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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 3d20a221b2 deploying docs
(apache/tvm@2b4a1e2fefb226127b950528689a8b7947ad43bd)
3d20a221b2 is described below
commit 3d20a221b2c5ee7f1c999e990f7bc211e26707bb
Author: tvm-bot <[email protected]>
AuthorDate: Sun Dec 7 06:12:53 2025 +0000
deploying docs (apache/tvm@2b4a1e2fefb226127b950528689a8b7947ad43bd)
---
.../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 14486 -> 14486 bytes
.../quick_start.zip | Bin 16250 -> 16250 bytes
.../export_and_load_executable.zip | Bin 31428 -> 31428 bytes
.../tir_creation.zip | Bin 24379 -> 24379 bytes
.../cross_compilation_and_rpc.zip | Bin 46605 -> 46605 bytes
.../customize_opt.zip | Bin 19813 -> 19813 bytes
.../relax/tutorials/sg_execution_times.rst.txt | 6 +++---
.../tensor_ir/tutorials/sg_execution_times.rst.txt | 6 +++---
.../tensor_ir/tutorials/tir_creation.rst.txt | 20 +++++++++----------
.../tensor_ir/tutorials/tir_transformation.rst.txt | 6 +++---
.../get_started/tutorials/ir_module.rst.txt | 8 ++++----
.../get_started/tutorials/quick_start.rst.txt | 4 ++--
.../tutorials/sg_execution_times.rst.txt | 6 +++---
.../tutorials/cross_compilation_and_rpc.rst.txt | 6 +++---
.../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 | 22 ++++++++++-----------
docs/deep_dive/relax/tutorials/relax_creation.html | 16 +++++++++++++--
.../relax/tutorials/relax_transformation.html | 15 ++++++++++++--
.../relax/tutorials/sg_execution_times.html | 6 +++---
.../tensor_ir/tutorials/sg_execution_times.html | 6 +++---
.../tensor_ir/tutorials/tir_creation.html | 20 +++++++++----------
.../tensor_ir/tutorials/tir_transformation.html | 6 +++---
docs/get_started/tutorials/ir_module.html | 8 ++++----
docs/get_started/tutorials/quick_start.html | 4 ++--
docs/get_started/tutorials/sg_execution_times.html | 6 +++---
.../tutorials/cross_compilation_and_rpc.html | 6 +++---
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 | 22 ++++++++++-----------
38 files changed, 129 insertions(+), 106 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 919e9cac21..87357064bc 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
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index 5231b75731..32c0886d68 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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index 266a8a54f7..87a27d025f 100644
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diff --git
a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
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index 2acf17b237..83984627cf 100644
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
b/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
index 048778fc23..5ae948e6d5 100644
Binary files
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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 87eebe303e..8f805e7e6e 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 16265c0677..056e833e4a 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 44c89e4338..ac787ee0a9 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
=================
-**00:00.168** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.170** total execution time for 2 files **from
deep_dive/relax/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``relax_creation.py``)
- - 00:00.105
+ - 00:00.108
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.062
+ - 00:00.063
- 0.0
diff --git
a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index 3bfff6076e..043b5ef4c7 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**:
+**00:00.458** 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``)
- - 00:00.289
+ - 00:00.291
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.168
+ - 00:00.167
- 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 9d46f76e69..33d9085d4f 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
@@ -319,17 +319,17 @@ Now let's check the runtime dynamic shape inference:
.. code-block:: none
- [[0.83087605 1.0329158 0.86012775 0.8711661 ]
- [0.80442315 0.9211819 0.8706009 0.9245664 ]
- [1.5042937 1.3466454 1.070518 1.1450245 ]
- [1.4966629 1.4183403 1.0071486 1.1099728 ]]
- [[31.898537 30.171988 33.22298 ... 35.31543 30.282198 31.331406]
- [31.478065 29.149881 31.501926 ... 31.100037 31.667822 29.075886]
- [31.906939 27.972504 30.782946 ... 30.340559 29.764837 30.247501]
+ [[0.3779213 1.0187491 0.8908082 0.5013226 ]
+ [0.6849885 0.85475475 0.53916013 0.6399891 ]
+ [0.6923486 0.87392426 1.0227615 0.67300534]
+ [0.40564626 0.9688997 0.56627506 0.42036355]]
+ [[34.18941 30.119537 32.64472 ... 32.06398 33.446 35.863888]
+ [34.126015 31.003006 33.808945 ... 29.977669 34.275494 37.012268]
+ [34.047222 30.478926 31.684017 ... 33.062637 35.175217 37.56014 ]
...
- [30.725525 30.7515 30.894321 ... 30.093836 29.386 31.324411]
- [32.19315 31.08648 32.696686 ... 31.134174 28.903337 32.396957]
- [31.14447 30.746515 28.893604 ... 30.984413 29.363012 30.198666]]
+ [34.822594 32.01968 32.623436 ... 31.23461 34.48257 37.45668 ]
+ [36.44595 32.75148 33.369972 ... 32.7286 37.215885 39.47157 ]
+ [30.894552 29.773535 30.968906 ... 28.587109 30.064342 31.537413]]
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 1c895ac455..2412ea0b68 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
@@ -117,7 +117,7 @@ original implementation.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.7305 2.7305 2.7305 2.7305 0.0000
+ 2.7300 2.7300 2.7300 2.7300 0.0000
@@ -289,7 +289,7 @@ action involves reordering these two loops.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8568 0.8568 0.8568 0.8568 0.0000
+ 0.8599 0.8599 0.8599 0.8599 0.0000
@@ -417,7 +417,7 @@ from the reduction update via the **decompose_reduction**
primitive.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3393 0.3393 0.3393 0.3393 0.0000
+ 0.3373 0.3373 0.3373 0.3373 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 ec518ce2ec..a706b0dd88 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -692,8 +692,8 @@ We can deploy the IRModule on CPU by specifying the target
as ``llvm``.
.. code-block:: none
- [[-0.10805624 -0.18392025 -0.07814125 0.02466102 -0.06462185 0.01987033
- -0.07422791 0.19167295 -0.04022391 -0.17032698]]
+ [[ 0.03400126 0.04654933 0.01040304 -0.2366034 -0.12811688 0.18560755
+ 0.1967949 -0.14138085 -0.00937889 0.08077957]]
@@ -759,8 +759,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.10805616 -0.18392016 -0.07814129 0.02466108 -0.06462186 0.01987025
- -0.07422793 0.19167297 -0.0402239 -0.17032704]]
+ [[ 0.03400123 0.04654931 0.01040309 -0.2366034 -0.1281169 0.18560755
+ 0.19679484 -0.14138085 -0.00937883 0.0807796 ]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 0c6b7b9835..e12311382c 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -224,8 +224,8 @@ different devices.
.. code-block:: none
- [[25021.781 24005.22 26800.678 25575.842 24782.113 25394.826 26132.23
- 26088.254 26376.947 24474.553]]
+ [[25269.69 24620.88 24909.27 23919.4 25645.314 25263.902 24611.172
+ 24863.48 25353.65 24841.7 ]]
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 51667296e5..31eea0ff38 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
=================
-**00:05.603** total execution time for 2 files **from get_started/tutorials**:
+**00:07.898** 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``)
- - 00:05.433
+ - 00:07.725
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.171
+ - 00:00.174
- 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 a70df50f73..557602ae54 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
@@ -268,7 +268,7 @@ device and returns the measured cost. Network overhead is
excluded.
.. code-block:: none
- 1.17e-07 secs/op
+ 1.14e-07 secs/op
@@ -651,8 +651,8 @@ This workflow is applicable to various deployment scenarios:
Converted PyTorch model to Relax:
- Number of parameters: 4
Using local target for demonstration
- Exported library to: /tmp/tmpkrkxqsot/model_deployed.so
- Saved parameters to: /tmp/tmpkrkxqsot/model_params.npz
+ Exported library to: /tmp/tmple5advre/model_deployed.so
+ Saved parameters to: /tmp/tmple5advre/model_params.npz
RPC workflow (works for any remote device):
==================================================
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 4ff4bf5842..72b530ed4b 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -414,8 +414,8 @@ We can build and deploy the optimized model to the TVM
runtime.
.. code-block:: none
- [[24746.414 25382.285 24420.617 24883.32 24762.61 23539.496 25304.02
- 25414.88 24609.734 25158.402]]
+ [[24707.709 24566.105 25387.586 26236.168 24834.523 24796.586 24016.455
+ 25238.686 24140.715 24640.867]]
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 791c48487d..cfb32a5498 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -53,7 +53,7 @@ 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] 51%|█████ |
22.6M/44.7M [00:00<00:00, 236MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 271MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 46%|████▌ |
20.6M/44.7M [00:00<00:00, 216MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 247MB/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 d2c3a78b8d..6cfd5e8136 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
=================
-**00:31.637** total execution time for 5 files **from how_to/tutorials**:
+**00:31.924** total execution time for 5 files **from how_to/tutorials**:
.. container::
@@ -33,16 +33,16 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:29.623
+ - 00:29.673
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.761
+ - 00:00.802
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.726
+ - 00:00.736
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.525
+ - 00:00.711
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py`
(``export_and_load_executable.py``)
- 00:00.002
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index 23f59f33ba..51d679d3c5 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:37.865** total execution time for 11 files **from all galleries**:
+**00:40.451** total execution time for 11 files **from all galleries**:
.. container::
@@ -33,34 +33,34 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py`
(``../how_to/tutorials/optimize_llm.py``)
- - 00:29.623
+ - 00:29.673
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:05.433
+ - 00:07.725
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.761
+ - 00:00.802
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.726
+ - 00:00.736
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.525
+ - 00:00.711
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.289
+ - 00:00.291
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.171
+ - 00:00.174
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.168
+ - 00:00.167
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.105
+ - 00:00.108
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.062
+ - 00:00.063
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py`
(``../how_to/tutorials/export_and_load_executable.py``)
- 00:00.002
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 8659f92973..46649177cd 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -192,10 +192,22 @@
<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 4fb316cdcb..b635544ee3 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -192,10 +192,21 @@
<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 c686bc2474..45549f5845 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<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>00:00.168</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.170</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" />
@@ -316,11 +316,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
class="std std-ref">Relax Creation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.105</p></td>
+<td><p>00:00.108</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.062</p></td>
+<td><p>00:00.063</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index 7857a4dffa..dcdf05a5dd 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<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>00:00.458</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" />
@@ -316,11 +316,11 @@ $(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>00:00.289</p></td>
+<td><p>00:00.291</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>00:00.168</p></td>
+<td><p>00:00.167</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 ae19ac607d..f828928eec 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -489,17 +489,17 @@ 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>[[0.83087605 1.0329158 0.86012775
0.8711661 ]
- [0.80442315 0.9211819 0.8706009 0.9245664 ]
- [1.5042937 1.3466454 1.070518 1.1450245 ]
- [1.4966629 1.4183403 1.0071486 1.1099728 ]]
-[[31.898537 30.171988 33.22298 ... 35.31543 30.282198 31.331406]
- [31.478065 29.149881 31.501926 ... 31.100037 31.667822 29.075886]
- [31.906939 27.972504 30.782946 ... 30.340559 29.764837 30.247501]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[0.3779213 1.0187491 0.8908082
0.5013226 ]
+ [0.6849885 0.85475475 0.53916013 0.6399891 ]
+ [0.6923486 0.87392426 1.0227615 0.67300534]
+ [0.40564626 0.9688997 0.56627506 0.42036355]]
+[[34.18941 30.119537 32.64472 ... 32.06398 33.446 35.863888]
+ [34.126015 31.003006 33.808945 ... 29.977669 34.275494 37.012268]
+ [34.047222 30.478926 31.684017 ... 33.062637 35.175217 37.56014 ]
...
- [30.725525 30.7515 30.894321 ... 30.093836 29.386 31.324411]
- [32.19315 31.08648 32.696686 ... 31.134174 28.903337 32.396957]
- [31.14447 30.746515 28.893604 ... 30.984413 29.363012 30.198666]]
+ [34.822594 32.01968 32.623436 ... 31.23461 34.48257 37.45668 ]
+ [36.44595 32.75148 33.369972 ... 32.7286 37.215885 39.47157 ]
+ [30.894552 29.773535 30.968906 ... 28.587109 30.064342 31.537413]]
</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 2bee3c9b98..e812982e28 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -368,7 +368,7 @@ 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)
- 2.7305 2.7305 2.7305 2.7305 0.0000
+ 2.7300 2.7300 2.7300 2.7300 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -464,7 +464,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8568 0.8568 0.8568 0.8568 0.0000
+ 0.8599 0.8599 0.8599 0.8599 0.0000
</pre></div>
</div>
</section>
@@ -558,7 +558,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3393 0.3393 0.3393 0.3393 0.0000
+ 0.3373 0.3373 0.3373 0.3373 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 c0ccddcf35..4e806ec4a2 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -811,8 +811,8 @@ 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>[[-0.10805624 -0.18392025 -0.07814125
0.02466102 -0.06462185 0.01987033
- -0.07422791 0.19167295 -0.04022391 -0.17032698]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.03400126 0.04654933 0.01040304
-0.2366034 -0.12811688 0.18560755
+ 0.1967949 -0.14138085 -0.00937889 0.08077957]]
</pre></div>
</div>
</section>
@@ -846,8 +846,8 @@ 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>[[-0.10805616 -0.18392016 -0.07814129
0.02466108 -0.06462186 0.01987025
- -0.07422793 0.19167297 -0.0402239 -0.17032704]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.03400123 0.04654931 0.01040309
-0.2366034 -0.1281169 0.18560755
+ 0.19679484 -0.14138085 -0.00937883 0.0807796 ]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 6c00e02cc4..4095aac496 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -457,8 +457,8 @@ 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>[[25021.781 24005.22 26800.678 25575.842
24782.113 25394.826 26132.23
- 26088.254 26376.947 24474.553]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25269.69 24620.88 24909.27 23919.4
25645.314 25263.902 24611.172
+ 24863.48 25353.65 24841.7 ]]
</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 67a3e60221..7e910c9f6a 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
<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>00:05.603</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:07.898</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" />
@@ -316,11 +316,11 @@ $(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>00:05.433</p></td>
+<td><p>00:07.725</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>00:00.174</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 436b4eb964..67ae9be46e 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -473,7 +473,7 @@ 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>1.17e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.14e-07 secs/op
</pre></div>
</div>
</section>
@@ -822,8 +822,8 @@ for ONNX models. Simply replace <code class="docutils
literal notranslate"><span
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>Converted PyTorch model to Relax:
- Number of parameters: 4
Using local target for demonstration
-Exported library to: /tmp/tmpkrkxqsot/model_deployed.so
-Saved parameters to: /tmp/tmpkrkxqsot/model_params.npz
+Exported library to: /tmp/tmple5advre/model_deployed.so
+Saved parameters to: /tmp/tmple5advre/model_params.npz
RPC workflow (works for any remote device):
==================================================
diff --git a/docs/how_to/tutorials/customize_opt.html
b/docs/how_to/tutorials/customize_opt.html
index cc006b4d69..8696f501c0 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -606,8 +606,8 @@ 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>[[24746.414 25382.285 24420.617 24883.32
24762.61 23539.496 25304.02
- 25414.88 24609.734 25158.402]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24707.709 24566.105 25387.586 26236.168
24834.523 24796.586 24016.455
+ 25238.686 24140.715 24640.867]]
</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 2b4b01e89d..c73151be13 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -328,8 +328,8 @@ 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]
- 51%|█████ | 22.6M/44.7M [00:00<00:00, 236MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 271MB/s]
+ 46%|████▌ | 20.6M/44.7M [00:00<00:00, 216MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 247MB/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 52285306f3..552bbececb 100644
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+++ b/docs/how_to/tutorials/sg_execution_times.html
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class="docutils literal notranslate"><span
class="pre">optimize_llm.py</span></code>)</p></td>
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href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
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class="docutils literal notranslate"><span
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class="std std-ref">End-to-End Optimize Model</span></a> (<code class="docutils
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href="export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span
class="std std-ref">Export and Load Relax Executables</span></a> (<code
class="docutils literal notranslate"><span
class="pre">export_and_load_executable.py</span></code>)</p></td>
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--- a/docs/searchindex.js
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index 449aded148..cdd3f6a5db 100644
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@@ -294,7 +294,7 @@
<section id="computation-times">
<span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a
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heading"></a></h1>
-<p><strong>00:37.865</strong> total execution time for 11 files <strong>from
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