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mirror of https://github.com/ARM-software/workload-automation.git synced 2024-10-06 19:01:15 +01:00

Implemented visual state detection functionality for revent workloads

- Added statedetect.py in utils which is a standalone module that
    contains all the methods needed for state detection

  - Modified the setup() and run() methods of the GameWorkload class
    in common/android/workload.py to have a parameter that enables
    state checks and run the check after setup and run if requested.

State detection uses the template matching method available in
OpenCV to determine the state of the workload by detecting
predefined unique elements on a screenshot from the device.
This commit is contained in:
George Psimenos 2016-07-22 16:43:12 +01:00
parent ee7c04a568
commit 01f2a5f412
4 changed files with 267 additions and 0 deletions

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@ -210,3 +210,100 @@ https://www.kernel.org/doc/Documentation/input/event-codes.txt
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+ +-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
| Event Value | | Event Value |
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+ +-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
Using state detection with revent
=================================
State detection can be used to verify that a workload is executing as expected.
This utility, if enabled, and if state definitions are available for the
particular workload, takes a screenshot after the setup and the run revent
sequence, matches the screenshot to a state and compares with the expected
state. A WorkloadError is raised if an unexpected state is encountered.
To enable state detection, make sure a valid state definition file and
templates exist for your workload and set the check_states parameter to True.
State definition directory
--------------------------
State and phase definitions should be placed in a directory of the following
structure inside the dependencies directory of each workload (along with
revent files etc):
dependencies/
<workload_name>/
state_definitions/
definition.yaml
templates/
<oneTemplate>.png
<anotherTemplate>.png
...
definition.yaml file
--------------------
This defines each state of the workload and lists which templates are expected
to be found and how many are required to be detected for a conclusive match. It
also defines the expected state in each workload phase where a state detection
is run (currently those are setupComplete and runComplete).
Templates are picture elements to be matched in a screenshot. Each template
mentioned in the definition file should be placed as a file with the same name
and a .png extension inside the templates folder. Creating template png files
is as simple as taking a screenshot of the workload in a given state, cropping
out the relevant templates (eg. a button, label or other unique element that is
present in that state) and storing them in PNG format.
Please see the definition file for Angry Birds below as an example to
understand the format. Note that more than just two states (for the afterSetup
and afterRun phase) can be defined and this helps track the cause of errors in
case an unexpected state is encountered.
.. code-block:: python
workload_name: angrybirds
workload_states:
- state_name: titleScreen
templates:
- play_button
- logo
matches: 2
- state_name: worldSelection
templates:
- first_world_thumb
- second_world_thumb
- third_world_thumb
- fourth_world_thumb
matches: 3
- state_name: level_selection
templates:
- locked_level
- first_level
matches: 2
- state_name: gameplay
templates:
- pause_button
- score_label_text
matches: 2
- state_name: pause_screen
templates:
- replay_button
- menu_button
- resume_button
- help_button
matches: 4
- state_name: level_cleared_screen
templates:
- level_cleared_text
- menu_button
- replay_button
- fast_forward_button
matches: 4
workload_phases:
- phase_name: setup_complete
expected_state: gameplay
- phase_name: run_complete
expected_state: level_cleared_screen

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@ -80,6 +80,7 @@ params = dict(
], ],
extras_require={ extras_require={
'other': ['jinja2', 'pandas>=0.13.1'], 'other': ['jinja2', 'pandas>=0.13.1'],
'statedetect': ['numpy', 'imutils', 'cv2'],
'test': ['nose'], 'test': ['nose'],
'mongodb': ['pymongo'], 'mongodb': ['pymongo'],
'notify': ['notify2'], 'notify': ['notify2'],

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@ -27,6 +27,8 @@ from wlauto.exceptions import WorkloadError, ResourceError, ConfigError
from wlauto.utils.android import ApkInfo, ANDROID_NORMAL_PERMISSIONS from wlauto.utils.android import ApkInfo, ANDROID_NORMAL_PERMISSIONS
from wlauto.utils.types import boolean from wlauto.utils.types import boolean
from wlauto.utils.revent import ReventParser from wlauto.utils.revent import ReventParser
from wlauto import File
import wlauto.utils.statedetect as state_detector
import wlauto.common.android.resources import wlauto.common.android.resources
@ -389,6 +391,24 @@ class ReventWorkload(Workload):
self.device.push_file(self.revent_run_file, self.on_device_run_revent) self.device.push_file(self.revent_run_file, self.on_device_run_revent)
self.device.push_file(self.revent_setup_file, self.on_device_setup_revent) self.device.push_file(self.revent_setup_file, self.on_device_setup_revent)
def _check_statedetection_files(self, context):
try:
self.statedefs_dir = context.resolver.get(File(self, 'state_definitions'))
except ResourceError:
self.logger.warning("State definitions directory not found. Disabling state detection.")
self.check_states = False
def check_state(self, context, phase):
try:
self.logger.info("\tChecking workload state...")
screenshotPath = os.path.join(context.output_directory, "screen.png")
self.device.capture_screen(screenshotPath)
stateCheck = state_detector.verify_state(screenshotPath, self.statedefs_dir, phase)
if not stateCheck:
raise WorkloadError("Unexpected state after setup")
except state_detector.StateDefinitionError as e:
msg = "State definitions or template files missing or invalid ({}). Skipping state detection."
self.logger.warning(msg.format(e.message))
class AndroidUiAutoBenchmark(UiAutomatorWorkload, AndroidBenchmark): class AndroidUiAutoBenchmark(UiAutomatorWorkload, AndroidBenchmark):
@ -450,6 +470,9 @@ class GameWorkload(ApkWorkload, ReventWorkload):
parameters = [ parameters = [
Parameter('install_timeout', default=500, override=True), Parameter('install_timeout', default=500, override=True),
Parameter('check_states', kind=bool, default=False, global_alias='check_game_states',
description="""Use visual state detection to verify the state of the workload
after setup and run"""),
Parameter('assets_push_timeout', kind=int, default=500, Parameter('assets_push_timeout', kind=int, default=500,
description='Timeout used during deployment of the assets package (if there is one).'), description='Timeout used during deployment of the assets package (if there is one).'),
Parameter('clear_data_on_reset', kind=bool, default=True, Parameter('clear_data_on_reset', kind=bool, default=True,
@ -469,6 +492,8 @@ class GameWorkload(ApkWorkload, ReventWorkload):
def init_resources(self, context): def init_resources(self, context):
ApkWorkload.init_resources(self, context) ApkWorkload.init_resources(self, context)
ReventWorkload.init_resources(self, context) ReventWorkload.init_resources(self, context)
if self.check_states:
self._check_statedetection_files(self, context)
def setup(self, context): def setup(self, context):
ApkWorkload.setup(self, context) ApkWorkload.setup(self, context)
@ -476,6 +501,10 @@ class GameWorkload(ApkWorkload, ReventWorkload):
time.sleep(self.loading_time) time.sleep(self.loading_time)
ReventWorkload.setup(self, context) ReventWorkload.setup(self, context)
# state detection check if it's enabled in the config
if self.check_states:
self.check_state(self, context, "setup_complete")
def do_post_install(self, context): def do_post_install(self, context):
ApkWorkload.do_post_install(self, context) ApkWorkload.do_post_install(self, context)
self._deploy_assets(context, self.assets_push_timeout) self._deploy_assets(context, self.assets_push_timeout)
@ -495,6 +524,10 @@ class GameWorkload(ApkWorkload, ReventWorkload):
ReventWorkload.run(self, context) ReventWorkload.run(self, context)
def teardown(self, context): def teardown(self, context):
# state detection check if it's enabled in the config
if self.check_states:
self.check_state(self, context, "run_complete")
if not self.saved_state_file: if not self.saved_state_file:
ApkWorkload.teardown(self, context) ApkWorkload.teardown(self, context)
else: else:

136
wlauto/utils/statedetect.py Executable file
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@ -0,0 +1,136 @@
# Copyright 2013-2016 ARM Limited
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
"""
State detection functionality for revent workloads. Uses OpenCV to analyse screenshots from the device.
Requires a 'statedetection' directory in the workload directory that includes the state definition yaml file,
and the 'templates' folder with PNGs of all templates mentioned in the yaml file.
Requires the following Python libraries:
numpy, pyyaml (yaml), imutils and opencv (cv2)
"""
import os
import yaml
try:
import numpy as np
except ImportError:
np = None
try:
import cv2
except ImportError:
cv2 = None
try:
import imutils
except ImportError:
imutils = None
class StateDefinitionError(RuntimeError):
def __init__(self, arg):
self.args = arg
def auto_canny(image, sigma=0.33):
# compute the median of the single channel pixel intensities
v = np.median(image)
# apply automatic Canny edge detection using the computed median
lower = int(max(0, (1.0 - sigma) * v))
upper = int(min(255, (1.0 + sigma) * v))
edged = cv2.Canny(image, lower, upper)
# return the edged image
return edged
def match_state(screenshot_file, defpath, state_definitions):
# check dependencies
if np == None or cv2 == None or imutils == None:
raise RuntimeError("State detection requires numpy, opencv (cv2) and imutils.")
# check if file exists, then load screenshot into opencv and create edge map
if not os.path.isfile(screenshot_file):
raise StateDefinitionError("Screenshot file not found")
img_rgb = cv2.imread(screenshot_file)
img_gray = cv2.cvtColor(img_rgb, cv2.COLOR_BGR2GRAY)
img_edge = auto_canny(img_gray)
# make a list of all templates defined in the state definitions
template_list = []
for state in state_definitions["workload_states"]:
template_list.extend(state["templates"])
# check all template PNGs exist
for template_png in template_list:
if not os.path.isfile(os.path.join(defpath, 'templates', template_png+'.png')):
raise StateDefinitionError("Missing template PNG file: " + template_png + ".png")
# try to match each PNG
matched_templates = []
for template_png in template_list:
template = cv2.imread(os.path.join(defpath, 'templates', template_png+'.png'), 0)
template_edge = auto_canny(template)
w, h = template.shape[::-1]
res = cv2.matchTemplate(img_edge, template_edge, cv2.TM_CCOEFF_NORMED)
threshold = 0.5
loc = np.where(res >= threshold)
zipped = zip(*loc[::-1])
if len(zipped) > 0:
matched_templates.append(template_png)
# determine the state according to the matched templates
matched_state = "none"
for state in state_definitions["workload_states"]:
# look in the matched templates list for each template of this state
match_count = 0
for template in state["templates"]:
if template in matched_templates:
match_count += 1
if match_count >= state["matches"]:
# we have a match
matched_state = state["state_name"]
break
return matched_state
def verify_state(screenshot_file, state_defs_path, workload_phase):
# load and parse state definition file
statedefs_file = os.path.join(state_defs_path, 'definition.yaml')
if not os.path.isfile(statedefs_file):
raise StateDefinitionError("Missing state definitions yaml file: "+statedefs_file)
with open(statedefs_file) as fh:
state_definitions = yaml.load(fh)
# run a match on the screenshot
matched_state = match_state(screenshot_file, state_defs_path, state_definitions)
# find what the expected state is for the given workload phase
expected_state = None
for phase in state_definitions["workload_phases"]:
if phase["phase_name"] == workload_phase:
expected_state = phase["expected_state"]
if expected_state is None:
raise StateDefinitionError("Phase not defined")
return expected_state == matched_state