def load_javas(self, analysis_json, containing_image):
pkgs_json = analysis_json.get('package_list', {}).get('pkgs.java',
{}).get('base')
if not pkgs_json:
return []
pkgs = []
for path, pkg_str in list(pkgs_json.items()):
pkg_json = json.loads(pkg_str)
n = ImagePackage()
# primary keys
# TODO - some java names have a version in it, need to clean that up
n.name = pkg_json.get('name')
n.pkg_type = 'java'
n.arch = 'N/A'
n.pkg_path = path
version = None
versions_json = {}
for k in [
'maven-version', 'implementation-version',
'specification-version'
]:
if not version and pkg_json.get(k, 'N/A') != 'N/A':
version = pkg_json.get(k)
versions_json[k] = pkg_json.get(k, 'N/A')
if version:
n.version = version
else:
n.version = 'N/A'
n.image_user_id = containing_image.user_id
n.image_id = containing_image.id
# other non-PK values
n.pkg_path_hash = hashlib.sha256(ensure_bytes(path)).hexdigest()
n.distro_name = 'java'
n.distro_version = 'N/A'
n.like_distro = 'java'
n.fullversion = n.version
m = pkg_json.get('metadata')
m['java_versions'] = versions_json
n.metadata_json = m
fullname = n.name
pomprops = n.get_pom_properties()
if pomprops:
fullname = "{}:{}".format(pomprops.get('groupId'),
pomprops.get('artifactId'))
n.normalized_src_pkg = fullname
n.src_pkg = fullname
pkgs.append(n)
return pkgs
def load_npms(self, analysis_json, containing_image):
handled_pkgtypes = ['pkgs.npms']
npms_json = analysis_json.get('package_list', {}).get('pkgs.npms',{}).get('base')
if not npms_json:
return [], handled_pkgtypes
npms = []
image_packages = []
for path, npm_str in list(npms_json.items()):
npm_json = json.loads(npm_str)
# TODO: remove this usage of ImageNPM, that is deprecated
n = ImageNpm()
n.path_hash = hashlib.sha256(ensure_bytes(path)).hexdigest()
n.path = path
n.name = npm_json.get('name')
n.src_pkg = npm_json.get('src_pkg')
n.origins_json = npm_json.get('origins')
n.licenses_json = npm_json.get('lics')
n.latest = npm_json.get('latest')
n.versions_json = npm_json.get('versions')
n.image_user_id = containing_image.user_id
n.image_id = containing_image.id
#npms.append(n)
np = ImagePackage()
# primary keys
np.name = n.name
if len(n.versions_json):
version = n.versions_json[0]
else:
version = "N/A"
np.version = version
np.pkg_type = 'npm'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'npm'
np.distro_version = 'N/A'
np.like_distro = 'npm'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
#np.metadata_json = pkg_json.get('metadata')
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
image_packages.append(np)
return image_packages, handled_pkgtypes
def load_gems(self, analysis_json, containing_image):
gems_json = analysis_json.get('package_list', {}).get('pkgs.gems',
{}).get('base')
if not gems_json:
return []
gems = []
image_packages = []
for path, gem_str in list(gems_json.items()):
gem_json = json.loads(gem_str)
n = ImageGem()
n.path_hash = hashlib.sha256(ensure_bytes(path)).hexdigest()
n.path = path
n.name = gem_json.get('name')
n.src_pkg = gem_json.get('src_pkg')
n.origins_json = gem_json.get('origins')
n.licenses_json = gem_json.get('lics')
n.versions_json = gem_json.get('versions')
n.latest = gem_json.get('latest')
n.image_user_id = containing_image.user_id
n.image_id = containing_image.id
#gems.append(n)
np = ImagePackage()
# primary keys
np.name = n.name
if len(n.versions_json):
version = n.versions_json[0]
else:
version = "N/A"
np.version = version
np.pkg_type = 'gem'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'gem'
np.distro_version = 'N/A'
np.like_distro = 'gem'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
#np.metadata_json = pkg_json.get('metadata')
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
image_packages.append(np)
return image_packages
def load_generic_packages(self,
analysis_json,
containing_image,
excludes=[]):
pkgs = []
handled_pkgtypes = []
package_types = analysis_json.get('package_list', {})
for package_type in package_types:
if package_type not in excludes:
patt = re.match(r"pkgs\.(.*)", package_type)
if patt:
ptype = patt.group(1)
handled_pkgtypes.append(ptype)
pkgs_json = analysis_json.get('package_list',
{}).get(package_type,
{}).get('base', {})
if not pkgs_json:
return [], handled_pkgtypes
for path, pkg_str in list(pkgs_json.items()):
pkg_json = json.loads(pkg_str)
n = ImagePackage()
# primary keys
n.name = pkg_json.get('name')
n.pkg_path = path
n.version = pkg_json.get('version')
n.pkg_type = pkg_json.get('type', 'N/A')
n.arch = 'N/A'
n.image_user_id = n.image_user_id
n.image_id = n.image_id
# other
n.pkg_path_hash = hashlib.sha256(
ensure_bytes(path)).hexdigest()
n.distro_name = n.pkg_type
n.distro_version = 'N/A'
n.like_distro = n.pkg_type
n.fullversion = n.version
n.license = pkg_json.get('license', 'N/A')
n.origin = pkg_json.get('origin', 'N/A')
fullname = n.name
n.normalized_src_pkg = fullname
n.src_pkg = fullname
pkgs.append(n)
return pkgs, handled_pkgtypes
def load_pythons(self, analysis_json, containing_image):
pkgs_json = analysis_json.get('package_list',
{}).get('pkgs.python', {}).get('base')
if not pkgs_json:
return []
pkgs = []
for path, pkg_str in list(pkgs_json.items()):
pkg_json = json.loads(pkg_str)
n = ImagePackage()
# primary keys
n.name = pkg_json.get('name')
n.pkg_path = path
n.version = pkg_json.get('version')
n.pkg_type = 'python'
n.arch = 'N/A'
n.image_user_id = n.image_user_id
n.image_id = n.image_id
# other
n.pkg_path_hash = hashlib.sha256(ensure_bytes(path)).hexdigest()
n.distro_name = 'python'
n.distro_version = 'N/A'
n.like_distro = 'python'
n.fullversion = n.version
n.license = pkg_json.get('license')
n.origin = pkg_json.get('origin')
m = {
'python_distribution_metadata': pkg_json.get('metadata'),
'files': pkg_json.get('files')
}
n.metadata_json = m
fullname = n.name
n.normalized_src_pkg = fullname
n.src_pkg = fullname
pkgs.append(n)
return pkgs
def load_and_normalize_packages(self, package_analysis_json, image_obj):
"""
Loads and normalizes package data from all distros
:param image_obj:
:param package_analysis_json:
:return: list of Package objects that can be added to an image
"""
pkgs = []
img_distro = DistroNamespace.for_obj(image_obj)
# pkgs.allinfo handling
pkgs_all = package_analysis_json.get('pkgs.allinfo', {}).values()
if not pkgs_all:
return []
else:
pkgs_all = pkgs_all[0]
for pkg_name, metadata_str in pkgs_all.items():
metadata = json.loads(metadata_str)
p = ImagePackage()
p.distro_name = image_obj.distro_name
p.distro_version = image_obj.distro_version
p.like_distro = image_obj.like_distro
p.name = pkg_name
p.version = metadata.get('version')
p.origin = metadata.get('origin')
p.size = metadata.get('size')
p.arch = metadata.get('arch')
p.license = metadata.get('license') if metadata.get(
'license') else metadata.get('lics')
p.release = metadata.get('release', 'N/A')
p.pkg_type = metadata.get('type')
p.src_pkg = metadata.get('sourcepkg')
p.image_user_id = image_obj.user_id
p.image_id = image_obj.id
if 'files' in metadata:
# Handle file data
p.files = metadata.get('files')
if p.release != 'N/A':
p.fullversion = p.version + '-' + p.release
else:
p.fullversion = p.version
if img_distro.flavor == 'DEB':
cleanvers = re.sub(re.escape("+b") + "\d+.*", "", p.version)
spkg = re.sub(re.escape("-" + cleanvers), "", p.src_pkg)
else:
spkg = re.sub(re.escape("-" + p.version) + ".*", "", p.src_pkg)
p.normalized_src_pkg = spkg
pkgs.append(p)
if pkgs:
return pkgs
else:
log.warn('Pkg Allinfo not found, reverting to using pkgs.all')
all_pkgs = package_analysis_json['pkgs.all']['base']
all_pkgs_src = package_analysis_json['pkgs_plus_source.all']['base']
for pkg_name, version in all_pkgs.items():
p = ImagePackage()
p.image_user_id = image_obj.user_id
p.image_id = image_obj.id
p.name = pkg_name
p.version = version
p.fullversion = all_pkgs_src[pkg_name]
if img_distro.flavor == 'RHEL':
name, parsed_version, release, epoch, arch = split_rpm_filename(
pkg_name + '-' + version + '.tmparch.rpm')
p.version = parsed_version
p.release = release
p.pkg_type = 'RPM'
p.origin = 'N/A'
p.src_pkg = 'N/A'
p.license = 'N/A'
p.arch = 'N/A'
elif img_distro.flavor == 'DEB':
try:
p.version, p.release = version.split('-')
except:
p.version = version
p.release = None
return pkgs
test_image.dockerfile_mode = 'Guessed'
test_image.docker_history_json = ['line1', 'line2']
test_image.docker_data_json = {'Config': {}, 'ContainerConfig': {}}
test_image.dockerfile_contents = 'FROM BLAH'
test_package = ImagePackage(image_user_id=test_user_id,
image_id=test_img_id,
name='testpackage',
version='1.0',
pkg_type='RPM')
test_package.src_pkg = 'testpackage'
test_package.distro_name = 'centos'
test_package.distro_version = '7'
test_package.like_distro = 'centos'
test_package.license = 'apache2'
test_package.fullversion = '1.0'
test_package.normalized_src_pkg = '1.0'
test_package.release = ''
test_package.size = 1000
test_package.origin = 'upstream'
test_package.arch = 'x86_64'
test_package.image = test_image
test_cve = Vulnerability(id='CVE123', namespace_name='centos:7')
test_cve.severity = 'High'
test_cve.description = 'some test cve'
test_cve.cvss2_score = '1.0'
test_cve.metadata_json = {}
test_cve.cvss2_vectors = ''
test_cve.link = 'http://mitre.com/cve123'
def policy_engine_packages_upgrade_007_008():
from anchore_engine.db import session_scope, ImagePackage, ImageNpm, ImageGem, Image
if True:
engine = anchore_engine.db.entities.common.get_engine()
file_path_length = 512
hash_length = 80
new_columns = [{
'table_name':
'image_packages',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
Column('pkg_path_hash', String(hash_length)),
Column('metadata_json', StringJSON),
]
}, {
'table_name':
'image_package_vulnerabilities',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
]
}, {
'table_name':
'image_package_db_entries',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
]
}]
log.err("creating new table columns")
for table in new_columns:
for column in table['columns']:
log.err("creating new column ({}) in table ({})".format(
column.name, table.get('table_name', "")))
try:
cn = column.compile(dialect=engine.dialect)
ct = column.type.compile(engine.dialect)
engine.execute(
'ALTER TABLE %s ADD COLUMN IF NOT EXISTS %s %s' %
(table['table_name'], cn, ct))
except Exception as e:
log.err(
'failed to perform DB upgrade on {} adding column - exception: {}'
.format(table, str(e)))
raise Exception(
'failed to perform DB upgrade on {} adding column - exception: {}'
.format(table, str(e)))
# populate the new columns
log.err("updating new column (pkg_path) - this may take a while")
for table in ['image_packages', 'image_package_vulnerabilities']:
log.err("updating table ({}) column (pkg_path)".format(table))
done = False
while not done:
startts = time.time()
rc = engine.execute(
"UPDATE {} set pkg_path='pkgdb' where pkg_path is null".
format(table))
log.err(
"updated {} records in {} (time={}), performing next range"
.format(rc.rowcount, table,
time.time() - startts))
done = True
with session_scope() as dbsession:
db_image_ids = dbsession.query(Image.id).distinct().all()
total_records = len(db_image_ids)
record_count = 0
for record in db_image_ids:
db_image_id = record[0]
startts = time.time()
rc = engine.execute(
"UPDATE image_package_db_entries set pkg_path='pkgdb' where image_id='{}' and pkg_path is null"
.format(db_image_id))
record_count = record_count + 1
log.err(
"updated {} image ({} / {}) in {} (time={}), performing next image update"
.format(db_image_id, record_count, total_records,
'image_package_db_entries',
time.time() - startts))
exec_commands = [
'ALTER TABLE image_package_vulnerabilities DROP CONSTRAINT IF EXISTS image_package_vulnerabilities_pkg_image_id_fkey',
'ALTER TABLE image_package_db_entries DROP CONSTRAINT IF EXISTS image_package_db_entries_image_id_fkey',
'ALTER TABLE image_packages DROP CONSTRAINT IF EXISTS image_packages_pkey',
'ALTER TABLE image_package_db_entries DROP CONSTRAINT IF EXISTS image_package_db_entries_pkey',
'ALTER TABLE image_package_vulnerabilities DROP CONSTRAINT IF EXISTS image_package_vulnerabilities_pkey',
]
log.err(
"dropping primary key / foreign key relationships for new column")
cmdcount = 1
for command in exec_commands:
log.err("running update operation {} of {}: {}".format(
cmdcount, len(exec_commands), command))
engine.execute(command)
cmdcount = cmdcount + 1
exec_commands = [
'ALTER TABLE image_packages ADD PRIMARY KEY (image_id,image_user_id,name,version,pkg_type,arch,pkg_path)',
'ALTER TABLE image_package_vulnerabilities ADD PRIMARY KEY (pkg_user_id,pkg_image_id,pkg_name,pkg_version,pkg_type,pkg_arch,vulnerability_id,pkg_path)',
'ALTER TABLE image_package_db_entries ADD PRIMARY KEY (image_id, image_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path,file_path)',
'ALTER TABLE image_package_vulnerabilities ADD CONSTRAINT image_package_vulnerabilities_pkg_image_id_fkey FOREIGN KEY (pkg_image_id, pkg_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path) REFERENCES image_packages (image_id, image_user_id, name, version, pkg_type, arch, pkg_path) MATCH SIMPLE',
'ALTER TABLE image_package_db_entries ADD CONSTRAINT image_package_db_entries_image_id_fkey FOREIGN KEY (image_id, image_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path) REFERENCES image_packages (image_id, image_user_id, name, version, pkg_type, arch, pkg_path) MATCH SIMPLE',
# These are helpers for the upgrade itself, not needed by the functioning system. Needed for large npm/gem tables and pagination support
"CREATE SEQUENCE IF NOT EXISTS image_npms_seq_id_seq",
"ALTER TABLE image_npms add column IF NOT EXISTS seq_id int DEFAULT nextval('image_npms_seq_id_seq')",
"CREATE INDEX IF NOT EXISTS idx_npm_seq ON image_npms using btree (seq_id)",
"CREATE SEQUENCE IF NOT EXISTS image_gems_seq_id_seq",
"ALTER TABLE image_gems add column IF NOT EXISTS seq_id int DEFAULT nextval('image_gems_seq_id_seq')",
"CREATE INDEX IF NOT EXISTS idx_gem_seq ON image_gems using btree (seq_id)",
"ALTER TABLE image_packages ALTER COLUMN origin TYPE varchar"
]
log.err(
"updating primary key / foreign key relationships for new column - this may take a while"
)
cmdcount = 1
for command in exec_commands:
log.err("running update operation {} of {}: {}".format(
cmdcount, len(exec_commands), command))
engine.execute(command)
cmdcount = cmdcount + 1
log.err(
"converting ImageNpm and ImageGem records into ImagePackage records - this may take a while"
)
# migrate ImageNpm and ImageGem records into ImagePackage records
with session_scope() as dbsession:
total_npms = dbsession.query(ImageNpm).count()
total_gems = dbsession.query(ImageGem).count()
log.err("will migrate {} image npm records".format(total_npms))
npms = []
chunk_size = 8192
record_count = 0
skipped_count = 0
with session_scope() as dbsession:
try:
last_seq = -1
while record_count < total_npms:
chunk_time = time.time()
log.err('Processing next chunk of records')
for n in dbsession.query(ImageNpm).filter(
ImageNpm.seq_id > last_seq).limit(chunk_size):
np = ImagePackage()
# primary keys
np.name = n.name
if len(n.versions_json):
version = n.versions_json[0]
else:
version = "N/A"
np.version = version
np.pkg_type = 'npm'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'npm'
np.distro_version = 'N/A'
np.like_distro = 'npm'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
npms.append(np)
last_seq = n.seq_id
if len(npms):
log.err('Inserting {} new records'.format(len(npms)))
startts = time.time()
try:
with session_scope() as dbsession2:
dbsession2.bulk_save_objects(npms)
except Exception as err:
log.err("skipping duplicates: {}".format(err))
skipped_count += 1
record_count = record_count + len(npms)
log.err("merged {} / {} npm records (time={})".format(
record_count, total_npms,
time.time() - startts))
log.err(
'Chunk took: {} seconds to process {} records'.format(
time.time() - chunk_time, len(npms)))
npms = []
except Exception as err:
log.err('Error during npm migration: {}'.format(err))
raise err
log.err("will migrate {} image gem records".format(total_gems))
gems = []
record_count = 0
skipped_count = 0
with session_scope() as dbsession:
try:
last_seq = -1
while record_count < total_gems:
chunk_time = time.time()
log.err('Processing next chunk of records')
for n in dbsession.query(ImageGem).filter(
ImageGem.seq_id > last_seq).limit(chunk_size):
np = ImagePackage()
# primary keys
np.name = n.name
if len(n.versions_json):
version = n.versions_json[0]
else:
version = "N/A"
np.version = version
np.pkg_type = 'gem'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'gem'
np.distro_version = 'N/A'
np.like_distro = 'gem'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
gems.append(np)
last_seq = n.seq_id
if len(gems):
log.err('Inserting {} new records'.format(len(gems)))
startts = time.time()
try:
with session_scope() as dbsession2:
dbsession2.bulk_save_objects(gems)
except Exception as err:
log.err("skipping duplicates: {}".format(err))
skipped_count += 1
record_count = record_count + len(gems)
log.err("merged {} / {} gem records (time={})".format(
record_count, total_gems,
time.time() - startts))
log.err(
'Chunk took: {} seconds to process {} records'.format(
time.time() - chunk_time, len(npms)))
gems = []
except Exception as err:
log.err('Error during gem migration: {}'.format(err))
raise err
def load_javas(self, analysis_json, containing_image):
handled_pkgtypes = ['pkgs.java']
pkgs_json = analysis_json.get('package_list', {}).get('pkgs.java', {}).get('base')
if not pkgs_json:
return [], handled_pkgtypes
pkgs = []
for path, pkg_str in list(pkgs_json.items()):
pkg_json = json.loads(pkg_str)
n = ImagePackage()
# primary keys
# TODO - some java names have a version in it, need to clean that up
n.name = pkg_json.get('name')
n.pkg_type = 'java'
n.arch = 'N/A'
n.pkg_path = path
metaversion = None
versions_json = {}
for k in ['maven-version', 'implementation-version', 'specification-version']:
if not metaversion and pkg_json.get(k, 'N/A') != 'N/A':
metaversion = pkg_json.get(k)
versions_json[k] = pkg_json.get(k, 'N/A')
n.image_user_id = containing_image.user_id
n.image_id = containing_image.id
# other non-PK values
n.pkg_path_hash = hashlib.sha256(ensure_bytes(path)).hexdigest()
n.distro_name = 'java'
n.distro_version = 'N/A'
n.like_distro = 'java'
m = pkg_json.get('metadata')
m['java_versions'] = versions_json
n.metadata_json = m
fullname = n.name
pomprops = n.get_pom_properties()
pomversion = None
if pomprops:
fullname = "{}:{}".format(pomprops.get('groupId'), pomprops.get('artifactId'))
pomversion = pomprops.get('version', None)
n.normalized_src_pkg = fullname
n.src_pkg = fullname
# final version decision - try our best to get an accurate version/name pair
n.version = 'N/A'
if pomversion:
n.version = pomversion
elif metaversion:
n.version = metaversion
else:
try:
patt = re.match(r"(.*)-(([\d]\.)+.*)", n.name)
if patt and patt.group(1):
n.version = patt.group(2)
n.name = patt.group(1)
except Exception as err:
pass
n.fullversion = n.version
pkgs.append(n)
return pkgs, handled_pkgtypes
def policy_engine_packages_upgrade_007_008():
from anchore_engine.db import session_scope, ImagePackage, ImageNpm, ImageGem, Image
if True:
engine = anchore_engine.db.entities.common.get_engine()
file_path_length = 512
hash_length = 80
new_columns = [
{
'table_name': 'image_packages',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
Column('pkg_path_hash', String(hash_length)),
Column('metadata_json', StringJSON),
]
},
{
'table_name': 'image_package_vulnerabilities',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
]
},
{
'table_name': 'image_package_db_entries',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
]
}
]
log.err("creating new table columns")
for table in new_columns:
for column in table['columns']:
log.err("creating new column ({}) in table ({})".format(column.name, table.get('table_name', "")))
try:
cn = column.compile(dialect=engine.dialect)
ct = column.type.compile(engine.dialect)
engine.execute('ALTER TABLE %s ADD COLUMN IF NOT EXISTS %s %s' % (table['table_name'], cn, ct))
except Exception as e:
log.err('failed to perform DB upgrade on {} adding column - exception: {}'.format(table, str(e)))
raise Exception('failed to perform DB upgrade on {} adding column - exception: {}'.format(table, str(e)))
# populate the new columns
log.err("updating new column (pkg_path) - this may take a while")
for table in ['image_packages', 'image_package_vulnerabilities']:
log.err("updating table ({}) column (pkg_path)".format(table))
done = False
while not done:
startts = time.time()
rc = engine.execute("UPDATE {} set pkg_path='pkgdb' where pkg_path is null".format(table))
log.err("updated {} records in {} (time={}), performing next range".format(rc.rowcount, table, time.time() - startts))
done=True
with session_scope() as dbsession:
db_image_ids = dbsession.query(Image.id).distinct().all()
total_records = len(db_image_ids)
record_count = 0
for record in db_image_ids:
db_image_id = record[0]
startts = time.time()
rc = engine.execute("UPDATE image_package_db_entries set pkg_path='pkgdb' where image_id='{}' and pkg_path is null".format(db_image_id))
record_count = record_count + 1
log.err("updated {} image ({} / {}) in {} (time={}), performing next image update".format(db_image_id, record_count, total_records, 'image_package_db_entries', time.time() - startts))
exec_commands = [
'ALTER TABLE image_package_vulnerabilities DROP CONSTRAINT IF EXISTS image_package_vulnerabilities_pkg_image_id_fkey',
'ALTER TABLE image_package_db_entries DROP CONSTRAINT IF EXISTS image_package_db_entries_image_id_fkey',
'ALTER TABLE image_packages DROP CONSTRAINT IF EXISTS image_packages_pkey',
'ALTER TABLE image_package_db_entries DROP CONSTRAINT IF EXISTS image_package_db_entries_pkey',
'ALTER TABLE image_package_vulnerabilities DROP CONSTRAINT IF EXISTS image_package_vulnerabilities_pkey',
]
log.err("dropping primary key / foreign key relationships for new column")
cmdcount = 1
for command in exec_commands:
log.err("running update operation {} of {}: {}".format(cmdcount, len(exec_commands), command))
engine.execute(command)
cmdcount = cmdcount + 1
exec_commands = [
'ALTER TABLE image_packages ADD PRIMARY KEY (image_id,image_user_id,name,version,pkg_type,arch,pkg_path)',
'ALTER TABLE image_package_vulnerabilities ADD PRIMARY KEY (pkg_user_id,pkg_image_id,pkg_name,pkg_version,pkg_type,pkg_arch,vulnerability_id,pkg_path)',
'ALTER TABLE image_package_db_entries ADD PRIMARY KEY (image_id, image_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path,file_path)',
'ALTER TABLE image_package_vulnerabilities ADD CONSTRAINT image_package_vulnerabilities_pkg_image_id_fkey FOREIGN KEY (pkg_image_id, pkg_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path) REFERENCES image_packages (image_id, image_user_id, name, version, pkg_type, arch, pkg_path) MATCH SIMPLE',
'ALTER TABLE image_package_db_entries ADD CONSTRAINT image_package_db_entries_image_id_fkey FOREIGN KEY (image_id, image_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path) REFERENCES image_packages (image_id, image_user_id, name, version, pkg_type, arch, pkg_path) MATCH SIMPLE',
]
log.err("updating primary key / foreign key relationships for new column - this may take a while")
cmdcount = 1
for command in exec_commands:
log.err("running update operation {} of {}: {}".format(cmdcount, len(exec_commands), command))
engine.execute(command)
cmdcount = cmdcount + 1
log.err("converting ImageNpm and ImageGem records into ImagePackage records - this may take a while")
# migrate ImageNpm and ImageGem records into ImagePackage records
with session_scope() as dbsession:
db_npms = dbsession.query(ImageNpm)
total_npms = dbsession.query(ImageNpm).count()
db_gems = dbsession.query(ImageGem)
total_gems = dbsession.query(ImageGem).count()
npms = []
chunk_size = 8192
record_count = 0
try:
for n in db_npms:
np = ImagePackage()
# primary keys
np.name = n.name
if len(n.versions_json):
version = n.versions_json[0]
else:
version = "N/A"
np.version = version
np.pkg_type = 'npm'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'npm'
np.distro_version = 'N/A'
np.like_distro = 'npm'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
npms.append(np)
if len(npms) >= chunk_size:
startts = time.time()
try:
with session_scope() as dbsession:
dbsession.bulk_save_objects(npms)
record_count = record_count + chunk_size
except:
log.err("skipping duplicates")
record_count = record_count + chunk_size
log.err("merged {} / {} npm records (time={}), performing next range".format(record_count, total_npms, time.time() - startts))
npms = []
if len(npms):
startts = time.time()
try:
with session_scope() as dbsession:
dbsession.bulk_save_objects(npms)
record_count = record_count + len(npms)
except:
log.err("skipping duplicates")
record_count = record_count + len(npms)
log.err("final merged {} / {} npm records (time={})".format(record_count, total_npms, time.time() - startts))
except Exception as err:
raise err
gems = []
chunk_size = 8192
record_count = 0
try:
for n in db_gems:
np = ImagePackage()
# primary keys
np.name = n.name
if len(n.versions_json):
version = n.versions_json[0]
else:
version = "N/A"
np.version = version
np.pkg_type = 'gem'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'gem'
np.distro_version = 'N/A'
np.like_distro = 'gem'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
gems.append(np)
if len(gems) >= chunk_size:
startts = time.time()
try:
with session_scope() as dbsession:
dbsession.bulk_save_objects(gems)
record_count = record_count + chunk_size
except:
log.err("skipping duplicates")
record_count = record_count + chunk_size
log.err("merged {} / {} gem records (time={}), performing next range".format(record_count, total_gems, time.time() - startts))
gems = []
if len(gems):
startts = time.time()
try:
with session_scope() as dbsession:
dbsession.bulk_save_objects(gems)
record_count = record_count + len(gems)
except:
log.err("skipping duplicates")
record_count = record_count + len(gems)
log.err("final merged {} / {} gem records (time={})".format(record_count, total_gems, time.time() - startts))
except Exception as err:
raise err
def db_upgrade_007_008():
from anchore_engine.db import session_scope, ImagePackage, ImageNpm, ImageGem
if True:
engine = anchore_engine.db.entities.common.get_engine()
file_path_length = 512
hash_length = 80
new_columns = [{
'table_name':
'image_packages',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
Column('pkg_path_hash', String(hash_length)),
Column('metadata_json', StringJSON),
]
}, {
'table_name':
'image_package_vulnerabilities',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
]
}, {
'table_name':
'image_package_db_entries',
'columns': [
Column('pkg_path', String(file_path_length), primary_key=True),
]
}]
log.err("creating new table columns")
for table in new_columns:
for column in table['columns']:
log.err("creating new column ({}) in table ({})".format(
column.name, table.get('table_name', "")))
try:
cn = column.compile(dialect=engine.dialect)
ct = column.type.compile(engine.dialect)
engine.execute(
'ALTER TABLE %s ADD COLUMN IF NOT EXISTS %s %s' %
(table['table_name'], cn, ct))
except Exception as e:
log.err(
'failed to perform DB upgrade on {} adding column - exception: {}'
.format(table, str(e)))
raise Exception(
'failed to perform DB upgrade on {} adding column - exception: {}'
.format(table, str(e)))
# populate the new columns
for table in [
'image_packages', 'image_package_vulnerabilities',
'image_package_db_entries'
]:
log.err("updating table ({}) column (pkg_path)".format(table))
engine.execute(
"UPDATE {} set pkg_path='pkgdb' where pkg_path is null".format(
table))
exec_commands = [
'ALTER TABLE image_package_vulnerabilities DROP CONSTRAINT IF EXISTS image_package_vulnerabilities_pkg_image_id_fkey',
'ALTER TABLE image_package_db_entries DROP CONSTRAINT IF EXISTS image_package_db_entries_image_id_fkey',
'ALTER TABLE image_packages DROP CONSTRAINT IF EXISTS image_packages_pkey',
'ALTER TABLE image_package_db_entries DROP CONSTRAINT IF EXISTS image_package_db_entries_pkey',
'ALTER TABLE image_package_vulnerabilities DROP CONSTRAINT IF EXISTS image_package_vulnerabilities_pkey',
'ALTER TABLE image_packages ADD PRIMARY KEY (image_id,image_user_id,name,version,pkg_type,arch,pkg_path)',
'ALTER TABLE image_package_vulnerabilities ADD PRIMARY KEY (pkg_user_id,pkg_image_id,pkg_name,pkg_version,pkg_type,pkg_arch,vulnerability_id,pkg_path)',
'ALTER TABLE image_package_db_entries ADD PRIMARY KEY (image_id, image_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path,file_path)',
'ALTER TABLE image_package_vulnerabilities ADD CONSTRAINT image_package_vulnerabilities_pkg_image_id_fkey FOREIGN KEY (pkg_image_id, pkg_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path) REFERENCES image_packages (image_id, image_user_id, name, version, pkg_type, arch, pkg_path) MATCH SIMPLE',
'ALTER TABLE image_package_db_entries ADD CONSTRAINT image_package_db_entries_image_id_fkey FOREIGN KEY (image_id, image_user_id, pkg_name, pkg_version, pkg_type, pkg_arch, pkg_path) REFERENCES image_packages (image_id, image_user_id, name, version, pkg_type, arch, pkg_path) MATCH SIMPLE',
]
log.err(
"updating primary key / foreign key relationships for new column")
cmdcount = 1
for command in exec_commands:
log.err("running update operation {} of {}: {}".format(
cmdcount, len(exec_commands), command))
engine.execute(command)
cmdcount = cmdcount + 1
log.err(
"converting ImageNpm and ImageGem records into ImagePackage records"
)
# migrate ImageNpm and ImageGem records into ImagePackage records
with session_scope() as dbsession:
db_npms = dbsession.query(ImageNpm)
db_gems = dbsession.query(ImageGem)
gems = []
npms = []
try:
for n in db_npms:
np = ImagePackage()
# primary keys
np.name = n.name
np.version = n.versions_json[0]
np.pkg_type = 'npm'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'npm'
np.distro_version = 'N/A'
np.like_distro = 'npm'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
npms.append(np)
except Exception as err:
raise err
try:
for n in db_gems:
np = ImagePackage()
# primary keys
np.name = n.name
np.version = n.versions_json[0]
np.pkg_type = 'gem'
np.arch = 'N/A'
np.image_user_id = n.image_user_id
np.image_id = n.image_id
np.pkg_path = n.path
# other
np.pkg_path_hash = n.path_hash
np.distro_name = 'gem'
np.distro_version = 'N/A'
np.like_distro = 'gem'
np.fullversion = np.version
np.license = ' '.join(n.licenses_json)
np.origin = ' '.join(n.origins_json)
fullname = np.name
np.normalized_src_pkg = fullname
np.src_pkg = fullname
gems.append(np)
except Exception as err:
raise err
with session_scope() as dbsession:
log.err("merging npms: {} records to merge".format(len(npms)))
try:
for npm in npms:
dbsession.merge(npm)
except Exception as err:
raise err
with session_scope() as dbsession:
log.err("merging gems: {} records to merge".format(len(gems)))
try:
for gem in gems:
dbsession.merge(gem)
except Exception as err:
raise err
def test_cve_updates(test_data_env):
test_env = test_data_env
test_env.init_feeds()
test_user_id = 'test1'
test_img_id = 'img1'
test_image = Image(user_id=test_user_id, id=test_img_id, distro_name='centos', distro_version='7')
test_image.familytree_json = [test_img_id]
test_image.layers_json = [test_img_id]
test_image.layer_info_json = ['somelayer_here']
test_image.like_distro = 'centos'
test_image.state = 'analyzed'
test_image.digest = 'digest1'
test_image.anchore_type = 'undefined'
test_image.dockerfile_mode = 'Guessed'
test_image.docker_history_json = ['line1', 'line2']
test_image.docker_data_json = {'Config': {}, 'ContainerConfig': {}}
test_image.dockerfile_contents = 'FROM BLAH'
test_package = ImagePackage(image_user_id=test_user_id, image_id=test_img_id, name='testpackage', version='1.0', pkg_type='RPM')
test_package.src_pkg = 'testpackage'
test_package.distro_name = 'centos'
test_package.distro_version = '7'
test_package.like_distro = 'centos'
test_package.license = 'apache2'
test_package.fullversion = '1.0'
test_package.normalized_src_pkg = '1.0'
test_package.release = ''
test_package.size = 1000
test_package.origin = 'upstream'
test_package.arch = 'x86_64'
test_package.image = test_image
test_cve = Vulnerability(id='CVE123', namespace_name='centos:7')
test_cve.severity = 'High'
test_cve.description = 'some test cve'
test_cve.cvss2_score = '1.0'
test_cve.metadata_json = {}
test_cve.cvss2_vectors = ''
test_cve.link = 'http://mitre.com/cve123'
test_fixedin = FixedArtifact(vulnerability_id=test_cve.id)
test_fixedin.name = 'testpackage'
test_fixedin.version = '1.1'
test_fixedin.version_format = 'rpm'
test_fixedin.epochless_version = '1.1'
test_fixedin.include_later_versions = True
test_fixedin.parent = test_cve
test_cve.fixed_in = [test_fixedin]
test_vulnin = VulnerableArtifact(vulnerability_id=test_cve.id)
test_vulnin.name = 'testpackage'
test_vulnin.version = '0.9'
test_vulnin.epochless_version = '0.9'
test_vulnin.namespace_name = 'centos:7'
test_vulnin.version_format = 'rpm'
test_vulnin.include_previous_versions = False
test_vulnin.parent = test_cve
test_cve.vulnerable_in = [test_vulnin]
db = get_session()
try:
db.add(test_image)
db.add(test_package)
db.commit()
except sqlalchemy.exc.IntegrityError:
db.rollback()
except Exception:
logger.exception('Unexpected failure')
raise
db = get_session()
try:
db.add(test_cve)
feeds.process_updated_vulnerability(db, test_cve)
db.commit()
except sqlalchemy.exc.IntegrityError:
logger.exception('Failed!')
db.rollback()
finally:
db = get_session()
i = db.query(Image).get((test_img_id, test_user_id))
print(('Vulns: {}'.format(i.vulnerabilities())))
db.commit()
test_cve2 = Vulnerability(id='CVE123', namespace_name='centos:7')
test_cve2.severity = 'Medium'
test_cve2.description = 'some test cve'
test_cve2.cvss2_score = '1.0'
test_cve2.metadata_json = {}
test_cve2.cvss2_vectors = ''
test_cve2.link = 'http://mitre.com/cve123'
fix2 = FixedArtifact(name='pkg2', version='1.2', epochless_version='1.2')
fix2.namespace_name = 'centos:7'
fix2.vulnerability_id = test_cve2.id
test_cve2.fixed_in = [fix2]
db = get_session()
try:
t2 = db.merge(test_cve2)
db.add(t2)
feeds.process_updated_vulnerability(db, t2)
db.commit()
except sqlalchemy.exc.IntegrityError:
logger.exception('Failed!')
db.rollback()
finally:
db = get_session()
i = db.query(Image).get((test_img_id, test_user_id))
print(('Vulns: {}'.format(i.vulnerabilities())))
db.commit()
def test_github_advisory_fixed_in(test_data_env):
test_env = test_data_env
test_env.init_feeds()
test_user_id = 'test1'
test_img_id = 'img1'
test_image = Image(
user_id=test_user_id, id=test_img_id,
distro_name='centos', distro_version='7'
)
test_image.familytree_json = [test_img_id]
test_image.layers_json = [test_img_id]
test_image.layer_info_json = ['somelayer_here']
test_image.like_distro = 'centos'
test_image.state = 'analyzed'
test_image.digest = 'digest1'
test_image.anchore_type = 'undefined'
test_image.dockerfile_mode = 'Guessed'
test_image.docker_history_json = ['line1', 'line2']
test_image.docker_data_json = {'Config': {}, 'ContainerConfig': {}}
test_image.dockerfile_contents = 'FROM BLAH'
test_package = ImagePackage(
image_user_id=test_user_id, image_id=test_img_id,
name='testpackage', version='1.0', pkg_type='python'
)
test_package.src_pkg = 'testpackage'
test_package.distro_name = 'centos'
test_package.distro_version = '7'
test_package.like_distro = 'centos'
test_package.license = 'apache2'
test_package.fullversion = '1.0'
test_package.normalized_src_pkg = '1.0'
test_package.release = ''
test_package.size = 1000
test_package.origin = 'upstream'
test_package.arch = 'x86_64'
test_package.image = test_image
test_cve = Vulnerability(id='GHSA-rpch-cqj9-h65r', namespace_name='github:python')
test_cve.severity = 'High'
test_cve.description = 'some advisory ghsa'
test_cve.link = 'http://mitre.com/cve123'
test_fixedin = FixedArtifact(vulnerability_id=test_cve.id)
test_fixedin.name = 'testpackage'
test_fixedin.version = 'None'
test_fixedin.fix_metadata = {'first_patched_version': '1.2'}
test_fixedin.version_format = 'semver'
test_fixedin.parent = test_cve
test_cve.fixed_in = [test_fixedin]
db = get_session()
try:
db.add(test_image)
db.add(test_package)
db.commit()
except sqlalchemy.exc.IntegrityError:
db.rollback()
except Exception:
logger.exception('Unexpected failure')
raise
db = get_session()
# XXX This needs to be a fixture
try:
db.add(test_cve)
feeds.process_updated_vulnerability(db, test_cve)
db.commit()
except sqlalchemy.exc.IntegrityError:
logger.exception('Failed!')
db.rollback()
db = get_session()
image_vuln = db.query(Image).get((test_img_id, test_user_id))
# should be one vulnerability
vulnerabilities = image_vuln.vulnerabilities()
assert len(vulnerabilities) == 1
img_pkg_vuln = vulnerabilities[0]
assert img_pkg_vuln.fixed_in() == '1.2'
def test_cve_updates(test_data_env):
test_env = test_data_env
test_env.init_feeds()
test_user_id = "test1"
test_img_id = "img1"
test_image = Image(user_id=test_user_id,
id=test_img_id,
distro_name="centos",
distro_version="7")
test_image.familytree_json = [test_img_id]
test_image.layers_json = [test_img_id]
test_image.layer_info_json = ["somelayer_here"]
test_image.like_distro = "centos"
test_image.state = "analyzed"
test_image.digest = "digest1"
test_image.anchore_type = "undefined"
test_image.dockerfile_mode = "Guessed"
test_image.docker_history_json = ["line1", "line2"]
test_image.docker_data_json = {"Config": {}, "ContainerConfig": {}}
test_image.dockerfile_contents = "FROM BLAH"
test_package = ImagePackage(
image_user_id=test_user_id,
image_id=test_img_id,
name="testpackage",
version="1.0",
pkg_type="RPM",
)
test_package.src_pkg = "testpackage"
test_package.distro_name = "centos"
test_package.distro_version = "7"
test_package.like_distro = "centos"
test_package.license = "apache2"
test_package.fullversion = "1.0"
test_package.normalized_src_pkg = "1.0"
test_package.release = ""
test_package.size = 1000
test_package.origin = "upstream"
test_package.arch = "x86_64"
test_package.image = test_image
test_cve = Vulnerability(id="CVE123", namespace_name="centos:7")
test_cve.severity = "High"
test_cve.description = "some test cve"
test_cve.cvss2_score = "1.0"
test_cve.metadata_json = {}
test_cve.cvss2_vectors = ""
test_cve.link = "http://mitre.com/cve123"
test_fixedin = FixedArtifact(vulnerability_id=test_cve.id)
test_fixedin.name = "testpackage"
test_fixedin.version = "1.1"
test_fixedin.version_format = "rpm"
test_fixedin.epochless_version = "1.1"
test_fixedin.include_later_versions = True
test_fixedin.parent = test_cve
test_cve.fixed_in = [test_fixedin]
test_vulnin = VulnerableArtifact(vulnerability_id=test_cve.id)
test_vulnin.name = "testpackage"
test_vulnin.version = "0.9"
test_vulnin.epochless_version = "0.9"
test_vulnin.namespace_name = "centos:7"
test_vulnin.version_format = "rpm"
test_vulnin.include_previous_versions = False
test_vulnin.parent = test_cve
test_cve.vulnerable_in = [test_vulnin]
db = get_session()
try:
db.add(test_image)
db.add(test_package)
db.commit()
except sqlalchemy.exc.IntegrityError:
db.rollback()
except Exception:
logger.exception("Unexpected failure")
raise
db = get_session()
try:
db.add(test_cve)
feeds.process_updated_vulnerability(db, test_cve)
db.commit()
except sqlalchemy.exc.IntegrityError:
logger.exception("Failed!")
db.rollback()
finally:
db = get_session()
i = db.query(Image).get((test_img_id, test_user_id))
print(("Vulns: {}".format(i.vulnerabilities())))
db.commit()
test_cve2 = Vulnerability(id="CVE123", namespace_name="centos:7")
test_cve2.severity = "Medium"
test_cve2.description = "some test cve"
test_cve2.cvss2_score = "1.0"
test_cve2.metadata_json = {}
test_cve2.cvss2_vectors = ""
test_cve2.link = "http://mitre.com/cve123"
fix2 = FixedArtifact(name="pkg2", version="1.2", epochless_version="1.2")
fix2.namespace_name = "centos:7"
fix2.vulnerability_id = test_cve2.id
test_cve2.fixed_in = [fix2]
db = get_session()
try:
t2 = db.merge(test_cve2)
db.add(t2)
feeds.process_updated_vulnerability(db, t2)
db.commit()
except sqlalchemy.exc.IntegrityError:
logger.exception("Failed!")
db.rollback()
finally:
db = get_session()
i = db.query(Image).get((test_img_id, test_user_id))
print(("Vulns: {}".format(i.vulnerabilities())))
db.commit()
def test_github_advisory_fixed_in(test_data_env):
test_env = test_data_env
test_env.init_feeds()
test_user_id = "test1"
test_img_id = "img1"
test_image = Image(user_id=test_user_id,
id=test_img_id,
distro_name="centos",
distro_version="7")
test_image.familytree_json = [test_img_id]
test_image.layers_json = [test_img_id]
test_image.layer_info_json = ["somelayer_here"]
test_image.like_distro = "centos"
test_image.state = "analyzed"
test_image.digest = "digest1"
test_image.anchore_type = "undefined"
test_image.dockerfile_mode = "Guessed"
test_image.docker_history_json = ["line1", "line2"]
test_image.docker_data_json = {"Config": {}, "ContainerConfig": {}}
test_image.dockerfile_contents = "FROM BLAH"
test_package = ImagePackage(
image_user_id=test_user_id,
image_id=test_img_id,
name="testpackage",
version="1.0",
pkg_type="python",
)
test_package.src_pkg = "testpackage"
test_package.distro_name = "centos"
test_package.distro_version = "7"
test_package.like_distro = "centos"
test_package.license = "apache2"
test_package.fullversion = "1.0"
test_package.normalized_src_pkg = "1.0"
test_package.release = ""
test_package.size = 1000
test_package.origin = "upstream"
test_package.arch = "x86_64"
test_package.image = test_image
test_cve = Vulnerability(id="GHSA-rpch-cqj9-h65r",
namespace_name="github:python")
test_cve.severity = "High"
test_cve.description = "some advisory ghsa"
test_cve.link = "http://mitre.com/cve123"
test_fixedin = FixedArtifact(vulnerability_id=test_cve.id)
test_fixedin.name = "testpackage"
test_fixedin.version = "None"
test_fixedin.fix_metadata = {"first_patched_version": "1.2"}
test_fixedin.version_format = "semver"
test_fixedin.parent = test_cve
test_cve.fixed_in = [test_fixedin]
db = get_session()
try:
db.add(test_image)
db.add(test_package)
db.commit()
except sqlalchemy.exc.IntegrityError:
db.rollback()
except Exception:
logger.exception("Unexpected failure")
raise
db = get_session()
# XXX This needs to be a fixture
try:
db.add(test_cve)
feeds.process_updated_vulnerability(db, test_cve)
db.commit()
except sqlalchemy.exc.IntegrityError:
logger.exception("Failed!")
db.rollback()
db = get_session()
image_vuln = db.query(Image).get((test_img_id, test_user_id))
# should be one vulnerability
vulnerabilities = image_vuln.vulnerabilities()
assert len(vulnerabilities) == 1
img_pkg_vuln = vulnerabilities[0]
assert img_pkg_vuln.fixed_in() == "1.2"