - 00:30.023
+     - 00:30.048
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.716
+     - 00:00.724
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.456
+     - 00:00.455
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.256
+     - 00:00.260
      - 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index ab6bf88a71..f7a8872c68 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:37.741** total execution time for 10 files **from all galleries**:
+**00:37.804** total execution time for 10 files **from all galleries**:
 
 .. container::
 
@@ -33,28 +33,28 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:30.023
+     - 00:30.048
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:05.495
+     - 00:05.523
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.716
+     - 00:00.724
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.456
+     - 00:00.455
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
      - 00:00.289
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.256
+     - 00:00.260
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.172
+     - 00:00.171
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.166
+     - 00:00.165
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
      - 00:00.106
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 8456bc9bbb..4294623182 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>00:00.455</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.454</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" />
@@ -319,7 +319,7 @@ $(document).ready( function () {
 <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>00:00.166</p></td>
+<td><p>00:00.165</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 6e15ba4d08..64e198f10a 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>[[1.6568205  1.0698365  1.1691421  
1.1942025 ]
- [1.5144864  1.5495222  1.4226282  1.0634534 ]
- [0.45382136 0.3460263  0.27179787 0.39912522]
- [1.215808   1.1704586  1.0977404  0.8905215 ]]
-[[32.315983 25.405392 28.981434 ... 25.280144 31.681606 28.771467]
- [35.186707 30.66812  30.00496  ... 28.525677 34.96133  31.571741]
- [34.360096 31.373531 30.237925 ... 26.45419  33.252934 30.35844 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.2600973  1.0364156  1.5226713  
1.4975913 ]
+ [1.2416344  1.0510628  0.89681363 1.6131063 ]
+ [1.6283151  1.3031505  1.3438251  1.6139371 ]
+ [0.65706074 0.47785512 0.7630759  0.82461476]]
+[[24.378239 23.323359 28.570763 ... 28.442    28.478964 29.66809 ]
+ [30.280848 28.832705 33.59091  ... 32.023155 32.98724  34.90752 ]
+ [32.106777 29.8616   32.67715  ... 32.818893 31.505556 34.173122]
  ...
- [35.097904 30.589066 30.274649 ... 28.221449 35.82284  32.381775]
- [30.90887  28.525345 26.525902 ... 22.981813 32.358624 28.65292 ]
- [36.63733  30.654778 33.15979  ... 30.852892 37.39508  32.61487 ]]
+ [28.101175 29.490173 29.873716 ... 32.422626 31.383888 33.054333]
+ [31.99468  31.936506 32.482964 ... 34.19409  33.353806 34.76975 ]
+ [30.753544 30.067314 31.027245 ... 32.335068 30.995327 35.101173]]
 </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 c60ccba899..220d22349b 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)
-   2.7389       2.7389       2.7389       2.7389       0.0000
+   2.7379       2.7379       2.7379       2.7379       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)
-   0.8583       0.8583       0.8583       0.8583       0.0000
+   0.8572       0.8572       0.8572       0.8572       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)
-   0.3354       0.3354       0.3354       0.3354       0.0000
+   0.3375       0.3375       0.3375       0.3375       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 6b20876f7e..329a56d307 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>[[ 0.16375858 -0.06227993  0.12778667 
-0.07827593  0.2628975  -0.180118
-  -0.02437897 -0.18486759  0.2819112   0.17387602]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.07253158  0.14832285 -0.05211193  
0.07595147  0.01892059 -0.33232236
+   0.1882574   0.02360764 -0.15219587 -0.30208617]]
 </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>[[ 0.16375858 -0.06227994  0.12778667 
-0.07827597  0.26289743 -0.18011796
-  -0.02437898 -0.18486762  0.2819112   0.17387599]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.07253154  0.14832288 -0.05211196  
0.0759515   0.01892062 -0.33232242
+   0.18825737  0.02360765 -0.15219581 -0.3020863 ]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 2531efea51..fb0a19f5c9 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>[[24915.652 24055.307 24539.793 24595.256 
24591.438 25115.957 24722.344
-  24305.414 25175.787 23603.484]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24364.867 25390.807 25281.232 26685.145 
27126.26  24643.12  25852.469
+  26270.174 26346.936 25745.578]]
 </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 7396480d0b..d77a7777cd 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>00:05.667</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.694</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>00:05.495</p></td>
+<td><p>00:05.523</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>00:00.172</p></td>
+<td><p>00:00.171</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 c2ea422219..0b14123da8 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>1.24e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.12e-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 d3adaaf274..85a7f4291d 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>[[24373.08  24793.266 24896.996 23962.434 
27818.639 25581.908 24840.48
-  25680.967 26503.762 26038.225]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24026.125 25466.793 25151.086 24959.44  
24391.64  24486.254 25377.146
+  24748.9   24240.367 24101.574]]
 </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 26a3f6da11..b4d5ddd9e4 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -330,7 +330,7 @@ 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]
- 54%|█████▍    | 24.1M/44.7M [00:00&lt;00:00, 253MB/s]
+ 56%|█████▌    | 24.9M/44.7M [00:00&lt;00:00, 260MB/s]
 100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 289MB/s]
 </pre></div>
 </div>
diff --git a/docs/how_to/tutorials/sg_execution_times.html 
b/docs/how_to/tutorials/sg_execution_times.html
index b90ea0b010..6b260e8204 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>00:31.451</strong> total execution time for 4 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:31.488</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>00:30.023</p></td>
+<td><p>00:30.048</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>00:00.716</p></td>
+<td><p>00:00.724</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>00:00.456</p></td>
+<td><p>00:00.455</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>00:00.256</p></td>
+<td><p>00:00.260</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index ea36f6830d..8df528c61f 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 241521fa2a..d4b56e65d5 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -293,7 +293,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:37.741</strong> total execution time for 10 files <strong>from 
all galleries</strong>:</p>
+<p><strong>00:37.804</strong> total execution time for 10 files <strong>from 
all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -315,19 +315,19 @@ $(document).ready( function () {
 </thead>
 <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
 class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:30.023</p></td>
+<td><p>00:30.048</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="get_started/tutorials/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">../get_started/tutorials/ir_module.py</span></code>)</p></td>
-<td><p>00:05.495</p></td>
+<td><p>00:05.523</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.716</p></td>
+<td><p>00:00.724</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.456</p></td>
+<td><p>00:00.455</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/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">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
@@ -335,15 +335,15 @@ $(document).ready( function () {
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="how_to/tutorials/cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
 class="std std-ref">Cross Compilation and RPC</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.256</p></td>
+<td><p>00:00.260</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="get_started/tutorials/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">../get_started/tutorials/quick_start.py</span></code>)</p></td>
-<td><p>00:00.172</p></td>
+<td><p>00:00.171</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/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">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
-<td><p>00:00.166</p></td>
+<td><p>00:00.165</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/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">../deep_dive/relax/tutorials/relax_creation.py</span></code>)</p></td>


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