def test_JsonCache():
with tempfile.NamedTemporaryFile(prefix='labm8_') as f:
# Load test-set
fs.cp('labm8/data/test/jsoncache.json', f.name)
_cache = cache.JsonCache(f.name)
assert "foo" in _cache
assert 1 == _cache["foo"]
_TestCacheOps(_cache)
# Test copy constructor.
_cache["foo"] = 1
_cache["bar"] = 2
_cache["baz"] = 3
with tempfile.NamedTemporaryFile(prefix='labm8_') as f2:
cache2 = cache.JsonCache(f2.name, _cache)
assert 1 == cache2["foo"]
assert 2 == cache2["bar"]
assert 3 == cache2["baz"]
assert 1 == _cache["foo"]
assert 2 == _cache["bar"]
assert 3 == _cache["baz"]
_cache.clear()
# Set for next time.
_cache["foo"] = 1
_cache.write()
def test_commit(self):
# Create a copy database.
fs.cp(self.db.path, "/tmp/labm8.con.sql")
# Open two connections to database.
c1 = db.Database("/tmp/labm8.con.sql")
c2 = db.Database("/tmp/labm8.con.sql")
cmd = 'SELECT * FROM names WHERE first="Bob" AND last="Marley"'
# Check there's no Bob Marley entry.
self._test(None, c1.execute(cmd).fetchone())
self._test(None, c2.execute(cmd).fetchone())
# Add a Bob Marley entry to one connection.
c1.execute("INSERT INTO names VALUES ('Bob', 'Marley')")
# Create a third database connection.
c3 = db.Database("/tmp/labm8.con.sql")
# Check that the second and third connections can't see this new entry.
self._test(("Bob", "Marley"), c1.execute(cmd).fetchone())
self._test(None, c2.execute(cmd).fetchone())
self._test(None, c3.execute(cmd).fetchone())
# Commit, and repeat. Check that all connections can now see
# Bob Marley.
c1.commit()
self._test(("Bob", "Marley"), c1.execute(cmd).fetchone())
self._test(("Bob", "Marley"), c2.execute(cmd).fetchone())
self._test(("Bob", "Marley"), c3.execute(cmd).fetchone())
# Cool, we're jammin'
fs.rm("/tmp/labm8.con.sql")
def test_cp():
system.echo("Hello, world!", "/tmp/labm8.tmp")
assert ["Hello, world!"] == fs.read("/tmp/labm8.tmp")
# Cleanup any existing file.
fs.rm("/tmp/labm8.tmp.copy")
assert not fs.exists("/tmp/labm8.tmp.copy")
fs.cp("/tmp/labm8.tmp", "/tmp/labm8.tmp.copy")
assert fs.read("/tmp/labm8.tmp") == fs.read("/tmp/labm8.tmp.copy")
def test_cp(self):
system.echo("Hello, world!", "/tmp/labm8.tmp")
self._test(["Hello, world!"], fs.read("/tmp/labm8.tmp"))
# Cleanup any existing file.
fs.rm("/tmp/labm8.tmp.copy")
self._test(False, fs.exists("/tmp/labm8.tmp.copy"))
fs.cp("/tmp/labm8.tmp", "/tmp/labm8.tmp.copy")
self._test(fs.read("/tmp/labm8.tmp"), fs.read("/tmp/labm8.tmp.copy"))
def test_cp_dir():
fs.rm("/tmp/labm8")
fs.rm("/tmp/labm8.copy")
fs.mkdir("/tmp/labm8/foo/bar")
assert not fs.exists("/tmp/labm8.copy")
fs.cp("/tmp/labm8/", "/tmp/labm8.copy")
assert fs.isdir("/tmp/labm8.copy")
assert fs.isdir("/tmp/labm8.copy/foo")
assert fs.isdir("/tmp/labm8.copy/foo/bar")
def test_cp_dir(self):
fs.rm("/tmp/labm8")
fs.rm("/tmp/labm8.copy")
fs.mkdir("/tmp/labm8/foo/bar")
self._test(False, fs.exists("/tmp/labm8.copy"))
fs.cp("/tmp/labm8/", "/tmp/labm8.copy")
self._test(True, fs.isdir("/tmp/labm8.copy"))
self._test(True, fs.isdir("/tmp/labm8.copy/foo"))
self._test(True, fs.isdir("/tmp/labm8.copy/foo/bar"))
def cp_loc(path, name):
"""
Copy database from local filesystem.
"""
path = fs.path(path)
dst = dst_path(name)
io.info("Copying", path, "->", name)
fs.cp(path, dst)
def migrate_3_to_4(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
# Create temporary database
fs.rm("/tmp/omnitune.skelcl.migration.db")
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
tmp.attach(old.path, "rhs")
io.info("Migrating database to version 4.")
backup_path = old.path + ".3"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
tables = [
"kernels", "kernel_lookup", "kernel_names", "devices", "device_lookup",
"datasets", "dataset_lookup", "scenarios", "params", "runtimes",
"runtime_stats", "oracle_params"
]
for table in tables:
io.info("Copying data from '{}' ...".format(table))
tmp.execute("INSERT INTO {} SELECT * FROM rhs.{}".format(table, table))
tmp_path = tmp.path
old_path = old.path
tmp.execute("VACUUM")
# Sanity checks
bad = False
for table in tables:
old_count = tmp.num_rows("rhs." + table)
tmp_count = tmp.num_rows(table)
if old_count != tmp_count:
io.error("Bad rows count:", old_count, tmp_count)
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def __init__(self, *args, **kwargs):
super(TestDatabase, self).__init__(*args, **kwargs)
# Make a copy of test databases.
fs.cp("tests/data/db.sql", "/tmp/labm8.db.sql")
fs.cp("tests/data/db_empty.sql", "/tmp/labm8.db_empty.sql")
# Load test databases.
self.db = db.Database("/tmp/labm8.db.sql")
self.db_empty = db.Database("/tmp/labm8.db_empty.sql")
def __init__(self, *args, **kwargs):
super(TestML, self).__init__(*args, **kwargs)
# Make a copy of test data.
fs.cp("tests/data/diabetes.arff", "/tmp/labm8.diabetes.arff")
fs.cp("tests/data/diabetes.csv", "/tmp/labm8.diabetes.csv")
# Test data paths.
self.arff = "/tmp/labm8.diabetes.arff"
self.csv = "/tmp/labm8.diabetes.csv"
def migrate_5_to_6(db):
"""
SkelCL database migration script.
Database version 5 adds an additional "param_stats" table.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
io.info("Migrating database to version 6.")
backup_path = db.path + ".5"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(db.path, backup_path)
db.execute("DELETE FROM version")
db.execute("INSERT INTO version VALUES (6)")
db.execute("""
CREATE TABLE IF NOT EXISTS scenario_stats (
scenario CHAR(40), -- Key for scenarios
num_params INTEGER, -- The number of parameters in W_legal for scenario
oracle_param VARCHAR(255), -- The best parameter
oracle_runtime REAL, -- The runtime of the best parameter
worst_param VARCHAR(255), -- The worst parameter
worst_runtime REAL, -- The runtime of the worst parameter
mean_runtime REAL, -- The mean runtime of all parameters
PRIMARY KEY (scenario)
)
""")
db.populate_scenario_stats_table()
# Sanity checks
bad = False
if db.num_rows("scenario_stats") != len(db.scenarios):
io.error("Bad row count in scenario_stats table! Expected",
len(db.scenarios), "Observed:", db.num_rows("scenario_stats"))
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
db.close()
io.info("Migration completed.")
def migrate_5_to_6(db):
"""
SkelCL database migration script.
Database version 5 adds an additional "param_stats" table.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
io.info("Migrating database to version 6.")
backup_path = db.path + ".5"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(db.path, backup_path)
db.execute("DELETE FROM version")
db.execute("INSERT INTO version VALUES (6)")
db.execute("""
CREATE TABLE IF NOT EXISTS scenario_stats (
scenario CHAR(40), -- Key for scenarios
num_params INTEGER, -- The number of parameters in W_legal for scenario
oracle_param VARCHAR(255), -- The best parameter
oracle_runtime REAL, -- The runtime of the best parameter
worst_param VARCHAR(255), -- The worst parameter
worst_runtime REAL, -- The runtime of the worst parameter
mean_runtime REAL, -- The mean runtime of all parameters
PRIMARY KEY (scenario)
)
""")
db.populate_scenario_stats_table()
# Sanity checks
bad = False
if db.num_rows("scenario_stats") != len(db.scenarios):
io.error("Bad row count in scenario_stats table! Expected",
len(db.scenarios), "Observed:", db.num_rows("scenario_stats"))
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
db.close()
io.info("Migration completed.")
def test_cp_over_dir():
fs.mkdir("/tmp/labm8.tmp.src")
system.echo("Hello, world!", "/tmp/labm8.tmp.src/foo")
fs.rm("/tmp/labm8.tmp.copy")
fs.mkdir("/tmp/labm8.tmp.copy")
assert fs.isdir("/tmp/labm8.tmp.src")
assert fs.isfile("/tmp/labm8.tmp.src/foo")
assert fs.isdir("/tmp/labm8.tmp.copy")
assert not fs.isfile("/tmp/labm8.tmp.copy/foo")
fs.cp("/tmp/labm8.tmp.src", "/tmp/labm8.tmp.copy/")
assert fs.isdir("/tmp/labm8.tmp.src")
assert fs.isfile("/tmp/labm8.tmp.src/foo")
assert fs.isdir("/tmp/labm8.tmp.copy")
assert fs.isfile("/tmp/labm8.tmp.copy/foo")
assert (fs.read("/tmp/labm8.tmp.src/foo") == fs.read(
"/tmp/labm8.tmp.copy/foo"))
def test_cp_over_dir(self):
fs.mkdir("/tmp/labm8.tmp.src")
system.echo("Hello, world!", "/tmp/labm8.tmp.src/foo")
fs.rm("/tmp/labm8.tmp.copy")
fs.mkdir("/tmp/labm8.tmp.copy")
self._test(True, fs.isdir("/tmp/labm8.tmp.src"))
self._test(True, fs.isfile("/tmp/labm8.tmp.src/foo"))
self._test(True, fs.isdir("/tmp/labm8.tmp.copy"))
self._test(False, fs.isfile("/tmp/labm8.tmp.copy/foo"))
fs.cp("/tmp/labm8.tmp.src", "/tmp/labm8.tmp.copy/")
self._test(True, fs.isdir("/tmp/labm8.tmp.src"))
self._test(True, fs.isfile("/tmp/labm8.tmp.src/foo"))
self._test(True, fs.isdir("/tmp/labm8.tmp.copy"))
self._test(True, fs.isfile("/tmp/labm8.tmp.copy/foo"))
self._test(fs.read("/tmp/labm8.tmp.src/foo"),
fs.read("/tmp/labm8.tmp.copy/foo"))
def migrate_4_to_5(db):
"""
SkelCL database migration script.
Database version 5 adds an additional "param_stats" table.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
io.info("Migrating database to version 5.")
backup_path = db.path + ".4"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(db.path, backup_path)
db.execute("DELETE FROM version")
db.execute("INSERT INTO version VALUES (5)")
db.execute("""
-- Parameter stats table
CREATE TABLE IF NOT EXISTS param_stats (
params VARCHAR(255), -- Key for params
num_scenarios INTEGER, -- Number of scenarios for which param is legal, 0 < num_scenarios
coverage REAL, -- num_scenarios / total number of scenarios, 0 < coverage <= 1
performance REAL, -- Geometric mean of performance relative to the oracle for all scenarios for which param was legal, 0 < performance <= 1
PRIMARY KEY (params)
)
""")
db.populate_param_stats_table()
# Sanity checks
bad = False
if db.num_rows("param_stats") != len(db.params):
io.error("Bad row count in params table! Expected", len(db.params),
"Observed:", db.num_rows("param_stats"))
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
db.close()
io.info("Migration completed.")
def merge(old_oracle, dbs, path):
"""
Merge databases into one.
Arguments:
dbs (list of Database): Databases to merge.
path (str): Path to merged database.
Returns:
Database: merged database instance.
"""
print("Merging {n} databases:".format(n=len(dbs) + 1))
print(" ", old_oracle)
for db in dbs:
print(" ", db)
print()
# Make a copy of the old oracle database to work from.
io.info("Coping", old_oracle, "->", fs.basename(path))
fs.cp(old_oracle, path)
target = migrate(_db.Database(path=path))
for db in dbs + [target]:
try:
db.num_rows("runtimes")
except sqlite3.DatabaseError as e:
io.error("Broken db:", db.path)
io.fatal(e)
num_runtimes = [db.num_rows("runtimes") for db in dbs]
expected_total = target.num_rows("runtimes") + sum(num_runtimes)
target.merge(dbs)
total = target.num_rows("runtimes")
if total != expected_total:
io.fatal("Expected total", expected_total,
"!= actual total", total)
io.info(("Merged {num_db} databases, {n} rows"
.format(num_db=len(dbs), n=total)))
return target
def migrate_4_to_5(db):
"""
SkelCL database migration script.
Database version 5 adds an additional "param_stats" table.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
io.info("Migrating database to version 5.")
backup_path = db.path + ".4"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(db.path, backup_path)
db.execute("DELETE FROM version")
db.execute("INSERT INTO version VALUES (5)")
db.execute("""
-- Parameter stats table
CREATE TABLE IF NOT EXISTS param_stats (
params VARCHAR(255), -- Key for params
num_scenarios INTEGER, -- Number of scenarios for which param is legal, 0 < num_scenarios
coverage REAL, -- num_scenarios / total number of scenarios, 0 < coverage <= 1
performance REAL, -- Geometric mean of performance relative to the oracle for all scenarios for which param was legal, 0 < performance <= 1
PRIMARY KEY (params)
)
""")
db.populate_param_stats_table()
# Sanity checks
bad = False
if db.num_rows("param_stats") != len(db.params):
io.error("Bad row count in params table! Expected", len(db.params),
"Observed:", db.num_rows("param_stats"))
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
db.close()
io.info("Migration completed.")
def merge(old_oracle, dbs, path):
"""
Merge databases into one.
Arguments:
dbs (list of Database): Databases to merge.
path (str): Path to merged database.
Returns:
Database: merged database instance.
"""
print("Merging {n} databases:".format(n=len(dbs) + 1))
print(" ", old_oracle)
for db in dbs:
print(" ", db)
print()
# Make a copy of the old oracle database to work from.
io.info("Coping", old_oracle, "->", fs.basename(path))
fs.cp(old_oracle, path)
target = migrate(_db.Database(path=path))
for db in dbs + [target]:
try:
db.num_rows("runtimes")
except sqlite3.DatabaseError as e:
io.error("Broken db:", db.path)
io.fatal(e)
num_runtimes = [db.num_rows("runtimes") for db in dbs]
expected_total = target.num_rows("runtimes") + sum(num_runtimes)
target.merge(dbs)
total = target.num_rows("runtimes")
if total != expected_total:
io.fatal("Expected total", expected_total, "!= actual total", total)
io.info(("Merged {num_db} databases, {n} rows".format(num_db=len(dbs),
n=total)))
return target
def main():
"""
Evaluate dataset and omnitune performance.
"""
# Get the latest dataset from the oracle.
db = migrate(_db.Database(experiment.ORACLE_PATH))
backup_path = db.path + ".unprune"
io.info("Writing backup to", backup_path)
fs.cp(db.path, backup_path)
# Strip scenarios for which there isn't enough unique workgroup
# sizes.
db.prune_min_params_per_scenario(25)
# Strip scenarios so that there are at least a certain number of
# safe parameters.
db.prune_safe_params(3)
def test_remove_preprocessed(self):
tmpdb = 'test_remove_preprocessed.db'
fs.cp(tests.db_path('10-kernels-preprocessed'), tmpdb)
self.assertEqual(8, dbutil.num_good_kernels(tmpdb))
db = dbutil.connect(tmpdb)
self.assertFalse(dbutil.is_modified(db))
db.close()
dbutil.remove_preprocessed(tmpdb)
self.assertEqual(0, dbutil.num_good_kernels(tmpdb))
db = dbutil.connect(tmpdb)
self.assertTrue(dbutil.is_modified(db))
db.close()
fs.rm(tmpdb)
def test_ls_abspaths(self):
fs.cp("tests/data/testdir", "/tmp/testdir")
self._test(["/tmp/testdir/a",
"/tmp/testdir/b",
"/tmp/testdir/c",
"/tmp/testdir/d"],
fs.ls("/tmp/testdir", abspaths=True))
self._test(["/tmp/testdir/a",
"/tmp/testdir/b",
"/tmp/testdir/c",
"/tmp/testdir/c/e",
"/tmp/testdir/c/f",
"/tmp/testdir/c/f/f",
"/tmp/testdir/c/f/f/i",
"/tmp/testdir/c/f/h",
"/tmp/testdir/c/g",
"/tmp/testdir/d"],
fs.ls("/tmp/testdir", recursive=True, abspaths=True))
fs.rm("/tmp/testdir")
def test_ls_abspaths():
fs.cp("labm8/data/test/testdir", "/tmp/testdir")
assert fs.ls("/tmp/testdir", abspaths=True) == [
"/tmp/testdir/a",
"/tmp/testdir/b",
"/tmp/testdir/c",
"/tmp/testdir/d",
]
assert fs.ls("/tmp/testdir", recursive=True, abspaths=True) == [
"/tmp/testdir/a",
"/tmp/testdir/b",
"/tmp/testdir/c",
"/tmp/testdir/c/e",
"/tmp/testdir/c/f",
"/tmp/testdir/c/f/f",
"/tmp/testdir/c/f/f/i",
"/tmp/testdir/c/f/h",
"/tmp/testdir/c/g",
"/tmp/testdir/d",
]
fs.rm("/tmp/testdir")
def migrate_1_to_2(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
# Create temporary database
fs.cp(old.path, "/tmp/omnitune.skelcl.migration.db")
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
io.info("Migrating database to version 2.")
backup_path = old.path + ".1"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
# Update database version
tmp.drop_table("version")
tmp.create_table("version",
(("version", "integer"),))
tmp.execute("INSERT INTO version VALUES (2)")
# Rename table "data" to "datasets"
tmp.create_table("datasets",
(("id", "text primary key"),
("width", "integer"),
("height", "integer"),
("tin", "text"),
("tout", "text")))
tmp.execute("INSERT INTO datasets SELECT * FROM data")
tmp.drop_table("data")
# Rename column "scenarios.data" to "scenarios.dataset"
tmp.execute("ALTER TABLE scenarios RENAME TO old_scenarios")
tmp.create_table("scenarios",
(("id", "text primary key"),
("host", "text"),
("device", "text"),
("kernel", "text"),
("dataset", "text")))
tmp.execute("INSERT INTO scenarios SELECT * FROM old_scenarios")
tmp.drop_table("old_scenarios")
tmp.commit()
old_path = old.path
tmp_path = tmp.path
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def migrate_1_to_2(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
# Create temporary database
fs.cp(old.path, "/tmp/omnitune.skelcl.migration.db")
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
io.info("Migrating database to version 2.")
backup_path = old.path + ".1"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
# Update database version
tmp.drop_table("version")
tmp.create_table("version",
(("version", "integer"),))
tmp.execute("INSERT INTO version VALUES (2)")
# Rename table "data" to "datasets"
tmp.create_table("datasets",
(("id", "text primary key"),
("width", "integer"),
("height", "integer"),
("tin", "text"),
("tout", "text")))
tmp.execute("INSERT INTO datasets SELECT * FROM data")
tmp.drop_table("data")
# Rename column "scenarios.data" to "scenarios.dataset"
tmp.execute("ALTER TABLE scenarios RENAME TO old_scenarios")
tmp.create_table("scenarios",
(("id", "text primary key"),
("host", "text"),
("device", "text"),
("kernel", "text"),
("dataset", "text")))
tmp.execute("INSERT INTO scenarios SELECT * FROM old_scenarios")
tmp.drop_table("old_scenarios")
tmp.commit()
old_path = old.path
tmp_path = tmp.path
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def migrate_3_to_4(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
# Create temporary database
fs.rm("/tmp/omnitune.skelcl.migration.db")
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
tmp.attach(old.path, "rhs")
io.info("Migrating database to version 4.")
backup_path = old.path + ".3"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
tables = [
"kernels",
"kernel_lookup",
"kernel_names",
"devices",
"device_lookup",
"datasets",
"dataset_lookup",
"scenarios",
"params",
"runtimes",
"runtime_stats",
"oracle_params"
]
for table in tables:
io.info("Copying data from '{}' ...".format(table))
tmp.execute("INSERT INTO {} SELECT * FROM rhs.{}".format(table, table))
tmp_path = tmp.path
old_path = old.path
tmp.execute("VACUUM")
# Sanity checks
bad = False
for table in tables:
old_count = tmp.num_rows("rhs." + table)
tmp_count = tmp.num_rows(table)
if old_count != tmp_count:
io.error("Bad rows count:", old_count, tmp_count)
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def migrate_0_to_1(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
def get_source(checksum):
query = old.execute("SELECT source FROM kernels WHERE checksum = ?",
(checksum,))
return query.fetchone()[0]
def get_device_attr(device_id, name, count):
query = old.execute("SELECT * FROM devices WHERE name = ?",
(name,))
attr = query.fetchone()
# Splice into the new
newattr = (device_id, attr[0], count) + attr[2:]
return newattr
def process_row(tmp, row):
# Get column values from row.
host = row[0]
dev_name = row[1]
dev_count = row[2]
kern_checksum = row[3]
north = row[4]
south = row[5]
east = row[6]
west = row[7]
data_width = row[8]
data_height = row[9]
max_wg_size = row[10]
wg_c = row[11]
wg_r = row[12]
runtime = row[13]
type_in = "float"
type_out = "float"
# Lookup source code.
source = get_source(kern_checksum)
user_source = get_user_source(source)
kernel_id = hash_kernel(north, south, east, west, max_wg_size, source)
device_id = hash_device(dev_name, dev_count)
data_id = hash_data(data_width, data_height, type_in, type_out)
scenario_id = hash_scenario(host, device_id, kernel_id, data_id)
params_id = hash_workgroup_size(wg_c, wg_r)
device_attr = get_device_attr(device_id, dev_name, dev_count)
# Add database entries.
tmp.execute("INSERT OR IGNORE INTO kernels VALUES (?,?,?,?,?,?,?)",
(kernel_id, north, south, east, west, max_wg_size, user_source))
placeholders = ",".join(["?"] * len(device_attr))
tmp.execute("INSERT OR IGNORE INTO devices VALUES (" + placeholders + ")",
device_attr)
tmp.execute("INSERT OR IGNORE INTO data VALUES (?,?,?,?,?)",
(data_id, data_width, data_height, type_in, type_out))
tmp.execute("INSERT OR IGNORE INTO params VALUES (?,?,?)",
(params_id, wg_c, wg_r))
tmp.execute("INSERT OR IGNORE INTO scenarios VALUES (?,?,?,?,?)",
(scenario_id, host, device_id, kernel_id, data_id))
tmp.execute("INSERT INTO runtimes VALUES (?,?,?)",
(scenario_id, params_id, runtime))
# Create temporary database
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
# Clear anything that's already in the database.
for table in tmp.tables:
tmp.drop_table(table)
io.info("Migrating database to version 1.")
backup_path = old.path + ".0"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
io.debug("Migration: creating tables ...")
# Create table: kernels
tmp.create_table("version",
(("version", "integer"),))
# Set database version
tmp.execute("INSERT INTO version VALUES (1)")
# Create table: kernels
tmp.create_table("kernels",
(("id", "text primary key"),
("north", "integer"),
("south", "integer"),
("east", "integer"),
("west", "integer"),
("max_wg_size", "integer"),
("source", "text")))
# Create table: devices
tmp.create_table("devices",
(("id", "text primary key"),
("name", "text"),
("count", "integer"),
("address_bits", "integer"),
("double_fp_config", "integer"),
("endian_little", "integer"),
("execution_capabilities", "integer"),
("extensions", "text"),
("global_mem_cache_size", "integer"),
("global_mem_cache_type", "integer"),
("global_mem_cacheline_size", "integer"),
("global_mem_size", "integer"),
("host_unified_memory", "integer"),
("image2d_max_height", "integer"),
("image2d_max_width", "integer"),
("image3d_max_depth", "integer"),
("image3d_max_height", "integer"),
("image3d_max_width", "integer"),
("image_support", "integer"),
("local_mem_size", "integer"),
("local_mem_type", "integer"),
("max_clock_frequency", "integer"),
("max_compute_units", "integer"),
("max_constant_args", "integer"),
("max_constant_buffer_size", "integer"),
("max_mem_alloc_size", "integer"),
("max_parameter_size", "integer"),
("max_read_image_args", "integer"),
("max_samplers", "integer"),
("max_work_group_size", "integer"),
("max_work_item_dimensions", "integer"),
("max_work_item_sizes_0", "integer"),
("max_work_item_sizes_1", "integer"),
("max_work_item_sizes_2", "integer"),
("max_write_image_args", "integer"),
("mem_base_addr_align", "integer"),
("min_data_type_align_size", "integer"),
("native_vector_width_char", "integer"),
("native_vector_width_double", "integer"),
("native_vector_width_float", "integer"),
("native_vector_width_half", "integer"),
("native_vector_width_int", "integer"),
("native_vector_width_long", "integer"),
("native_vector_width_short", "integer"),
("preferred_vector_width_char", "integer"),
("preferred_vector_width_double", "integer"),
("preferred_vector_width_float", "integer"),
("preferred_vector_width_half", "integer"),
("preferred_vector_width_int", "integer"),
("preferred_vector_width_long", "integer"),
("preferred_vector_width_short", "integer"),
("queue_properties", "integer"),
("single_fp_config", "integer"),
("type", "integer"),
("vendor", "text"),
("vendor_id", "text"),
("version", "text")))
# Create table: data
tmp.create_table("data",
(("id", "text primary key"),
("width", "integer"),
("height", "integer"),
("tin", "text"),
("tout", "text")))
# Create table: params
tmp.create_table("params",
(("id", "text primary key"),
("wg_c", "integer"),
("wg_r", "integer")))
# Create table: scenarios
tmp.create_table("scenarios",
(("id", "text primary key"),
("host", "text"),
("device", "text"),
("kernel", "text"),
("data", "text")))
# Create table: runtimes
tmp.create_table("runtimes",
(("scenario", "text"),
("params", "text"),
("runtime", "real")))
i = 0
for row in old.execute("SELECT * from runtimes"):
process_row(tmp, row)
i += 1
if not i % 2500:
io.debug("Processed", i, "rows ...")
if not i % 5000:
tmp.commit()
tmp.commit()
old_path = old.path
tmp_path = tmp.path
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def migrate_2_to_3(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
def _old_kernel2new(old_id):
kernel = old.execute("SELECT north,south,east,west,max_wg_size,source "
"FROM kernels WHERE id=?",
(old_id,)).fetchone()
if kernel:
return tmp.kernel_id(*kernel)
def _old_scenario2new(old_id):
device, old_kernel, dataset = old.execute("SELECT device,kernel,dataset "
"FROM scenarios WHERE id=?",
(old_id,)).fetchone()
kernel = _old_kernel2new(old_kernel)
return tmp.scenario_id(device, kernel, dataset)
# TODO: Un-comment out code!
# Create temporary database
fs.rm("/tmp/omnitune.skelcl.migration.db")
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
tmp.attach(old.path, "rhs")
io.info("Migrating database to version 3.")
backup_path = old.path + ".2"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
tmp_path = tmp.path
old_path = old.path
tmp.run("create_tables")
# Populate feature and lookup tables.
for row in old.execute("SELECT * FROM devices"):
features = row[1:]
id = hash_device(*features)
io.debug("Features extracted for device", id)
row = (id,) + features
tmp.execute("INSERT INTO devices VALUES " +
placeholders(*row), row)
row = (features[0], features[1], id)
tmp.execute("INSERT INTO device_lookup VALUES " +
placeholders(*row), row)
tmp.commit()
for row in old.execute("SELECT * FROM kernels"):
args = row[1:]
tmp.kernel_id(*args)
for row in old.execute("SELECT * FROM datasets"):
features = row[1:]
id = hash_dataset(*features)
io.debug("Features extracted for dataset", id)
row = (id,) + features
tmp.execute("INSERT INTO datasets VALUES " +
placeholders(*row), row)
row = features + (id,)
tmp.execute("INSERT INTO dataset_lookup VALUES " +
placeholders(*row), row)
tmp.commit()
# Populate kernel_names table.
for row in old.execute("SELECT * FROM kernel_names"):
old_id = row[0]
synthetic, name = row[1:]
kernel = _old_kernel2new(old_id)
if kernel:
row = (kernel, synthetic, name)
tmp.execute("INSERT OR IGNORE INTO kernel_names VALUES " +
placeholders(*row), row)
tmp.commit()
# Populate scenarios table.
for row in old.execute("SELECT * FROM scenarios"):
old_id, _, device, old_kernel, dataset = row
kernel = _old_kernel2new(old_kernel)
new_id = hash_scenario(device, kernel, dataset)
row = (new_id, device, kernel, dataset)
tmp.execute("INSERT OR IGNORE INTO scenarios VALUES " +
placeholders(*row), row)
tmp.commit()
# Populate params table.
tmp.execute("INSERT INTO params SELECT * from rhs.params")
tmp.commit()
scenario_replacements = {
row[0]: _old_scenario2new(row[0])
for row in old.execute("SELECT * FROM scenarios")
}
tmp.execute("INSERT INTO runtimes SELECT * from rhs.runtimes")
for old_id, new_id in scenario_replacements.iteritems():
io.info("Runtimes", old_id, "->", new_id)
tmp.execute("UPDATE runtimes SET scenario=? WHERE scenario=?",
(new_id, old_id))
tmp.commit()
# Sanity checks
bad = False
for row in tmp.execute("SELECT DISTINCT scenario FROM runtimes"):
count = tmp.execute("SELECT Count(*) FROM scenarios WHERE id=?",
(row[0],)).fetchone()[0]
if count != 1:
io.error("Bad scenario count:", row[0], count)
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def migrate_0_to_1(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
def get_source(checksum):
query = old.execute("SELECT source FROM kernels WHERE checksum = ?",
(checksum,))
return query.fetchone()[0]
def get_device_attr(device_id, name, count):
query = old.execute("SELECT * FROM devices WHERE name = ?",
(name,))
attr = query.fetchone()
# Splice into the new
newattr = (device_id, attr[0], count) + attr[2:]
return newattr
def process_row(tmp, row):
# Get column values from row.
host = row[0]
dev_name = row[1]
dev_count = row[2]
kern_checksum = row[3]
north = row[4]
south = row[5]
east = row[6]
west = row[7]
data_width = row[8]
data_height = row[9]
max_wg_size = row[10]
wg_c = row[11]
wg_r = row[12]
runtime = row[13]
type_in = "float"
type_out = "float"
# Lookup source code.
source = get_source(kern_checksum)
user_source = get_user_source(source)
kernel_id = hash_kernel(north, south, east, west, max_wg_size, source)
device_id = hash_device(dev_name, dev_count)
data_id = hash_data(data_width, data_height, type_in, type_out)
scenario_id = hash_scenario(host, device_id, kernel_id, data_id)
params_id = hash_workgroup_size(wg_c, wg_r)
device_attr = get_device_attr(device_id, dev_name, dev_count)
# Add database entries.
tmp.execute("INSERT OR IGNORE INTO kernels VALUES (?,?,?,?,?,?,?)",
(kernel_id,north,south,east,west,max_wg_size,user_source))
placeholders = ",".join(["?"] * len(device_attr))
tmp.execute("INSERT OR IGNORE INTO devices VALUES (" + placeholders + ")",
device_attr)
tmp.execute("INSERT OR IGNORE INTO data VALUES (?,?,?,?,?)",
(data_id, data_width, data_height, type_in, type_out))
tmp.execute("INSERT OR IGNORE INTO params VALUES (?,?,?)",
(params_id, wg_c, wg_r))
tmp.execute("INSERT OR IGNORE INTO scenarios VALUES (?,?,?,?,?)",
(scenario_id, host, device_id, kernel_id, data_id))
tmp.execute("INSERT INTO runtimes VALUES (?,?,?)",
(scenario_id, params_id, runtime))
# Create temporary database
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
# Clear anything that's already in the database.
for table in tmp.tables:
tmp.drop_table(table)
io.info("Migrating database to version 1.")
backup_path = old.path + ".0"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
io.debug("Migration: creating tables ...")
# Create table: kernels
tmp.create_table("version",
(("version", "integer"),))
# Set database version
tmp.execute("INSERT INTO version VALUES (1)")
# Create table: kernels
tmp.create_table("kernels",
(("id", "text primary key"),
("north", "integer"),
("south", "integer"),
("east", "integer"),
("west", "integer"),
("max_wg_size", "integer"),
("source", "text")))
# Create table: devices
tmp.create_table("devices",
(("id", "text primary key"),
("name", "text"),
("count", "integer"),
("address_bits", "integer"),
("double_fp_config", "integer"),
("endian_little", "integer"),
("execution_capabilities", "integer"),
("extensions", "text"),
("global_mem_cache_size", "integer"),
("global_mem_cache_type", "integer"),
("global_mem_cacheline_size", "integer"),
("global_mem_size", "integer"),
("host_unified_memory", "integer"),
("image2d_max_height", "integer"),
("image2d_max_width", "integer"),
("image3d_max_depth", "integer"),
("image3d_max_height", "integer"),
("image3d_max_width", "integer"),
("image_support", "integer"),
("local_mem_size", "integer"),
("local_mem_type", "integer"),
("max_clock_frequency", "integer"),
("max_compute_units", "integer"),
("max_constant_args", "integer"),
("max_constant_buffer_size", "integer"),
("max_mem_alloc_size", "integer"),
("max_parameter_size", "integer"),
("max_read_image_args", "integer"),
("max_samplers", "integer"),
("max_work_group_size", "integer"),
("max_work_item_dimensions", "integer"),
("max_work_item_sizes_0", "integer"),
("max_work_item_sizes_1", "integer"),
("max_work_item_sizes_2", "integer"),
("max_write_image_args", "integer"),
("mem_base_addr_align", "integer"),
("min_data_type_align_size", "integer"),
("native_vector_width_char", "integer"),
("native_vector_width_double", "integer"),
("native_vector_width_float", "integer"),
("native_vector_width_half", "integer"),
("native_vector_width_int", "integer"),
("native_vector_width_long", "integer"),
("native_vector_width_short", "integer"),
("preferred_vector_width_char", "integer"),
("preferred_vector_width_double", "integer"),
("preferred_vector_width_float", "integer"),
("preferred_vector_width_half", "integer"),
("preferred_vector_width_int", "integer"),
("preferred_vector_width_long", "integer"),
("preferred_vector_width_short", "integer"),
("queue_properties", "integer"),
("single_fp_config", "integer"),
("type", "integer"),
("vendor", "text"),
("vendor_id", "text"),
("version", "text")))
# Create table: data
tmp.create_table("data",
(("id", "text primary key"),
("width", "integer"),
("height", "integer"),
("tin", "text"),
("tout", "text")))
# Create table: params
tmp.create_table("params",
(("id", "text primary key"),
("wg_c", "integer"),
("wg_r", "integer")))
# Create table: scenarios
tmp.create_table("scenarios",
(("id", "text primary key"),
("host", "text"),
("device", "text"),
("kernel", "text"),
("data", "text")))
# Create table: runtimes
tmp.create_table("runtimes",
(("scenario", "text"),
("params", "text"),
("runtime", "real")))
i = 0
for row in old.execute("SELECT * from runtimes"):
process_row(tmp, row)
i += 1
if not i % 2500:
io.debug("Processed", i, "rows ...")
if not i % 5000:
tmp.commit()
tmp.commit()
old_path = old.path
tmp_path = tmp.path
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
def migrate_2_to_3(old):
"""
SkelCL database migration script.
Arguments:
old (SkelCLDatabase): The database to migrate
"""
def _old_kernel2new(old_id):
kernel = old.execute("SELECT north,south,east,west,max_wg_size,source "
"FROM kernels WHERE id=?",
(old_id,)).fetchone()
if kernel:
return tmp.kernel_id(*kernel)
def _old_scenario2new(old_id):
device, old_kernel, dataset = old.execute("SELECT device,kernel,dataset "
"FROM scenarios WHERE id=?",
(old_id,)).fetchone()
kernel = _old_kernel2new(old_kernel)
return tmp.scenario_id(device, kernel, dataset)
# TODO: Un-comment out code!
# Create temporary database
fs.rm("/tmp/omnitune.skelcl.migration.db")
tmp = _db.Database("/tmp/omnitune.skelcl.migration.db")
tmp.attach(old.path, "rhs")
io.info("Migrating database to version 3.")
backup_path = old.path + ".2"
io.info("Creating backup of old database at '{0}'".format(backup_path))
fs.cp(old.path, backup_path)
tmp_path = tmp.path
old_path = old.path
tmp.run("create_tables")
# Populate feature and lookup tables.
for row in old.execute("SELECT * FROM devices"):
features = row[1:]
id = hash_device(*features)
io.debug("Features extracted for device", id)
row = (id,) + features
tmp.execute("INSERT INTO devices VALUES " +
placeholders(*row), row)
row = (features[0], features[1], id)
tmp.execute("INSERT INTO device_lookup VALUES " +
placeholders(*row), row)
tmp.commit()
for row in old.execute("SELECT * FROM kernels"):
args = row[1:]
tmp.kernel_id(*args)
for row in old.execute("SELECT * FROM datasets"):
features = row[1:]
id = hash_dataset(*features)
io.debug("Features extracted for dataset", id)
row = (id,) + features
tmp.execute("INSERT INTO datasets VALUES " +
placeholders(*row), row)
row = features + (id,)
tmp.execute("INSERT INTO dataset_lookup VALUES " +
placeholders(*row), row)
tmp.commit()
# Populate kernel_names table.
for row in old.execute("SELECT * FROM kernel_names"):
old_id = row[0]
synthetic, name = row[1:]
kernel = _old_kernel2new(old_id)
if kernel:
row = (kernel, synthetic, name)
tmp.execute("INSERT OR IGNORE INTO kernel_names VALUES " +
placeholders(*row), row)
tmp.commit()
# Populate scenarios table.
for row in old.execute("SELECT * FROM scenarios"):
old_id, _, device, old_kernel, dataset = row
kernel = _old_kernel2new(old_kernel)
new_id = hash_scenario(device, kernel, dataset)
row = (new_id, device, kernel, dataset)
tmp.execute("INSERT OR IGNORE INTO scenarios VALUES " +
placeholders(*row), row)
tmp.commit()
# Populate params table.
tmp.execute("INSERT INTO params SELECT * from rhs.params")
tmp.commit()
scenario_replacements = {
row[0]: _old_scenario2new(row[0])
for row in old.execute("SELECT * FROM scenarios")
}
tmp.execute("INSERT INTO runtimes SELECT * from rhs.runtimes")
for old_id, new_id in scenario_replacements.iteritems():
io.info("Runtimes", old_id, "->", new_id)
tmp.execute("UPDATE runtimes SET scenario=? WHERE scenario=?",
(new_id, old_id))
tmp.commit()
# Sanity checks
bad = False
for row in tmp.execute("SELECT DISTINCT scenario FROM runtimes"):
count = tmp.execute("SELECT Count(*) FROM scenarios WHERE id=?",
(row[0],)).fetchone()[0]
if count != 1:
io.error("Bad scenario count:", row[0], count)
bad = True
if bad:
io.fatal("Failed sanity check, aborting.")
else:
io.info("Passed sanity check.")
# Copy migrated database over the original one.
fs.cp(tmp_path, old_path)
fs.rm(tmp_path)
old.close()
tmp.close()
io.info("Migration completed.")
