On Thu, Nov 16, 2017 at 08:47:34AM -0800, Darrick J. Wong wrote:
> On Tue, Nov 07, 2017 at 04:53:32PM -0500, Josef Bacik wrote:
> > From: Josef Bacik <jbacik@xxxxxx>
> >
> > This patch does the nuts and bolts of grabbing fio results and storing
> > them in a database in order to check against for future runs. This
> > works by storing the results in resuts/fio-results.db as a sqlite
> > database. The src/perf directory has all the supporting python code for
> > parsing the fio json results, storing it in the database, and loading
> > previous results from the database to compare with the current results.
> >
> > This also adds a PERF_CONFIGNAME option that must be set for this to
> > work. Since we all have various ways we run fstests it doesn't make
> > sense to compare different configurations with each other (unless
> > specifically desired). The PERF_CONFIGNAME will allow us to separate
> > out results for different test run configurations to make sure we're
> > comparing results correctly.
> >
> > Currently we only check against the last perf result. In the future I
> > will flesh this out to compare against the average of N number of runs
> > to be a little more complete, and hopefully that will allow us to also
> > watch latencies as well.
> >
> > Signed-off-by: Josef Bacik <jbacik@xxxxxx>
> > ---
> > v3->v4:
> > - added docs to the README and requirements doc.
> > - fixed FioCompare.py to only print messages on regressions.
> > - removed the run_check for fio-insert-and-compare so regressions get dumped
> > into the .out file.
> >
> > v2->v3:
> > - fixed FioResultDecoder.py so it would translate from older versions of fio
> > properly
> > - fixed FioCompare.py to be a bit more verbose so we know things are working or
> > what goes wrong when it isn't.
> > - fixed fio-insert-and-compare.py so it grabbed the last resulte _before_ we
> > insert a new result.
> > - fixed generate-schema.py to generate an updated schema, including not using
> > NOT NULL for all of the fields in case we have some missing fields from older
> > versions of fio that we don't care about.
> > - updated fio-results.sql with the new schema.
> >
> > v1->v2:
> > - moved helpers into common/perf
> > - changed the python stuff to specifically use python2 since that's the lowest
> > common demoninator
> >
> > .gitignore | 1 +
> > README | 11 +++-
> > common/config | 2 +
> > common/perf | 41 ++++++++++++++
> > doc/requirement-checking.txt | 9 +++
> > src/perf/FioCompare.py | 113 +++++++++++++++++++++++++++++++++++++
> > src/perf/FioResultDecoder.py | 62 ++++++++++++++++++++
> > src/perf/ResultData.py | 43 ++++++++++++++
> > src/perf/fio-insert-and-compare.py | 35 ++++++++++++
> > src/perf/fio-results.sql | 94 ++++++++++++++++++++++++++++++
> > src/perf/generate-schema.py | 55 ++++++++++++++++++
> > 11 files changed, 463 insertions(+), 3 deletions(-)
> > create mode 100644 common/perf
> > create mode 100644 src/perf/FioCompare.py
> > create mode 100644 src/perf/FioResultDecoder.py
> > create mode 100644 src/perf/ResultData.py
> > create mode 100644 src/perf/fio-insert-and-compare.py
> > create mode 100644 src/perf/fio-results.sql
> > create mode 100644 src/perf/generate-schema.py
> >
> > diff --git a/.gitignore b/.gitignore
> > index ae7ef87ab384..986a6f7ff0ad 100644
> > --- a/.gitignore
> > +++ b/.gitignore
> > @@ -156,6 +156,7 @@
> > /src/aio-dio-regress/aiocp
> > /src/aio-dio-regress/aiodio_sparse2
> > /src/log-writes/replay-log
> > +/src/perf/*.pyc
> >
> > # dmapi/ binaries
> > /dmapi/src/common/cmd/read_invis
> > diff --git a/README b/README
> > index 4963d28d1aab..cb29ad7840e0 100644
> > --- a/README
> > +++ b/README
> > @@ -8,13 +8,13 @@ _______________________
> > sudo apt-get install xfslibs-dev uuid-dev libtool-bin \
> > e2fsprogs automake gcc libuuid1 quota attr libattr1-dev make \
> > libacl1-dev libaio-dev xfsprogs libgdbm-dev gawk fio dbench \
> > - uuid-runtime
> > + uuid-runtime python
> > For Fedora, RHEL, or CentOS:
> > yum install acl attr automake bc dbench dump e2fsprogs fio \
> > gawk gcc indent libtool lvm2 make psmisc quota sed \
> > xfsdump xfsprogs \
> > libacl-devel libattr-devel libaio-devel libuuid-devel \
> > - xfsprogs-devel btrfs-progs-devel
> > + xfsprogs-devel btrfs-progs-devel python
>
> Hmm, if you're going to pull in sqlite3 then the package for it should
> be listed here too, right?
>
Ah yeah you're right, I'll fix this up.
> > (Older distributions may require xfsprogs-qa-devel as well.)
> > (Note that for RHEL and CentOS, you may need the EPEL repo.)
> > - run make
> > @@ -93,7 +93,12 @@ Preparing system for tests:
> > unmounting to run the offline check.
> > - setenv LOGWRITES_DEV to a block device to use for power fail
> > testing.
> > -
> > + - setenv PERF_CONFIGNAME to a arbitrary string to be used for
> > + identifying the test setup for running perf tests. This should
> > + be different for each type of performance test you wish to run so
> > + that relevant results are compared. For example 'spinningrust'
> > + for configurations that use spinning disks and 'nvme' for tests
> > + using nvme drives.
> > - or add a case to the switch in common/config assigning
> > these variables based on the hostname of your test
> > machine
> > diff --git a/common/config b/common/config
> > index 71798f0adb1e..f6226d85bc10 100644
> > --- a/common/config
> > +++ b/common/config
> > @@ -195,6 +195,8 @@ export MAN_PROG="`set_prog_path man`"
> > export NFS4_SETFACL_PROG="`set_prog_path nfs4_setfacl`"
> > export NFS4_GETFACL_PROG="`set_prog_path nfs4_getfacl`"
> > export UBIUPDATEVOL_PROG="`set_prog_path ubiupdatevol`"
> > +export PYTHON2_PROG="`set_prog_path python2`"
> > +export SQLITE3_PROG="`set_prog_path sqlite3`"
> >
> > # use 'udevadm settle' or 'udevsettle' to wait for lv to be settled.
> > # newer systems have udevadm command but older systems like RHEL5 don't.
> > diff --git a/common/perf b/common/perf
> > new file mode 100644
> > index 000000000000..03475e3d6840
> > --- /dev/null
> > +++ b/common/perf
> > @@ -0,0 +1,41 @@
> > +#
> > +# Common perf specific functions
> > +#
> > +
> > +
> > +_require_fio_results()
> > +{
> > + if [ -z "$PERF_CONFIGNAME" ]
> > + then
> > + _notrun "this test requires \$PERF_CONFIGNAME to be set"
> > + fi
> > + _require_command $PYTHON2_PROG python2
> > +
> > + $PYTHON2_PROG -c "import sqlite3" >/dev/null 2>&1
> > + [ $? -ne 0 ] && _notrun "this test requires python sqlite support"
> > +
> > + $PYTHON2_PROG -c "import json" >/dev/null 2>&1
> > + [ $? -ne 0 ] && _notrun "this test requires python json support"
> > +
> > + _require_command $SQLITE3_PROG sqlite3
> > +}
> > +
> > +_fio_results_init()
> > +{
> > + cat $here/src/perf/fio-results.sql | \
> > + $SQLITE3_PROG $RESULT_BASE/fio-results.db
> > + [ $? -ne 0 ] && _fail "failed to create results database"
> > + [ ! -e $RESULT_BASE/fio-results.db ] && \
> > + _fail "failed to create results database"
> > +}
> > +
> > +_fio_results_compare()
> > +{
> > + _testname=$1
> > + _resultfile=$2
> > +
> > + $PYTHON2_PROG $here/src/perf/fio-insert-and-compare.py \
> > + -c $PERF_CONFIGNAME -d $RESULT_BASE/fio-results.db \
> > + -n $_testname $_resultfile
> > +}
> > +
> > diff --git a/doc/requirement-checking.txt b/doc/requirement-checking.txt
> > index 4e01b1f13784..1ec04d4b67cb 100644
> > --- a/doc/requirement-checking.txt
> > +++ b/doc/requirement-checking.txt
> > @@ -122,3 +122,12 @@ _require_log_writes
> > The test requires the use of the device mapper target log-writes.
> > The test also requires the test program log-writes/replay-log is built
> > and will be skipped if either isn't available.
> > +
> > +======================
> > +PERF TEST REQUIREMENTS
> > +======================
> > +
> > +_require_fio_results
> > +
> > + This test requires the supporting tools for saving and comparing fio based
> > + perf test results.
> > diff --git a/src/perf/FioCompare.py b/src/perf/FioCompare.py
> > new file mode 100644
> > index 000000000000..6b56bd46e07f
> > --- /dev/null
> > +++ b/src/perf/FioCompare.py
> > @@ -0,0 +1,113 @@
> > +default_keys = [ 'iops', 'io_bytes', 'bw' ]
> > +latency_keys = [ 'lat_ns_min', 'lat_ns_max' ]
> > +main_job_keys = [ 'sys_cpu', 'elapsed' ]
> > +io_ops = ['read', 'write', 'trim' ]
> > +
> > +def _fuzzy_compare(a, b, fuzzy):
> > + if a == b:
> > + return 0
> > + if a == 0:
> > + return 100
> > + a = float(a)
> > + b = float(b)
> > + fuzzy = float(fuzzy)
> > + val = ((b - a) / a) * 100
> > + if val > fuzzy or val < -fuzzy:
> > + return val;
> > + return 0
> > +
> > +def _compare_jobs(ijob, njob, latency, fuzz, failures_only):
> > + failed = 0
> > + for k in default_keys:
> > + for io in io_ops:
> > + key = "{}_{}".format(io, k)
> > + comp = _fuzzy_compare(ijob[key], njob[key], fuzz)
> > + if comp < 0:
> > + print(" {} regressed: old {} new {} {}%".format(key,
> > + ijob[key], njob[key], comp))
> > + failed += 1
> > + elif not failures_only and comp > 0:
> > + print(" {} improved: old {} new {} {}%".format(key,
> > + ijob[key], njob[key], comp))
> > + elif not failures_only:
> > + print("{} is a-ok {} {}".format(key, ijob[key], njob[key]))
> > + for k in latency_keys:
> > + if not latency:
> > + break
> > + for io in io_ops:
> > + key = "{}_{}".format(io, k)
> > + comp = _fuzzy_compare(ijob[key], njob[key], fuzz)
> > + if comp > 0:
> > + print(" {} regressed: old {} new {} {}%".format(key,
> > + ijob[key], njob[key], comp))
> > + failed += 1
> > + elif not failures_only and comp < 0:
> > + print(" {} improved: old {} new {} {}%".format(key,
> > + ijob[key], njob[key], comp))
> > + elif not failures_only:
> > + print("{} is a-ok {} {}".format(key, ijob[key], njob[key]))
> > + for k in main_job_keys:
> > + comp = _fuzzy_compare(ijob[k], njob[k], fuzz)
> > + if comp > 0:
> > + print(" {} regressed: old {} new {} {}%".format(k, ijob[k],
> > + njob[k], comp))
> > + failed += 1
> > + elif not failures_only and comp < 0:
> > + print(" {} improved: old {} new {} {}%".format(k, ijob[k],
> > + njob[k], comp))
> > + elif not failures_only:
> > + print("{} is a-ok {} {}".format(k, ijob[k], njob[k]))
> > + return failed
> > +
> > +def compare_individual_jobs(initial, data, fuzz, failures_only):
> > + failed = 0;
> > + initial_jobs = initial['jobs'][:]
> > + for njob in data['jobs']:
> > + for ijob in initial_jobs:
> > + if njob['jobname'] == ijob['jobname']:
> > + print(" Checking results for {}".format(njob['jobname']))
> > + failed += _compare_jobs(ijob, njob, fuzz, failures_only)
> > + initial_jobs.remove(ijob)
> > + break
> > + return failed
> > +
> > +def default_merge(data):
> > + '''Default merge function for multiple jobs in one run
> > +
> > + For runs that include multiple threads we will have a lot of variation
> > + between the different threads, which makes comparing them to eachother
> > + across multiple runs less that useful. Instead merge the jobs into a single
> > + job. This function does that by adding up 'iops', 'io_kbytes', and 'bw' for
> > + read/write/trim in the merged job, and then taking the maximal values of the
> > + latency numbers.
> > + '''
> > + merge_job = {}
> > + for job in data['jobs']:
> > + for k in main_job_keys:
> > + if k not in merge_job:
> > + merge_job[k] = job[k]
> > + else:
> > + merge_job[k] += job[k]
> > + for io in io_ops:
> > + for k in default_keys:
> > + key = "{}_{}".format(io, k)
> > + if key not in merge_job:
> > + merge_job[key] = job[key]
> > + else:
> > + merge_job[key] += job[key]
> > + for k in latency_keys:
> > + key = "{}_{}".format(io, k)
> > + if key not in merge_job:
> > + merge_job[key] = job[key]
> > + elif merge_job[key] < job[key]:
> > + merge_job[key] = job[key]
> > + return merge_job
> > +
> > +def compare_fiodata(initial, data, latency, merge_func=default_merge, fuzz=5,
> > + failures_only=True):
> > + failed = 0
> > + if merge_func is None:
> > + return compare_individual_jobs(initial, data, fuzz, failures_only)
> > + ijob = merge_func(initial)
> > + njob = merge_func(data)
> > + return _compare_jobs(ijob, njob, latency, fuzz, failures_only)
> > diff --git a/src/perf/FioResultDecoder.py b/src/perf/FioResultDecoder.py
> > new file mode 100644
> > index 000000000000..e15406f89819
> > --- /dev/null
> > +++ b/src/perf/FioResultDecoder.py
> > @@ -0,0 +1,62 @@
> > +import json
> > +
> > +class FioResultDecoder(json.JSONDecoder):
> > + """Decoder for decoding fio result json to an object for our database
> > +
> > + This decodes the json output from fio into an object that can be directly
> > + inserted into our database. This just strips out the fields we don't care
> > + about and collapses the read/write/trim classes into a flat value structure
> > + inside of the jobs object.
> > +
> > + For example
> > + "write" : {
> > + "io_bytes" : 313360384,
> > + "bw" : 1016,
> > + }
> > +
> > + Get's collapsed to
> > +
> > + "write_io_bytes" : 313360384,
> > + "write_bw": 1016,
> > +
> > + Currently any dict under 'jobs' get's dropped, with the exception of 'read',
> > + 'write', and 'trim'. For those sub sections we drop any dict's under those.
> > +
> > + Attempt to keep this as generic as possible, we don't want to break every
> > + time fio changes it's json output format.
> > + """
> > + _ignore_types = ['dict', 'list']
> > + _override_keys = ['lat_ns', 'lat']
> > + _io_ops = ['read', 'write', 'trim']
> > +
> > + _transform_keys = { 'lat': 'lat_ns' }
> > +
> > + def decode(self, json_string):
> > + """This does the dirty work of converting everything"""
> > + default_obj = super(FioResultDecoder, self).decode(json_string)
> > + obj = {}
> > + obj['global'] = {}
> > + obj['global']['time'] = default_obj['time']
> > + obj['jobs'] = []
> > + for job in default_obj['jobs']:
> > + new_job = {}
> > + for key,value in job.iteritems():
> > + if key not in self._io_ops:
> > + if value.__class__.__name__ in self._ignore_types:
> > + continue
> > + new_job[key] = value
> > + continue
> > + for k,v in value.iteritems():
> > + if k in self._override_keys:
> > + if k in self._transform_keys:
> > + k = self._transform_keys[k]
> > + for subk,subv in v.iteritems():
> > + collapsed_key = "{}_{}_{}".format(key, k, subk)
> > + new_job[collapsed_key] = subv
> > + continue
> > + if v.__class__.__name__ in self._ignore_types:
> > + continue
> > + collapsed_key = "{}_{}".format(key, k)
> > + new_job[collapsed_key] = v
> > + obj['jobs'].append(new_job)
> > + return obj
> > diff --git a/src/perf/ResultData.py b/src/perf/ResultData.py
> > new file mode 100644
> > index 000000000000..f0c7eace6dad
> > --- /dev/null
> > +++ b/src/perf/ResultData.py
> > @@ -0,0 +1,43 @@
> > +import sqlite3
> > +
> > +def _dict_factory(cursor, row):
> > + d = {}
> > + for idx,col in enumerate(cursor.description):
> > + d[col[0]] = row[idx]
> > + return d
> > +
> > +class ResultData:
> > + def __init__(self, filename):
> > + self.db = sqlite3.connect(filename)
> > + self.db.row_factory = _dict_factory
> > +
> > + def load_last(self, testname, config):
> > + d = {}
> > + cur = self.db.cursor()
> > + cur.execute("SELECT * FROM fio_runs WHERE config = ? AND name = ?ORDER BY time DESC LIMIT 1",
> > + (config,testname))
> > + d['global'] = cur.fetchone()
> > + if d['global'] is None:
> > + return None
> > + cur.execute("SELECT * FROM fio_jobs WHERE run_id = ?",
> > + (d['global']['id'],))
> > + d['jobs'] = cur.fetchall()
> > + return d
> > +
> > + def _insert_obj(self, tablename, obj):
> > + keys = obj.keys()
> > + values = obj.values()
> > + cur = self.db.cursor()
> > + cmd = "INSERT INTO {} ({}) VALUES ({}".format(tablename,
> > + ",".join(keys),
> > + '?,' * len(values))
> > + cmd = cmd[:-1] + ')'
> > + cur.execute(cmd, tuple(values))
> > + self.db.commit()
> > + return cur.lastrowid
> > +
> > + def insert_result(self, result):
> > + row_id = self._insert_obj('fio_runs', result['global'])
> > + for job in result['jobs']:
> > + job['run_id'] = row_id
> > + self._insert_obj('fio_jobs', job)
> > diff --git a/src/perf/fio-insert-and-compare.py b/src/perf/fio-insert-and-compare.py
> > new file mode 100644
> > index 000000000000..064af6daaa40
> > --- /dev/null
> > +++ b/src/perf/fio-insert-and-compare.py
> > @@ -0,0 +1,35 @@
> > +import FioResultDecoder
> > +import ResultData
> > +import FioCompare
> > +import json
> > +import argparse
> > +import sys
> > +import platform
> > +
> > +parser = argparse.ArgumentParser()
> > +parser.add_argument('-c', '--configname', type=str,
> > + help="The config name to save the results under.",
> > + required=True)
> > +parser.add_argument('-d', '--db', type=str,
> > + help="The db that is being used", required=True)
> > +parser.add_argument('-n', '--testname', type=str,
> > + help="The testname for the result", required=True)
> > +parser.add_argument('result', type=str,
> > + help="The result file to compare and insert")
> > +args = parser.parse_args()
> > +
> > +result_data = ResultData.ResultData(args.db)
> > +compare = result_data.load_last(args.testname, args.configname)
> > +
> > +json_data = open(args.result)
> > +data = json.load(json_data, cls=FioResultDecoder.FioResultDecoder)
> > +data['global']['name'] = args.testname
> > +data['global']['config'] = args.configname
> > +data['global']['kernel'] = platform.release()
> > +result_data.insert_result(data)
> > +
> > +if compare is None:
> > + sys.exit(0)
> > +
> > +if FioCompare.compare_fiodata(compare, data, False):
> > + sys.exit(1)
> > diff --git a/src/perf/fio-results.sql b/src/perf/fio-results.sql
> > new file mode 100644
> > index 000000000000..62e1464834b0
> > --- /dev/null
> > +++ b/src/perf/fio-results.sql
> > @@ -0,0 +1,94 @@
> > +CREATE TABLE IF NOT EXISTS `fio_runs` (
> > + `id` INTEGER PRIMARY KEY AUTOINCREMENT,
> > + `kernel` datetime NOT NULL,
> > + `config` varchar(256) NOT NULL,
> > + `name` varchar(256) NOT NULL,
> > + `time` datetime NOT NULL
> > +);
> > +CREATE TABLE IF NOT EXISTS `fio_jobs` (
> > + `id` INTEGER PRIMARY KEY AUTOINCREMENT,
> > + `run_id` int NOT NULL,
> > + `read_bw_dev` float,
> > + `trim_lat_ns_mean` float,
> > + `read_runtime` int,
> > + `trim_runtime` int,
> > + `read_io_bytes` int,
> > + `read_short_ios` int,
> > + `write_lat_ns_stddev` float,
> > + `minf` int,
> > + `read_drop_ios` int,
> > + `trim_iops_samples` int,
> > + `trim_iops_max` int,
> > + `trim_bw_agg` float,
> > + `write_bw_min` int,
> > + `latency_percentile` float,
> > + `read_bw_max` int,
> > + `write_bw` int,
> > + `read_bw_min` int,
> > + `trim_bw_dev` float,
> > + `read_iops_max` int,
> > + `read_lat_ns_mean` float,
> > + `write_iops` float,
> > + `latency_target` int,
> > + `trim_bw` int,
> > + `write_iops_samples` int,
> > + `read_bw_samples` int,
> > + `trim_io_kbytes` int,
> > + `read_iops_samples` int,
> > + `write_drop_ios` int,
> > + `trim_iops_min` int,
> > + `write_bw_samples` int,
> > + `read_iops_stddev` float,
> > + `write_io_kbytes` int,
> > + `groupid` int,
> > + `trim_bw_mean` float,
> > + `write_bw_agg` float,
> > + `write_bw_dev` float,
> > + `read_bw` int,
> > + `trim_lat_ns_stddev` float,
> > + `read_bw_mean` float,
> > + `latency_depth` int,
> > + `trim_short_ios` int,
> > + `read_lat_ns_stddev` float,
> > + `read_io_kbytes` int,
> > + `latency_window` int,
> > + `write_iops_stddev` float,
> > + `trim_bw_samples` int,
> > + `trim_lat_ns_min` int,
> > + `error` int,
> > + `trim_iops_mean` float,
> > + `elapsed` int,
> > + `write_iops_mean` float,
> > + `write_bw_mean` float,
> > + `write_short_ios` int,
> > + `write_io_bytes` int,
> > + `usr_cpu` float,
> > + `trim_drop_ios` int,
> > + `read_iops_min` int,
> > + `jobname` varchar(256),
> > + `write_iops_min` int,
> > + `trim_bw_min` int,
> > + `read_bw_agg` float,
> > + `trim_lat_ns_max` int,
> > + `write_lat_ns_min` int,
> > + `read_iops_mean` float,
> > + `trim_iops_stddev` float,
> > + `write_lat_ns_max` int,
> > + `majf` int,
> > + `write_total_ios` int,
> > + `ctx` int,
> > + `read_lat_ns_min` int,
> > + `trim_bw_max` int,
> > + `read_total_ios` int,
> > + `write_runtime` int,
> > + `trim_io_bytes` int,
> > + `eta` int,
> > + `read_iops` float,
> > + `trim_total_ios` int,
> > + `write_lat_ns_mean` float,
> > + `write_iops_max` int,
> > + `write_bw_max` int,
> > + `sys_cpu` float,
> > + `read_lat_ns_max` int,
> > + `trim_iops` float
> > +);
> > diff --git a/src/perf/generate-schema.py b/src/perf/generate-schema.py
> > new file mode 100644
> > index 000000000000..b61504b06efb
> > --- /dev/null
> > +++ b/src/perf/generate-schema.py
> > @@ -0,0 +1,55 @@
> > +import json
> > +import argparse
> > +import FioResultDecoder
> > +from dateutil.parser import parse
> > +
> > +def is_date(string):
> > + try:
> > + parse(string)
> > + return True
> > + except ValueError:
> > + return False
> > +
> > +def print_schema_def(key, value, required):
> > + typestr = value.__class__.__name__
> > + if typestr == 'str' or typestr == 'unicode':
> > + if (is_date(value)):
> > + typestr = "datetime"
> > + else:
> > + typestr = "varchar(256)"
> > + requiredstr = ""
> > + if required:
> > + requiredstr = " NOT NULL"
> > + return ",\n `{}` {}{}".format(key, typestr, requiredstr)
> > +
> > +parser = argparse.ArgumentParser()
> > +parser.add_argument('infile', help="The json file to strip")
> > +args = parser.parse_args()
> > +
> > +json_data = open(args.infile)
> > +data = json.load(json_data, cls=FioResultDecoder.FioResultDecoder)
> > +
> > +# These get populated by the test runner, not fio, so add them so their
> > +# definitions get populated in the schema properly
> > +data['global']['config'] = 'default'
> > +data['global']['kernel'] = '4.14'
> > +data['global']['name'] = 'alrightalrightalright'
>
> What do these hardcoded strings do? Oh, they're dummy values so we can
> generate the schema.
>
> Hmm, looks ok I guess. Maybe once this is upstream I'll come back and
> make it stuff test results in a database or something. Though I guess
> it's not so bad to just keep copying the results/ directory into a fs
> tree for easy grepping.
Yeah I have extra code locally to point at whatever database you want, there's
just a little bit of compat stuff you have to do to interact with mysql vs
sqlite, but it's not bad. If we want to make that configurable in the future
then that would be relatively straightforward. Thanks,
Josef
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