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Posted to commits@tvm.apache.org by tq...@apache.org on 2021/04/27 00:43:44 UTC
[tvm-site] branch asf-site updated: Docs build at Mon Apr 26
20:43:34 EDT 2021
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 09d0a03 Docs build at Mon Apr 26 20:43:34 EDT 2021
09d0a03 is described below
commit 09d0a03b53dee055680d879f1eb666c657768f66
Author: tqchen <ti...@gmail.com>
AuthorDate: Mon Apr 26 20:43:36 2021 -0400
Docs build at Mon Apr 26 20:43:34 EDT 2021
---
.../intrin_math.ipynb | 6 +-
.../intrin_math.py | 9 +-
.../auto_scheduler/sg_execution_times.rst.txt | 16 +-
.../auto_scheduler/tune_conv2d_layer_cuda.rst.txt | 8 +-
.../auto_scheduler/tune_network_cuda.rst.txt | 2 +-
.../auto_scheduler/tune_network_mali.rst.txt | 2 +-
.../auto_scheduler/tune_network_x86.rst.txt | 2 +-
.../auto_scheduler/tune_sparse_x86.rst.txt | 40 +-
.../tutorials/autotvm/sg_execution_times.rst.txt | 10 +-
.../tutorials/autotvm/tune_conv2d_cuda.rst.txt | 42 +-
.../tutorials/dev/bring_your_own_datatypes.rst.txt | 2 +-
.../tutorials/dev/low_level_custom_pass.rst.txt | 4 +-
.../tutorials/dev/sg_execution_times.rst.txt | 8 +-
.../frontend/deploy_model_on_android.rst.txt | 2 +-
.../deploy_object_detection_pytorch.rst.txt | 2 +-
.../tutorials/frontend/deploy_prequantized.rst.txt | 2 +-
.../frontend/deploy_prequantized_tflite.rst.txt | 4 +-
.../tutorials/frontend/deploy_ssd_gluoncv.rst.txt | 2 +-
.../tutorials/frontend/from_tensorflow.rst.txt | 4 +-
.../tutorials/frontend/sg_execution_times.rst.txt | 40 +-
.../get_started/auto_tuning_with_python.rst.txt | 60 +-
.../get_started/cross_compilation_and_rpc.rst.txt | 2 +-
.../get_started/relay_quick_start.rst.txt | 2 +-
.../get_started/sg_execution_times.rst.txt | 16 +-
.../get_started/tensor_expr_get_started.rst.txt | 38 +-
.../tutorials/get_started/tune_matmul_x86.rst.txt | 6 +-
.../tutorials/language/intrin_math.rst.txt | 9 +-
.../tutorials/language/schedule_primitives.rst.txt | 6 +-
.../tutorials/language/sg_execution_times.rst.txt | 18 +-
docs/_sources/tutorials/language/tensorize.rst.txt | 8 +-
.../tutorials/language/tuple_inputs.rst.txt | 18 +-
.../tutorials/micro/sg_execution_times.rst.txt | 6 +-
.../tutorials/optimize/opt_conv_cuda.rst.txt | 2 +-
.../tutorials/optimize/opt_conv_tensorcore.rst.txt | 6 +-
docs/_sources/tutorials/optimize/opt_gemm.rst.txt | 20 +-
.../tutorials/optimize/sg_execution_times.rst.txt | 10 +-
docs/_sources/tutorials/topi/intro_topi.rst.txt | 2 +-
.../tutorials/topi/sg_execution_times.rst.txt | 4 +-
.../tutorials/autotvm/sg_execution_times.rst.txt | 6 +-
.../vta/tutorials/autotvm/tune_relay_vta.rst.txt | 2 +-
.../frontend/deploy_classification.rst.txt | 4 +-
.../tutorials/frontend/sg_execution_times.rst.txt | 4 +-
.../vta/tutorials/optimize/convolution_opt.rst.txt | 8 +-
.../tutorials/optimize/matrix_multiply_opt.rst.txt | 12 +-
.../tutorials/optimize/sg_execution_times.rst.txt | 6 +-
.../vta/tutorials/sg_execution_times.rst.txt | 6 +-
.../_sources/vta/tutorials/vta_get_started.rst.txt | 4 +-
docs/api/doxygen/broadcast_8h.html | 2 +-
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docs/api/doxygen/constant__utils_8h.html | 2 +-
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docs/api/doxygen/flatten_8h.html | 2 +-
docs/api/doxygen/flatten_8h__incl.svg | 1037 +++++------
docs/api/doxygen/ir_2expr_8h.html | 2 +-
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docs/api/doxygen/namespacemembers_f.html | 8 +-
docs/api/doxygen/namespacemembers_type.html | 6 +
docs/api/doxygen/namespacetvm_1_1tir.html | 34 +
docs/api/doxygen/ndarray_8h.html | 2 +-
docs/api/doxygen/ndarray_8h__dep__incl.svg | 901 ++++-----
docs/api/doxygen/nn_2bnn_8h.html | 2 +-
docs/api/doxygen/nn_2bnn_8h__incl.svg | 1035 +++++------
docs/api/doxygen/node_8h.html | 2 +-
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docs/api/doxygen/object_8h.html | 2 +-
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docs/api/doxygen/packed__func_8h.html | 2 +-
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docs/api/doxygen/search/typedefs_5.js | 2 +
docs/api/doxygen/serializer_8h.html | 2 +-
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docs/api/doxygen/span_8h.html | 2 +-
docs/api/doxygen/span_8h__dep__incl.svg | 1043 +++++------
docs/api/doxygen/tir_2analysis_8h.html | 2 +-
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docs/api/doxygen/tir_2op__attr__types_8h.html | 12 +-
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.../doxygen/tir_2op__attr__types_8h_source.html | 9 +-
docs/api/doxygen/topi_2transform_8h.html | 2 +-
docs/api/doxygen/topi_2transform_8h__incl.svg | 1057 +++++------
docs/api/python/auto_scheduler.html | 4 +-
docs/api/python/autotvm.html | 1 +
docs/api/python/ir.html | 33 +-
docs/api/python/target.html | 39 +-
docs/api/python/tir.html | 3 +-
docs/api/typedoc/classes/bytestreamreader.html | 12 +-
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docs/api/typedoc/classes/memory.html | 34 +-
docs/api/typedoc/classes/module.html | 10 +-
docs/api/typedoc/classes/ndarray.html | 22 +-
docs/api/typedoc/classes/packedfunccell.html | 6 +-
docs/api/typedoc/classes/rpcserver.html | 14 +-
docs/api/typedoc/classes/scalar.html | 6 +-
docs/api/typedoc/classes/webgpucontext.html | 12 +-
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docs/api/typedoc/enums/rpcserverstate.html | 12 +-
docs/api/typedoc/enums/sizeof.html | 18 +-
docs/api/typedoc/index.html | 114 +-
docs/api/typedoc/interfaces/disposable.html | 2 +-
docs/api/typedoc/interfaces/functioninfo.html | 6 +-
docs/api/typedoc/interfaces/libraryprovider.html | 4 +-
docs/genindex.html | 2 +-
docs/objects.inv | Bin 19056 -> 19057 bytes
docs/searchindex.js | 2 +-
.../auto_scheduler/sg_execution_times.html | 14 +-
.../auto_scheduler/tune_conv2d_layer_cuda.html | 8 +-
.../auto_scheduler/tune_network_cuda.html | 2 +-
.../auto_scheduler/tune_network_mali.html | 78 +-
.../tutorials/auto_scheduler/tune_network_x86.html | 2 +-
docs/tutorials/auto_scheduler/tune_sparse_x86.html | 40 +-
docs/tutorials/autotvm/sg_execution_times.html | 10 +-
docs/tutorials/autotvm/tune_conv2d_cuda.html | 42 +-
docs/tutorials/dev/bring_your_own_datatypes.html | 2 +-
docs/tutorials/dev/low_level_custom_pass.html | 4 +-
docs/tutorials/dev/sg_execution_times.html | 8 +-
.../frontend/deploy_model_on_android.html | 2 +-
.../frontend/deploy_object_detection_pytorch.html | 2 +-
docs/tutorials/frontend/deploy_prequantized.html | 2 +-
.../frontend/deploy_prequantized_tflite.html | 4 +-
docs/tutorials/frontend/deploy_ssd_gluoncv.html | 2 +-
docs/tutorials/frontend/from_tensorflow.html | 4 +-
docs/tutorials/frontend/sg_execution_times.html | 40 +-
.../get_started/auto_tuning_with_python.html | 114 +-
.../get_started/cross_compilation_and_rpc.html | 2 +-
docs/tutorials/get_started/relay_quick_start.html | 120 +-
docs/tutorials/get_started/sg_execution_times.html | 16 +-
.../get_started/tensor_expr_get_started.html | 38 +-
docs/tutorials/get_started/tune_matmul_x86.html | 6 +-
docs/tutorials/language/intrin_math.html | 9 +-
docs/tutorials/language/schedule_primitives.html | 6 +-
docs/tutorials/language/sg_execution_times.html | 18 +-
docs/tutorials/language/tensorize.html | 8 +-
docs/tutorials/language/tuple_inputs.html | 18 +-
docs/tutorials/micro/sg_execution_times.html | 6 +-
docs/tutorials/optimize/opt_conv_cuda.html | 2 +-
docs/tutorials/optimize/opt_conv_tensorcore.html | 6 +-
docs/tutorials/optimize/opt_gemm.html | 20 +-
docs/tutorials/optimize/sg_execution_times.html | 10 +-
docs/tutorials/topi/intro_topi.html | 2 +-
docs/tutorials/topi/sg_execution_times.html | 4 +-
docs/vta/tutorials/autotvm/sg_execution_times.html | 6 +-
docs/vta/tutorials/autotvm/tune_relay_vta.html | 186 +-
.../tutorials/frontend/deploy_classification.html | 18 +-
.../vta/tutorials/frontend/sg_execution_times.html | 4 +-
docs/vta/tutorials/optimize/convolution_opt.html | 8 +-
.../tutorials/optimize/matrix_multiply_opt.html | 12 +-
.../vta/tutorials/optimize/sg_execution_times.html | 6 +-
docs/vta/tutorials/sg_execution_times.html | 6 +-
docs/vta/tutorials/vta_get_started.html | 4 +-
190 files changed, 15171 insertions(+), 14376 deletions(-)
diff --git a/docs/_downloads/5df1a8bfe653027789c10728e74a65c0/intrin_math.ipynb b/docs/_downloads/5df1a8bfe653027789c10728e74a65c0/intrin_math.ipynb
index 9fec5f6..7b206be 100644
--- a/docs/_downloads/5df1a8bfe653027789c10728e74a65c0/intrin_math.ipynb
+++ b/docs/_downloads/5df1a8bfe653027789c10728e74a65c0/intrin_math.ipynb
@@ -26,7 +26,7 @@
},
"outputs": [],
"source": [
- "from __future__ import absolute_import, print_function\n\nimport tvm\nfrom tvm import te\nimport numpy as np"
+ "from __future__ import absolute_import, print_function\nimport numpy as np\n\nimport tvm\nfrom tvm import te\nfrom tvm.ir import register_op_attr, register_intrin_lowering"
]
},
{
@@ -98,7 +98,7 @@
},
"outputs": [],
"source": [
- "def my_cuda_math_rule(op):\n \"\"\"Customized CUDA intrinsic lowering rule\"\"\"\n assert isinstance(op, tvm.tir.Call)\n name = op.op.name\n assert name.startswith(\"tir.\")\n dispatch_name = name[4:]\n if op.dtype == \"float32\":\n # call float function\n return tvm.tir.call_pure_extern(\"float32\", \"%sf\" % dispatch_name, op.args[0])\n elif op.dtype == \"float64\":\n # call double function\n return tvm.tir.call_pure_extern(\"fl [...]
+ "def my_cuda_math_rule(op):\n \"\"\"Customized CUDA intrinsic lowering rule\"\"\"\n assert isinstance(op, tvm.tir.Call)\n name = op.op.name\n assert name.startswith(\"tir.\")\n dispatch_name = name[4:]\n if op.dtype == \"float32\":\n # call float function\n return tvm.tir.call_pure_extern(\"float32\", \"%sf\" % dispatch_name, op.args[0])\n elif op.dtype == \"float64\":\n # call double function\n return tvm.tir.call_pure_extern(\"fl [...]
]
},
{
@@ -134,7 +134,7 @@
},
"outputs": [],
"source": [
- "def mylog(x):\n \"\"\"customized log intrinsic function\"\"\"\n return tvm.tir.call_intrin(x.dtype, \"tir.mylog\", x)\n\n\ndef my_cuda_mylog_rule(op):\n \"\"\"CUDA lowering rule for log\"\"\"\n if op.dtype == \"float32\":\n return tvm.tir.call_pure_extern(\"float32\", \"logf\", op.args[0])\n elif op.dtype == \"float64\":\n return tvm.tir.call_pure_extern(\"float64\", \"log\", op.args[0])\n else:\n return op\n\n\n# new op registration is tri [...]
+ "def mylog(x):\n \"\"\"customized log intrinsic function\"\"\"\n return tvm.tir.call_intrin(x.dtype, \"tir.mylog\", x)\n\n\ndef my_cuda_mylog_rule(op):\n \"\"\"CUDA lowering rule for log\"\"\"\n if op.dtype == \"float32\":\n return tvm.tir.call_pure_extern(\"float32\", \"logf\", op.args[0])\n elif op.dtype == \"float64\":\n return tvm.tir.call_pure_extern(\"float64\", \"log\", op.args[0])\n else:\n return op\n\n\n# new op registration is tri [...]
]
},
{
diff --git a/docs/_downloads/fb810a10b128e7d81f5eec1c5908e0f5/intrin_math.py b/docs/_downloads/fb810a10b128e7d81f5eec1c5908e0f5/intrin_math.py
index 1453225..92383b9 100644
--- a/docs/_downloads/fb810a10b128e7d81f5eec1c5908e0f5/intrin_math.py
+++ b/docs/_downloads/fb810a10b128e7d81f5eec1c5908e0f5/intrin_math.py
@@ -29,10 +29,11 @@ how we can invoke these target specific functions, and how we can unify
the interface via tvm's intrinsic API.
"""
from __future__ import absolute_import, print_function
+import numpy as np
import tvm
from tvm import te
-import numpy as np
+from tvm.ir import register_op_attr, register_intrin_lowering
######################################################################
# Direct Declare Extern Math Call
@@ -112,7 +113,7 @@ def my_cuda_math_rule(op):
return op
-tvm.target.register_intrin_rule("cuda", "exp", my_cuda_math_rule, override=True)
+register_intrin_lowering("tir.exp", target="cuda", f=my_cuda_math_rule, level=99)
######################################################################
# Register the rule to TVM with override option to override existing rule.
# Notice the difference between the printed code from previous one:
@@ -147,8 +148,8 @@ def my_cuda_mylog_rule(op):
# new op registration is triggered by registering an attribute of the op
-tvm.ir.register_op_attr("tir.mylog", "TCallEffectKind", tvm.tir.CallEffectKind.Pure)
-tvm.target.register_intrin_rule("cuda", "mylog", my_cuda_mylog_rule, override=True)
+register_op_attr("tir.mylog", "TCallEffectKind", tvm.tir.CallEffectKind.Pure)
+register_intrin_lowering("tir.mylog", target="cuda", f=my_cuda_mylog_rule, level=99)
n = te.var("n")
A = te.placeholder((n,), name="A")
diff --git a/docs/_sources/tutorials/auto_scheduler/sg_execution_times.rst.txt b/docs/_sources/tutorials/auto_scheduler/sg_execution_times.rst.txt
index 5529a9b..4a5eefe 100644
--- a/docs/_sources/tutorials/auto_scheduler/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/auto_scheduler/sg_execution_times.rst.txt
@@ -5,11 +5,11 @@
Computation times
=================
-**02:52.174** total execution time for **tutorials_auto_scheduler** files:
-
-- **01:32.108**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_conv2d_layer_cuda.py` (``tune_conv2d_layer_cuda.py``)
-- **00:37.783**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_x86.py` (``tune_network_x86.py``)
-- **00:21.299**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_cuda.py` (``tune_network_cuda.py``)
-- **00:16.234**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_sparse_x86.py` (``tune_sparse_x86.py``)
-- **00:03.143**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_arm.py` (``tune_network_arm.py``)
-- **00:01.607**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_mali.py` (``tune_network_mali.py``)
+**02:49.036** total execution time for **tutorials_auto_scheduler** files:
+
+- **01:29.784**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_conv2d_layer_cuda.py` (``tune_conv2d_layer_cuda.py``)
+- **00:37.456**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_x86.py` (``tune_network_x86.py``)
+- **00:21.163**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_cuda.py` (``tune_network_cuda.py``)
+- **00:15.855**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_sparse_x86.py` (``tune_sparse_x86.py``)
+- **00:03.142**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_arm.py` (``tune_network_arm.py``)
+- **00:01.636**: :ref:`sphx_glr_tutorials_auto_scheduler_tune_network_mali.py` (``tune_network_mali.py``)
diff --git a/docs/_sources/tutorials/auto_scheduler/tune_conv2d_layer_cuda.rst.txt b/docs/_sources/tutorials/auto_scheduler/tune_conv2d_layer_cuda.rst.txt
index 6ae6f4f..72014aa 100644
--- a/docs/_sources/tutorials/auto_scheduler/tune_conv2d_layer_cuda.rst.txt
+++ b/docs/_sources/tutorials/auto_scheduler/tune_conv2d_layer_cuda.rst.txt
@@ -215,8 +215,8 @@ cooperative fetching, unrolling and operator fusion.
Lowered TIR:
primfn(data_1: handle, kernel_1: handle, bias_1: handle, compute_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {compute: Buffer(compute_2: Pointer(float32), float32, [1, 512, 7, 7], []),
- bias: Buffer(bias_2: Pointer(float32), float32, [1, 512, 1, 1], []),
+ buffers = {bias: Buffer(bias_2: Pointer(float32), float32, [1, 512, 1, 1], []),
+ compute: Buffer(compute_2: Pointer(float32), float32, [1, 512, 7, 7], []),
kernel: Buffer(kernel_2: Pointer(float32), float32, [512, 512, 3, 3], []),
data: Buffer(data_2: Pointer(float32), float32, [1, 512, 7, 7], [])}
buffer_map = {data_1: data, kernel_1: kernel, bias_1: bias, compute_1: compute} {
@@ -748,7 +748,7 @@ We build the binary and check its correctness and performance.
.. code-block:: none
- Execution time of this operator: 0.410 ms
+ Execution time of this operator: 0.407 ms
@@ -1346,7 +1346,7 @@ In the example below we resume the status and do more 5 trials.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 32.108 seconds)
+ **Total running time of the script:** ( 1 minutes 29.784 seconds)
.. _sphx_glr_download_tutorials_auto_scheduler_tune_conv2d_layer_cuda.py:
diff --git a/docs/_sources/tutorials/auto_scheduler/tune_network_cuda.rst.txt b/docs/_sources/tutorials/auto_scheduler/tune_network_cuda.rst.txt
index 38ede5c..f77020b 100644
--- a/docs/_sources/tutorials/auto_scheduler/tune_network_cuda.rst.txt
+++ b/docs/_sources/tutorials/auto_scheduler/tune_network_cuda.rst.txt
@@ -614,7 +614,7 @@ so we can read the log file and load the best schedules.
Compile...
Evaluate inference time cost...
- Mean inference time (std dev): 3.28 ms (0.02 ms)
+ Mean inference time (std dev): 3.29 ms (0.02 ms)
diff --git a/docs/_sources/tutorials/auto_scheduler/tune_network_mali.rst.txt b/docs/_sources/tutorials/auto_scheduler/tune_network_mali.rst.txt
index 22e35ed..bdfa3db 100644
--- a/docs/_sources/tutorials/auto_scheduler/tune_network_mali.rst.txt
+++ b/docs/_sources/tutorials/auto_scheduler/tune_network_mali.rst.txt
@@ -207,7 +207,7 @@ The task scheduler will just optimize this objective.
.. code-block:: none
Extract tasks...
-
...2%, 0.01 MB, 44 KB/s, 0 seconds passed
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passed
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+
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========== Task 0 (workload key: ["d7b65649a4dd54becea0a52aabbc5af5", 1, 1000, 1, 1000]) ==========
placeholder = PLACEHOLDER [1, 1000]
T_softmax_maxelem(i0) max= placeholder[i0, k]
diff --git a/docs/_sources/tutorials/auto_scheduler/tune_network_x86.rst.txt b/docs/_sources/tutorials/auto_scheduler/tune_network_x86.rst.txt
index 125d6c9..4165fdc 100644
--- a/docs/_sources/tutorials/auto_scheduler/tune_network_x86.rst.txt
+++ b/docs/_sources/tutorials/auto_scheduler/tune_network_x86.rst.txt
@@ -615,7 +615,7 @@ so we can read the log file and load the best schedules.
Compile...
Evaluate inference time cost...
- Mean inference time (std dev): 580.00 ms (0.11 ms)
+ Mean inference time (std dev): 569.29 ms (0.09 ms)
diff --git a/docs/_sources/tutorials/auto_scheduler/tune_sparse_x86.rst.txt b/docs/_sources/tutorials/auto_scheduler/tune_sparse_x86.rst.txt
index 3e7b215..374a401 100644
--- a/docs/_sources/tutorials/auto_scheduler/tune_sparse_x86.rst.txt
+++ b/docs/_sources/tutorials/auto_scheduler/tune_sparse_x86.rst.txt
@@ -342,30 +342,32 @@ layout transformation, parallelization, vectorization, unrolling, and operator f
Lowered TIR:
primfn(placeholder_5: handle, placeholder_6: handle, placeholder_7: handle, placeholder_8: handle, placeholder_9: handle, compute_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {placeholder_4: Buffer(placeholder_10: Pointer(int32), int32, [4916], []),
- placeholder_3: Buffer(placeholder_11: Pointer(float32), float32, [128, 256], []),
- placeholder: Buffer(placeholder_12: Pointer(float32), float32, [128, 512], []),
- placeholder_2: Buffer(placeholder_13: Pointer(int32), int32, [33], []),
+ buffers = {placeholder_4: Buffer(placeholder_10: Pointer(int32), int32, [33], []),
+ placeholder_3: Buffer(placeholder_11: Pointer(float32), float32, [4916, 16, 1], []),
compute: Buffer(compute_2: Pointer(float32), float32, [128, 512], []),
- placeholder_1: Buffer(placeholder_14: Pointer(float32), float32, [4916, 16, 1], [])}
- buffer_map = {placeholder_9: placeholder, compute_1: compute, placeholder_6: placeholder_1, placeholder_8: placeholder_2, placeholder_5: placeholder_3, placeholder_7: placeholder_4} {
- for (i0.outer.i1.outer.fused: int32, 0, 1024) "parallel" {
+ placeholder: Buffer(placeholder_12: Pointer(int32), int32, [4916], []),
+ placeholder_1: Buffer(placeholder_13: Pointer(float32), float32, [128, 256], []),
+ placeholder_2: Buffer(placeholder_14: Pointer(float32), float32, [128, 512], [])}
+ buffer_map = {compute_1: compute, placeholder_7: placeholder, placeholder_5: placeholder_1, placeholder_9: placeholder_2, placeholder_6: placeholder_3, placeholder_8: placeholder_4} {
+ for (i0.outer.i1.outer.fused: int32, 0, 512) "parallel" {
attr [compute_3: Pointer(float32)] "storage_scope" = "global";
- allocate(compute_3, float32, [64]) {
- for (i.inner.init: int32, 0, 4) {
- for (j.init: int32, 0, 16) {
- compute_3[((i.inner.init*16) + j.init)] = 0f32
- }
- }
- for (elem_idx: int32, 0, ((int32*)placeholder_13[(floormod(i0.outer.i1.outer.fused, 32) + 1)] - (int32*)placeholder_13[floormod(i0.outer.i1.outer.fused, 32)])) {
- for (i.inner: int32, 0, 4) {
- for (j: int32, 0, 16) {
- compute_3[((i.inner*16) + j)] = ((float32*)compute_3[((i.inner*16) + j)] + ((float32*)placeholder_14[((((int32*)placeholder_13[floormod(i0.outer.i1.outer.fused, 32)]*16) + (elem_idx*16)) + j)]*max((float32*)placeholder_11[(((floordiv(i0.outer.i1.outer.fused, 32)*1024) + (i.inner*256)) + (int32*)placeholder_10[((int32*)placeholder_13[floormod(i0.outer.i1.outer.fused, 32)] + elem_idx)])], 0f32)))
+ allocate(compute_3, float32, [128]) {
+ for (i.outer.inner: int32, 0, 4) {
+ for (nb_j.inner: int32, 0, 2) {
+ for (j.init: int32, 0, 16) {
+ compute_3[(((i.outer.inner*32) + (nb_j.inner*16)) + j.init)] = 0f32
+ }
+ for (elem_idx: int32, 0, ((int32*)placeholder_10[(((floormod(i0.outer.i1.outer.fused, 16)*2) + nb_j.inner) + 1)] - (int32*)placeholder_10[((floormod(i0.outer.i1.outer.fused, 16)*2) + nb_j.inner)])) {
+ for (j: int32, 0, 16) {
+ compute_3[(((i.outer.inner*32) + (nb_j.inner*16)) + j)] = ((float32*)compute_3[(((i.outer.inner*32) + (nb_j.inner*16)) + j)] + ((float32*)placeholder_11[((((int32*)placeholder_10[((floormod(i0.outer.i1.outer.fused, 16)*2) + nb_j.inner)]*16) + (elem_idx*16)) + j)]*max((float32*)placeholder_13[(((floordiv(i0.outer.i1.outer.fused, 16)*1024) + (i.outer.inner*256)) + (int32*)placeholder_12[((int32*)placeholder_10[((floormod(i0.outer.i1.outer.fused, 16)*2) + nb_j.inner)] + el [...]
+ }
}
}
}
for (i0.inner: int32, 0, 4) {
- compute_2[ramp((((floordiv(i0.outer.i1.outer.fused, 32)*2048) + (i0.inner*512)) + (floormod(i0.outer.i1.outer.fused, 32)*16)), 1, 16)] = max(((float32x16*)compute_3[ramp((i0.inner*16), 1, 16)] + (float32x16*)placeholder_12[ramp((((floordiv(i0.outer.i1.outer.fused, 32)*2048) + (i0.inner*512)) + (floormod(i0.outer.i1.outer.fused, 32)*16)), 1, 16)]), broadcast(0f32, 16))
+ for (i1.inner: int32, 0, 32) {
+ compute_2[((((floordiv(i0.outer.i1.outer.fused, 16)*2048) + (i0.inner*512)) + (floormod(i0.outer.i1.outer.fused, 16)*32)) + i1.inner)] = max(((float32*)compute_3[((i0.inner*32) + i1.inner)] + (float32*)placeholder_14[((((floordiv(i0.outer.i1.outer.fused, 16)*2048) + (i0.inner*512)) + (floormod(i0.outer.i1.outer.fused, 16)*32)) + i1.inner)]), 0f32)
+ }
}
}
}
@@ -419,7 +421,7 @@ We build the binary and check its correctness and performance.
.. code-block:: none
- Execution time of this operator: 1.547 ms
+ Execution time of this operator: 1.743 ms
diff --git a/docs/_sources/tutorials/autotvm/sg_execution_times.rst.txt b/docs/_sources/tutorials/autotvm/sg_execution_times.rst.txt
index 05bad08..e901c76 100644
--- a/docs/_sources/tutorials/autotvm/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/autotvm/sg_execution_times.rst.txt
@@ -5,10 +5,10 @@
Computation times
=================
-**00:36.400** total execution time for **tutorials_autotvm** files:
+**00:38.012** total execution time for **tutorials_autotvm** files:
-- **00:35.588**: :ref:`sphx_glr_tutorials_autotvm_tune_conv2d_cuda.py` (``tune_conv2d_cuda.py``)
-- **00:00.224**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_cuda.py` (``tune_relay_cuda.py``)
-- **00:00.206**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_x86.py` (``tune_relay_x86.py``)
+- **00:37.200**: :ref:`sphx_glr_tutorials_autotvm_tune_conv2d_cuda.py` (``tune_conv2d_cuda.py``)
+- **00:00.225**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_cuda.py` (``tune_relay_cuda.py``)
+- **00:00.202**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_x86.py` (``tune_relay_x86.py``)
+- **00:00.193**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_mobile_gpu.py` (``tune_relay_mobile_gpu.py``)
- **00:00.192**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_arm.py` (``tune_relay_arm.py``)
-- **00:00.191**: :ref:`sphx_glr_tutorials_autotvm_tune_relay_mobile_gpu.py` (``tune_relay_mobile_gpu.py``)
diff --git a/docs/_sources/tutorials/autotvm/tune_conv2d_cuda.rst.txt b/docs/_sources/tutorials/autotvm/tune_conv2d_cuda.rst.txt
index 37db52d..d2c7231 100644
--- a/docs/_sources/tutorials/autotvm/tune_conv2d_cuda.rst.txt
+++ b/docs/_sources/tutorials/autotvm/tune_conv2d_cuda.rst.txt
@@ -242,26 +242,26 @@ for this template
7 unroll_explicit: OtherOption([0, 1]) len=2
)
Get devices for measurement successfully!
- No: 1 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 2 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 3 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 4 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 5 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 6 GFLOPS: 32.89/32.89 result: MeasureResult(costs=(0.007037653066666667,), error_no=0, all_cost=1.7742960453033447, timestamp=1619232908.6389656) [('tile_f', [-1, 1, 1, 1]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 4, 4]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 1, 1]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,3754080
- No: 7 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 8 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 9 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 10 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(TimeoutError(),), error_no=6, all_cost=10, timestamp=1619232919.4433198) [('tile_f', [-1, 32, 2, 4]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 1, 1, 7]), ('tile_rc', [-1, 4, 2]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,4691833
- No: 11 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 12 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 13 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 14 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 15 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 16 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 17 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 18 GFLOPS: 0.00/32.89 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
- No: 19 GFLOPS: 0.96/32.89 result: MeasureResult(costs=(0.24203781125,), error_no=0, all_cost=6.837388753890991, timestamp=1619232928.5517092) [('tile_f', [-1, 8, 2, 16]), ('tile_y', [-1, 7, 1, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 1, 1]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 0), ('unroll_explicit', 1)],None,6390073
- No: 20 GFLOPS: 142.94/142.94 result: MeasureResult(costs=(0.0016196213846153846,), error_no=0, all_cost=1.4586315155029297, timestamp=1619232929.5750487) [('tile_f', [-1, 1, 4, 1]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 4, 1]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 1)],None,9881539
+ No: 1 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 2 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 3 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 4 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 5 GFLOPS: 0.00/0.00 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 6 GFLOPS: 81.65/81.65 result: MeasureResult(costs=(0.0028354476052631582,), error_no=0, all_cost=1.8336963653564453, timestamp=1619468544.2176208) [('tile_f', [-1, 1, 1, 1]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 4, 4]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 1, 1]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,3754080
+ No: 7 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 8 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 9 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 10 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(TimeoutError(),), error_no=6, all_cost=10, timestamp=1619468555.1799824) [('tile_f', [-1, 32, 2, 4]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 1, 1, 7]), ('tile_rc', [-1, 4, 2]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,4691833
+ No: 11 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 12 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 13 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 14 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 15 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 16 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 17 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 18 GFLOPS: 0.00/81.65 result: MeasureResult(costs=(InstantiationError('Traceback (most recent call last):\n 20: TVMFuncCall\n at /workspace/src/runtime/c_runtime_api.cc:474\n 19: tvm::runtime::PackedFunc::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const\n at /workspace/include/tvm/runtime/packed_func.h:1150\n 18: std::function<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*)>::operator()(tvm::runtime::TVMArgs, tvm::runtime::TVMRet [...]
+ No: 19 GFLOPS: 0.95/81.65 result: MeasureResult(costs=(0.24381311025,), error_no=0, all_cost=6.927755832672119, timestamp=1619468564.9183898) [('tile_f', [-1, 8, 2, 16]), ('tile_y', [-1, 7, 1, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 1, 1]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 0), ('unroll_explicit', 1)],None,6390073
+ No: 20 GFLOPS: 143.16/143.16 result: MeasureResult(costs=(0.0016170250156249998,), error_no=0, all_cost=1.5111267566680908, timestamp=1619468565.976795) [('tile_f', [-1, 1, 4, 1]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 4, 1]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 1)],None,9881539
@@ -314,7 +314,7 @@ and measure running time.
Best config:
[('tile_f', [-1, 1, 4, 1]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 4, 1]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 1)],None,9881539
- Time cost of this operator: 0.001966
+ Time cost of this operator: 0.002018
diff --git a/docs/_sources/tutorials/dev/bring_your_own_datatypes.rst.txt b/docs/_sources/tutorials/dev/bring_your_own_datatypes.rst.txt
index 0789ff4..632ae42 100644
--- a/docs/_sources/tutorials/dev/bring_your_own_datatypes.rst.txt
+++ b/docs/_sources/tutorials/dev/bring_your_own_datatypes.rst.txt
@@ -521,7 +521,7 @@ Now, to actually convert the entire network, we have written `a pass in Relay <h
.. code-block:: none
- Check failed: (lower) is false: FloatImm lowering function for target llvm type 150 not found
+ Check failed: (lower) is false: Intrinsic lowering function for target llvm, intrinsic name tir.sqrt, type 150 not found
diff --git a/docs/_sources/tutorials/dev/low_level_custom_pass.rst.txt b/docs/_sources/tutorials/dev/low_level_custom_pass.rst.txt
index 0208a9b..58a3eb2 100644
--- a/docs/_sources/tutorials/dev/low_level_custom_pass.rst.txt
+++ b/docs/_sources/tutorials/dev/low_level_custom_pass.rst.txt
@@ -74,8 +74,8 @@ our customized lowering pass to manipulate the IR directly instead of using sche
primfn(a_1: handle, b_1: handle, c_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {c: Buffer(c_2: Pointer(float32), float32, [128], []),
- b: Buffer(b_2: Pointer(float32), float32, [128], []),
+ buffers = {b: Buffer(b_2: Pointer(float32), float32, [128], []),
+ c: Buffer(c_2: Pointer(float32), float32, [128], []),
a: Buffer(a_2: Pointer(float32), float32, [128], [])}
buffer_map = {a_1: a, b_1: b, c_1: c} {
for (i: int32, 0, 128) {
diff --git a/docs/_sources/tutorials/dev/sg_execution_times.rst.txt b/docs/_sources/tutorials/dev/sg_execution_times.rst.txt
index bebd9cc..aa219e1 100644
--- a/docs/_sources/tutorials/dev/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/dev/sg_execution_times.rst.txt
@@ -5,8 +5,8 @@
Computation times
=================
-**00:29.216** total execution time for **tutorials_dev** files:
+**00:29.059** total execution time for **tutorials_dev** files:
-- **00:28.543**: :ref:`sphx_glr_tutorials_dev_bring_your_own_datatypes.py` (``bring_your_own_datatypes.py``)
-- **00:00.446**: :ref:`sphx_glr_tutorials_dev_use_pass_infra.py` (``use_pass_infra.py``)
-- **00:00.227**: :ref:`sphx_glr_tutorials_dev_low_level_custom_pass.py` (``low_level_custom_pass.py``)
+- **00:28.401**: :ref:`sphx_glr_tutorials_dev_bring_your_own_datatypes.py` (``bring_your_own_datatypes.py``)
+- **00:00.432**: :ref:`sphx_glr_tutorials_dev_use_pass_infra.py` (``use_pass_infra.py``)
+- **00:00.226**: :ref:`sphx_glr_tutorials_dev_low_level_custom_pass.py` (``low_level_custom_pass.py``)
diff --git a/docs/_sources/tutorials/frontend/deploy_model_on_android.rst.txt b/docs/_sources/tutorials/frontend/deploy_model_on_android.rst.txt
index 4d8a28c..58f885f 100644
--- a/docs/_sources/tutorials/frontend/deploy_model_on_android.rst.txt
+++ b/docs/_sources/tutorials/frontend/deploy_model_on_android.rst.txt
@@ -417,7 +417,7 @@ Execute on TVM
TVM prediction top-1: tiger cat
Evaluate inference time cost...
- Mean inference time (std dev): 6.17 ms (0.05 ms)
+ Mean inference time (std dev): 6.30 ms (0.08 ms)
diff --git a/docs/_sources/tutorials/frontend/deploy_object_detection_pytorch.rst.txt b/docs/_sources/tutorials/frontend/deploy_object_detection_pytorch.rst.txt
index 3dbda23..f2fecb4 100644
--- a/docs/_sources/tutorials/frontend/deploy_object_detection_pytorch.rst.txt
+++ b/docs/_sources/tutorials/frontend/deploy_object_detection_pytorch.rst.txt
@@ -246,7 +246,7 @@ Get boxes with score larger than 0.9
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 5 minutes 30.610 seconds)
+ **Total running time of the script:** ( 5 minutes 31.108 seconds)
.. _sphx_glr_download_tutorials_frontend_deploy_object_detection_pytorch.py:
diff --git a/docs/_sources/tutorials/frontend/deploy_prequantized.rst.txt b/docs/_sources/tutorials/frontend/deploy_prequantized.rst.txt
index 73a3714..20e59fc 100644
--- a/docs/_sources/tutorials/frontend/deploy_prequantized.rst.txt
+++ b/docs/_sources/tutorials/frontend/deploy_prequantized.rst.txt
@@ -350,7 +350,7 @@ Here we give an example of how to measure performance of TVM compiled models.
.. code-block:: none
- Elapsed average ms: 21.41771393
+ Elapsed average ms: 21.566911189999995
diff --git a/docs/_sources/tutorials/frontend/deploy_prequantized_tflite.rst.txt b/docs/_sources/tutorials/frontend/deploy_prequantized_tflite.rst.txt
index 0b8e4e7..5a6ae66 100644
--- a/docs/_sources/tutorials/frontend/deploy_prequantized_tflite.rst.txt
+++ b/docs/_sources/tutorials/frontend/deploy_prequantized_tflite.rst.txt
@@ -368,7 +368,7 @@ Here we give an example of how to measure performance of TVM compiled models.
.. code-block:: none
- Elapsed average ms: 42.02772300999999
+ Elapsed average ms: 42.03731231999999
@@ -401,7 +401,7 @@ Here we give an example of how to measure performance of TVM compiled models.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 2 minutes 18.903 seconds)
+ **Total running time of the script:** ( 2 minutes 17.919 seconds)
.. _sphx_glr_download_tutorials_frontend_deploy_prequantized_tflite.py:
diff --git a/docs/_sources/tutorials/frontend/deploy_ssd_gluoncv.rst.txt b/docs/_sources/tutorials/frontend/deploy_ssd_gluoncv.rst.txt
index c136bc3..323d9e0 100644
--- a/docs/_sources/tutorials/frontend/deploy_ssd_gluoncv.rst.txt
+++ b/docs/_sources/tutorials/frontend/deploy_ssd_gluoncv.rst.txt
@@ -199,7 +199,7 @@ Display result
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 55.220 seconds)
+ **Total running time of the script:** ( 1 minutes 58.987 seconds)
.. _sphx_glr_download_tutorials_frontend_deploy_ssd_gluoncv.py:
diff --git a/docs/_sources/tutorials/frontend/from_tensorflow.rst.txt b/docs/_sources/tutorials/frontend/from_tensorflow.rst.txt
index 14de1a8..b3e7178 100644
--- a/docs/_sources/tutorials/frontend/from_tensorflow.rst.txt
+++ b/docs/_sources/tutorials/frontend/from_tensorflow.rst.txt
@@ -193,9 +193,9 @@ Results:
.. code-block:: none
- /workspace/docs/../python/tvm/relay/frontend/tensorflow.py:3356: UserWarning: Ignore the passed shape. Shape in graphdef will be used for operator DecodeJpeg/contents.
+ /workspace/docs/../python/tvm/relay/frontend/tensorflow.py:3396: UserWarning: Ignore the passed shape. Shape in graphdef will be used for operator DecodeJpeg/contents.
"will be used for operator %s." % node.name
- /workspace/docs/../python/tvm/relay/frontend/tensorflow.py:898: UserWarning: DecodeJpeg: It's a pass through, please handle preprocessing before input
+ /workspace/docs/../python/tvm/relay/frontend/tensorflow.py:899: UserWarning: DecodeJpeg: It's a pass through, please handle preprocessing before input
warnings.warn("DecodeJpeg: It's a pass through, please handle preprocessing before input")
Tensorflow protobuf imported to relay frontend.
diff --git a/docs/_sources/tutorials/frontend/sg_execution_times.rst.txt b/docs/_sources/tutorials/frontend/sg_execution_times.rst.txt
index 04eec5f..e69326d 100644
--- a/docs/_sources/tutorials/frontend/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/frontend/sg_execution_times.rst.txt
@@ -5,24 +5,24 @@
Computation times
=================
-**13:52.912** total execution time for **tutorials_frontend** files:
+**13:54.613** total execution time for **tutorials_frontend** files:
-- **05:30.610**: :ref:`sphx_glr_tutorials_frontend_deploy_object_detection_pytorch.py` (``deploy_object_detection_pytorch.py``)
-- **02:18.903**: :ref:`sphx_glr_tutorials_frontend_deploy_prequantized_tflite.py` (``deploy_prequantized_tflite.py``)
-- **01:55.220**: :ref:`sphx_glr_tutorials_frontend_deploy_ssd_gluoncv.py` (``deploy_ssd_gluoncv.py``)
-- **00:42.071**: :ref:`sphx_glr_tutorials_frontend_from_tensorflow.py` (``from_tensorflow.py``)
-- **00:31.808**: :ref:`sphx_glr_tutorials_frontend_deploy_prequantized.py` (``deploy_prequantized.py``)
-- **00:28.342**: :ref:`sphx_glr_tutorials_frontend_deploy_quantized.py` (``deploy_quantized.py``)
-- **00:25.263**: :ref:`sphx_glr_tutorials_frontend_from_tflite.py` (``from_tflite.py``)
-- **00:25.189**: :ref:`sphx_glr_tutorials_frontend_from_darknet.py` (``from_darknet.py``)
-- **00:17.579**: :ref:`sphx_glr_tutorials_frontend_from_caffe2.py` (``from_caffe2.py``)
-- **00:15.752**: :ref:`sphx_glr_tutorials_frontend_deploy_model_on_rasp.py` (``deploy_model_on_rasp.py``)
-- **00:13.464**: :ref:`sphx_glr_tutorials_frontend_deploy_model_on_android.py` (``deploy_model_on_android.py``)
-- **00:11.965**: :ref:`sphx_glr_tutorials_frontend_from_pytorch.py` (``from_pytorch.py``)
-- **00:10.445**: :ref:`sphx_glr_tutorials_frontend_from_mxnet.py` (``from_mxnet.py``)
-- **00:10.311**: :ref:`sphx_glr_tutorials_frontend_from_keras.py` (``from_keras.py``)
-- **00:09.667**: :ref:`sphx_glr_tutorials_frontend_from_coreml.py` (``from_coreml.py``)
-- **00:03.039**: :ref:`sphx_glr_tutorials_frontend_using_external_lib.py` (``using_external_lib.py``)
-- **00:01.777**: :ref:`sphx_glr_tutorials_frontend_from_onnx.py` (``from_onnx.py``)
-- **00:01.292**: :ref:`sphx_glr_tutorials_frontend_build_gcn.py` (``build_gcn.py``)
-- **00:00.213**: :ref:`sphx_glr_tutorials_frontend_deploy_sparse.py` (``deploy_sparse.py``)
+- **05:31.108**: :ref:`sphx_glr_tutorials_frontend_deploy_object_detection_pytorch.py` (``deploy_object_detection_pytorch.py``)
+- **02:17.919**: :ref:`sphx_glr_tutorials_frontend_deploy_prequantized_tflite.py` (``deploy_prequantized_tflite.py``)
+- **01:58.987**: :ref:`sphx_glr_tutorials_frontend_deploy_ssd_gluoncv.py` (``deploy_ssd_gluoncv.py``)
+- **00:42.205**: :ref:`sphx_glr_tutorials_frontend_from_tensorflow.py` (``from_tensorflow.py``)
+- **00:32.477**: :ref:`sphx_glr_tutorials_frontend_deploy_prequantized.py` (``deploy_prequantized.py``)
+- **00:28.860**: :ref:`sphx_glr_tutorials_frontend_deploy_quantized.py` (``deploy_quantized.py``)
+- **00:25.102**: :ref:`sphx_glr_tutorials_frontend_from_tflite.py` (``from_tflite.py``)
+- **00:24.157**: :ref:`sphx_glr_tutorials_frontend_from_darknet.py` (``from_darknet.py``)
+- **00:16.706**: :ref:`sphx_glr_tutorials_frontend_from_caffe2.py` (``from_caffe2.py``)
+- **00:15.660**: :ref:`sphx_glr_tutorials_frontend_deploy_model_on_rasp.py` (``deploy_model_on_rasp.py``)
+- **00:13.339**: :ref:`sphx_glr_tutorials_frontend_deploy_model_on_android.py` (``deploy_model_on_android.py``)
+- **00:11.716**: :ref:`sphx_glr_tutorials_frontend_from_pytorch.py` (``from_pytorch.py``)
+- **00:10.467**: :ref:`sphx_glr_tutorials_frontend_from_mxnet.py` (``from_mxnet.py``)
+- **00:10.196**: :ref:`sphx_glr_tutorials_frontend_from_keras.py` (``from_keras.py``)
+- **00:09.411**: :ref:`sphx_glr_tutorials_frontend_from_coreml.py` (``from_coreml.py``)
+- **00:03.145**: :ref:`sphx_glr_tutorials_frontend_using_external_lib.py` (``using_external_lib.py``)
+- **00:01.723**: :ref:`sphx_glr_tutorials_frontend_from_onnx.py` (``from_onnx.py``)
+- **00:01.212**: :ref:`sphx_glr_tutorials_frontend_build_gcn.py` (``build_gcn.py``)
+- **00:00.223**: :ref:`sphx_glr_tutorials_frontend_deploy_sparse.py` (``deploy_sparse.py``)
diff --git a/docs/_sources/tutorials/get_started/auto_tuning_with_python.rst.txt b/docs/_sources/tutorials/get_started/auto_tuning_with_python.rst.txt
index a1ab341..4a0537d 100644
--- a/docs/_sources/tutorials/get_started/auto_tuning_with_python.rst.txt
+++ b/docs/_sources/tutorials/get_started/auto_tuning_with_python.rst.txt
@@ -229,7 +229,7 @@ runtime module from the library.
.. code-block:: none
-
...47%, 0.01 MB, 46 KB/s, 0 seconds passed
...94%, 0.02 MB, 93 KB/s, 0 seconds passed
...100%, 0.02 MB, 140 KB/s, 0 seconds passed
+
...47%, 0.01 MB, 197 KB/s, 0 seconds passed
...94%, 0.02 MB, 391 KB/s, 0 seconds passed
...100%, 0.02 MB, 584 KB/s, 0 seconds passed
Cannot find config for target=llvm -keys=cpu -link-params=0, workload=('conv2d_NCHWc.x86', ('TENSOR', (1, 256, 56, 56), 'float32'), ('TENSOR', (128, 256, 1, 1), 'float32'), (1, 1), (0, 0, 0, 0), (1, 1), 'NCHW', 'NCHW', 'float32'). A fallback configuration is used, which may bring great performance regression.
Cannot find config for target=llvm -keys=cpu -link-params=0, workload=('conv2d_NCHWc.x86', ('TENSOR', (1, 128, 56, 56), 'float32'), ('TENSOR', (128, 128, 3, 3), 'float32'), (2, 2), (1, 1, 1, 1), (1, 1), 'NCHW', 'NCHW', 'float32'). A fallback configuration is used, which may bring great performance regression.
Cannot find config for target=llvm -keys=cpu -link-params=0, workload=('conv2d_NCHWc.x86', ('TENSOR', (1, 512, 28, 28), 'float32'), ('TENSOR', (256, 512, 1, 1), 'float32'), (1, 1), (0, 0, 0, 0), (1, 1), 'NCHW', 'NCHW', 'float32'). A fallback configuration is used, which may bring great performance regression.
@@ -310,7 +310,7 @@ standard deviation.
.. code-block:: none
- {'mean': 115.6160889500461, 'median': 115.5090788997768, 'std': 0.7965384454704364}
+ {'mean': 116.61725386977196, 'median': 116.69999185251072, 'std': 0.4373409880996617}
@@ -504,31 +504,31 @@ In the simplest form, tuning requires you to provide three things:
.. code-block:: none
-
[Task 1/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 1/25] Current/Best: 29.50/ 33.04 GFLOPS | Progress: (8/10) | 13.30 s
[Task 1/25] Current/Best: 17.89/ 33.04 GFLOPS | Progress: (10/10) | 23.81 s Done.
-
[Task 2/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 2/25] Current/Best: 12.11/ 36.52 GFLOPS | Progress: (8/10) | 13.22 s
[Task 2/25] Current/Best: 6.09/ 36.52 GFLOPS | Progress: (10/10) | 17.74 s Done.
-
[Task 3/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 3/25] Current/Best: 73.77/ 90.75 GFLOPS | Progress: (8/10) | 3.18 s
[Task 3/25] Current/Best: 62.12/ 90.75 GFLOPS | Progress: (10/10) | 4.10 s Done.
-
[Task 4/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 4/25] Current/Best: 70.21/ 86.79 GFLOPS | Progress: (8/10) | 5.43 s
[Task 4/25] Current/Best: 77.31/ 86.79 GFLOPS | Progress: (10/10) | 6.73 s Done.
-
[Task 5/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 5/25] Current/Best: 33.62/ 90.14 GFLOPS | Progress: (8/10) | 5.23 s
[Task 5/25] Current/Best: 55.64/ 90.14 GFLOPS | Progress: (10/10) | 6.12 s Done.
-
[Task 6/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 6/25] Current/Best: 19.10/ 89.17 GFLOPS | Progress: (8/10) | 6.76 s
[Task 6/25] Current/Best: 37.90/ 89.17 GFLOPS | Progress: (10/10) | 9.30 s Done.
-
[Task 7/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 7/25] Current/Best: 40.29/ 77.45 GFLOPS | Progress: (8/10) | 4.40 s
[Task 7/25] Current/Best: 53.19/ 77.45 GFLOPS | Progress: (10/10) | 6.02 s Done.
-
[Task 8/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 8/25] Current/Best: 45.23/ 95.44 GFLOPS | Progress: (8/10) | 4.07 s
[Task 8/25] Current/Best: 21.65/ 95.44 GFLOPS | Progress: (10/10) | 4.76 s Done.
-
[Task 9/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 9/25] Current/Best: 87.58/ 96.62 GFLOPS | Progress: (8/10) | 4.60 s
[Task 9/25] Current/Best: 48.51/ 96.62 GFLOPS | Progress: (10/10) | 5.69 s Done.
-
[Task 10/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 10/25] Current/Best: 61.59/ 89.25 GFLOPS | Progress: (8/10) | 4.29 s
[Task 10/25] Current/Best: 39.56/ 89.25 GFLOPS | Progress: (10/10) | 6.50 s Done.
-
[Task 11/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 11/25] Current/Best: 42.95/ 86.77 GFLOPS | Progress: (8/10) | 4.29 s
[Task 11/25] Current/Best: 91.34/ 91.34 GFLOPS | Progress: (10/10) | 6.33 s Done.
-
[Task 12/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 12/25] Current/Best: 46.09/ 75.17 GFLOPS | Progress: (8/10) | 4.61 s
[Task 12/25] Current/Best: 73.48/ 75.17 GFLOPS | Progress: (10/10) | 5.46 s Done.
-
[Task 13/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 13/25] Current/Best: 73.27/ 80.23 GFLOPS | Progress: (8/10) | 7.28 s
[Task 13/25] Current/Best: 60.30/ 80.23 GFLOPS | Progress: (10/10) | 10.02 s Done.
-
[Task 14/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 14/25] Current/Best: 37.30/ 96.57 GFLOPS | Progress: (8/10) | 3.25 s
[Task 14/25] Current/Best: 33.74/ 96.57 GFLOPS | Progress: (10/10) | 4.80 s Done.
-
[Task 15/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 15/25] Current/Best: 62.62/ 77.77 GFLOPS | Progress: (8/10) | 5.05 s
[Task 15/25] Current/Best: 52.11/ 77.77 GFLOPS | Progress: (10/10) | 8.65 s Done.
-
[Task 16/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 16/25] Current/Best: 47.85/ 85.35 GFLOPS | Progress: (8/10) | 4.45 s
[Task 16/25] Current/Best: 31.03/ 85.35 GFLOPS | Progress: (10/10) | 5.47 s Done.
-
[Task 17/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 17/25] Current/Best: 44.24/ 79.30 GFLOPS | Progress: (8/10) | 7.83 s
[Task 17/25] Current/Best: 56.68/ 79.30 GFLOPS | Progress: (10/10) | 9.07 s Done.
-
[Task 18/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 18/25] Current/Best: 16.75/ 89.63 GFLOPS | Progress: (8/10) | 8.02 s
[Task 18/25] Current/Best: 86.47/ 89.63 GFLOPS | Progress: (10/10) | 8.86 s Done.
-
[Task 19/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 19/25] Current/Best: 30.15/ 86.77 GFLOPS | Progress: (8/10) | 4.37 s
[Task 19/25] Current/Best: 50.69/ 86.77 GFLOPS | Progress: (10/10) | 7.40 s Done.
-
[Task 20/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 20/25] Current/Best: 40.64/ 68.07 GFLOPS | Progress: (8/10) | 4.60 s
[Task 20/25] Current/Best: 90.80/ 90.80 GFLOPS | Progress: (10/10) | 5.43 s Done.
-
[Task 21/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 21/25] Current/Best: 62.35/ 74.48 GFLOPS | Progress: (8/10) | 3.49 s
[Task 21/25] Current/Best: 26.81/ 74.48 GFLOPS | Progress: (10/10) | 4.78 s Done.
-
[Task 22/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 22/25] Current/Best: 44.91/ 96.93 GFLOPS | Progress: (8/10) | 3.95 s
[Task 22/25] Current/Best: 83.31/ 96.93 GFLOPS | Progress: (10/10) | 4.81 s Done.
-
[Task 23/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 23/25] Current/Best: 39.98/ 80.69 GFLOPS | Progress: (8/10) | 4.39 s
[Task 23/25] Current/Best: 58.78/ 80.69 GFLOPS | Progress: (10/10) | 5.57 s Done.
-
[Task 24/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 24/25] Current/Best: 39.56/ 77.23 GFLOPS | Progress: (8/10) | 7.29 s
[Task 24/25] Current/Best: 38.50/ 77.23 GFLOPS | Progress: (10/10) | 8.20 s Done.
-
[Task 25/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 25/25] Current/Best: 50.07/ 75.53 GFLOPS | Progress: (8/10) | 7.17 s
[Task 25/25] Current/Best: 16.99/ 75.53 GFLOPS | Progress: (10/10) | 8.38 s Done.
+
[Task 1/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 1/25] Current/Best: 2.47/ 41.64 GFLOPS | Progress: (8/10) | 12.78 s
[Task 1/25] Current/Best: 0.00/ 41.64 GFLOPS | Progress: (10/10) | 22.98 s Done.
+
[Task 2/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 2/25] Current/Best: 34.75/ 34.75 GFLOPS | Progress: (8/10) | 13.38 s
[Task 2/25] Current/Best: 27.45/ 34.75 GFLOPS | Progress: (10/10) | 23.91 s Done.
+
[Task 3/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 3/25] Current/Best: 66.06/ 95.57 GFLOPS | Progress: (8/10) | 6.77 s
[Task 3/25] Current/Best: 23.55/ 95.57 GFLOPS | Progress: (10/10) | 8.51 s Done.
+
[Task 4/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 4/25] Current/Best: 42.72/ 85.54 GFLOPS | Progress: (8/10) | 6.02 s
[Task 4/25] Current/Best: 40.94/ 85.54 GFLOPS | Progress: (10/10) | 9.24 s Done.
+
[Task 5/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 5/25] Current/Best: 36.27/ 89.74 GFLOPS | Progress: (8/10) | 4.46 s
[Task 5/25] Current/Best: 31.12/ 89.74 GFLOPS | Progress: (10/10) | 5.36 s Done.
+
[Task 6/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 6/25] Current/Best: 91.39/ 91.39 GFLOPS | Progress: (8/10) | 6.52 s
[Task 6/25] Current/Best: 47.82/ 91.39 GFLOPS | Progress: (10/10) | 7.82 s Done.
+
[Task 7/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 7/25] Current/Best: 67.43/ 67.43 GFLOPS | Progress: (8/10) | 5.05 s
[Task 7/25] Current/Best: 27.15/ 67.43 GFLOPS | Progress: (10/10) | 7.86 s Done.
+
[Task 8/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 8/25] Current/Best: 24.10/ 58.69 GFLOPS | Progress: (8/10) | 5.81 s
[Task 8/25] Current/Best: 92.63/ 92.63 GFLOPS | Progress: (10/10) | 7.21 s Done.
+
[Task 9/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 9/25] Current/Best: 25.20/ 95.32 GFLOPS | Progress: (8/10) | 4.54 s
[Task 9/25] Current/Best: 28.38/ 95.32 GFLOPS | Progress: (10/10) | 5.41 s Done.
+
[Task 10/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 10/25] Current/Best: 59.85/ 80.49 GFLOPS | Progress: (8/10) | 3.97 s
[Task 10/25] Current/Best: 12.33/ 80.49 GFLOPS | Progress: (10/10) | 5.08 s Done.
+
[Task 11/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 11/25] Current/Best: 38.21/ 86.10 GFLOPS | Progress: (8/10) | 4.69 s
[Task 11/25] Current/Best: 81.00/ 86.10 GFLOPS | Progress: (10/10) | 6.75 s Done.
+
[Task 12/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 12/25] Current/Best: 65.01/ 67.53 GFLOPS | Progress: (8/10) | 6.11 s
[Task 12/25] Current/Best: 53.60/ 67.53 GFLOPS | Progress: (10/10) | 7.00 s Done.
+
[Task 13/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 13/25] Current/Best: 74.07/ 74.07 GFLOPS | Progress: (8/10) | 3.39 s
[Task 13/25] Current/Best: 30.13/ 74.07 GFLOPS | Progress: (10/10) | 4.58 s Done.
+
[Task 14/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 14/25] Current/Best: 27.52/ 88.13 GFLOPS | Progress: (8/10) | 3.24 s
[Task 14/25] Current/Best: 72.62/ 88.13 GFLOPS | Progress: (10/10) | 4.56 s Done.
+
[Task 15/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 15/25] Current/Best: 87.68/ 87.68 GFLOPS | Progress: (8/10) | 3.70 s
[Task 15/25] Current/Best: 40.67/ 87.68 GFLOPS | Progress: (10/10) | 5.24 s Done.
+
[Task 16/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 16/25] Current/Best: 84.71/ 93.38 GFLOPS | Progress: (8/10) | 3.49 s
[Task 16/25] Current/Best: 12.72/ 93.38 GFLOPS | Progress: (10/10) | 4.54 s Done.
+
[Task 17/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 17/25] Current/Best: 54.95/ 58.79 GFLOPS | Progress: (8/10) | 5.54 s
[Task 17/25] Current/Best: 55.53/ 62.90 GFLOPS | Progress: (10/10) | 7.61 s Done.
+
[Task 18/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 18/25] Current/Best: 46.00/ 66.74 GFLOPS | Progress: (8/10) | 4.97 s
[Task 18/25] Current/Best: 31.68/ 66.74 GFLOPS | Progress: (10/10) | 7.06 s Done.
+
[Task 19/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 19/25] Current/Best: 42.06/ 96.40 GFLOPS | Progress: (8/10) | 3.48 s
[Task 19/25] Current/Best: 43.79/ 96.40 GFLOPS | Progress: (10/10) | 4.34 s Done.
+
[Task 20/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 20/25] Current/Best: 55.24/ 60.53 GFLOPS | Progress: (8/10) | 3.76 s
[Task 20/25] Current/Best: 22.41/ 60.53 GFLOPS | Progress: (10/10) | 6.62 s Done.
+
[Task 21/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 21/25] Current/Best: 68.04/ 82.73 GFLOPS | Progress: (8/10) | 4.59 s
[Task 21/25] Current/Best: 25.97/ 82.73 GFLOPS | Progress: (10/10) | 5.89 s Done.
+
[Task 22/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 22/25] Current/Best: 53.42/ 90.49 GFLOPS | Progress: (8/10) | 7.30 s
[Task 22/25] Current/Best: 25.25/ 90.49 GFLOPS | Progress: (10/10) | 8.85 s Done.
+
[Task 23/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 23/25] Current/Best: 90.80/ 90.80 GFLOPS | Progress: (8/10) | 5.29 s
[Task 23/25] Current/Best: 21.70/ 90.80 GFLOPS | Progress: (10/10) | 15.85 s Done.
+
[Task 24/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 24/25] Current/Best: 39.03/ 82.10 GFLOPS | Progress: (8/10) | 5.57 s
[Task 24/25] Current/Best: 21.93/ 82.10 GFLOPS | Progress: (10/10) | 9.29 s Done.
+
[Task 25/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/10) | 0.00 s
[Task 25/25] Current/Best: 32.55/ 66.52 GFLOPS | Progress: (8/10) | 4.69 s
[Task 25/25] Current/Best: 81.08/ 81.08 GFLOPS | Progress: (10/10) | 6.38 s Done.
@@ -671,8 +671,8 @@ improvement in comparing the optimized model to the unoptimized model.
.. code-block:: none
- optimized: {'mean': 88.77184891010984, 'median': 88.72866864985554, 'std': 0.20940115654715186}
- unoptimized: {'mean': 115.6160889500461, 'median': 115.5090788997768, 'std': 0.7965384454704364}
+ optimized: {'mean': 91.3871666014893, 'median': 91.30017985007726, 'std': 0.2475099150760818}
+ unoptimized: {'mean': 116.61725386977196, 'median': 116.69999185251072, 'std': 0.4373409880996617}
@@ -692,7 +692,7 @@ profiling/benchmarking.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 4 minutes 22.409 seconds)
+ **Total running time of the script:** ( 4 minutes 37.163 seconds)
.. _sphx_glr_download_tutorials_get_started_auto_tuning_with_python.py:
diff --git a/docs/_sources/tutorials/get_started/cross_compilation_and_rpc.rst.txt b/docs/_sources/tutorials/get_started/cross_compilation_and_rpc.rst.txt
index 65d560d..190b2b3 100644
--- a/docs/_sources/tutorials/get_started/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/tutorials/get_started/cross_compilation_and_rpc.rst.txt
@@ -235,7 +235,7 @@ device and returns the measured cost. Network overhead is excluded.
.. code-block:: none
- 1.357e-07 secs/op
+ 1.21e-07 secs/op
diff --git a/docs/_sources/tutorials/get_started/relay_quick_start.rst.txt b/docs/_sources/tutorials/get_started/relay_quick_start.rst.txt
index 1aed45d..f6c32ad 100644
--- a/docs/_sources/tutorials/get_started/relay_quick_start.rst.txt
+++ b/docs/_sources/tutorials/get_started/relay_quick_start.rst.txt
@@ -225,7 +225,7 @@ in this example. Then the machine code will be generated as the module library.
.. code-block:: none
-
...1%, 0.01 MB, 156 KB/s, 0 seconds passed
...3%, 0.02 MB, 310 KB/s, 0 seconds passed
...5%, 0.02 MB, 462 KB/s, 0 seconds passed
...6%, 0.03 MB, 605 KB/s, 0 seconds passed
...8%, 0.04 MB, 741 KB/s, 0 seconds passed
...10%, 0.05 MB, 825 KB/s, 0 seconds passed
...11%, 0.05 MB, 945 KB/s, 0 seconds passed
...13%, 0.06 MB, 1078 KB/s, 0 seconds passed
...15%, 0.07 MB, 1196 KB/s, 0 seconds passed
...16%, 0.08 MB, 1327 KB/s, 0 seconds passed
...18%, 0.09 MB, 1432 KB/s, 0 seconds passed
...20%, 0.09 MB, 1559 KB/s, 0 seconds passed
...21%, 0.10 MB, 1550 KB/s, 0 seconds passed
...23%, 0.11 MB, 1666 KB/s, 0 seconds passed
...25%, 0.12 MB, 1782 KB/s, 0 seconds passed
...26%, 0.12 MB, 1895 KB/s, 0 seconds passed
...28%, 0.13 MB, 1975 KB/s, 0 seconds passed
...30%, 0.14 MB, 2087 KB/s, 0 seconds passed
...31%, 0.15 MB, 2200 KB/s, 0 seconds passed
...33%, 0.16 MB, 2308 KB/s, 0 seconds passed
...35%, 0.16 MB, 2420 KB
/s, 0 seconds passed
...36%, 0.17 MB, 2531 KB/s, 0 seconds passed
...38%, 0.18 MB, 2472 KB/s, 0 seconds passed
...40%, 0.19 MB, 2574 KB/s, 0 seconds passed
...41%, 0.20 MB, 2677 KB/s, 0 seconds passed
...43%, 0.20 MB, 2780 KB/s, 0 seconds passed
...45%, 0.21 MB, 2883 KB/s, 0 seconds passed
...46%, 0.22 MB, 2971 KB/s, 0 seconds passed
...48%, 0.23 MB, 3073 KB/s, 0 seconds passed
...50%, 0.23 MB, 3175 KB/s, 0 seconds passed
...51%, 0.24 MB, 3276 KB/s, 0 seconds passed
...53%, 0.25 MB, 3351 KB/s, 0 seconds passed
...55%, 0.26 MB, 3451 KB/s, 0 seconds passed
...56%, 0.27 MB, 3551 KB/s, 0 seconds passed
...58%, 0.27 MB, 3630 KB/s, 0 seconds passed
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...61%, 0.29 MB, 3818 KB/s, 0 seconds passed
...63%, 0.30 MB, 3878 KB/s, 0 seconds passed
...65%, 0.30 MB, 3967 KB/s, 0 seconds passed
...66%, 0.31 MB, 4063 KB/s, 0 seconds passed
...68%, 0.32 MB, 4159 KB/s, 0 seconds pas
sed
...70%, 0.33 MB, 4221 KB/s, 0 seconds passed
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...75%, 0.35 MB, 4376 KB/s, 0 seconds passed
...76%, 0.36 MB, 4431 KB/s, 0 seconds passed
...78%, 0.37 MB, 4522 KB/s, 0 seconds passed
...80%, 0.38 MB, 4587 KB/s, 0 seconds passed
...81%, 0.38 MB, 4677 KB/s, 0 seconds passed
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...98%, 0.46 MB, 5397 KB/s, 0 seconds passed
...100%, 0.47 MB, 5468 KB/s, 0 seconds passed
+
...1%, 0.01 MB, 41 KB/s, 0 seconds passed
...3%, 0.02 MB, 82 KB/s, 0 seconds passed
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...15%, 0.07 MB, 355 KB/s, 0 seconds passed
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...25%, 0.12 MB, 569 KB/s, 0 seconds passed
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...30%, 0.14 MB, 680 KB/s, 0 seconds passed
...31%, 0.15 MB, 716 KB/s, 0 seconds passed
...33%, 0.16 MB, 754 KB/s, 0 seconds passed
...35%, 0.16 MB, 788 KB/s, 0 seconds pa
ssed
...36%, 0.17 MB, 825 KB/s, 0 seconds passed
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...70%, 0.33
MB, 1519 KB/s, 0 seconds passed
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diff --git a/docs/_sources/tutorials/get_started/sg_execution_times.rst.txt b/docs/_sources/tutorials/get_started/sg_execution_times.rst.txt
index 194a12a..79c9241 100644
--- a/docs/_sources/tutorials/get_started/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/get_started/sg_execution_times.rst.txt
@@ -5,14 +5,14 @@
Computation times
=================
-**06:26.517** total execution time for **tutorials_get_started** files:
+**06:29.934** total execution time for **tutorials_get_started** files:
-- **04:22.409**: :ref:`sphx_glr_tutorials_get_started_auto_tuning_with_python.py` (``auto_tuning_with_python.py``)
-- **00:58.182**: :ref:`sphx_glr_tutorials_get_started_tensor_expr_get_started.py` (``tensor_expr_get_started.py``)
-- **00:24.598**: :ref:`sphx_glr_tutorials_get_started_autotvm_matmul.py` (``autotvm_matmul.py``)
-- **00:24.392**: :ref:`sphx_glr_tutorials_get_started_tune_matmul_x86.py` (``tune_matmul_x86.py``)
-- **00:16.651**: :ref:`sphx_glr_tutorials_get_started_relay_quick_start.py` (``relay_quick_start.py``)
-- **00:00.156**: :ref:`sphx_glr_tutorials_get_started_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``)
+- **04:37.163**: :ref:`sphx_glr_tutorials_get_started_auto_tuning_with_python.py` (``auto_tuning_with_python.py``)
+- **00:56.087**: :ref:`sphx_glr_tutorials_get_started_tensor_expr_get_started.py` (``tensor_expr_get_started.py``)
+- **00:22.911**: :ref:`sphx_glr_tutorials_get_started_tune_matmul_x86.py` (``tune_matmul_x86.py``)
+- **00:17.161**: :ref:`sphx_glr_tutorials_get_started_relay_quick_start.py` (``relay_quick_start.py``)
+- **00:16.289**: :ref:`sphx_glr_tutorials_get_started_autotvm_matmul.py` (``autotvm_matmul.py``)
+- **00:00.195**: :ref:`sphx_glr_tutorials_get_started_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``)
- **00:00.046**: :ref:`sphx_glr_tutorials_get_started_introduction.py` (``introduction.py``)
- **00:00.042**: :ref:`sphx_glr_tutorials_get_started_install.py` (``install.py``)
-- **00:00.041**: :ref:`sphx_glr_tutorials_get_started_tvmc_command_line_driver.py` (``tvmc_command_line_driver.py``)
+- **00:00.040**: :ref:`sphx_glr_tutorials_get_started_tvmc_command_line_driver.py` (``tvmc_command_line_driver.py``)
diff --git a/docs/_sources/tutorials/get_started/tensor_expr_get_started.rst.txt b/docs/_sources/tutorials/get_started/tensor_expr_get_started.rst.txt
index 0eee2f6..470656f 100644
--- a/docs/_sources/tutorials/get_started/tensor_expr_get_started.rst.txt
+++ b/docs/_sources/tutorials/get_started/tensor_expr_get_started.rst.txt
@@ -428,10 +428,10 @@ We can now compare the different schedules
.. code-block:: none
Operator Timing Performance
- numpy 7.356389978667721e-06 1.0
- naive 5.6887e-06 0.7733004933800767
- parallel 3.2829999999999997e-06 0.44627867874326144
- vector 8.9005e-06 1.2099005117741086
+ numpy 6.980659672990442e-06 1.0
+ naive 5.6905e-06 0.8151808377104637
+ parallel 3.3419999999999995e-06 0.4787513152848378
+ vector 8.8547e-06 1.2684617808057013
@@ -816,7 +816,7 @@ matrix multiplication.
.. code-block:: none
- Numpy running time: 0.008019
+ Numpy running time: 0.008237
@@ -872,7 +872,7 @@ optimizations.
.. code-block:: none
- none: 3.419093
+ none: 3.238522
@@ -968,7 +968,7 @@ schedule.
.. code-block:: none
- blocking: 0.297653
+ blocking: 0.314021
@@ -1056,7 +1056,7 @@ already cache friendly from our previous optimizations.
.. code-block:: none
- vectorization: 0.332712
+ vectorization: 0.325936
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
@@ -1124,7 +1124,7 @@ more cache friendly.
.. code-block:: none
- loop permutation: 0.115349
+ loop permutation: 0.114230
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
@@ -1217,7 +1217,7 @@ optimized schedule.
.. code-block:: none
- array packing: 0.104367
+ array packing: 0.101902
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
@@ -1305,7 +1305,7 @@ to `C` when all the block results are ready.
.. code-block:: none
- block caching: 0.093559
+ block caching: 0.107511
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
@@ -1384,7 +1384,7 @@ of thread-level parallelization.
.. code-block:: none
- parallelization: 0.034557
+ parallelization: 0.033461
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
@@ -1458,13 +1458,13 @@ working, we can compare the results.
.. code-block:: none
Operator Timing Performance
- none 3.4190927426 1.0
- blocking 0.29765297830000004 0.08705612883540974
- vectorization 0.3327117262 0.0973099448443139
- loop permutation 0.1153491507 0.033736771530884065
- array packing 0.1043673727 0.03052487327987346
- block caching 0.0935585781 0.027363568391787677
- parallelization 0.0345569471 0.010107051695158659
+ none 3.238521834 1.0
+ blocking 0.3140211334 0.09696434036763699
+ vectorization 0.3259355685 0.1006433135877385
+ loop permutation 0.1142302892 0.035272354195898865
+ array packing 0.1019016828 0.03146549198161126
+ block caching 0.1075105775 0.03319742246950063
+ parallelization 0.0334612482 0.010332259566294466
diff --git a/docs/_sources/tutorials/get_started/tune_matmul_x86.rst.txt b/docs/_sources/tutorials/get_started/tune_matmul_x86.rst.txt
index fffb8b8..cb4b870 100644
--- a/docs/_sources/tutorials/get_started/tune_matmul_x86.rst.txt
+++ b/docs/_sources/tutorials/get_started/tune_matmul_x86.rst.txt
@@ -213,8 +213,8 @@ operator fusion.
Lowered TIR:
primfn(A_1: handle, B_1: handle, C_1: handle, out_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {out: Buffer(out_2: Pointer(float32), float32, [1024, 1024], []),
- C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
+ buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
+ out: Buffer(out_2: Pointer(float32), float32, [1024, 1024], []),
B: Buffer(B_2: Pointer(float32), float32, [1024, 1024], []),
A: Buffer(A_2: Pointer(float32), float32, [1024, 1024], [])}
buffer_map = {A_1: A, B_1: B, C_1: C, out_1: out} {
@@ -311,7 +311,7 @@ We build the binary and check its correctness and performance.
.. code-block:: none
- Execution time of this operator: 22.315 ms
+ Execution time of this operator: 22.551 ms
diff --git a/docs/_sources/tutorials/language/intrin_math.rst.txt b/docs/_sources/tutorials/language/intrin_math.rst.txt
index c3781e6..b21915b 100644
--- a/docs/_sources/tutorials/language/intrin_math.rst.txt
+++ b/docs/_sources/tutorials/language/intrin_math.rst.txt
@@ -24,10 +24,11 @@ the interface via tvm's intrinsic API.
.. code-block:: default
from __future__ import absolute_import, print_function
+ import numpy as np
import tvm
from tvm import te
- import numpy as np
+ from tvm.ir import register_op_attr, register_intrin_lowering
@@ -225,7 +226,7 @@ The following example customizes CUDA lowering rule for :code:`exp`.
return op
- tvm.target.register_intrin_rule("cuda", "exp", my_cuda_math_rule, override=True)
+ register_intrin_lowering("tir.exp", target="cuda", f=my_cuda_math_rule, level=99)
@@ -310,8 +311,8 @@ The following example add an intrinsic :code:`mylog` to the system.
# new op registration is triggered by registering an attribute of the op
- tvm.ir.register_op_attr("tir.mylog", "TCallEffectKind", tvm.tir.CallEffectKind.Pure)
- tvm.target.register_intrin_rule("cuda", "mylog", my_cuda_mylog_rule, override=True)
+ register_op_attr("tir.mylog", "TCallEffectKind", tvm.tir.CallEffectKind.Pure)
+ register_intrin_lowering("tir.mylog", target="cuda", f=my_cuda_mylog_rule, level=99)
n = te.var("n")
A = te.placeholder((n,), name="A")
diff --git a/docs/_sources/tutorials/language/schedule_primitives.rst.txt b/docs/_sources/tutorials/language/schedule_primitives.rst.txt
index b29e4c8..a549ff4 100644
--- a/docs/_sources/tutorials/language/schedule_primitives.rst.txt
+++ b/docs/_sources/tutorials/language/schedule_primitives.rst.txt
@@ -492,12 +492,12 @@ tensor is required.
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {C: Buffer(C_2: Pointer(float32), float32, [m: int32], [stride: int32], type="auto"),
- B: Buffer(B_2: Pointer(float32), float32, [m], [stride_1: int32], type="auto"),
+ buffers = {B: Buffer(B_2: Pointer(float32), float32, [m: int32], [stride: int32], type="auto"),
+ C: Buffer(C_2: Pointer(float32), float32, [m], [stride_1: int32], type="auto"),
A: Buffer(A_2: Pointer(float32), float32, [m], [stride_2: int32], type="auto")}
buffer_map = {A_1: A, B_1: B, C_1: C} {
for (i: int32, 0, m) {
- C_2[(i*stride)] = (((float32*)A_2[(i*stride_2)] + 1f32)*2f32)
+ C_2[(i*stride_1)] = (((float32*)A_2[(i*stride_2)] + 1f32)*2f32)
}
}
diff --git a/docs/_sources/tutorials/language/sg_execution_times.rst.txt b/docs/_sources/tutorials/language/sg_execution_times.rst.txt
index c2a1514..c1b191f 100644
--- a/docs/_sources/tutorials/language/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/language/sg_execution_times.rst.txt
@@ -5,13 +5,13 @@
Computation times
=================
-**00:04.401** total execution time for **tutorials_language** files:
+**00:04.536** total execution time for **tutorials_language** files:
-- **00:01.418**: :ref:`sphx_glr_tutorials_language_intrin_math.py` (``intrin_math.py``)
-- **00:00.860**: :ref:`sphx_glr_tutorials_language_tensorize.py` (``tensorize.py``)
-- **00:00.564**: :ref:`sphx_glr_tutorials_language_scan.py` (``scan.py``)
-- **00:00.526**: :ref:`sphx_glr_tutorials_language_reduction.py` (``reduction.py``)
-- **00:00.351**: :ref:`sphx_glr_tutorials_language_extern_op.py` (``extern_op.py``)
-- **00:00.245**: :ref:`sphx_glr_tutorials_language_schedule_primitives.py` (``schedule_primitives.py``)
-- **00:00.227**: :ref:`sphx_glr_tutorials_language_tuple_inputs.py` (``tuple_inputs.py``)
-- **00:00.208**: :ref:`sphx_glr_tutorials_language_tedd.py` (``tedd.py``)
+- **00:01.548**: :ref:`sphx_glr_tutorials_language_intrin_math.py` (``intrin_math.py``)
+- **00:00.781**: :ref:`sphx_glr_tutorials_language_tensorize.py` (``tensorize.py``)
+- **00:00.599**: :ref:`sphx_glr_tutorials_language_scan.py` (``scan.py``)
+- **00:00.565**: :ref:`sphx_glr_tutorials_language_reduction.py` (``reduction.py``)
+- **00:00.330**: :ref:`sphx_glr_tutorials_language_extern_op.py` (``extern_op.py``)
+- **00:00.255**: :ref:`sphx_glr_tutorials_language_schedule_primitives.py` (``schedule_primitives.py``)
+- **00:00.240**: :ref:`sphx_glr_tutorials_language_tuple_inputs.py` (``tuple_inputs.py``)
+- **00:00.218**: :ref:`sphx_glr_tutorials_language_tedd.py` (``tedd.py``)
diff --git a/docs/_sources/tutorials/language/tensorize.rst.txt b/docs/_sources/tutorials/language/tensorize.rst.txt
index 59354a6..49d2d34 100644
--- a/docs/_sources/tutorials/language/tensorize.rst.txt
+++ b/docs/_sources/tutorials/language/tensorize.rst.txt
@@ -120,8 +120,8 @@ Thus we break down the matmul loops to make the innermost loops a (16x64) GEMV.
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 512], []),
- B: Buffer(B_2: Pointer(float32), float32, [512, 64], []),
+ buffers = {B: Buffer(B_2: Pointer(float32), float32, [512, 64], []),
+ C: Buffer(C_2: Pointer(float32), float32, [1024, 512], []),
A: Buffer(A_2: Pointer(float32), float32, [1024, 64], [])}
buffer_map = {A_1: A, B_1: B, C_1: C} {
for (i: int32, 0, 1024) {
@@ -313,8 +313,8 @@ The importing needs to happen before the tensorized GEMV being executed.
B: Buffer(B_2: Pointer(float32), float32, [512, 64], []),
A: Buffer(A_2: Pointer(float32), float32, [1024, 64], [])}
buffer_map = {A_1: A, B_1: B, C_1: C} {
- attr [IterVar(i: int32, (nullptr), "DataPar", "")] "pragma_import_llvm" = "; ModuleID = '/tmp/tmpgmvsutg2/input0.cc'
- source_filename = "/tmp/tmpgmvsutg2/input0.cc"
+ attr [IterVar(i: int32, (nullptr), "DataPar", "")] "pragma_import_llvm" = "; ModuleID = '/tmp/tmps6h100br/input0.cc'
+ source_filename = "/tmp/tmps6h100br/input0.cc"
target datalayout = "e-m:e-i64:64-f80:128-n8:16:32:64-S128"
target triple = "x86_64-pc-linux-gnu"
diff --git a/docs/_sources/tutorials/language/tuple_inputs.rst.txt b/docs/_sources/tutorials/language/tuple_inputs.rst.txt
index 9ddc391..d6dc7bc 100644
--- a/docs/_sources/tutorials/language/tuple_inputs.rst.txt
+++ b/docs/_sources/tutorials/language/tuple_inputs.rst.txt
@@ -64,15 +64,15 @@ together in the next schedule procedure.
primfn(A0_1: handle, A1_1: handle, B.v0_1: handle, B.v1_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {B.v1: Buffer(B.v1_2: Pointer(float32), float32, [m: int32, n: int32], [stride: int32, stride_1: int32], type="auto"),
- B.v0: Buffer(B.v0_2: Pointer(float32), float32, [m, n], [stride_2: int32, stride_3: int32], type="auto"),
+ buffers = {B.v0: Buffer(B.v0_2: Pointer(float32), float32, [m: int32, n: int32], [stride: int32, stride_1: int32], type="auto"),
+ B.v1: Buffer(B.v1_2: Pointer(float32), float32, [m, n], [stride_2: int32, stride_3: int32], type="auto"),
A1: Buffer(A1_2: Pointer(float32), float32, [m, n], [stride_4: int32, stride_5: int32], type="auto"),
A0: Buffer(A0_2: Pointer(float32), float32, [m, n], [stride_6: int32, stride_7: int32], type="auto")}
buffer_map = {A0_1: A0, A1_1: A1, B.v0_1: B.v0, B.v1_1: B.v1} {
for (i: int32, 0, m) {
for (j: int32, 0, n) {
- B.v0_2[((i*stride_2) + (j*stride_3))] = ((float32*)A0_2[((i*stride_6) + (j*stride_7))] + 2f32)
- B.v1_2[((i*stride) + (j*stride_1))] = ((float32*)A1_2[((i*stride_4) + (j*stride_5))]*3f32)
+ B.v0_2[((i*stride) + (j*stride_1))] = ((float32*)A0_2[((i*stride_6) + (j*stride_7))] + 2f32)
+ B.v1_2[((i*stride_2) + (j*stride_3))] = ((float32*)A1_2[((i*stride_4) + (j*stride_5))]*3f32)
}
}
}
@@ -136,16 +136,16 @@ with :py:func:`te.comm_reducer` as below:
primfn(idx_1: handle, val_1: handle, T.v0_1: handle, T.v1_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
buffers = {T.v1: Buffer(T.v1_2: Pointer(int32), int32, [m: int32], [stride: int32], type="auto"),
- val: Buffer(val_2: Pointer(int32), int32, [m, n: int32], [stride_1: int32, stride_2: int32], type="auto"),
- T.v0: Buffer(T.v0_2: Pointer(int32), int32, [m], [stride_3: int32], type="auto"),
+ T.v0: Buffer(T.v0_2: Pointer(int32), int32, [m], [stride_1: int32], type="auto"),
+ val: Buffer(val_2: Pointer(int32), int32, [m, n: int32], [stride_2: int32, stride_3: int32], type="auto"),
idx: Buffer(idx_2: Pointer(int32), int32, [m, n], [stride_4: int32, stride_5: int32], type="auto")}
buffer_map = {idx_1: idx, val_1: val, T.v0_1: T.v0, T.v1_1: T.v1} {
for (i: int32, 0, m) {
- T.v0_2[(i*stride_3)] = -1
+ T.v0_2[(i*stride_1)] = -1
T.v1_2[(i*stride)] = -2147483648
for (k: int32, 0, n) {
- T.v0_2[(i*stride_3)] = @tir.if_then_else(((int32*)val_2[((i*stride_1) + (k*stride_2))] <= (int32*)T.v1_2[(i*stride)]), (int32*)T.v0_2[(i*stride_3)], (int32*)idx_2[((i*stride_4) + (k*stride_5))], dtype=int32)
- T.v1_2[(i*stride)] = @tir.if_then_else(((int32*)val_2[((i*stride_1) + (k*stride_2))] <= (int32*)T.v1_2[(i*stride)]), (int32*)T.v1_2[(i*stride)], (int32*)val_2[((i*stride_1) + (k*stride_2))], dtype=int32)
+ T.v0_2[(i*stride_1)] = @tir.if_then_else(((int32*)val_2[((i*stride_2) + (k*stride_3))] <= (int32*)T.v1_2[(i*stride)]), (int32*)T.v0_2[(i*stride_1)], (int32*)idx_2[((i*stride_4) + (k*stride_5))], dtype=int32)
+ T.v1_2[(i*stride)] = @tir.if_then_else(((int32*)val_2[((i*stride_2) + (k*stride_3))] <= (int32*)T.v1_2[(i*stride)]), (int32*)T.v1_2[(i*stride)], (int32*)val_2[((i*stride_2) + (k*stride_3))], dtype=int32)
}
}
}
diff --git a/docs/_sources/tutorials/micro/sg_execution_times.rst.txt b/docs/_sources/tutorials/micro/sg_execution_times.rst.txt
index e6420ba..01cbced 100644
--- a/docs/_sources/tutorials/micro/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/micro/sg_execution_times.rst.txt
@@ -5,7 +5,7 @@
Computation times
=================
-**00:05.530** total execution time for **tutorials_micro** files:
+**00:06.237** total execution time for **tutorials_micro** files:
-- **00:05.310**: :ref:`sphx_glr_tutorials_micro_micro_tflite.py` (``micro_tflite.py``)
-- **00:00.220**: :ref:`sphx_glr_tutorials_micro_micro_reference_vm.py` (``micro_reference_vm.py``)
+- **00:06.013**: :ref:`sphx_glr_tutorials_micro_micro_tflite.py` (``micro_tflite.py``)
+- **00:00.225**: :ref:`sphx_glr_tutorials_micro_micro_reference_vm.py` (``micro_reference_vm.py``)
diff --git a/docs/_sources/tutorials/optimize/opt_conv_cuda.rst.txt b/docs/_sources/tutorials/optimize/opt_conv_cuda.rst.txt
index e15aa95..4750ae7 100644
--- a/docs/_sources/tutorials/optimize/opt_conv_cuda.rst.txt
+++ b/docs/_sources/tutorials/optimize/opt_conv_cuda.rst.txt
@@ -296,7 +296,7 @@ latency of convolution.
.. code-block:: none
- Convolution: 36.000030 ms
+ Convolution: 53.383167 ms
diff --git a/docs/_sources/tutorials/optimize/opt_conv_tensorcore.rst.txt b/docs/_sources/tutorials/optimize/opt_conv_tensorcore.rst.txt
index 4d48b3a..b8faee1 100644
--- a/docs/_sources/tutorials/optimize/opt_conv_tensorcore.rst.txt
+++ b/docs/_sources/tutorials/optimize/opt_conv_tensorcore.rst.txt
@@ -523,8 +523,8 @@ by mapping the 2D convolution to tensor intrinsics
primfn(A_1: handle, W_1: handle, Conv_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {W: Buffer(W_2: Pointer(float16), float16, [3, 3, 16, 32, 16, 16], []),
- Conv: Buffer(Conv_2: Pointer(float32), float32, [16, 14, 14, 32, 16, 16], []),
+ buffers = {Conv: Buffer(Conv_2: Pointer(float32), float32, [16, 14, 14, 32, 16, 16], []),
+ W: Buffer(W_2: Pointer(float16), float16, [3, 3, 16, 32, 16, 16], []),
A: Buffer(A_2: Pointer(float16), float16, [16, 14, 14, 16, 16, 16], [])}
buffer_map = {A_1: A, W_1: W, Conv_1: Conv} {
attr [IterVar(blockIdx.z: int32, (nullptr), "ThreadIndex", "blockIdx.z")] "thread_extent" = 196;
@@ -624,7 +624,7 @@ be able to run on our build server
.. code-block:: none
- conv2d with tensor core: 9.488170 ms
+ conv2d with tensor core: 7.025254 ms
diff --git a/docs/_sources/tutorials/optimize/opt_gemm.rst.txt b/docs/_sources/tutorials/optimize/opt_gemm.rst.txt
index cdfed75..15967bb 100644
--- a/docs/_sources/tutorials/optimize/opt_gemm.rst.txt
+++ b/docs/_sources/tutorials/optimize/opt_gemm.rst.txt
@@ -118,8 +118,8 @@ Then we write a baseline implementation, the simplest way to write a matrix mult
.. code-block:: none
- Numpy running time: 0.007966
- Baseline: 3.166470
+ Numpy running time: 0.008044
+ Baseline: 3.548576
@@ -206,7 +206,7 @@ fill 32 * 32 * sizeof(float) which is 4KB in the cache whose total size is 32KB
.. code-block:: none
- Opt1: 0.305428
+ Opt1: 0.306843
@@ -300,7 +300,7 @@ In this tutorial, we chose to vectorize the inner loop row data since it is cach
.. code-block:: none
- Opt2: 0.335840
+ Opt2: 0.320415
@@ -389,7 +389,7 @@ the access pattern for A matrix is more cache friendly.
.. code-block:: none
- Opt3: 0.114550
+ Opt3: 0.120079
@@ -499,7 +499,7 @@ the corresponding value from the packed array.
.. code-block:: none
- Opt4: 0.107629
+ Opt4: 0.105430
@@ -609,7 +609,7 @@ write to C when all the block results are ready.
.. code-block:: none
- Opt5: 0.107298
+ Opt5: 0.113378
@@ -633,8 +633,8 @@ Here is the generated IR after blocking.
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
- B: Buffer(B_2: Pointer(float32), float32, [1024, 1024], []),
+ buffers = {B: Buffer(B_2: Pointer(float32), float32, [1024, 1024], []),
+ C: Buffer(C_2: Pointer(float32), float32, [1024, 1024], []),
A: Buffer(A_2: Pointer(float32), float32, [1024, 1024], [])}
buffer_map = {A_1: A, B_1: B, C_1: C} {
attr [packedB: Pointer(float32x32)] "storage_scope" = "global";
@@ -725,7 +725,7 @@ Futhermore, we can also utilize multi-core processors to do the thread-level par
.. code-block:: none
- Opt6: 0.035016
+ Opt6: 0.035298
diff --git a/docs/_sources/tutorials/optimize/sg_execution_times.rst.txt b/docs/_sources/tutorials/optimize/sg_execution_times.rst.txt
index 2de2db2..3d661fa 100644
--- a/docs/_sources/tutorials/optimize/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/optimize/sg_execution_times.rst.txt
@@ -5,9 +5,9 @@
Computation times
=================
-**00:27.176** total execution time for **tutorials_optimize** files:
+**00:28.362** total execution time for **tutorials_optimize** files:
-- **00:24.818**: :ref:`sphx_glr_tutorials_optimize_opt_gemm.py` (``opt_gemm.py``)
-- **00:01.204**: :ref:`sphx_glr_tutorials_optimize_opt_conv_tensorcore.py` (``opt_conv_tensorcore.py``)
-- **00:00.919**: :ref:`sphx_glr_tutorials_optimize_opt_conv_cuda.py` (``opt_conv_cuda.py``)
-- **00:00.235**: :ref:`sphx_glr_tutorials_optimize_opt_matmul_auto_tensorcore.py` (``opt_matmul_auto_tensorcore.py``)
+- **00:25.944**: :ref:`sphx_glr_tutorials_optimize_opt_gemm.py` (``opt_gemm.py``)
+- **00:01.209**: :ref:`sphx_glr_tutorials_optimize_opt_conv_tensorcore.py` (``opt_conv_tensorcore.py``)
+- **00:00.975**: :ref:`sphx_glr_tutorials_optimize_opt_conv_cuda.py` (``opt_conv_cuda.py``)
+- **00:00.233**: :ref:`sphx_glr_tutorials_optimize_opt_matmul_auto_tensorcore.py` (``opt_matmul_auto_tensorcore.py``)
diff --git a/docs/_sources/tutorials/topi/intro_topi.rst.txt b/docs/_sources/tutorials/topi/intro_topi.rst.txt
index fcbefa0..8033f4c 100644
--- a/docs/_sources/tutorials/topi/intro_topi.rst.txt
+++ b/docs/_sources/tutorials/topi/intro_topi.rst.txt
@@ -231,7 +231,7 @@ As you can see, scheduled stages of computation have been accumulated and we can
.. code-block:: none
- [stage(a, placeholder(a, 0xc3208ac0)), stage(b, placeholder(b, 0xff07bf50)), stage(T_add, compute(T_add, body=[(a[ax0, ax1, ax2] + b[ax1, ax2])], axis=[iter_var(ax0, range(min=0, ext=100)), iter_var(ax1, range(min=0, ext=10)), iter_var(ax2, range(min=0, ext=10))], reduce_axis=[], tag=broadcast, attrs={})), stage(T_multiply, compute(T_multiply, body=[(a[ax0, ax1, ax2]*b[ax1, ax2])], axis=[iter_var(ax0, range(min=0, ext=100)), iter_var(ax1, range(min=0, ext=10)), iter_var(ax2, range(mi [...]
+ [stage(a, placeholder(a, 0x10266f380)), stage(b, placeholder(b, 0x191459950)), stage(T_add, compute(T_add, body=[(a[ax0, ax1, ax2] + b[ax1, ax2])], axis=[iter_var(ax0, range(min=0, ext=100)), iter_var(ax1, range(min=0, ext=10)), iter_var(ax2, range(min=0, ext=10))], reduce_axis=[], tag=broadcast, attrs={})), stage(T_multiply, compute(T_multiply, body=[(a[ax0, ax1, ax2]*b[ax1, ax2])], axis=[iter_var(ax0, range(min=0, ext=100)), iter_var(ax1, range(min=0, ext=10)), iter_var(ax2, range( [...]
diff --git a/docs/_sources/tutorials/topi/sg_execution_times.rst.txt b/docs/_sources/tutorials/topi/sg_execution_times.rst.txt
index 54f0883..08f9d40 100644
--- a/docs/_sources/tutorials/topi/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorials/topi/sg_execution_times.rst.txt
@@ -5,6 +5,6 @@
Computation times
=================
-**00:00.689** total execution time for **tutorials_topi** files:
+**00:00.641** total execution time for **tutorials_topi** files:
-- **00:00.689**: :ref:`sphx_glr_tutorials_topi_intro_topi.py` (``intro_topi.py``)
+- **00:00.641**: :ref:`sphx_glr_tutorials_topi_intro_topi.py` (``intro_topi.py``)
diff --git a/docs/_sources/vta/tutorials/autotvm/sg_execution_times.rst.txt b/docs/_sources/vta/tutorials/autotvm/sg_execution_times.rst.txt
index 3f89396..666a76d 100644
--- a/docs/_sources/vta/tutorials/autotvm/sg_execution_times.rst.txt
+++ b/docs/_sources/vta/tutorials/autotvm/sg_execution_times.rst.txt
@@ -5,7 +5,7 @@
Computation times
=================
-**00:08.435** total execution time for **vta_tutorials_autotvm** files:
+**00:08.272** total execution time for **vta_tutorials_autotvm** files:
-- **00:08.206**: :ref:`sphx_glr_vta_tutorials_autotvm_tune_relay_vta.py` (``tune_relay_vta.py``)
-- **00:00.229**: :ref:`sphx_glr_vta_tutorials_autotvm_tune_alu_vta.py` (``tune_alu_vta.py``)
+- **00:08.045**: :ref:`sphx_glr_vta_tutorials_autotvm_tune_relay_vta.py` (``tune_relay_vta.py``)
+- **00:00.228**: :ref:`sphx_glr_vta_tutorials_autotvm_tune_alu_vta.py` (``tune_alu_vta.py``)
diff --git a/docs/_sources/vta/tutorials/autotvm/tune_relay_vta.rst.txt b/docs/_sources/vta/tutorials/autotvm/tune_relay_vta.rst.txt
index 4d29180..e60fc2f 100644
--- a/docs/_sources/vta/tutorials/autotvm/tune_relay_vta.rst.txt
+++ b/docs/_sources/vta/tutorials/autotvm/tune_relay_vta.rst.txt
@@ -499,7 +499,7 @@ Finally, we launch tuning jobs and evaluate the end-to-end performance.
.. code-block:: none
Extract tasks...
-
...1%, 0.01 MB, 45 KB/s, 0 seconds passed
...2%, 0.02 MB, 91 KB/s, 0 seconds passed
...3%, 0.02 MB, 136 KB/s, 0 seconds passed
...4%, 0.03 MB, 182 KB/s, 0 seconds passed
...5%, 0.04 MB, 226 KB/s, 0 seconds passed
...6%, 0.05 MB, 267 KB/s, 0 seconds passed
...7%, 0.05 MB, 311 KB/s, 0 seconds passed
...8%, 0.06 MB, 354 KB/s, 0 seconds passed
...9%, 0.07 MB, 396 KB/s, 0 seconds passed
...10%, 0.08 MB, 440 KB/s, 0 seconds passed
...11%, 0.09 MB, 482 KB/s, 0 seconds passed
...13%, 0.09 MB, 525 KB/s, 0 seconds passed
...14%, 0.10 MB, 560 KB/s, 0 seconds passed
...15%, 0.11 MB, 602 KB/s, 0 seconds passed
...16%, 0.12 MB, 642 KB/s, 0 seconds passed
...17%, 0.12 MB, 682 KB/s, 0 seconds passed
...18%, 0.13 MB, 724 KB/s, 0 seconds passed
...19%, 0.14 MB, 763 KB/s, 0 seconds passed
...20%, 0.15 MB, 805 KB/s, 0 seconds passed
...21%, 0.16 MB, 843 KB/s, 0 seconds passed
...22%, 0.16 MB, 884 KB/s, 0 seconds passed
...23%, 0.17 MB, 919 KB/s, 0 seconds passed
...24%, 0.18 MB, 959 KB/s, 0 seconds passed
...26%, 0.19 MB, 996 KB/s, 0 seconds passed
...27%, 0.20 MB, 1037 KB/s, 0 seconds passed
...28%, 0.20 MB, 1074 KB/s, 0 seconds passed
...29%, 0.21 MB, 1112 KB/s, 0 seconds passed
...30%, 0.22 MB, 1150 KB/s, 0 seconds passed
...31%, 0.23 MB, 1186 KB/s, 0 seconds passed
...32%, 0.23 MB, 1226 KB/s, 0 seconds passed
...33%, 0.24 MB, 1255 KB/s, 0 seconds passed
...34%, 0.25 MB, 1295 KB/s, 0 seconds passed
...35%, 0.26 MB, 1332 KB/s, 0 seconds passed
...36%, 0.27 MB, 1372 KB/s, 0 seconds passed
...38%, 0.27 MB, 1404 KB/s, 0 seconds passed
...39%, 0.28 MB, 1443 KB/s, 0 seconds passed
...40%, 0.29 MB, 1475 KB/s, 0 seconds passed
...41%, 0.30 MB, 1514 KB/s, 0 seconds passed
...42%, 0.30 MB, 1547 KB/s, 0 seconds passed
...43%, 0.31 MB, 1586 KB/s, 0 seconds passed
...44%, 0.32 MB, 1612 KB/s, 0 seconds passed
...45%, 0.33 MB
, 1650 KB/s, 0 seconds passed
...46%, 0.34 MB, 1685 KB/s, 0 seconds passed
...47%, 0.34 MB, 1723 KB/s, 0 seconds passed
...48%, 0.35 MB, 1761 KB/s, 0 seconds passed
...49%, 0.36 MB, 1790 KB/s, 0 seconds passed
...51%, 0.37 MB, 1828 KB/s, 0 seconds passed
...52%, 0.38 MB, 1857 KB/s, 0 seconds passed
...53%, 0.38 MB, 1888 KB/s, 0 seconds passed
...54%, 0.39 MB, 1926 KB/s, 0 seconds passed
...55%, 0.40 MB, 1947 KB/s, 0 seconds passed
...56%, 0.41 MB, 1985 KB/s, 0 seconds passed
...57%, 0.41 MB, 2018 KB/s, 0 seconds passed
...58%, 0.42 MB, 2055 KB/s, 0 seconds passed
...59%, 0.43 MB, 2079 KB/s, 0 seconds passed
...60%, 0.44 MB, 2115 KB/s, 0 seconds passed
...61%, 0.45 MB, 2152 KB/s, 0 seconds passed
...63%, 0.45 MB, 2181 KB/s, 0 seconds passed
...64%, 0.46 MB, 2218 KB/s, 0 seconds passed
...65%, 0.47 MB, 2228 KB/s, 0 seconds passed
...66%, 0.48 MB, 2264 KB/s, 0 seconds passed
...67%, 0.48 MB, 2295 KB/s, 0 se
conds passed
...68%, 0.49 MB, 2331 KB/s, 0 seconds passed
...69%, 0.50 MB, 2360 KB/s, 0 seconds passed
...70%, 0.51 MB, 2396 KB/s, 0 seconds passed
...71%, 0.52 MB, 2424 KB/s, 0 seconds passed
...72%, 0.52 MB, 2460 KB/s, 0 seconds passed
...73%, 0.53 MB, 2491 KB/s, 0 seconds passed
...74%, 0.54 MB, 2526 KB/s, 0 seconds passed
...76%, 0.55 MB, 2528 KB/s, 0 seconds passed
...77%, 0.55 MB, 2563 KB/s, 0 seconds passed
...78%, 0.56 MB, 2598 KB/s, 0 seconds passed
...79%, 0.57 MB, 2633 KB/s, 0 seconds passed
...80%, 0.58 MB, 2665 KB/s, 0 seconds passed
...81%, 0.59 MB, 2700 KB/s, 0 seconds passed
...82%, 0.59 MB, 2723 KB/s, 0 seconds passed
...83%, 0.60 MB, 2757 KB/s, 0 seconds passed
...84%, 0.61 MB, 2785 KB/s, 0 seconds passed
...85%, 0.62 MB, 2820 KB/s, 0 seconds passed
...86%, 0.62 MB, 2844 KB/s, 0 seconds passed
...87%, 0.63 MB, 2879 KB/s, 0 seconds passed
...89%, 0.64 MB, 2910 KB/s, 0 seconds passed
...90%, 0.65 MB, 2944 KB/s, 0 seconds passed
...91%, 0.66 MB, 2979 KB/s, 0 seconds passed
...92%, 0.66 MB, 2981 KB/s, 0 seconds passed
...93%, 0.67 MB, 3015 KB/s, 0 seconds passed
...94%, 0.68 MB, 3041 KB/s, 0 seconds passed
...95%, 0.69 MB, 3075 KB/s, 0 seconds passed
...96%, 0.70 MB, 3101 KB/s, 0 seconds passed
...97%, 0.70 MB, 3134 KB/s, 0 seconds passed
...98%, 0.71 MB, 3168 KB/s, 0 seconds passed
...99%, 0.72 MB, 3202 KB/s, 0 seconds passed
...100%, 0.73 MB, 3234 KB/s, 0 seconds passed
+
...1%, 0.01 MB, 172 KB/s, 0 seconds passed
...2%, 0.02 MB, 342 KB/s, 0 seconds passed
...3%, 0.02 MB, 503 KB/s, 0 seconds passed
...4%, 0.03 MB, 669 KB/s, 0 seconds passed
...5%, 0.04 MB, 821 KB/s, 0 seconds passed
...6%, 0.05 MB, 923 KB/s, 0 seconds passed
...7%, 0.05 MB, 1056 KB/s, 0 seconds passed
...8%, 0.06 MB, 1205 KB/s, 0 seconds passed
...9%, 0.07 MB, 1309 KB/s, 0 seconds passed
...10%, 0.08 MB, 1451 KB/s, 0 seconds passed
...11%, 0.09 MB, 1593 KB/s, 0 seconds passed
...13%, 0.09 MB, 1730 KB/s, 0 seconds passed
...14%, 0.10 MB, 1725 KB/s, 0 seconds passed
...15%, 0.11 MB, 1854 KB/s, 0 seconds passed
...16%, 0.12 MB, 1983 KB/s, 0 seconds passed
...17%, 0.12 MB, 2088 KB/s, 0 seconds passed
...18%, 0.13 MB, 2200 KB/s, 0 seconds passed
...19%, 0.14 MB, 2325 KB/s, 0 seconds passed
...20%, 0.15 MB, 2450 KB/s, 0 seconds passed
...21%, 0.16 MB, 2438 KB/s, 0 seconds passed
...22%, 0.16 MB, 2520 KB/s,
0 seconds passed
...23%, 0.17 MB, 2636 KB/s, 0 seconds passed
...24%, 0.18 MB, 2751 KB/s, 0 seconds passed
...26%, 0.19 MB, 2867 KB/s, 0 seconds passed
...27%, 0.20 MB, 2981 KB/s, 0 seconds passed
...28%, 0.20 MB, 3096 KB/s, 0 seconds passed
...29%, 0.21 MB, 3169 KB/s, 0 seconds passed
...30%, 0.22 MB, 3283 KB/s, 0 seconds passed
...31%, 0.23 MB, 3396 KB/s, 0 seconds passed
...32%, 0.23 MB, 3510 KB/s, 0 seconds passed
...33%, 0.24 MB, 3621 KB/s, 0 seconds passed
...34%, 0.25 MB, 3735 KB/s, 0 seconds passed
...35%, 0.26 MB, 3846 KB/s, 0 seconds passed
...36%, 0.27 MB, 3959 KB/s, 0 seconds passed
...38%, 0.27 MB, 4052 KB/s, 0 seconds passed
...39%, 0.28 MB, 4164 KB/s, 0 seconds passed
...40%, 0.29 MB, 4118 KB/s, 0 seconds passed
...41%, 0.30 MB, 4225 KB/s, 0 seconds passed
...42%, 0.30 MB, 4274 KB/s, 0 seconds passed
...43%, 0.31 MB, 4379 KB/s, 0 seconds passed
...44%, 0.32 MB, 4484 KB/s, 0 seconds passed
...45%, 0.33 MB, 4590 KB/s, 0 seconds passed
...46%, 0.34 MB, 4689 KB/s, 0 seconds passed
...47%, 0.34 MB, 4794 KB/s, 0 seconds passed
...48%, 0.35 MB, 4894 KB/s, 0 seconds passed
...49%, 0.36 MB, 4998 KB/s, 0 seconds passed
...51%, 0.37 MB, 5100 KB/s, 0 seconds passed
...52%, 0.38 MB, 5203 KB/s, 0 seconds passed
...53%, 0.38 MB, 5304 KB/s, 0 seconds passed
...54%, 0.39 MB, 5408 KB/s, 0 seconds passed
...55%, 0.40 MB, 5502 KB/s, 0 seconds passed
...56%, 0.41 MB, 5604 KB/s, 0 seconds passed
...57%, 0.41 MB, 5705 KB/s, 0 seconds passed
...58%, 0.42 MB, 5793 KB/s, 0 seconds passed
...59%, 0.43 MB, 5895 KB/s, 0 seconds passed
...60%, 0.44 MB, 5996 KB/s, 0 seconds passed
...61%, 0.45 MB, 6098 KB/s, 0 seconds passed
...63%, 0.45 MB, 6191 KB/s, 0 seconds passed
...64%, 0.46 MB, 6292 KB/s, 0 seconds passed
...65%, 0.47 MB, 6392 KB/s, 0 seconds passed
...66%, 0.48 MB, 6493 KB/s, 0 seconds passed
...67%, 0.48
MB, 6581 KB/s, 0 seconds passed
...68%, 0.49 MB, 6680 KB/s, 0 seconds passed
...69%, 0.50 MB, 6779 KB/s, 0 seconds passed
...70%, 0.51 MB, 6880 KB/s, 0 seconds passed
...71%, 0.52 MB, 6979 KB/s, 0 seconds passed
...72%, 0.52 MB, 7078 KB/s, 0 seconds passed
...73%, 0.53 MB, 7177 KB/s, 0 seconds passed
...74%, 0.54 MB, 7277 KB/s, 0 seconds passed
...76%, 0.55 MB, 7157 KB/s, 0 seconds passed
...77%, 0.55 MB, 7253 KB/s, 0 seconds passed
...78%, 0.56 MB, 7348 KB/s, 0 seconds passed
...79%, 0.57 MB, 7445 KB/s, 0 seconds passed
...80%, 0.58 MB, 7539 KB/s, 0 seconds passed
...81%, 0.59 MB, 7635 KB/s, 0 seconds passed
...82%, 0.59 MB, 7729 KB/s, 0 seconds passed
...83%, 0.60 MB, 7825 KB/s, 0 seconds passed
...84%, 0.61 MB, 7860 KB/s, 0 seconds passed
...85%, 0.62 MB, 7954 KB/s, 0 seconds passed
...86%, 0.62 MB, 8048 KB/s, 0 seconds passed
...87%, 0.63 MB, 8140 KB/s, 0 seconds passed
...89%, 0.64 MB, 8234 KB/s, 0
seconds passed
...90%, 0.65 MB, 8327 KB/s, 0 seconds passed
...91%, 0.66 MB, 8421 KB/s, 0 seconds passed
...92%, 0.66 MB, 8513 KB/s, 0 seconds passed
...93%, 0.67 MB, 8607 KB/s, 0 seconds passed
...94%, 0.68 MB, 8698 KB/s, 0 seconds passed
...95%, 0.69 MB, 8791 KB/s, 0 seconds passed
...96%, 0.70 MB, 8882 KB/s, 0 seconds passed
...97%, 0.70 MB, 8975 KB/s, 0 seconds passed
...98%, 0.71 MB, 9065 KB/s, 0 seconds passed
...99%, 0.72 MB, 9158 KB/s, 0 seconds passed
...100%, 0.73 MB, 9230 KB/s, 0 seconds passed
Extracted 10 conv2d tasks:
(1, 14, 14, 256, 512, 1, 1, 0, 0, 2, 2)
(1, 28, 28, 128, 256, 1, 1, 0, 0, 2, 2)
diff --git a/docs/_sources/vta/tutorials/frontend/deploy_classification.rst.txt b/docs/_sources/vta/tutorials/frontend/deploy_classification.rst.txt
index 7d6fe4c..02c04aa 100644
--- a/docs/_sources/vta/tutorials/frontend/deploy_classification.rst.txt
+++ b/docs/_sources/vta/tutorials/frontend/deploy_classification.rst.txt
@@ -259,8 +259,8 @@ The compilation steps are:
.. code-block:: none
-
...12%, 0.01 MB, 44 KB/s, 0 seconds passed
...25%, 0.02 MB, 87 KB/s, 0 seconds passed
...38%, 0.02 MB, 131 KB/s, 0 seconds passed
...51%, 0.03 MB, 174 KB/s, 0 seconds passed
...64%, 0.04 MB, 217 KB/s, 0 seconds passed
...77%, 0.05 MB, 256 KB/s, 0 seconds passed
...89%, 0.05 MB, 297 KB/s, 0 seconds passed
...100%, 0.06 MB, 339 KB/s, 0 seconds passed
- resnet18_v1 inference graph built in 10.74s!
+
...12%, 0.01 MB, 47 KB/s, 0 seconds passed
...25%, 0.02 MB, 95 KB/s, 0 seconds passed
...38%, 0.02 MB, 143 KB/s, 0 seconds passed
...51%, 0.03 MB, 190 KB/s, 0 seconds passed
...64%, 0.04 MB, 236 KB/s, 0 seconds passed
...77%, 0.05 MB, 275 KB/s, 0 seconds passed
...89%, 0.05 MB, 320 KB/s, 0 seconds passed
...100%, 0.06 MB, 363 KB/s, 0 seconds passed
+ resnet18_v1 inference graph built in 10.54s!
/workspace/docs/../python/tvm/contrib/graph_runtime.py:26: UserWarning: This function has been moved to tvm.contrib.graph_executor and will be removed in the next TVM release
"This function has been moved to tvm.contrib.graph_executor and will be removed "
diff --git a/docs/_sources/vta/tutorials/frontend/sg_execution_times.rst.txt b/docs/_sources/vta/tutorials/frontend/sg_execution_times.rst.txt
index 7e76ab4..37cd9fa 100644
--- a/docs/_sources/vta/tutorials/frontend/sg_execution_times.rst.txt
+++ b/docs/_sources/vta/tutorials/frontend/sg_execution_times.rst.txt
@@ -5,6 +5,6 @@
Computation times
=================
-**00:29.961** total execution time for **vta_tutorials_frontend** files:
+**00:29.774** total execution time for **vta_tutorials_frontend** files:
-- **00:29.961**: :ref:`sphx_glr_vta_tutorials_frontend_deploy_classification.py` (``deploy_classification.py``)
+- **00:29.774**: :ref:`sphx_glr_vta_tutorials_frontend_deploy_classification.py` (``deploy_classification.py``)
diff --git a/docs/_sources/vta/tutorials/optimize/convolution_opt.rst.txt b/docs/_sources/vta/tutorials/optimize/convolution_opt.rst.txt
index 0ca92de..144a05e 100644
--- a/docs/_sources/vta/tutorials/optimize/convolution_opt.rst.txt
+++ b/docs/_sources/vta/tutorials/optimize/convolution_opt.rst.txt
@@ -252,8 +252,8 @@ Those include:
primfn(data_1: handle, kernel_1: handle, res_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {res: Buffer(res_2: Pointer(int8), int8, [1, 16, 14, 14, 1, 16], []),
- kernel: Buffer(kernel_2: Pointer(int8), int8, [16, 16, 3, 3, 16, 16], []),
+ buffers = {kernel: Buffer(kernel_2: Pointer(int8), int8, [16, 16, 3, 3, 16, 16], []),
+ res: Buffer(res_2: Pointer(int8), int8, [1, 16, 14, 14, 1, 16], []),
data: Buffer(data_2: Pointer(int8), int8, [1, 16, 14, 14, 1, 16], [])}
buffer_map = {data_1: data, kernel_1: kernel, res_1: res} {
attr [data_buf: Pointer(int8)] "storage_scope" = "global";
@@ -631,8 +631,8 @@ and mapping the shift, and clipping computation to the vector ALU.
primfn(data_1: handle, kernel_1: handle, res_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {res: Buffer(res_2: Pointer(int8), int8, [1, 16, 14, 14, 1, 16], []),
- kernel: Buffer(kernel_2: Pointer(int8), int8, [16, 16, 3, 3, 16, 16], []),
+ buffers = {kernel: Buffer(kernel_2: Pointer(int8), int8, [16, 16, 3, 3, 16, 16], []),
+ res: Buffer(res_2: Pointer(int8), int8, [1, 16, 14, 14, 1, 16], []),
data: Buffer(data_2: Pointer(int8), int8, [1, 16, 14, 14, 1, 16], [])}
buffer_map = {data_1: data, kernel_1: kernel, res_1: res} {
attr [res_conv: Pointer(int32)] "storage_scope" = "local.acc_buffer";
diff --git a/docs/_sources/vta/tutorials/optimize/matrix_multiply_opt.rst.txt b/docs/_sources/vta/tutorials/optimize/matrix_multiply_opt.rst.txt
index 629aa6e..a27cf37 100644
--- a/docs/_sources/vta/tutorials/optimize/matrix_multiply_opt.rst.txt
+++ b/docs/_sources/vta/tutorials/optimize/matrix_multiply_opt.rst.txt
@@ -189,8 +189,8 @@ Those include:
primfn(data_1: handle, weight_1: handle, res_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {res: Buffer(res_2: Pointer(int8), int8, [1, 64, 1, 16], []),
- weight: Buffer(weight_2: Pointer(int8), int8, [64, 64, 16, 16], []),
+ buffers = {weight: Buffer(weight_2: Pointer(int8), int8, [64, 64, 16, 16], []),
+ res: Buffer(res_2: Pointer(int8), int8, [1, 64, 1, 16], []),
data: Buffer(data_2: Pointer(int8), int8, [1, 64, 1, 16], [])}
buffer_map = {data_1: data, weight_1: weight, res_1: res} {
attr [data_buf: Pointer(int8)] "storage_scope" = "global";
@@ -351,8 +351,8 @@ below:
primfn(data_1: handle, weight_1: handle, res_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {res: Buffer(res_2: Pointer(int8), int8, [1, 64, 1, 16], []),
- weight: Buffer(weight_2: Pointer(int8), int8, [64, 64, 16, 16], []),
+ buffers = {weight: Buffer(weight_2: Pointer(int8), int8, [64, 64, 16, 16], []),
+ res: Buffer(res_2: Pointer(int8), int8, [1, 64, 1, 16], []),
data: Buffer(data_2: Pointer(int8), int8, [1, 64, 1, 16], [])}
buffer_map = {data_1: data, weight_1: weight, res_1: res} {
attr [data_buf: Pointer(int8)] "storage_scope" = "global";
@@ -494,8 +494,8 @@ and mapping the shift, and clipping computation to the vector ALU.
primfn(data_1: handle, weight_1: handle, res_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {weight: Buffer(weight_2: Pointer(int8), int8, [64, 64, 16, 16], []),
- res: Buffer(res_2: Pointer(int8), int8, [1, 64, 1, 16], []),
+ buffers = {res: Buffer(res_2: Pointer(int8), int8, [1, 64, 1, 16], []),
+ weight: Buffer(weight_2: Pointer(int8), int8, [64, 64, 16, 16], []),
data: Buffer(data_2: Pointer(int8), int8, [1, 64, 1, 16], [])}
buffer_map = {data_1: data, weight_1: weight, res_1: res} {
attr [res_gem: Pointer(int32)] "storage_scope" = "local.acc_buffer";
diff --git a/docs/_sources/vta/tutorials/optimize/sg_execution_times.rst.txt b/docs/_sources/vta/tutorials/optimize/sg_execution_times.rst.txt
index 92b6343..cdac377 100644
--- a/docs/_sources/vta/tutorials/optimize/sg_execution_times.rst.txt
+++ b/docs/_sources/vta/tutorials/optimize/sg_execution_times.rst.txt
@@ -5,7 +5,7 @@
Computation times
=================
-**00:03.702** total execution time for **vta_tutorials_optimize** files:
+**00:03.794** total execution time for **vta_tutorials_optimize** files:
-- **00:03.200**: :ref:`sphx_glr_vta_tutorials_optimize_convolution_opt.py` (``convolution_opt.py``)
-- **00:00.502**: :ref:`sphx_glr_vta_tutorials_optimize_matrix_multiply_opt.py` (``matrix_multiply_opt.py``)
+- **00:03.262**: :ref:`sphx_glr_vta_tutorials_optimize_convolution_opt.py` (``convolution_opt.py``)
+- **00:00.532**: :ref:`sphx_glr_vta_tutorials_optimize_matrix_multiply_opt.py` (``matrix_multiply_opt.py``)
diff --git a/docs/_sources/vta/tutorials/sg_execution_times.rst.txt b/docs/_sources/vta/tutorials/sg_execution_times.rst.txt
index 1282f8b..d9afdd1 100644
--- a/docs/_sources/vta/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/vta/tutorials/sg_execution_times.rst.txt
@@ -5,7 +5,7 @@
Computation times
=================
-**00:00.912** total execution time for **vta_tutorials** files:
+**00:00.971** total execution time for **vta_tutorials** files:
-- **00:00.466**: :ref:`sphx_glr_vta_tutorials_matrix_multiply.py` (``matrix_multiply.py``)
-- **00:00.445**: :ref:`sphx_glr_vta_tutorials_vta_get_started.py` (``vta_get_started.py``)
+- **00:00.495**: :ref:`sphx_glr_vta_tutorials_matrix_multiply.py` (``matrix_multiply.py``)
+- **00:00.476**: :ref:`sphx_glr_vta_tutorials_vta_get_started.py` (``vta_get_started.py``)
diff --git a/docs/_sources/vta/tutorials/vta_get_started.rst.txt b/docs/_sources/vta/tutorials/vta_get_started.rst.txt
index dca3553..2890af8 100644
--- a/docs/_sources/vta/tutorials/vta_get_started.rst.txt
+++ b/docs/_sources/vta/tutorials/vta_get_started.rst.txt
@@ -427,8 +427,8 @@ with an :code:`env.alu` pragma.
primfn(A_1: handle, B_1: handle, C_1: handle) -> ()
attr = {"global_symbol": "main", "tir.noalias": True}
- buffers = {C: Buffer(C_2: Pointer(int8), int8, [1, 64, 1, 16], []),
- B: Buffer(B_2: Pointer(int32), int32, [1, 64, 1, 16], []),
+ buffers = {B: Buffer(B_2: Pointer(int32), int32, [1, 64, 1, 16], []),
+ C: Buffer(C_2: Pointer(int8), int8, [1, 64, 1, 16], []),
A: Buffer(A_2: Pointer(int32), int32, [1, 64, 1, 16], [])}
buffer_map = {A_1: A, B_1: B, C_1: C} {
attr [A_buf: Pointer(int32)] "storage_scope" = "local.acc_buffer" {
diff --git a/docs/api/doxygen/broadcast_8h.html b/docs/api/doxygen/broadcast_8h.html
index c0bb2e3..341e718 100644
--- a/docs/api/doxygen/broadcast_8h.html
+++ b/docs/api/doxygen/broadcast_8h.html
@@ -104,7 +104,7 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div><div class="textblock"><div class="dynheader">
Include dependency graph for broadcast.h:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="broadcast_8h__incl.svg" width="4648" height="1411"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="broadcast_8h__incl.svg" width="4600" height="1411"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
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diff --git a/docs/api/doxygen/broadcast_8h__incl.svg b/docs/api/doxygen/broadcast_8h__incl.svg
index 3f2e487..045b0d1 100644
--- a/docs/api/doxygen/broadcast_8h__incl.svg
+++ b/docs/api/doxygen/broadcast_8h__incl.svg
@@ -4,1398 +4,1403 @@
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-<!-- Node42->Node35 -->
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-<polygon fill="midnightblue" stroke="midnightblue" points="1371.97,-625.371 1380.36,-631.839 1377.83,-621.55 1371.97,-625.371"/>
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+<!-- Node41->Node29 -->
+<g id="edge88" class="edge"><title>Node41->Node29</title>
+<path fill="none" stroke="midnightblue" d="M1249.75,-491.867C1261.93,-482.568 1277.02,-469.727 1288,-456 1353.93,-373.552 1332.07,-327.638 1399,-246 1410.62,-231.829 1426.74,-218.846 1439.63,-209.592"/>
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+<!-- Node41->Node37 -->
+<g id="edge89" class="edge"><title>Node41->Node37</title>
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+<polygon fill="midnightblue" stroke="midnightblue" points="1221.87,-488.864 1227.28,-497.975 1228.73,-487.48 1221.87,-488.864"/>
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+<!-- Node41->Node38 -->
+<g id="edge90" class="edge"><title>Node41->Node38</title>
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+<polygon fill="midnightblue" stroke="midnightblue" points="1204.2,-495.663 1214.57,-497.819 1207.8,-489.665 1204.2,-495.663"/>
+</g>
+<!-- Node43->Node8 -->
+<g id="edge96" class="edge"><title>Node43->Node8</title>
+<path fill="none" stroke="midnightblue" d="M2140.77,-629.018C2174.51,-619.128 2224.12,-604.24 2267,-590 2305.56,-577.194 2314.57,-572.184 2353,-559 2397.71,-543.664 2450.05,-526.846 2481.03,-517.006"/>
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+</g>
+<!-- Node43->Node9 -->
+<g id="edge98" class="edge"><title>Node43->Node9</title>
+<path fill="none" stroke="midnightblue" d="M2133.35,-627.831C2151.96,-619.302 2174.78,-606.578 2191,-590 2245.22,-534.568 2214,-486.321 2273,-436 2295.23,-417.039 2325.87,-405.94 2351.92,-399.511"/>
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+</g>
+<!-- Node43->Node14 -->
+<g id="edge101" class="edge"><title>Node43->Node14</title>
+<path fill="none" stroke="midnightblue" d="M2123.29,-625.598C2134.47,-616.732 2146.91,-604.409 2153,-590 2169.96,-549.883 2167.14,-533.198 2153,-492 2146.42,-472.827 2131.58,-475.173 2125,-456 2104.37,-395.885 2100.82,-371.778 2125,-313 2131.05,-298.281 2143.7,-285.573 2154.76,-276.587"/>
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<!-- Node43->Node15 -->
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-<!-- Node44->Node8 -->
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-<!-- Node44->Node26 -->
-<g id="edge108" class="edge"><title>Node44->Node26</title>
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-<g id="edge106" class="edge"><title>Node44->Node27</title>
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-<polygon fill="midnightblue" stroke="midnightblue" points="1354.16,-698.307 1364.74,-698.839 1356.8,-691.825 1354.16,-698.307"/>
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-<!-- Node44->Node38 -->
-<g id="edge109" class="edge"><title>Node44->Node38</title>
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-<!-- Node44->Node40 -->
-<g id="edge110" class="edge"><title>Node44->Node40</title>
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-<!-- Node44->Node42 -->
-<g id="edge107" class="edge"><title>Node44->Node42</title>
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-<polygon fill="midnightblue" stroke="midnightblue" points="1382.5,-688.734 1386,-698.734 1389.5,-688.734 1382.5,-688.734"/>
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-<!-- Node45->Node31 -->
-<g id="edge112" class="edge"><title>Node45->Node31</title>
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-<!-- Node45->Node44 -->
-<g id="edge113" class="edge"><title>Node45->Node44</title>
-<path fill="none" stroke="midnightblue" d="M1541.11,-757.51C1500.13,-744.825 1445.84,-728.022 1413.55,-718.029"/>
-<polygon fill="midnightblue" stroke="midnightblue" points="1540.1,-760.863 1550.69,-760.476 1542.17,-754.176 1540.1,-760.863"/>
+<g id="edge99" class="edge"><title>Node43->Node15</title>
+<path fill="none" stroke="midnightblue" d="M2103.91,-621.877C2107.36,-598.758 2112.92,-558.087 2115,-523 2115.82,-509.246 2116.51,-505.695 2115,-492 2102.26,-376.153 2062.33,-239.355 2051.65,-204.115"/>
+<polygon fill="midnightblue" stroke="midnightblue" points="2100.42,-621.566 2102.37,-631.98 2107.34,-622.624 2100.42,-621.566"/>
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+<!-- Node43->Node22 -->
+<g id="edge102" class="edge"><title>Node43->Node22</title>
+<path fill="none" stroke="midnightblue" d="M2048.89,-630.244C2039.63,-628.653 2030.05,-627.156 2021,-626 1808.79,-598.886 1748.8,-640.86 1541,-590 1451.75,-568.156 1351,-600.385 1351,-508.5 1351,-508.5 1351,-508.5 1351,-389 1351,-292.471 1354.63,-175.427 1355.7,-142.807"/>
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+<!-- Node43->Node27 -->
+<g id="edge97" class="edge"><title>Node43->Node27</title>
+<path fill="none" stroke="midnightblue" d="M2046.7,-630.221C2038.12,-628.722 2029.33,-627.261 2021,-626 1893.75,-606.723 1743.62,-589.869 1663.73,-581.367"/>
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+<!-- Node43->Node35 -->
+<g id="edge100" class="edge"><title>Node43->Node35</title>
+<path fill="none" stroke="midnightblue" d="M2089.79,-623.296C2072.65,-596.982 2040.23,-547.227 2024.31,-522.783"/>
+<polygon fill="midnightblue" stroke="midnightblue" points="2086.97,-625.371 2095.36,-631.839 2092.83,-621.55 2086.97,-625.371"/>
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+<!-- Node44->Node15 -->
+<g id="edge104" class="edge"><title>Node44->Node15</title>
+<path fill="none" stroke="midnightblue" d="M1987.07,-620.827C2018.12,-600.729 2061.95,-566.358 2081,-523 2087.62,-507.931 2056.38,-254.493 2050.09,-204.152"/>
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+</g>
+<!-- Node45->Node8 -->
+<g id="edge106" class="edge"><title>Node45->Node8</title>
+<path fill="none" stroke="midnightblue" d="M1770.95,-706.251C1865.93,-703.126 2030.62,-692.515 2167,-657 2240.42,-637.882 2254.43,-620.252 2324,-590 2384.4,-563.739 2455.61,-531.964 2488.97,-517.033"/>
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+</g>
+<!-- Node45->Node26 -->
+<g id="edge109" class="edge"><title>Node45->Node26</title>
+<path fill="none" stroke="midnightblue" d="M1730.12,-695.447C1777.39,-677.495 1853,-638.873 1853,-575.5 1853,-575.5 1853,-575.5 1853,-445 1853,-402.513 1816.67,-363.564 1794.25,-343.571"/>
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+<!-- Node45->Node27 -->
+<g id="edge107" class="edge"><title>Node45->Node27</title>
+<path fill="none" stroke="midnightblue" d="M1681.79,-690.292C1663.16,-661.693 1626.49,-605.41 1612.55,-584.021"/>
+<polygon fill="midnightblue" stroke="midnightblue" points="1678.97,-692.371 1687.36,-698.839 1684.83,-688.55 1678.97,-692.371"/>
+</g>
+<!-- Node45->Node38 -->
+<g id="edge110" class="edge"><title>Node45->Node38</title>
+<path fill="none" stroke="midnightblue" d="M1615.23,-707.639C1419.9,-707.301 912.802,-701.978 751,-657 689.892,-640.013 664.151,-639.899 625,-590 597.712,-555.221 580.556,-526.655 608,-492 653.543,-434.49 871.545,-406.468 978.103,-396.025"/>
+<polygon fill="midnightblue" stroke="midnightblue" points="1615.4,-711.14 1625.41,-707.653 1615.41,-704.14 1615.4,-711.14"/>
+</g>
+<!-- Node45->Node41 -->
+<g id="edge111" class="edge"><title>Node45->Node41</title>
+<path fill="none" stroke="midnightblue" d="M1643.7,-696.665C1573.05,-679.952 1440.17,-644.054 1337,-590 1296.84,-568.96 1255.85,-533.322 1238.11,-517.055"/>
+<polygon fill="midnightblue" stroke="midnightblue" points="1643.13,-700.125 1653.66,-698.991 1644.72,-693.309 1643.13,-700.125"/>
+</g>
+<!-- Node45->Node43 -->
+<g id="edge108" class="edge"><title>Node45->Node43</title>
+<path fill="none" stroke="midnightblue" d="M1761.36,-697.515C1827.77,-687.687 1931.41,-672.012 2021,-657 2032,-655.157 2043.83,-653.071 2054.93,-651.067"/>
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<!-- Node46->Node31 -->
-<g id="edge115" class="edge"><title>Node46->Node31</title>
-<path fill="none" stroke="midnightblue" d="M1452.9,-753.05C1511.64,-698.037 1665.76,-553.683 1704.87,-517.049"/>
-<polygon fill="midnightblue" stroke="midnightblue" points="1450.18,-750.808 1445.27,-760.199 1454.96,-755.917 1450.18,-750.808"/>
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-<!-- Node46->Node44 -->
-<g id="edge116" class="edge"><title>Node46->Node44</title>
-<path fill="none" stroke="midnightblue" d="M1414.75,-751.974C1406.87,-740.332 1397.71,-726.799 1391.89,-718.195"/>
-<polygon fill="midnightblue" stroke="midnightblue" points="1411.95,-754.077 1420.45,-760.396 1417.75,-750.153 1411.95,-754.077"/>
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-<!-- Node47->Node33 -->
-<g id="edge129" class="edge"><title>Node47->Node33</title>
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-<!-- Node47->Node48 -->
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-<polygon fill="midnightblue" stroke="midnightblue" points="1903.98,-619.555 1895.89,-626.396 1906.48,-626.094 1903.98,-619.555"/>
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-<!-- Node48->Node10 -->
-<g id="edge124" class="edge"><title>Node48->Node10</title>
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-<!-- Node48->Node25 -->
-<g id="edge127" class="edge"><title>Node48->Node25</title>
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-<!-- Node48->Node31 -->
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-<!-- Node48->Node41 -->
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-<polygon fill="midnightblue" stroke="midnightblue" points="1980.22,-559.215 1990.81,-559.396 1982.64,-552.648 1980.22,-559.215"/>
+<g id="edge113" class="edge"><title>Node46->Node31</title>
+<path fill="none" stroke="midnightblue" d="M2179.09,-768.575C2242.67,-762.139 2322.42,-749.194 2343,-724 2394.61,-660.825 2355.42,-548.973 2342.65,-517.159"/>
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+<!-- Node46->Node45 -->
+<g id="edge114" class="edge"><title>Node46->Node45</title>
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+<polygon fill="midnightblue" stroke="midnightblue" points="2010.36,-763.289 2020.8,-761.477 2011.51,-756.384 2010.36,-763.289"/>
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+<!-- Node47->Node31 -->
+<g id="edge116" class="edge"><title>Node47->Node31</title>
+<path fill="none" stroke="midnightblue" d="M1973.82,-756.439C2023.08,-735.679 2103.63,-699.011 2167,-657 2235.72,-611.443 2306.88,-541.294 2330.69,-517.072"/>
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+<!-- Node47->Node45 -->
+<g id="edge117" class="edge"><title>Node47->Node45</title>
+<path fill="none" stroke="midnightblue" d="M1868.19,-757.751C1822.03,-745.038 1760.48,-728.085 1723.97,-718.029"/>
+<polygon fill="midnightblue" stroke="midnightblue" points="1867.51,-761.195 1878.08,-760.476 1869.37,-754.446 1867.51,-761.195"/>
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+<!-- Node48->Node33 -->
+<g id="edge131" class="edge"><title>Node48->Node33</title>
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<!-- Node48->Node49 -->
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-<polygon fill="midnightblue" stroke="midnightblue" points="2060.69,-551.402 2053.74,-559.396 2064.16,-557.483 2060.69,-551.402"/>
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+<path fill="none" stroke="midnightblue" d="M873.153,-623.444C907.842,-612.908 951.822,-599.549 984.543,-589.611"/>
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+<!-- Node49->Node10 -->
+<g id="edge125" class="edge"><title>Node49->Node10</title>
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+<!-- Node49->Node25 -->
+<g id="edge128" class="edge"><title>Node49->Node25</title>
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