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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 7aedb8cbf5 deploying docs
(apache/tvm@0ab1351c9da0d5918d58789d359ee1b5bf470a15)
7aedb8cbf5 is described below
commit 7aedb8cbf5a7a71466b764f11a88516bb8ae69ea
Author: tvm-bot <[email protected]>
AuthorDate: Fri Aug 8 21:06:16 2025 +0000
deploying docs (apache/tvm@0ab1351c9da0d5918d58789d359ee1b5bf470a15)
---
.../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 | 4 ++--
.../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 +-
.../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 | 24 ++++++++++-----------
docs/deep_dive/relax/tutorials/relax_creation.html | 16 ++++++++++++--
.../relax/tutorials/relax_transformation.html | 15 +++++++++++--
.../relax/tutorials/sg_execution_times.html | 4 ++--
.../tensor_ir/tutorials/sg_execution_times.html | 4 ++--
.../tensor_ir/tutorials/tir_creation.html | 20 ++++++++---------
.../tensor_ir/tutorials/tir_transformation.html | 6 +++---
docs/get_started/tutorials/ir_module.html | 8 +++----
docs/get_started/tutorials/quick_start.html | 4 ++--
docs/get_started/tutorials/sg_execution_times.html | 6 +++---
.../tutorials/cross_compilation_and_rpc.html | 2 +-
docs/how_to/tutorials/customize_opt.html | 4 ++--
docs/how_to/tutorials/e2e_opt_model.html | 6 +++---
docs/how_to/tutorials/sg_execution_times.html | 10 ++++-----
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 24 ++++++++++-----------
37 files changed, 124 insertions(+), 101 deletions(-)
diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip
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diff --git
a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip
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diff --git
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip
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index 24db3b1e2d..2660a90637 100644
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index e969261244..1a85b3088b 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
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index ca158faaaa..84824d6aa4 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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index 54c48e08db..e23459c3b7 100644
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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index 7fbee957f9..af21f94334 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 c9cb64db8d..6255e282e3 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 dea3db7e1f..bb106987a7 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 ac303d3769..7e094212ae 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
=================
-**00:00.200** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.203** total execution time for 2 files **from
deep_dive/relax/tutorials**:
.. container::
@@ -33,7 +33,7 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``relax_creation.py``)
- - 00:00.124
+ - 00:00.126
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- 00:00.077
diff --git
a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index 7adbca8886..6ea50e87cc 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
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``tir_transformation.py``)
- - 00:00.314
+ - 00:00.317
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.191
+ - 00:00.188
- 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 fe0849e285..a122e7cfb5 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
- [[1.1805483 1.0961168 0.738703 0.92682546]
- [0.66168374 0.50056654 1.0517318 0.83868694]
- [0.5355519 0.4426139 0.90816337 0.8393224 ]
- [0.76804066 0.8501333 1.2885445 1.4446807 ]]
- [[33.382057 30.734339 31.085852 ... 32.88956 33.05396 32.325424]
- [34.570724 31.24288 32.598347 ... 33.075336 33.73467 33.651432]
- [34.41117 31.237875 32.323143 ... 35.615845 33.733902 32.29449 ]
+ [[1.2868528 0.9861115 0.9468985 1.9293851 ]
+ [0.43208304 0.6583478 0.56864446 0.8807382 ]
+ [0.76812273 0.5036757 0.5001762 1.1623962 ]
+ [0.71842754 0.49048677 0.421794 1.0831811 ]]
+ [[31.874424 29.06124 28.207598 ... 28.67143 30.233572 31.256025]
+ [33.67227 31.120205 31.121525 ... 30.289545 32.45086 32.20006 ]
+ [39.932747 36.423 34.17177 ... 34.66625 34.68516 35.201794]
...
- [31.815794 29.894955 31.633806 ... 33.007355 32.259445 31.988102]
- [30.128668 29.086342 28.229517 ... 31.848421 29.733557 31.617325]
- [33.445625 32.78093 30.579784 ... 34.711296 34.329124 34.444653]]
+ [36.118736 31.015614 33.32475 ... 30.31537 33.118633 33.46314 ]
+ [32.49569 31.578781 28.008177 ... 29.039717 32.037766 30.965055]
+ [35.459187 29.639347 31.748951 ... 30.66634 31.021898 32.56495 ]]
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 dc4e034059..1e4d3df8c5 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)
- 2.2298 2.2298 2.2298 2.2298 0.0000
+ 2.2352 2.2352 2.2352 2.2352 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)
- 0.8476 0.8476 0.8476 0.8476 0.0000
+ 0.8484 0.8484 0.8484 0.8484 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)
- 0.3175 0.3175 0.3175 0.3175 0.0000
+ 0.3194 0.3194 0.3194 0.3194 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 758ce738f0..0efcf323b9 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
- [[-0.29663965 -0.07055757 0.1121394 0.122724 0.23904648 -0.03083606
- 0.14330895 0.01152095 -0.00826728 -0.09006724]]
+ [[-0.03378279 0.0016342 0.03421609 -0.12763137 -0.20685497 -0.02945836
+ 0.03882342 -0.16517803 0.00653659 -0.19832951]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.29663965 -0.07055755 0.11213939 0.12272397 0.2390465 -0.03083605
- 0.14330891 0.01152099 -0.00826729 -0.09006725]]
+ [[-0.03378274 0.00163419 0.03421606 -0.12763132 -0.206855 -0.02945841
+ 0.03882346 -0.165178 0.0065366 -0.19832951]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 504b5d26b5..a622232fe4 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
- [[24701.234 21471.6 25183.377 24234.902 24950.678 25520.727 23242.66
- 23309.781 26295.422 23006.926]]
+ [[23388.418 25529.273 24043.914 23094.568 23831.332 23036.432 24143.2
+ 23644.338 23636.445 24403.17 ]]
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 b41ab02950..b1e7b5063c 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
=================
-**00:05.665** total execution time for 2 files **from get_started/tutorials**:
+**00:05.652** 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``)
- - 00:05.476
+ - 00:05.464
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.189
+ - 00:00.188
- 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 58aafe8f9e..73a61cdfb1 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
- 1.205e-07 secs/op
+ 1.186e-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 b0bdbb4265..96c751d99f 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
- [[25353.941 24140.646 24228.17 24828.215 24974.527 24765.387 24524.395
- 24563.441 23327.82 23910.443]]
+ [[24880.465 25574.887 25934.207 25079.514 25452.729 27096.26 25298.867
+ 26280.59 25611.379 27031.434]]
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 0d95e65a38..46432e8fc3 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] 35%|███▍ |
15.5M/44.7M [00:00<00:00, 162MB/s] 81%|████████ | 36.0M/44.7M
[00:00<00:00, 193MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 194MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 33%|███▎ |
14.9M/44.7M [00:00<00:00, 156MB/s] 79%|███████▉ | 35.5M/44.7M
[00:00<00:00, 191MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 193MB/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 e81f94327a..608c15d217 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:39.115** total execution time for 4 files **from how_to/tutorials**:
+**00:39.351** total execution time for 4 files **from how_to/tutorials**:
.. container::
@@ -33,14 +33,14 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:37.784
+ - 00:38.022
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.592
+ - 00:00.593
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.570
+ - 00:00.571
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.168
+ - 00:00.164
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index ac215c972e..01576a0458 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:45.485** total execution time for 10 files **from all galleries**:
+**00:45.711** total execution time for 10 files **from all galleries**:
.. container::
@@ -33,31 +33,31 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py`
(``../how_to/tutorials/optimize_llm.py``)
- - 00:37.784
+ - 00:38.022
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:05.476
+ - 00:05.464
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.592
+ - 00:00.593
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.570
+ - 00:00.571
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.314
- - 0.0
- * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.191
+ - 00:00.317
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.189
+ - 00:00.188
+ - 0.0
+ * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
+ - 00:00.188
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.168
+ - 00:00.164
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.124
+ - 00:00.126
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- 00:00.077
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 7a25ed77d7..881e20d549 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -197,10 +197,22 @@
<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>
+<ul class="current">
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2 current"><a class="current reference internal"
href="#">Relax Creation</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-tvmscript">Create Relax programs using
TVMScript</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-nnmodule-api">Create Relax programs using
NNModule API</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-block-builder-api">Create Relax programs
using Block Builder API</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#summary">Summary</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal"
href="relax_transformation.html">Transformation</a></li>
+</ul>
+</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/relax_transformation.html
b/docs/deep_dive/relax/tutorials/relax_transformation.html
index 85a28348b0..4c3decbee2 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -197,10 +197,21 @@
<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>
+<ul class="current">
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="relax_creation.html">Relax 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="#apply-transformations">Apply transformations</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#custom-passes">Custom Passes</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#summary">Summary</a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index d35621294e..9dc18752c0 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>00:00.200</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.203</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" />
@@ -321,7 +321,7 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
class="std std-ref">Relax Creation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.124</p></td>
+<td><p>00:00.126</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index 403b145674..f5571b5951 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -321,11 +321,11 @@ $(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>00:00.314</p></td>
+<td><p>00:00.317</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>00:00.191</p></td>
+<td><p>00:00.188</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 aab9468daf..d8cd8f3574 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -497,17 +497,17 @@ 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>[[1.1805483 1.0961168 0.738703
0.92682546]
- [0.66168374 0.50056654 1.0517318 0.83868694]
- [0.5355519 0.4426139 0.90816337 0.8393224 ]
- [0.76804066 0.8501333 1.2885445 1.4446807 ]]
-[[33.382057 30.734339 31.085852 ... 32.88956 33.05396 32.325424]
- [34.570724 31.24288 32.598347 ... 33.075336 33.73467 33.651432]
- [34.41117 31.237875 32.323143 ... 35.615845 33.733902 32.29449 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[1.2868528 0.9861115 0.9468985
1.9293851 ]
+ [0.43208304 0.6583478 0.56864446 0.8807382 ]
+ [0.76812273 0.5036757 0.5001762 1.1623962 ]
+ [0.71842754 0.49048677 0.421794 1.0831811 ]]
+[[31.874424 29.06124 28.207598 ... 28.67143 30.233572 31.256025]
+ [33.67227 31.120205 31.121525 ... 30.289545 32.45086 32.20006 ]
+ [39.932747 36.423 34.17177 ... 34.66625 34.68516 35.201794]
...
- [31.815794 29.894955 31.633806 ... 33.007355 32.259445 31.988102]
- [30.128668 29.086342 28.229517 ... 31.848421 29.733557 31.617325]
- [33.445625 32.78093 30.579784 ... 34.711296 34.329124 34.444653]]
+ [36.118736 31.015614 33.32475 ... 30.31537 33.118633 33.46314 ]
+ [32.49569 31.578781 28.008177 ... 29.039717 32.037766 30.965055]
+ [35.459187 29.639347 31.748951 ... 30.66634 31.021898 32.56495 ]]
</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 96b03961a7..67fb386138 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -376,7 +376,7 @@ 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)
- 2.2298 2.2298 2.2298 2.2298 0.0000
+ 2.2352 2.2352 2.2352 2.2352 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -472,7 +472,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8476 0.8476 0.8476 0.8476 0.0000
+ 0.8484 0.8484 0.8484 0.8484 0.0000
</pre></div>
</div>
</section>
@@ -566,7 +566,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3175 0.3175 0.3175 0.3175 0.0000
+ 0.3194 0.3194 0.3194 0.3194 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 fc5f431d68..aa31ff8034 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>[[-0.29663965 -0.07055757 0.1121394
0.122724 0.23904648 -0.03083606
- 0.14330895 0.01152095 -0.00826728 -0.09006724]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.03378279 0.0016342 0.03421609
-0.12763137 -0.20685497 -0.02945836
+ 0.03882342 -0.16517803 0.00653659 -0.19832951]]
</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>[[-0.29663965 -0.07055755 0.11213939
0.12272397 0.2390465 -0.03083605
- 0.14330891 0.01152099 -0.00826729 -0.09006725]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.03378274 0.00163419 0.03421606
-0.12763132 -0.206855 -0.02945841
+ 0.03882346 -0.165178 0.0065366 -0.19832951]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 5d151bafda..47bd22e87e 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">"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>[[24701.234 21471.6 25183.377 24234.902
24950.678 25520.727 23242.66
- 23309.781 26295.422 23006.926]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[23388.418 25529.273 24043.914 23094.568
23831.332 23036.432 24143.2
+ 23644.338 23636.445 24403.17 ]]
</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 7656f838c7..dc6756b7d8 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>00:05.665</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:05.652</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>00:05.476</p></td>
+<td><p>00:05.464</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>00:00.189</p></td>
+<td><p>00:00.188</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 3b34e89e50..dfdd3223a2 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">"</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>1.205e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.186e-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 b4a7b9b65f..ac70ea8238 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>[[25353.941 24140.646 24228.17 24828.215
24974.527 24765.387 24524.395
- 24563.441 23327.82 23910.443]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24880.465 25574.887 25934.207 25079.514
25452.729 27096.26 25298.867
+ 26280.59 25611.379 27031.434]]
</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 753d12b9b8..2327a2b826 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:
"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]
- 35%|███▍ | 15.5M/44.7M [00:00<00:00, 162MB/s]
- 81%|████████ | 36.0M/44.7M [00:00<00:00, 193MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 194MB/s]
+ 33%|███▎ | 14.9M/44.7M [00:00<00:00, 156MB/s]
+ 79%|███████▉ | 35.5M/44.7M [00:00<00:00, 191MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 193MB/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 f71bc04b5a..50bef4de2c 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>00:39.115</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:39.351</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>00:37.784</p></td>
+<td><p>00:38.022</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>00:00.592</p></td>
+<td><p>00:00.593</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
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index 09d08731d1..7391b05bc8 100644
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