This is an automated email from the ASF dual-hosted git repository.
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 c87bb4ede1 deploying docs
(apache/tvm@ddf7bce8c7ff99ebb14500312c232c9042fa4c29)
c87bb4ede1 is described below
commit c87bb4ede14194395e79c96a79a72afc21f0f2b8
Author: tvm-bot <[email protected]>
AuthorDate: Sat Oct 18 00:00:06 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 | 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 | 18 ++++-----
.../tensor_ir/tutorials/sg_execution_times.html | 6 +--
.../tensor_ir/tutorials/tir_creation.html | 44 ++++++---------------
.../tensor_ir/tutorials/tir_transformation.html | 23 +++--------
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 | 4 +-
docs/how_to/tutorials/sg_execution_times.html | 10 ++---
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 18 ++++-----
33 files changed, 92 insertions(+), 125 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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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index d2b53b95fc..1ce8480d18 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
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index 1641c28f42..78d16ac28b 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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index d414d78953..ada1d24ac2 100644
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diff --git
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
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index 773272efa3..c7c8309d93 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 e30818ea64..2acc8ca42c 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 e7e26e6633..d289fc6133 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
=================
-**00:00.457** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.455** 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``)
- - 00:00.290
+ - 00:00.289
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.167
+ - 00:00.166
- 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 193d689924..a8ece11045 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
- [[1.0875986 0.7067517 1.5506529 1.0208392 ]
- [0.7020384 0.6398143 0.67039245 0.99474704]
- [0.6372203 0.86729527 1.0527146 0.82430714]
- [1.0762942 0.8140093 1.4060538 1.1579441 ]]
- [[33.346516 31.873037 33.87781 ... 33.505936 33.00394 34.33623 ]
- [30.930597 28.959494 31.884445 ... 29.514214 31.735474 33.089104]
- [30.170162 28.548557 32.02904 ... 28.575195 30.021152 30.300169]
+ [[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 ]
...
- [31.280659 28.834557 31.684875 ... 31.740993 31.696163 32.972916]
- [32.46263 29.348352 32.93977 ... 31.621656 31.05895 33.127266]
- [30.97766 29.399717 33.852787 ... 30.562302 32.718346 33.866844]]
+ [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 ]]
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 f9e712b594..f0e746991b 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)
- 2.7349 2.7349 2.7349 2.7349 0.0000
+ 2.7389 2.7389 2.7389 2.7389 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)
- 0.8597 0.8597 0.8597 0.8597 0.0000
+ 0.8583 0.8583 0.8583 0.8583 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)
- 0.3389 0.3389 0.3389 0.3389 0.0000
+ 0.3354 0.3354 0.3354 0.3354 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 31e4372cad..36a367b420 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
- [[-0.11589819 0.14085971 -0.07646291 -0.05281265 0.0114715 0.03833015
- 0.20381245 0.18218559 -0.05914392 -0.08161157]]
+ [[ 0.16375858 -0.06227993 0.12778667 -0.07827593 0.2628975 -0.180118
+ -0.02437897 -0.18486759 0.2819112 0.17387602]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.11589818 0.1408597 -0.07646297 -0.05281269 0.01147154 0.03833013
- 0.20381242 0.18218562 -0.0591439 -0.0816116 ]]
+ [[ 0.16375858 -0.06227994 0.12778667 -0.07827597 0.26289743 -0.18011796
+ -0.02437898 -0.18486762 0.2819112 0.17387599]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 3b6f6b1e0c..b91b5ac0c2 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
- [[24899.027 24547.467 24886.754 26749.062 24045.818 26462.473 24923.1
- 26031.375 26361.559 24418.553]]
+ [[24915.652 24055.307 24539.793 24595.256 24591.438 25115.957 24722.344
+ 24305.414 25175.787 23603.484]]
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 0f46b6a6c4..8f931799eb 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
=================
-**00:05.596** total execution time for 2 files **from get_started/tutorials**:
+**00:05.667** 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``)
- - 00:05.425
+ - 00:05.495
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.171
+ - 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 986a4b7c26..69cf587812 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
- 1.19e-07 secs/op
+ 1.24e-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 688a40385d..f43be73279 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
- [[25911.57 25778.992 24439.25 25299.596 24945.68 23448.5 25548.717
- 25369.586 25408.045 24966.33 ]]
+ [[24373.08 24793.266 24896.996 23962.434 27818.639 25581.908 24840.48
+ 25680.967 26503.762 26038.225]]
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 a7d0a8c9c2..d0e4fc9381 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] 52%|█████▏ |
23.4M/44.7M [00:00<00:00, 245MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 277MB/s]
+ 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]
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 ec07b18ea8..4a1e752e92 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
=================
-**00:31.383** total execution time for 4 files **from how_to/tutorials**:
+**00:31.451** 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``)
- - 00:29.956
+ - 00:30.023
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.710
+ - 00:00.716
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.459
+ - 00:00.456
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.257
+ - 00:00.256
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index 41c67b40ed..ab6bf88a71 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:37.604** total execution time for 10 files **from all galleries**:
+**00:37.741** 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``)
- - 00:29.956
+ - 00:30.023
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:05.425
+ - 00:05.495
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.710
+ - 00:00.716
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.459
+ - 00:00.456
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.290
+ - 00:00.289
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.257
+ - 00:00.256
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.171
+ - 00:00.172
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.167
+ - 00:00.166
- 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 f069f7fbc7..8456bc9bbb 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>00:00.457</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.455</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>00:00.290</p></td>
+<td><p>00:00.289</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>00:00.167</p></td>
+<td><p>00:00.166</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 b209997183..6e15ba4d08 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -192,29 +192,9 @@
<li class="toctree-l1"><a class="reference internal"
href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep
Dive</span></p>
-<ul class="current">
+<ul>
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
-<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">TensorIR</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Tensor Program Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand TensorIR Abstraction</a></li>
-<li class="toctree-l2 current"><a class="current reference internal"
href="#">TensorIR Creation</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="#create-tensorir-using-tvmscript">Create TensorIR using TVMScript</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="#standard-format">Standard Format</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="#concise-with-syntactic-sugar">Concise with Syntactic Sugar</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="#interactive-with-python-variables">Interactive with Python
Variables</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="#tensorir-function-with-dynamic-shapes">TensorIR Function with Dynamic
Shapes</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal"
href="#create-tensorir-using-tensor-expression">Create TensorIR using Tensor
Expression</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="#create-static-shape-functions">Create Static-Shape Functions</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="#create-dynamic-shape-functions">Create Dynamic-Shape Functions</a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal"
href="tir_transformation.html">Transformation</a></li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal"
href="../index.html">TensorIR</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../relax/index.html">Relax</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
@@ -511,17 +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>[[1.0875986 0.7067517 1.5506529
1.0208392 ]
- [0.7020384 0.6398143 0.67039245 0.99474704]
- [0.6372203 0.86729527 1.0527146 0.82430714]
- [1.0762942 0.8140093 1.4060538 1.1579441 ]]
-[[33.346516 31.873037 33.87781 ... 33.505936 33.00394 34.33623 ]
- [30.930597 28.959494 31.884445 ... 29.514214 31.735474 33.089104]
- [30.170162 28.548557 32.02904 ... 28.575195 30.021152 30.300169]
+<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 ]
...
- [31.280659 28.834557 31.684875 ... 31.740993 31.696163 32.972916]
- [32.46263 29.348352 32.93977 ... 31.621656 31.05895 33.127266]
- [30.97766 29.399717 33.852787 ... 30.562302 32.718346 33.866844]]
+ [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 ]]
</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 40a1b360ac..c60ccba899 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -191,22 +191,9 @@
<li class="toctree-l1"><a class="reference internal"
href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep
Dive</span></p>
-<ul class="current">
+<ul>
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
-<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">TensorIR</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Tensor Program Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand TensorIR Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="tir_creation.html">TensorIR Creation</a></li>
-<li class="toctree-l2 current"><a class="current reference internal"
href="#">Transformation</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="#initialization-schedule">Initialization Schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#loop-tiling">Loop
Tiling</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="#leverage-localities">Leverage Localities</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="#rewrite-reduction">Rewrite Reduction</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="#trace-the-transformation">Trace the Transformation</a></li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal"
href="../index.html">TensorIR</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../relax/index.html">Relax</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
@@ -383,7 +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)
- 2.7349 2.7349 2.7349 2.7349 0.0000
+ 2.7389 2.7389 2.7389 2.7389 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -479,7 +466,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8597 0.8597 0.8597 0.8597 0.0000
+ 0.8583 0.8583 0.8583 0.8583 0.0000
</pre></div>
</div>
</section>
@@ -573,7 +560,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3389 0.3389 0.3389 0.3389 0.0000
+ 0.3354 0.3354 0.3354 0.3354 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 60b1012968..6b20876f7e 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>[[-0.11589819 0.14085971 -0.07646291
-0.05281265 0.0114715 0.03833015
- 0.20381245 0.18218559 -0.05914392 -0.08161157]]
+<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]]
</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>[[-0.11589818 0.1408597 -0.07646297
-0.05281269 0.01147154 0.03833013
- 0.20381242 0.18218562 -0.0591439 -0.0816116 ]]
+<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]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index ebd36051a1..2531efea51 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">"forward"</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>[[24899.027 24547.467 24886.754 26749.062
24045.818 26462.473 24923.1
- 26031.375 26361.559 24418.553]]
+<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]]
</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 6098108bd7..7396480d0b 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>00:05.596</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:05.667</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>00:05.425</p></td>
+<td><p>00:05.495</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>00:00.171</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 7d9931c950..c2ea422219 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">"</span><span class="si">%g</span><span class="s2">
secs/op"</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>1.19e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.24e-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 17f95a2280..d3adaaf274 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>[[25911.57 25778.992 24439.25 25299.596
24945.68 23448.5 25548.717
- 25369.586 25408.045 24966.33 ]]
+<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]]
</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 0d719098e7..26a3f6da11 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -330,8 +330,8 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>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]
- 52%|█████▏ | 23.4M/44.7M [00:00<00:00, 245MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 277MB/s]
+ 54%|█████▍ | 24.1M/44.7M [00:00<00:00, 253MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 289MB/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 173e0e9682..b90ea0b010 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>00:31.383</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:31.451</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>00:29.956</p></td>
+<td><p>00:30.023</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>00:00.710</p></td>
+<td><p>00:00.716</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>00:00.459</p></td>
+<td><p>00:00.456</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>00:00.257</p></td>
+<td><p>00:00.256</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 2c15cc9009..ea36f6830d 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 f5fb48256c..241521fa2a 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>00:37.604</strong> total execution time for 10 files <strong>from
all galleries</strong>:</p>
+<p><strong>00:37.741</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";
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@@ -315,35 +315,35 @@ $(document).ready( function () {
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<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>
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<td><p>0.0</p></td>
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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
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<td><p>0.0</p></td>
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<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
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<td><p>0.0</p></td>
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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
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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
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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
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class="pre">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
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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
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class="pre">../deep_dive/relax/tutorials/relax_creation.py</span></code>)</p></td>
