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authorYuan Zhao2019-09-06 16:44:40 -0500
committerYuan Zhao2019-09-06 16:44:40 -0500
commit73efef4ab6b4c9c20f6ade372c396043e6d36b40 (patch)
tree623c42b784c5da29f77d7a41d942d809d573c737
parent785170685ca6a5c11876b05ddf74741c419393be (diff)
parent268aecd993dec4faec1a414d6aac4c43b0c059ed (diff)
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Merge branch 'release/v01.03.01'v01.03.01
TIDL-API 1.3.1 for Processor SDK 6.1
-rw-r--r--docs/source/changelog.rst18
-rw-r--r--docs/source/example.rst12
-rw-r--r--docs/source/faq/out_of_memory.rst4
-rw-r--r--docs/source/using_api.rst13
-rw-r--r--examples/Makefile2
-rw-r--r--examples/classification/main.cpp2
-rw-r--r--examples/imagenet/main.cpp11
-rw-r--r--examples/one_eo_per_frame/main.cpp4
-rwxr-xr-xexamples/pybind/imagenet.py217
-rwxr-xr-xexamples/pybind/mnist.py4
-rwxr-xr-xexamples/pybind/one_eo_per_frame.py5
-rwxr-xr-xexamples/pybind/two_eo_per_frame.py5
-rwxr-xr-xexamples/pybind/two_eo_per_frame_opt.py9
-rw-r--r--examples/ssd_multibox/main.cpp130
-rw-r--r--examples/test/main.cpp6
-rwxr-xr-xexamples/test/testvecs/config/tidl_models/jsegnet21/tidl_net_jsegnet21v2.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_inception_v1_net.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_inception_v1_param.bin78
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_cifar_jacintonet11v2.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_dense_1x1.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_dense_varibale_block_size.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_imagenet_jacintonet11v2.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_imagenet_jacintonet11v2_bn.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_imagenet_jacintonet11v2_dense.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_imagenet_jacintonet11v2_prelu.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_jacintonet_cntrllayers.binbin483364 -> 484384 bytes
-rwxr-xr-xexamples/test/testvecs/config/tidl_models/tidl_net_jdetNet_ssd.binbin483364 -> 484384 bytes
-rwxr-xr-xexamples/test/testvecs/config/tidl_models/tidl_net_jdetnet_voc_dense.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_jseg21_cityscapes_dense.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_jsegnet21v2.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_mnist_lenet.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_mobilenet_1_224.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_squeezeNet1.1.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_net_toydogs_jacintonet11v2.binbin483364 -> 484384 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_param_mobilenet_1_224.binbin8444114 -> 8444114 bytes
-rw-r--r--examples/test/testvecs/config/tidl_models/tidl_param_squeezeNet1.1.binbin1239440 -> 1239440 bytes
-rwxr-xr-xexamples/test/testvecs/reference/squeeze1_1_ref.binbin1000 -> 1000 bytes
-rw-r--r--examples/two_eo_per_frame/main.cpp4
-rw-r--r--examples/two_eo_per_frame_opt/main.cpp4
-rw-r--r--tidl_api/Makefile13
-rw-r--r--tidl_api/dsp/Makefile40
-rw-r--r--tidl_api/dsp/ocl_wrapper.cl70
-rw-r--r--tidl_api/make.buildid2
-rw-r--r--tidl_api/src/configuration.cpp4
-rw-r--r--tidl_api/src/execution_object.cpp12
-rw-r--r--tidl_api/src/executor.cpp37
-rw-r--r--tidl_api/src/executor_impl.h1
-rw-r--r--tidl_api/src/ocl_device.cpp250
-rw-r--r--tidl_api/src/ocl_device.h24
-rw-r--r--tidl_api/src/parameters.h2
-rw-r--r--tidl_api_manifest.html6
51 files changed, 599 insertions, 390 deletions
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index e69b6e4..e170f5e 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -2,6 +2,20 @@
2Changelog 2Changelog
3######### 3#########
4 4
51.3.1 [Processor Linux SDK 6.1]
6===============================
7**Added**
8
9#. Added imagenet python example.
10
11**Changed**
12
13#. Trace data now also include dataQ/minValue/maxValue info.
14
15#. ssd_multibox example now can also run the whole netework on a single core.
16
17#. Shipped network binaries are in new file format, of size 484384 bytes.
18
51.3.0 [Processor Linux SDK 5.3] 191.3.0 [Processor Linux SDK 5.3]
6=============================== 20===============================
7**Added** 21**Added**
@@ -30,7 +44,7 @@ Changelog
30 Enable a two phase approach to generating execution graphs. Use the 44 Enable a two phase approach to generating execution graphs. Use the
31 following API function to enable timestamp generation: 45 following API function to enable timestamp generation:
32 46
33 .. code:: 47 .. code:: cpp
34 48
35 bool EnableTimeStamps(const std::string& file = "timestamp.log", size_t num_frames=32); 49 bool EnableTimeStamps(const std::string& file = "timestamp.log", size_t num_frames=32);
36 50
@@ -38,7 +52,7 @@ Changelog
38 52
39#. Added Python 3 bindings for TIDL API. See the ``examples/pybind`` directory for examples of using the Python bindings. Set PYTHONPATH to the location of ``tidl.so``. 53#. Added Python 3 bindings for TIDL API. See the ``examples/pybind`` directory for examples of using the Python bindings. Set PYTHONPATH to the location of ``tidl.so``.
40 54
41 .. code:: 55 .. code:: bash
42 56
43 root@am57xx-evm:~# export PYTHONPATH=/home/root/tidl-api/tidl_api 57 root@am57xx-evm:~# export PYTHONPATH=/home/root/tidl-api/tidl_api
44 root@am57xx-evm:~# python3 58 root@am57xx-evm:~# python3
diff --git a/docs/source/example.rst b/docs/source/example.rst
index ff70804..669020f 100644
--- a/docs/source/example.rst
+++ b/docs/source/example.rst
@@ -35,13 +35,13 @@ Examples
35 - OpenCV used to read input image from file or capture from camera. 35 - OpenCV used to read input image from file or capture from camera.
36 * - ssd_multibox 36 * - ssd_multibox
37 - Object detection 37 - Object detection
38 - EVE and C66x (network is split across both EVE and C66x) 38 - EVE and C66x (network is split across both EVE and C66x), EVE or C66x (full network on each core)
39 - OpenCV used to read input image from file or capture from camera. 39 - OpenCV used to read input image from file or capture from camera.
40 * - mnist 40 * - mnist
41 - handwritten digits recognition (MNIST). This example illustrates 41 - handwritten digits recognition (MNIST). This example illustrates
42 low TIDL API overhead (~1.8%) for small networks with low compute 42 low TIDL API overhead (~1.8%) for small networks with low compute
43 requirements (<5ms). 43 requirements (<5ms).
44 - EVE 44 - EVE or C66x
45 - Pre-processed white-on-black images read from file, with or without 45 - Pre-processed white-on-black images read from file, with or without
46 MNIST database file headers. 46 MNIST database file headers.
47 * - classification 47 * - classification
@@ -273,6 +273,14 @@ versus ExecutionObject level.
273 - 1630 ms 273 - 1630 ms
274 - 1408 ms 274 - 1408 ms
275 275
276When there is a requirement to run the SSD networks non-partitioned,
277for example, the SoC only has C66x cores but not EVE cores,
278use ``-e 0`` to run the full network only on C66x cores, without partitioning.
279When running full network with C66x DSP cores, jdetnet works fine with default
280heap sizes. jdetnet_voc requires slightly larger heap size and can be run
281with environment variable, e.g.
282``TIDL_NETWORK_HEAP_SIZE_DSP=75000000 ./ssd_multibox -d 1 -e 0``.
283
276.. _mnist-example: 284.. _mnist-example:
277 285
278MNIST 286MNIST
diff --git a/docs/source/faq/out_of_memory.rst b/docs/source/faq/out_of_memory.rst
index ee97e58..d7c8e1f 100644
--- a/docs/source/faq/out_of_memory.rst
+++ b/docs/source/faq/out_of_memory.rst
@@ -4,7 +4,7 @@ Why do I get an assertion failure from malloc_ddr?
4 4
5Application execution fails with the following error message: 5Application execution fails with the following error message:
6 6
7.. code:: shell 7.. code:: console
8 8
9 tidl: device_alloc.h:31: T* tidl::malloc_ddr(size_t) [with T = char; size_t = unsigned int]: Assertion `val != nullptr' failed 9 tidl: device_alloc.h:31: T* tidl::malloc_ddr(size_t) [with T = char; size_t = unsigned int]: Assertion `val != nullptr' failed
10 10
@@ -28,7 +28,7 @@ Insufficient OpenCL global memory
28+++++++++++++++++++++++++++++++++ 28+++++++++++++++++++++++++++++++++
29Another possible reason is that total memory requirement specified in the ``Configuration`` using NETWORK_HEAP_SIZE and PARAM_HEAP_SIZE exceeds default memory available for OpenCL. Follow the instructions below to increase the amount of CMEM (contiguous memory available for OpenCL) from 192MB (0xc000000) to 384MB (0x18000000): 29Another possible reason is that total memory requirement specified in the ``Configuration`` using NETWORK_HEAP_SIZE and PARAM_HEAP_SIZE exceeds default memory available for OpenCL. Follow the instructions below to increase the amount of CMEM (contiguous memory available for OpenCL) from 192MB (0xc000000) to 384MB (0x18000000):
30 30
31.. code:: bash 31.. code:: diff
32 32
33 $ sudo apt-get install device-tree-compiler # In case dtc is not already installed 33 $ sudo apt-get install device-tree-compiler # In case dtc is not already installed
34 $ scp root@am57:/boot/am57xx-evm-reva3.dtb . 34 $ scp root@am57:/boot/am57xx-evm-reva3.dtb .
diff --git a/docs/source/using_api.rst b/docs/source/using_api.rst
index 47c0d9c..80d8a74 100644
--- a/docs/source/using_api.rst
+++ b/docs/source/using_api.rst
@@ -280,7 +280,20 @@ and the ``configuration.showHeapStats = true`` line can be removed.
280 280
281 The memory for parameter and network heaps is itself allocated from OpenCL global memory (CMEM). Refer :ref:`opencl-global-memory` for details. 281 The memory for parameter and network heaps is itself allocated from OpenCL global memory (CMEM). Refer :ref:`opencl-global-memory` for details.
282 282
283In addition, the following environment variables are provided to overwrite
284the heap sizes and heap allocation optimization level (1 or 2) that are
285specified by default or by application.
283 286
287.. code-block:: bash
288
289 TIDL_PARAM_HEAP_SIZE_EVE
290 TIDL_PARAM_HEAP_SIZE_DSP
291 TIDL_NETWORK_HEAP_SIZE_EVE
292 TIDL_NETWORK_HEAP_SIZE_DSP
293 TIDL_EXTMEM_ALLOC_OPT_EVE
294 TIDL_EXTMEM_ALLOC_OPT_DSP
295 # # for example,
296 # TIDL_PARAM_HEAP_SIZE_EVE=3000000 TIDL_NETWORK_HEAP_SIZE_EVE=21000000 TIDL_PARAM_HEAP_SIZE_DSP=3000000 TIDL_NETWORK_HEAP_SIZE_DSP=2000000 ./tidl_classification -g 2 -d 1 -e 4 -l ./imagenet.txt -s ./classlist.txt -i ./clips/test10.mp4 -c ./stream_config_j11_v2.txt
284 297
285.. _network_layer_output: 298.. _network_layer_output:
286 299
diff --git a/examples/Makefile b/examples/Makefile
index 52b3ff6..9217380 100644
--- a/examples/Makefile
+++ b/examples/Makefile
@@ -34,7 +34,7 @@ RUN_DIRS := $(filter-out classification, $(DIRS))
34define make_in_dirs 34define make_in_dirs
35 @for dir in $(1); do \ 35 @for dir in $(1); do \
36 echo "=============== " $$dir " =================" ; \ 36 echo "=============== " $$dir " =================" ; \
37 $(MAKE) --no-print-directory $(MAKEFILE) -C $$dir $(2); \ 37 $(MAKE) --no-print-directory $(MAKEFILE) -C $$dir $(2) || exit 1; \
38 done 38 done
39endef 39endef
40 40
diff --git a/examples/classification/main.cpp b/examples/classification/main.cpp
index 020004b..25361f8 100644
--- a/examples/classification/main.cpp
+++ b/examples/classification/main.cpp
@@ -699,7 +699,7 @@ int tf_postprocess(uchar *in, int size, int roi_idx, int frame_idx, int f_id)
699 int rpt_id = -1; 699 int rpt_id = -1;
700 700
701 typedef std::pair<uchar, int> val_index; 701 typedef std::pair<uchar, int> val_index;
702 auto constexpr cmp = [](val_index &left, val_index &right) { return left.first > right.first; }; 702 auto cmp = [](val_index &left, val_index &right) { return left.first > right.first; };
703 std::priority_queue<val_index, std::vector<val_index>, decltype(cmp)> queue(cmp); 703 std::priority_queue<val_index, std::vector<val_index>, decltype(cmp)> queue(cmp);
704 // initialize priority queue with smallest value on top 704 // initialize priority queue with smallest value on top
705 for (int i = 0; i < k; i++) { 705 for (int i = 0; i < k; i++) {
diff --git a/examples/imagenet/main.cpp b/examples/imagenet/main.cpp
index 937f467..6aa7155 100644
--- a/examples/imagenet/main.cpp
+++ b/examples/imagenet/main.cpp
@@ -306,10 +306,14 @@ bool WriteFrameOutput(const ExecutionObjectPipeline &eop,
306 const int k = 5; 306 const int k = 5;
307 unsigned char *out = (unsigned char *) eop.GetOutputBufferPtr(); 307 unsigned char *out = (unsigned char *) eop.GetOutputBufferPtr();
308 int out_size = eop.GetOutputBufferSizeInBytes(); 308 int out_size = eop.GetOutputBufferSizeInBytes();
309 // Tensorflow trained network outputs 1001 probabilities,
310 // with 0-index being background, thus we need to subtract 1 when
311 // reporting classified object from 1000 categories
312 int background_offset = out_size == 1001 ? 1 : 0;
309 313
310 // sort and get k largest values and corresponding indices 314 // sort and get k largest values and corresponding indices
311 typedef pair<unsigned char, int> val_index; 315 typedef pair<unsigned char, int> val_index;
312 auto constexpr cmp = [](val_index &left, val_index &right) 316 auto cmp = [](val_index &left, val_index &right)
313 { return left.first > right.first; }; 317 { return left.first > right.first; };
314 priority_queue<val_index, vector<val_index>, decltype(cmp)> queue(cmp); 318 priority_queue<val_index, vector<val_index>, decltype(cmp)> queue(cmp);
315 // initialize priority queue with smallest value on top 319 // initialize priority queue with smallest value on top
@@ -338,8 +342,9 @@ bool WriteFrameOutput(const ExecutionObjectPipeline &eop,
338 for (int i = k - 1; i >= 0; i--) 342 for (int i = k - 1; i >= 0; i--)
339 { 343 {
340 if (sorted[i].first * 100 < min_prob_255) break; 344 if (sorted[i].first * 100 < min_prob_255) break;
341 cout << k-i << ": " 345 int imagenet_index = sorted[i].second - background_offset;
342 << object_classes->At(sorted[i].second).label 346 cout << k-i << ": [" << imagenet_index << "] "
347 << object_classes->At(imagenet_index).label
343 << ", prob = " << setprecision(4) 348 << ", prob = " << setprecision(4)
344 << ((sorted[i].first * 100) / 255.0f) << "%" << endl; 349 << ((sorted[i].first * 100) / 255.0f) << "%" << endl;
345 } 350 }
diff --git a/examples/one_eo_per_frame/main.cpp b/examples/one_eo_per_frame/main.cpp
index 8872c06..2665bb6 100644
--- a/examples/one_eo_per_frame/main.cpp
+++ b/examples/one_eo_per_frame/main.cpp
@@ -100,7 +100,9 @@ bool Run(const string& config_file, int num_eve, int num_dsp,
100 100
101 // Heap sizes for this network determined using Configuration::showHeapStats 101 // Heap sizes for this network determined using Configuration::showHeapStats
102 c.PARAM_HEAP_SIZE = (3 << 20); // 3MB 102 c.PARAM_HEAP_SIZE = (3 << 20); // 3MB
103 c.NETWORK_HEAP_SIZE = (20 << 20); // 20MB 103 c.NETWORK_HEAP_SIZE = (34 << 20); // 34MB
104 // AM572x default CMEM size is 160MB, 4 EVEs + 2DSPs won't fit
105 if (num_eve > 2) num_eve = 2;
104 106
105 c.numFrames = 16; 107 c.numFrames = 16;
106 108
diff --git a/examples/pybind/imagenet.py b/examples/pybind/imagenet.py
new file mode 100755
index 0000000..4d83bbe
--- /dev/null
+++ b/examples/pybind/imagenet.py
@@ -0,0 +1,217 @@
1#!/usr/bin/python3
2
3# Copyright (c) 2019 Texas Instruments Incorporated - http://www.ti.com/
4# All rights reserved.
5#
6# Redistribution and use in source and binary forms, with or without
7# modification, are permitted provided that the following conditions are met:
8# * Redistributions of source code must retain the above copyright
9# notice, this list of conditions and the following disclaimer.
10# * Redistributions in binary form must reproduce the above copyright
11# notice, this list of conditions and the following disclaimer in the
12# documentation and/or other materials provided with the distribution.
13# * Neither the name of Texas Instruments Incorporated nor the
14# names of its contributors may be used to endorse or promote products
15# derived from this software without specific prior written permission.
16#
17# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
18# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
19# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
20# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
21# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
22# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
23# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
24# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
25# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
26# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
27# THE POSSIBILITY OF SUCH DAMAGE.
28
29""" Process each frame using a single ExecutionObject.
30 Increase throughput by using multiple ExecutionObjects.
31"""
32
33import os
34import argparse
35import json
36import heapq
37import logging
38import numpy as np
39import cv2
40
41from tidl import DeviceId, DeviceType, Configuration, TidlError
42from tidl import Executor, ExecutionObjectPipeline
43from tidl import allocate_memory, free_memory
44
45
46def main():
47 """Read the configuration and run the network"""
48 #logging.basicConfig(level=logging.INFO)
49
50 args = parse_args()
51
52 config_file = '../test/testvecs/config/infer/tidl_config_j11_v2.txt'
53 labels_file = '../imagenet/imagenet_objects.json'
54
55 configuration = Configuration()
56 configuration.read_from_file(config_file)
57
58 if os.path.isfile(args.input_file):
59 configuration.in_data = args.input_file
60 else:
61 print('Input image {} does not exist'.format(args.input_file))
62 return
63 print('Input: {}'.format(args.input_file))
64
65 num_eve = Executor.get_num_devices(DeviceType.EVE)
66 num_dsp = Executor.get_num_devices(DeviceType.DSP)
67
68 if num_eve == 0 and num_dsp == 0:
69 print('No TIDL API capable devices available')
70 return
71
72 # use 1 EVE or DSP since input is a single image
73 # If input is a stream of images, feel free to use all EVEs and/or DSPs
74 if num_eve > 0:
75 num_eve = 1
76 num_dsp = 0
77 else:
78 num_dsp = 1
79
80 run(num_eve, num_dsp, configuration, labels_file)
81
82 return
83
84
85DESCRIPTION = 'Run the imagenet network on input image.'
86DEFAULT_INFILE = '../test/testvecs/input/objects/cat-pet-animal-domestic-104827.jpeg'
87
88def parse_args():
89 """Parse input arguments"""
90
91 parser = argparse.ArgumentParser(description=DESCRIPTION)
92 parser.add_argument('-i', '--input_file',
93 default=DEFAULT_INFILE,
94 help='input image file (that OpenCV can read)')
95 args = parser.parse_args()
96
97 return args
98
99PIPELINE_DEPTH = 2
100
101def run(num_eve, num_dsp, configuration, labels_file):
102 """ Run the network on the specified device type and number of devices"""
103
104 logging.info('Running network across {} EVEs, {} DSPs'.format(num_eve,
105 num_dsp))
106
107 dsp_device_ids = set([DeviceId.ID0, DeviceId.ID1,
108 DeviceId.ID2, DeviceId.ID3][0:num_dsp])
109 eve_device_ids = set([DeviceId.ID0, DeviceId.ID1,
110 DeviceId.ID2, DeviceId.ID3][0:num_eve])
111
112 # Heap sizes for this network determined using Configuration.showHeapStats
113 configuration.param_heap_size = (3 << 20)
114 configuration.network_heap_size = (34 << 20)
115
116
117 try:
118 logging.info('TIDL API: performing one time initialization ...')
119
120 # Collect all EOs from EVE and DSP executors
121 eos = []
122
123 if eve_device_ids:
124 eve = Executor(DeviceType.EVE, eve_device_ids, configuration, 1)
125 for i in range(eve.get_num_execution_objects()):
126 eos.append(eve.at(i))
127
128 if dsp_device_ids:
129 dsp = Executor(DeviceType.DSP, dsp_device_ids, configuration, 1)
130 for i in range(dsp.get_num_execution_objects()):
131 eos.append(dsp.at(i))
132
133 eops = []
134 num_eos = len(eos)
135 for j in range(PIPELINE_DEPTH):
136 for i in range(num_eos):
137 eops.append(ExecutionObjectPipeline([eos[i]]))
138
139 allocate_memory(eops)
140
141 # open labels file
142 with open(labels_file) as json_file:
143 labels_data = json.load(json_file)
144
145 configuration.num_frames = 1
146 logging.info('TIDL API: processing {} input frames ...'.format(
147 configuration.num_frames))
148
149 num_eops = len(eops)
150 for frame_index in range(configuration.num_frames+num_eops):
151 eop = eops[frame_index % num_eops]
152
153 if eop.process_frame_wait():
154 process_output(eop, labels_data)
155
156 if read_frame(eop, frame_index, configuration):
157 eop.process_frame_start_async()
158
159 free_memory(eops)
160
161 except TidlError as err:
162 print(err)
163
164def read_frame(eo, frame_index, configuration):
165 """Read a frame into the ExecutionObject input buffer"""
166
167 if frame_index >= configuration.num_frames:
168 return False
169
170 # Read into the EO's input buffer
171 arg_info = eo.get_input_buffer()
172 np_arg = np.asarray(arg_info)
173
174 img = cv2.imread(configuration.in_data)
175 resized = cv2.resize(img, (224, 224), interpolation=cv2.INTER_AREA)
176 b_frame, g_frame, r_frame = cv2.split(resized)
177 np_arg[0*224*224:1*224*224] = np.reshape(b_frame, 224*224)
178 np_arg[1*224*224:2*224*224] = np.reshape(g_frame, 224*224)
179 np_arg[2*224*224:3*224*224] = np.reshape(r_frame, 224*224)
180
181 eo.set_frame_index(frame_index)
182
183 return True
184
185def process_output(eo, labels_data):
186 """Display the inference result using labels."""
187
188 # keep top k predictions in heap
189 k = 5
190 # output predictions with probability of 10/255 or higher
191 threshold = 10
192
193 out_buffer = eo.get_output_buffer()
194 output_array = np.asarray(out_buffer)
195
196 k_heap = []
197 for i in range(k):
198 heapq.heappush(k_heap, (output_array[i], i))
199
200 for i in range(k, out_buffer.size()):
201 if output_array[i] > k_heap[0][0]:
202 heapq.heappushpop(k_heap, (output_array[i], i))
203
204 k_sorted = []
205 for i in range(k):
206 k_sorted.insert(0, heapq.heappop(k_heap))
207
208 for i in range(k):
209 if k_sorted[i][0] > threshold:
210 print('{}: {}, prob = {:5.2f}%'.format(i+1, \
211 labels_data['objects'][k_sorted[i][1]]['label'], \
212 k_sorted[i][0]/255.0*100))
213
214 return 0
215
216if __name__ == '__main__':
217 main()
diff --git a/examples/pybind/mnist.py b/examples/pybind/mnist.py
index 4029982..f3368f4 100755
--- a/examples/pybind/mnist.py
+++ b/examples/pybind/mnist.py
@@ -108,8 +108,8 @@ def run(num_eve, num_dsp, configuration, labels_file):
108 108
109 eops = [] 109 eops = []
110 num_eos = len(eos) 110 num_eos = len(eos)
111 for j in range(num_eos): 111 for j in range(PIPELINE_DEPTH):
112 for i in range(PIPELINE_DEPTH): 112 for i in range(num_eos):
113 eops.append(ExecutionObjectPipeline([eos[i]])) 113 eops.append(ExecutionObjectPipeline([eos[i]]))
114 114
115 allocate_memory(eops) 115 allocate_memory(eops)
diff --git a/examples/pybind/one_eo_per_frame.py b/examples/pybind/one_eo_per_frame.py
index 81c9e22..dda9712 100755
--- a/examples/pybind/one_eo_per_frame.py
+++ b/examples/pybind/one_eo_per_frame.py
@@ -54,6 +54,9 @@ def main():
54 54
55 num_dsp = Executor.get_num_devices(DeviceType.DSP) 55 num_dsp = Executor.get_num_devices(DeviceType.DSP)
56 num_eve = Executor.get_num_devices(DeviceType.EVE) 56 num_eve = Executor.get_num_devices(DeviceType.EVE)
57 # AM572x default CMEM size is 160MB, 4 EVEs + 2DSPs won't fit
58 if num_eve > 2:
59 num_eve = 2
57 60
58 if num_dsp == 0 and num_eve == 0: 61 if num_dsp == 0 and num_eve == 0:
59 print('No TIDL API capable devices available') 62 print('No TIDL API capable devices available')
@@ -93,7 +96,7 @@ def run(num_eve, num_dsp, configuration):
93 96
94 # Heap sizes for this network determined using Configuration.showHeapStats 97 # Heap sizes for this network determined using Configuration.showHeapStats
95 configuration.param_heap_size = (3 << 20) 98 configuration.param_heap_size = (3 << 20)
96 configuration.network_heap_size = (20 << 20) 99 configuration.network_heap_size = (34 << 20)
97 100
98 try: 101 try:
99 print('TIDL API: performing one time initialization ...') 102 print('TIDL API: performing one time initialization ...')
diff --git a/examples/pybind/two_eo_per_frame.py b/examples/pybind/two_eo_per_frame.py
index 953c691..6090d7b 100755
--- a/examples/pybind/two_eo_per_frame.py
+++ b/examples/pybind/two_eo_per_frame.py
@@ -55,10 +55,13 @@ def main():
55 55
56 # Heap sizes for this network determined using Configuration.showHeapStats 56 # Heap sizes for this network determined using Configuration.showHeapStats
57 configuration.param_heap_size = (3 << 20) 57 configuration.param_heap_size = (3 << 20)
58 configuration.network_heap_size = (20 << 20) 58 configuration.network_heap_size = (34 << 20)
59 59
60 num_dsp = Executor.get_num_devices(DeviceType.DSP) 60 num_dsp = Executor.get_num_devices(DeviceType.DSP)
61 num_eve = Executor.get_num_devices(DeviceType.EVE) 61 num_eve = Executor.get_num_devices(DeviceType.EVE)
62 # AM572x default CMEM size is 160MB, 4 EVEs + 2DSPs won't fit
63 if num_eve > 2:
64 num_eve = 2
62 65
63 if num_dsp == 0 or num_eve == 0: 66 if num_dsp == 0 or num_eve == 0:
64 print('This example requires EVEs and DSPs.') 67 print('This example requires EVEs and DSPs.')
diff --git a/examples/pybind/two_eo_per_frame_opt.py b/examples/pybind/two_eo_per_frame_opt.py
index f46ca08..1202511 100755
--- a/examples/pybind/two_eo_per_frame_opt.py
+++ b/examples/pybind/two_eo_per_frame_opt.py
@@ -51,10 +51,13 @@ def main():
51 51
52 # Heap sizes for this network determined using Configuration.showHeapStats 52 # Heap sizes for this network determined using Configuration.showHeapStats
53 configuration.param_heap_size = (3 << 20) 53 configuration.param_heap_size = (3 << 20)
54 configuration.network_heap_size = (20 << 20) 54 configuration.network_heap_size = (34 << 20)
55 55
56 num_dsp = Executor.get_num_devices(DeviceType.DSP) 56 num_dsp = Executor.get_num_devices(DeviceType.DSP)
57 num_eve = Executor.get_num_devices(DeviceType.EVE) 57 num_eve = Executor.get_num_devices(DeviceType.EVE)
58 # AM572x default CMEM size is 160MB, 4 EVEs + 2DSPs won't fit
59 if num_eve > 2:
60 num_eve = 2
58 61
59 if num_dsp == 0 or num_eve == 0: 62 if num_dsp == 0 or num_eve == 0:
60 print('This example requires EVEs and DSPs.') 63 print('This example requires EVEs and DSPs.')
@@ -100,8 +103,8 @@ def run(num_eve, num_dsp, c):
100 103
101 eops = [] 104 eops = []
102 num_pipe = max(num_eve_eos, num_dsp_eos) 105 num_pipe = max(num_eve_eos, num_dsp_eos)
103 for i in range(num_pipe): 106 for j in range(PIPELINE_DEPTH):
104 for i in range(PIPELINE_DEPTH): 107 for i in range(num_pipe):
105 eops.append(ExecutionObjectPipeline([eve.at(i % num_eve_eos), 108 eops.append(ExecutionObjectPipeline([eve.at(i % num_eve_eos),
106 dsp.at(i % num_dsp_eos)])) 109 dsp.at(i % num_dsp_eos)]))
107 110
diff --git a/examples/ssd_multibox/main.cpp b/examples/ssd_multibox/main.cpp
index 3158345..eaa61bd 100644
--- a/examples/ssd_multibox/main.cpp
+++ b/examples/ssd_multibox/main.cpp
@@ -102,9 +102,9 @@ int main(int argc, char *argv[])
102 // If there are no devices capable of offloading TIDL on the SoC, exit 102 // If there are no devices capable of offloading TIDL on the SoC, exit
103 uint32_t num_eves = Executor::GetNumDevices(DeviceType::EVE); 103 uint32_t num_eves = Executor::GetNumDevices(DeviceType::EVE);
104 uint32_t num_dsps = Executor::GetNumDevices(DeviceType::DSP); 104 uint32_t num_dsps = Executor::GetNumDevices(DeviceType::DSP);
105 if (num_eves == 0 || num_dsps == 0) 105 if (num_eves == 0 && num_dsps == 0)
106 { 106 {
107 cout << "ssd_multibox requires both EVE and DSP for execution." << endl; 107 cout << "ssd_multibox requires EVE or DSP for execution." << endl;
108 return EXIT_SUCCESS; 108 return EXIT_SUCCESS;
109 } 109 }
110 110
@@ -112,8 +112,8 @@ int main(int argc, char *argv[])
112 cmdline_opts_t opts; 112 cmdline_opts_t opts;
113 opts.config = DEFAULT_CONFIG; 113 opts.config = DEFAULT_CONFIG;
114 opts.object_classes_list_file = DEFAULT_OBJECT_CLASSES_LIST_FILE; 114 opts.object_classes_list_file = DEFAULT_OBJECT_CLASSES_LIST_FILE;
115 opts.num_eves = 1; 115 opts.num_eves = num_eves > 0 ? 1 : 0;
116 opts.num_dsps = 1; 116 opts.num_dsps = num_dsps > 0 ? 1 : 0;
117 opts.input_file = DEFAULT_INPUT; 117 opts.input_file = DEFAULT_INPUT;
118 opts.output_prob_threshold = DEFAULT_OUTPUT_PROB_THRESHOLD; 118 opts.output_prob_threshold = DEFAULT_OUTPUT_PROB_THRESHOLD;
119 if (! ProcessArgs(argc, argv, opts)) 119 if (! ProcessArgs(argc, argv, opts))
@@ -121,7 +121,7 @@ int main(int argc, char *argv[])
121 DisplayHelp(); 121 DisplayHelp();
122 exit(EXIT_SUCCESS); 122 exit(EXIT_SUCCESS);
123 } 123 }
124 assert(opts.num_dsps != 0 && opts.num_eves != 0); 124 assert(opts.num_dsps != 0 || opts.num_eves != 0);
125 if (opts.num_frames == 0) 125 if (opts.num_frames == 0)
126 opts.num_frames = (opts.is_camera_input || opts.is_video_input) ? 126 opts.num_frames = (opts.is_camera_input || opts.is_video_input) ?
127 NUM_VIDEO_FRAMES : 127 NUM_VIDEO_FRAMES :
@@ -164,6 +164,12 @@ bool RunConfiguration(const cmdline_opts_t& opts)
164 return false; 164 return false;
165 } 165 }
166 c.enableApiTrace = opts.verbose; 166 c.enableApiTrace = opts.verbose;
167 if (opts.num_eves == 0 || opts.num_dsps == 0)
168 c.runFullNet = true;
169 // DSP only execution requires larger NETWORK HEAP size
170 if (opts.num_eves == 0)
171 c.NETWORK_HEAP_SIZE = 75000000;
172
167 // setup camera/video input 173 // setup camera/video input
168 VideoCapture cap; 174 VideoCapture cap;
169 if (! SetVideoInputOutput(cap, opts, "SSD_Multibox")) return false; 175 if (! SetVideoInputOutput(cap, opts, "SSD_Multibox")) return false;
@@ -198,43 +204,81 @@ bool RunConfiguration(const cmdline_opts_t& opts)
198 // DSP will run layersGroupId 2 in the network 204 // DSP will run layersGroupId 2 in the network
199 Executor* e_eve = CreateExecutor(DeviceType::EVE, opts.num_eves, c, 1); 205 Executor* e_eve = CreateExecutor(DeviceType::EVE, opts.num_eves, c, 1);
200 Executor* e_dsp = CreateExecutor(DeviceType::DSP, opts.num_dsps, c, 2); 206 Executor* e_dsp = CreateExecutor(DeviceType::DSP, opts.num_dsps, c, 2);
201
202 // Construct ExecutionObjectPipeline that utilizes multiple
203 // ExecutionObjects to process a single frame, each ExecutionObject
204 // processes one layerGroup of the network
205 //
206 // Pipeline depth can enable more optimized pipeline execution:
207 // Given one EVE and one DSP as an example, with different
208 // pipeline_depth, we have different execution behavior:
209 // If pipeline_depth is set to 1,
210 // we create one EOP: eop0 (eve0, dsp0)
211 // pipeline execution of multiple frames over time is as follows:
212 // --------------------- time ------------------->
213 // eop0: [eve0...][dsp0]
214 // eop0: [eve0...][dsp0]
215 // eop0: [eve0...][dsp0]
216 // eop0: [eve0...][dsp0]
217 // If pipeline_depth is set to 2,
218 // we create two EOPs: eop0 (eve0, dsp0), eop1(eve0, dsp0)
219 // pipeline execution of multiple frames over time is as follows:
220 // --------------------- time ------------------->
221 // eop0: [eve0...][dsp0]
222 // eop1: [eve0...][dsp0]
223 // eop0: [eve0...][dsp0]
224 // eop1: [eve0...][dsp0]
225 // Additional benefit of setting pipeline_depth to 2 is that
226 // it can also overlap host ReadFrame() with device processing:
227 // --------------------- time ------------------->
228 // eop0: [RF][eve0...][dsp0]
229 // eop1: [RF] [eve0...][dsp0]
230 // eop0: [RF][eve0...][dsp0]
231 // eop1: [RF][eve0...][dsp0]
232 vector<ExecutionObjectPipeline *> eops; 207 vector<ExecutionObjectPipeline *> eops;
233 uint32_t pipeline_depth = 2; // 2 EOs in EOP -> depth 2 208
234 for (uint32_t j = 0; j < pipeline_depth; j++) 209 if (e_eve != nullptr && e_dsp != nullptr)
235 for (uint32_t i = 0; i < max(opts.num_eves, opts.num_dsps); i++) 210 {
236 eops.push_back(new ExecutionObjectPipeline( 211 // Construct ExecutionObjectPipeline that utilizes multiple
212 // ExecutionObjects to process a single frame, each ExecutionObject
213 // processes one layerGroup of the network
214 //
215 // Pipeline depth can enable more optimized pipeline execution:
216 // Given one EVE and one DSP as an example, with different
217 // pipeline_depth, we have different execution behavior:
218 // If pipeline_depth is set to 1,
219 // we create one EOP: eop0 (eve0, dsp0)
220 // pipeline execution of multiple frames over time is as follows:
221 // --------------------- time ------------------->
222 // eop0: [eve0...][dsp0]
223 // eop0: [eve0...][dsp0]
224 // eop0: [eve0...][dsp0]
225 // eop0: [eve0...][dsp0]
226 // If pipeline_depth is set to 2,
227 // we create two EOPs: eop0 (eve0, dsp0), eop1(eve0, dsp0)
228 // pipeline execution of multiple frames over time is as follows:
229 // --------------------- time ------------------->
230 // eop0: [eve0...][dsp0]
231 // eop1: [eve0...][dsp0]
232 // eop0: [eve0...][dsp0]
233 // eop1: [eve0...][dsp0]
234 // Additional benefit of setting pipeline_depth to 2 is that
235 // it can also overlap host ReadFrame() with device processing:
236 // --------------------- time ------------------->
237 // eop0: [RF][eve0...][dsp0]
238 // eop1: [RF] [eve0...][dsp0]
239 // eop0: [RF][eve0...][dsp0]
240 // eop1: [RF][eve0...][dsp0]
241 uint32_t pipeline_depth = 2; // 2 EOs in EOP -> depth 2
242 for (uint32_t j = 0; j < pipeline_depth; j++)
243 for (uint32_t i = 0; i < max(opts.num_eves, opts.num_dsps); i++)
244 eops.push_back(new ExecutionObjectPipeline(
237 {(*e_eve)[i%opts.num_eves], (*e_dsp)[i%opts.num_dsps]})); 245 {(*e_eve)[i%opts.num_eves], (*e_dsp)[i%opts.num_dsps]}));
246 }
247 else
248 {
249 // Construct ExecutionObjectPipeline that utilizes a
250 // ExecutionObject to process a single frame, each ExecutionObject
251 // processes the full network
252 //
253 // Use duplicate EOPs to do double buffering on frame input/output
254 // because each EOP has its own set of input/output buffers,
255 // so that host ReadFrame() can overlap device processing
256 // Use one EO as an example, with different buffer_factor,
257 // we have different execution behavior:
258 // If buffer_factor is set to 1 -> single buffering
259 // we create one EOP: eop0 (eo0)
260 // pipeline execution of multiple frames over time is as follows:
261 // --------------------- time ------------------->
262 // eop0: [RF][eo0.....][WF]
263 // eop0: [RF][eo0.....][WF]
264 // eop0: [RF][eo0.....][WF]
265 // If buffer_factor is set to 2 -> double buffering
266 // we create two EOPs: eop0 (eo0), eop1(eo0)
267 // pipeline execution of multiple frames over time is as follows:
268 // --------------------- time ------------------->
269 // eop0: [RF][eo0.....][WF]
270 // eop1: [RF] [eo0.....][WF]
271 // eop0: [RF] [eo0.....][WF]
272 // eop1: [RF] [eo0.....][WF]
273 uint32_t buffer_factor = 2; // set to 1 for single buffering
274 for (uint32_t j = 0; j < buffer_factor; j++)
275 {
276 for (uint32_t i = 0; i < opts.num_eves; i++)
277 eops.push_back(new ExecutionObjectPipeline({(*e_eve)[i]}));
278 for (uint32_t i = 0; i < opts.num_dsps; i++)
279 eops.push_back(new ExecutionObjectPipeline({(*e_dsp)[i]}));
280 }
281 }
238 uint32_t num_eops = eops.size(); 282 uint32_t num_eops = eops.size();
239 283
240 // Allocate input/output memory for each EOP 284 // Allocate input/output memory for each EOP
@@ -252,9 +296,7 @@ bool RunConfiguration(const cmdline_opts_t& opts)
252 296
253 // Wait for previous frame on the same eop to finish processing 297 // Wait for previous frame on the same eop to finish processing
254 if (eop->ProcessFrameWait()) 298 if (eop->ProcessFrameWait())
255 {
256 WriteFrameOutput(*eop, c, opts, (float)prob_slider); 299 WriteFrameOutput(*eop, c, opts, (float)prob_slider);
257 }
258 300
259 // Read a frame and start processing it with current eo 301 // Read a frame and start processing it with current eo
260 if (ReadFrame(*eop, frame_idx, c, opts, cap, ifs)) 302 if (ReadFrame(*eop, frame_idx, c, opts, cap, ifs))
@@ -291,7 +333,9 @@ Executor* CreateExecutor(DeviceType dt, uint32_t num, const Configuration& c,
291 for (uint32_t i = 0; i < num; i++) 333 for (uint32_t i = 0; i < num; i++)
292 ids.insert(static_cast<DeviceId>(i)); 334 ids.insert(static_cast<DeviceId>(i));
293 335
294 return new Executor(dt, ids, c, layers_group_id); 336 Executor* e = new Executor(dt, ids, c, layers_group_id);
337 assert(e != nullptr);
338 return e;
295} 339}
296 340
297bool ReadFrame(ExecutionObjectPipeline& eop, uint32_t frame_idx, 341bool ReadFrame(ExecutionObjectPipeline& eop, uint32_t frame_idx,
diff --git a/examples/test/main.cpp b/examples/test/main.cpp
index f6dfb64..df9fa88 100644
--- a/examples/test/main.cpp
+++ b/examples/test/main.cpp
@@ -244,6 +244,9 @@ bool RunAllConfigurations(int32_t num_devices, DeviceType device_type)
244 int errors = 0; 244 int errors = 0;
245 for (auto config : configurations) 245 for (auto config : configurations)
246 { 246 {
247 // Skip smallRoi, not a real network anyway
248 if (config.compare("smallRoi") == 0) continue;
249
247 std::string config_file = "testvecs/config/infer/tidl_config_" 250 std::string config_file = "testvecs/config/infer/tidl_config_"
248 + config + ".txt"; 251 + config + ".txt";
249 std::cout << "Running " << config << " on " << num_devices 252 std::cout << "Running " << config << " on " << num_devices
@@ -259,9 +262,6 @@ bool RunAllConfigurations(int32_t num_devices, DeviceType device_type)
259 262
260 if (!status) { errors++; continue; } 263 if (!status) { errors++; continue; }
261 264
262 // Skip smallRoi reference checking, will investigate
263 if (config.compare("smallRoi") == 0) continue;
264
265 // Check output against reference output 265 // Check output against reference output
266 std::string reference_output = "testvecs/reference/" 266 std::string reference_output = "testvecs/reference/"
267 + config + "_ref.bin"; 267 + config + "_ref.bin";
diff --git a/examples/test/testvecs/config/tidl_models/jsegnet21/tidl_net_jsegnet21v2.bin b/examples/test/testvecs/config/tidl_models/jsegnet21/tidl_net_jsegnet21v2.bin
index 35948a2..017a14c 100755
--- a/examples/test/testvecs/config/tidl_models/jsegnet21/tidl_net_jsegnet21v2.bin
+++ b/examples/test/testvecs/config/tidl_models/jsegnet21/tidl_net_jsegnet21v2.bin
Binary files differ
diff --git a/examples/test/testvecs/config/tidl_models/tidl_inception_v1_net.bin b/examples/test/testvecs/config/tidl_models/tidl_inception_v1_net.bin
index 4325274..3860004 100644
--- a/examples/test/testvecs/config/tidl_models/tidl_inception_v1_net.bin
+++ b/examples/test/testvecs/config/tidl_models/tidl_inception_v1_net.bin
Binary files differ
diff --git a/examples/test/testvecs/config/tidl_models/tidl_inception_v1_param.bin b/examples/test/testvecs/config/tidl_models/tidl_inception_v1_param.bin
index 7e3cb57..5f395de 100644
--- a/examples/test/testvecs/config/tidl_models/tidl_inception_v1_param.bin
+++ b/examples/test/testvecs/config/tidl_models/tidl_inception_v1_param.bin
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31˜čqíţÂÚ˙+ ę…čľ&1đ üNŤ 31˜čqíţÂÚ˙+ ę…čľ&1đ üNŤ
32Ç 32Ç
@@ -36,14 +36,16 @@ A{FQPSRPSRMIPTUPWTOXQNSVEMcCAMHXOTUKQUTQQJPXMLWRGSUPGdIJZJW^QVZUUPFOVNPZPLUSONSI
36 36
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