def __init__(self):
super(SnapshotController, self).__init__()
self.code = CodeController()
self.file_collection = FileCollectionController()
self.environment = EnvironmentController()
if not self.is_initialized:
raise ProjectNotInitialized(
__("error", "controller.snapshot.__init__"))
def setup_method(self):
# provide mountable tmp directory for docker
tempfile.tempdir = "/tmp" if not platform.system(
) == "Windows" else None
test_datmo_dir = os.environ.get('TEST_DATMO_DIR',
tempfile.gettempdir())
self.temp_dir = tempfile.mkdtemp(dir=test_datmo_dir)
self.project = ProjectController(self.temp_dir)
self.code = CodeController(self.temp_dir)
def status(self):
"""Return the project status information if initialized
Returns
-------
status_dict : dict
dictionary with project metadata and config
current_snapshot : datmo.core.entity.snapshot.Snapshot
snapshot object of the current state of the repo if present else None
latest_snapshot_user_generated : datmo.core.entity.snapshot.Snapshot
snapshot object of the latest snapshot generated by the user if present else None
latest_snapshot_auto_generated : datmo.core.entity.snapshot.Snapshot
snapshot object of the latest snapshot generated automatically by datmo if present else None
unstaged_code : bool
True if code has unstaged changes
unstaged_environment : bool
True if environment has unstaged changes
unstaged_files : bool
True if files have unstaged changes
"""
if not self.is_initialized:
raise ProjectNotInitialized(
__("error", "controller.project.status"))
# TODO: Add in note when environment is not setup or intialized
# Add in project metadata
status_dict = self.model.to_dictionary().copy()
# Find all project settings
status_dict["config"] = self.config_store.to_dict()
# Find the latest snapshot generated by the user
descending_snapshots = self.dal.snapshot.query(
{
"visible": True
}, sort_key="created_at", sort_order="descending")
latest_snapshot_user_generated = descending_snapshots[
0] if descending_snapshots else None
# Show the latest snapshot generated automatically by datmo
descending_snapshots = self.dal.snapshot.query(
{
"visible": False
}, sort_key="created_at", sort_order="descending")
latest_snapshot_auto_generated = descending_snapshots[
0] if descending_snapshots else None
# TODO: add in latest run
self.code_controller = CodeController()
try:
unstaged_code = self.code_controller.check_unstaged_changes()
except UnstagedChanges:
unstaged_code = True
self.environment_controller = EnvironmentController()
try:
unstaged_environment = self.environment_controller.check_unstaged_changes(
)
except UnstagedChanges:
unstaged_environment = True
self.file_collection_controller = FileCollectionController()
try:
unstaged_files = self.file_collection_controller.check_unstaged_changes(
)
except UnstagedChanges:
unstaged_files = True
# If exists, obtain the current snapshot, if unstaged changes, will be None
self.snapshot_controller = SnapshotController()
try:
current_snapshot = self.snapshot_controller.current_snapshot()
except UnstagedChanges:
current_snapshot = None
return status_dict, current_snapshot, latest_snapshot_user_generated, latest_snapshot_auto_generated, \
unstaged_code, unstaged_environment, unstaged_files
class ProjectController(BaseController):
"""ProjectController inherits from BaseController and manages business logic related to the
project. One model is associated with each project currently.
Methods
-------
init(name, description)
Initialize the project repository as a new model or update the existing project
cleanup()
Remove all datmo references from the current repository. NOTE: THIS WILL DELETE ALL DATMO WORK
status()
Give the user a picture of the status of the project, snapshots, and tasks
"""
def __init__(self):
super(ProjectController, self).__init__()
def init(self, name, description):
""" Initialize the project
This function will initialize the project or reinitialize it the project is
already initialized.
Parameters
----------
name : str
description : str
Returns
-------
bool
"""
is_new_model = False
old_model = self.model
if not self.model:
is_new_model = True
try:
# Always validate inputs to the init function
validate("create_project", {
"name": name,
"description": description
})
# Initialize File Driver if needed
if not self.file_driver.is_initialized:
self.file_driver.init()
# Initialize the dal
if not self.dal.is_initialized:
self.dal.init()
# Initialize Code Driver if needed
if not self.code_driver.is_initialized:
self.code_driver.init()
# Initialize Environment Driver if needed
if not self.environment_driver.is_initialized:
self.environment_driver.init()
# Initialize the config JSON store
self.config_store = JSONStore(
os.path.join(self.home,
Config().datmo_directory_name, ".config"))
# Create model if new else update
if is_new_model:
_ = self.dal.model.create(
Model({
"name": name,
"description": description
}))
else:
self._model = self.dal.model.update({
"id": self.model.id,
"name": name,
"description": description
})
# Connect Environment Driver if needed
# (not required but will warn if not present)
try:
if not self.environment_driver.is_connected:
self.environment_driver.connect()
except EnvironmentConnectFailed:
self.logger.warning(
__("warn", "controller.general.environment.failed"))
# Build the initial default Environment (NOT NECESSARY)
# self.environment_driver.build_image(tag="datmo-" + \
# self.model.name)
return True
except Exception:
# if any error occurred with new model, ensure no initialize occurs and raise previous error
# if any error occurred with existing model, ensure no updates were made, raise previous error
if is_new_model:
self.cleanup()
else:
self._model = self.dal.model.update({
"id": old_model.id,
"name": old_model.name,
"description": old_model.description
})
raise
def cleanup(self):
"""Cleans the project structure completely
Notes
-----
This function will not error out but will gracefully exit, since
it is used in cases where init fails as a check against mid-initialized
projects
Returns
-------
bool
"""
if not self.is_initialized:
self.logger.warning(
__("warn", "controller.project.cleanup.not_init"))
# Remove Datmo environment_driver references, give warning if error
try:
# Obtain image id before cleaning up if exists
images = self.environment_driver.list_images(name="datmo-" + \
self.model.name)
image_id = images[0].id if images else None
except Exception:
self.logger.warning(
__("warn", "controller.project.cleanup.environment"))
# Remove Datmo code_driver references, give warning if error
try:
if self.code_driver.is_initialized:
for ref in self.code_driver.list_refs():
self.code_driver.delete_ref(ref)
except Exception:
self.logger.warning(__("warn", "controller.project.cleanup.code"))
try:
# Remove Hidden Datmo file structure, give warning if error
self.file_driver.delete_hidden_datmo_file_structure()
except (FileIOError, PathDoesNotExist):
self.logger.warning(__("warn", "controller.project.cleanup.files"))
try:
if image_id:
# Remove image created during init
self.environment_driver.remove_image(
image_id_or_name=image_id, force=True)
# Remove any dangling images (optional)
# Stop and remove all running environments with image_id
self.environment_driver.stop_remove_containers_by_term(
image_id, force=True)
except Exception:
self.logger.warning(
__("warn", "controller.project.cleanup.environment"))
return True
def status(self):
"""Return the project status information if initialized
Returns
-------
status_dict : dict
dictionary with project metadata and config
current_snapshot : datmo.core.entity.snapshot.Snapshot
snapshot object of the current state of the repo if present else None
latest_snapshot_user_generated : datmo.core.entity.snapshot.Snapshot
snapshot object of the latest snapshot generated by the user if present else None
latest_snapshot_auto_generated : datmo.core.entity.snapshot.Snapshot
snapshot object of the latest snapshot generated automatically by datmo if present else None
unstaged_code : bool
True if code has unstaged changes
unstaged_environment : bool
True if environment has unstaged changes
unstaged_files : bool
True if files have unstaged changes
"""
if not self.is_initialized:
raise ProjectNotInitialized(
__("error", "controller.project.status"))
# TODO: Add in note when environment is not setup or intialized
# Add in project metadata
status_dict = self.model.to_dictionary().copy()
# Find all project settings
status_dict["config"] = self.config_store.to_dict()
# Find the latest snapshot generated by the user
descending_snapshots = self.dal.snapshot.query(
{
"visible": True
}, sort_key="created_at", sort_order="descending")
latest_snapshot_user_generated = descending_snapshots[
0] if descending_snapshots else None
# Show the latest snapshot generated automatically by datmo
descending_snapshots = self.dal.snapshot.query(
{
"visible": False
}, sort_key="created_at", sort_order="descending")
latest_snapshot_auto_generated = descending_snapshots[
0] if descending_snapshots else None
# TODO: add in latest run
self.code_controller = CodeController()
try:
unstaged_code = self.code_controller.check_unstaged_changes()
except UnstagedChanges:
unstaged_code = True
self.environment_controller = EnvironmentController()
try:
unstaged_environment = self.environment_controller.check_unstaged_changes(
)
except UnstagedChanges:
unstaged_environment = True
self.file_collection_controller = FileCollectionController()
try:
unstaged_files = self.file_collection_controller.check_unstaged_changes(
)
except UnstagedChanges:
unstaged_files = True
# If exists, obtain the current snapshot, if unstaged changes, will be None
self.snapshot_controller = SnapshotController()
try:
current_snapshot = self.snapshot_controller.current_snapshot()
except UnstagedChanges:
current_snapshot = None
return status_dict, current_snapshot, latest_snapshot_user_generated, latest_snapshot_auto_generated, \
unstaged_code, unstaged_environment, unstaged_files
class SnapshotController(BaseController):
"""SnapshotController inherits from BaseController and manages business logic related to snapshots
Parameters
----------
home : str
home path of the project
Attributes
----------
code : datmo.core.controller.code.code.CodeController
file_collection : datmo.core.controller.file.file_collection.FileCollectionController
environment : datmo.core.controller.environment.environment.EnvironmentController
Methods
-------
create(dictionary)
Create a snapshot within the project
checkout(id)
Checkout to a specific snapshot within the project
list(session_id=None)
List all snapshots present within the project based on given filters
delete(id)
Delete the snapshot specified from the project
"""
def __init__(self):
super(SnapshotController, self).__init__()
self.code = CodeController()
self.file_collection = FileCollectionController()
self.environment = EnvironmentController()
if not self.is_initialized:
raise ProjectNotInitialized(
__("error", "controller.snapshot.__init__"))
def create(self, dictionary):
"""Create snapshot object
Parameters
----------
dictionary : dict
for each of the 5 key components, this function will search for
one of the variables below starting from the top. Default functionality
is described below for each component as well for reference if none
of the variables are given.
code :
code_id : str, optional
code reference associated with the snapshot; if not
provided will look to inputs below for code creation
commit_id : str, optional
commit id provided by the user if already available
Default
-------
commits will be taken and code created via the CodeController
and are added to the snapshot at the time of snapshot creation
environment :
environment_id : str, optional
id for environment used to create snapshot
environment_paths : list, optional
list of absolute or relative filepaths and/or dirpaths to collect with destination names
(e.g. "/path/to/file>hello", "/path/to/file2", "/path/to/dir>newdir")
Default
-------
default environment files will be searched and environment will
be created with the EnvironmentController and added to the snapshot
at the time of snapshot creation
file_collection :
file_collection_id : str, optional
file collection associated with the snapshot
paths : list, optional
list of absolute or relative filepaths and/or dirpaths to collect with destination names
(e.g. "/path/to/file:hello", "/path/to/file2", "/path/to/dir:newdir")
Default
-------
paths will be considered empty ([]), and the FileCollectionController
will create a blank FileCollection that is empty.
config :
config : dict, optional
key, value pairs of configurations
config_filepath : str, optional
absolute filepath to configuration parameters file
config_filename : str, optional
name of file with configuration parameters
Default
-------
config will be considered empty ({}) and saved to the snapshot
stats :
stats : dict, optional
key, value pairs of metrics and statistics
stats_filepath : str, optional
absolute filepath to stats parameters file
stats_filename : str, optional
name of file with metrics and statistics.
Default
-------
stats will be considered empty ({}) and saved to the snapshot
for the remaining optional arguments it will search for them
in the input dictionary
message : str
long description of snapshot
session_id : str, optional
session id within which snapshot is created,
will overwrite default if given
task_id : str, optional
task id associated with snapshot
label : str, optional
short description of snapshot
visible : bool, optional
True if visible to user via list command else False
Returns
-------
datmo.core.entity.snapshot.Snapshot
snapshot object with all relevant parameters
Raises
------
RequiredArgumentMissing
if required arguments are not given by the user
FileIOError
if files are not present or there is an error in File IO
"""
# Validate Inputs
create_dict = {
"model_id": self.model.id,
"session_id": self.current_session.id,
}
validate("create_snapshot", dictionary)
# Message must be present
if "message" in dictionary:
create_dict['message'] = dictionary['message']
else:
raise RequiredArgumentMissing(
__("error", "controller.snapshot.create.arg", "message"))
# Code setup
self._code_setup(dictionary, create_dict)
# Environment setup
self._env_setup(dictionary, create_dict)
# File setup
self._file_setup(dictionary, create_dict)
# Config setup
self._config_setup(dictionary, create_dict)
# Stats setup
self._stats_setup(dictionary, create_dict)
# If snapshot object with required args already exists, return it
# DO NOT create a new snapshot with the same required arguments
results = self.dal.snapshot.query({
"model_id":
create_dict["model_id"],
"code_id":
create_dict['code_id'],
"environment_id":
create_dict['environment_id'],
"file_collection_id":
create_dict['file_collection_id'],
"config":
create_dict['config'],
"stats":
create_dict['stats']
})
if results: return results[0]
# Optional args for Snapshot entity
optional_args = ["task_id", "label", "visible"]
for optional_arg in optional_args:
if optional_arg in dictionary:
create_dict[optional_arg] = dictionary[optional_arg]
# Create snapshot and return
return self.dal.snapshot.create(Snapshot(create_dict))
def create_from_task(self,
message,
task_id,
label=None,
config=None,
stats=None):
"""Create snapshot from a completed task.
# TODO: enable create from task DURING a run
Parameters
----------
message : str
long description of snapshot
task_id : str
task object to use to create snapshot
label: str, optional
short description of snapshot
config : dict, optional
key, value pairs of configurations
stats : dict, optional
key, value pairs of metrics and statistics
Returns
-------
datmo.core.entity.snapshot.Snapshot
snapshot object with all relevant parameters
Raises
------
TaskNotComplete
if task specified has not been completed
"""
validate(
"create_snapshot_from_task", {
"message": message,
"task_id": task_id,
"label": label,
"config": config,
"stats": stats
})
task_obj = self.dal.task.get_by_id(task_id)
if not task_obj.status and not task_obj.after_snapshot_id:
raise TaskNotComplete(
__("error", "controller.snapshot.create_from_task",
str(task_obj.id)))
after_snapshot_obj = self.dal.snapshot.get_by_id(
task_obj.after_snapshot_id)
snapshot_update_dict = {
"id": task_obj.after_snapshot_id,
"message": message,
"visible": True
}
if label:
snapshot_update_dict["label"] = label
if config:
snapshot_update_dict["config"] = config
if stats:
snapshot_update_dict["stats"] = stats
else:
# Append to any existing stats already present
snapshot_update_dict["stats"] = {}
if after_snapshot_obj.stats is not None:
snapshot_update_dict["stats"].update(after_snapshot_obj.stats)
if task_obj.results is not None:
snapshot_update_dict["stats"].update(task_obj.results)
if snapshot_update_dict["stats"] == {}:
snapshot_update_dict["stats"] = None
return self.dal.snapshot.update(snapshot_update_dict)
def checkout(self, snapshot_id):
# Get snapshot object
snapshot_obj = self.dal.snapshot.get_by_id(snapshot_id)
code_obj = self.dal.code.get_by_id(snapshot_obj.code_id)
file_collection_obj = self.dal.file_collection.\
get_by_id(snapshot_obj.file_collection_id)
environment_obj = self.dal.environment. \
get_by_id(snapshot_obj.environment_id)
# check for unstaged changes in code
self.code_driver.check_unstaged_changes()
# check for unstaged changes in environment
self.environment.check_unstaged_changes()
# check for unstaged changes in file
self.file_collection.check_unstaged_changes()
# Checkout code_driver to the relevant commit ref
code_checkout_success = self.code_driver.checkout_ref(
code_obj.commit_id)
# Checkout environment_driver to relevant environment id
environment_checkout_success = self.environment.checkout(
environment_obj.id)
# Checkout file_driver to relevant file collection id
file_checkout_success = self.file_collection.checkout(
file_collection_obj.id)
return (code_checkout_success and environment_checkout_success
and file_checkout_success)
def list(self,
session_id=None,
visible=None,
sort_key=None,
sort_order=None):
query = {}
if session_id:
try:
self.dal.session.get_by_id(session_id)
except EntityNotFound:
raise SessionDoesNotExist(
__("error", "controller.snapshot.list", session_id))
query['session_id'] = session_id
if visible is not None and isinstance(visible, bool):
query['visible'] = visible
return self.dal.snapshot.query(query, sort_key, sort_order)
def update(self,
snapshot_id,
config=None,
stats=None,
message=None,
label=None,
visible=None):
"""Update the snapshot metadata"""
if not snapshot_id:
raise RequiredArgumentMissing(
__("error", "controller.snapshot.delete.arg", "snapshot_id"))
update_snapshot_input_dict = {'id': snapshot_id}
validate(
"update_snapshot", {
"config": config,
"stats": stats,
"message": message,
"label": label,
"visible": visible
})
if config is not None:
update_snapshot_input_dict['config'] = config
if stats is not None:
update_snapshot_input_dict['stats'] = stats
if message is not None:
update_snapshot_input_dict['message'] = message
if label is not None:
update_snapshot_input_dict['label'] = label
if visible is not None:
update_snapshot_input_dict['visible'] = visible
return self.dal.snapshot.update(update_snapshot_input_dict)
def get(self, snapshot_id):
"""Get snapshot object and return
Parameters
----------
snapshot_id : str
id for the snapshot you would like to get
Returns
-------
datmo.core.entity.snapshot.Snapshot
core snapshot object
Raises
------
DoesNotExist
snapshot does not exist
"""
try:
return self.dal.snapshot.get_by_id(snapshot_id)
except EntityNotFound:
raise DoesNotExist()
def get_files(self, snapshot_id, mode="r"):
"""Get list of file objects for snapshot id.
Parameters
----------
snapshot_id : str
id for the snapshot you would like to get file objects for
mode : str
file open mode
(default is "r" to open file for read)
Returns
-------
list
list of python file objects
Raises
------
DoesNotExist
snapshot object does not exist
"""
try:
snapshot_obj = self.dal.snapshot.get_by_id(snapshot_id)
except EntityNotFound:
raise DoesNotExist()
file_collection_obj = self.dal.file_collection.get_by_id(
snapshot_obj.file_collection_id)
return self.file_driver.get_collection_files(
file_collection_obj.filehash, mode=mode)
def delete(self, snapshot_id):
"""Delete all traces of a snapshot
Parameters
----------
snapshot_id : str
id for the snapshot to remove
Returns
-------
bool
True if success
Raises
------
RequiredArgumentMissing
if the provided snapshot_id is None
"""
if not snapshot_id:
raise RequiredArgumentMissing(
__("error", "controller.snapshot.delete.arg", "snapshot_id"))
return self.dal.snapshot.delete(snapshot_id)
def _code_setup(self, incoming_dictionary, create_dict):
""" Set the code_id by using:
1. code_id
2. commit_id string, which creates a new code_id
3. create a new code id
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
"""
if "code_id" in incoming_dictionary:
create_dict['code_id'] = incoming_dictionary['code_id']
elif "commit_id" in incoming_dictionary:
create_dict['code_id'] = self.code.\
create(commit_id=incoming_dictionary['commit_id']).id
else:
create_dict['code_id'] = self.code.create().id
def _env_setup(self, incoming_dictionary, create_dict):
""" TODO:
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
"""
if "environment_id" in incoming_dictionary:
create_dict['environment_id'] = incoming_dictionary[
'environment_id']
elif "environment_paths" in incoming_dictionary:
create_dict['environment_id'] = self.environment.create({
"paths":
incoming_dictionary['environment_paths']
}).id
else:
# create some default environment
create_dict['environment_id'] = self.environment.\
create({}).id
def _file_setup(self, incoming_dictionary, create_dict):
""" Checks for user inputs and uses the file collection controller to
obtain the file collection id and create the necessary collection
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
"""
if "file_collection_id" in incoming_dictionary:
create_dict['file_collection_id'] = incoming_dictionary[
'file_collection_id']
elif "paths" in incoming_dictionary:
# transform file paths to file_collection_id
create_dict['file_collection_id'] = self.file_collection.\
create(incoming_dictionary['paths']).id
else:
# create some default file collection
create_dict['file_collection_id'] = self.file_collection.\
create([]).id
def _config_setup(self, incoming_dictionary, create_dict):
""" Fills in snapshot config by having one of the following:
1. config = JSON object
2. config_filepath = some location where a json file exists
3. config_filename = just the file name
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
Raises
------
FileIOError
"""
if "config" in incoming_dictionary:
create_dict['config'] = incoming_dictionary['config']
elif "config_filepath" in incoming_dictionary:
if not os.path.isfile(incoming_dictionary['config_filepath']):
raise FileIOError(
__("error", "controller.snapshot.create.file_config"))
# If path exists transform file to config dict
config_json_driver = JSONStore(
incoming_dictionary['config_filepath'])
create_dict['config'] = config_json_driver.to_dict()
elif "config_filename" in incoming_dictionary:
config_filename = incoming_dictionary['config_filename']
create_dict['config'] = self._find_in_filecollection(
config_filename, create_dict['file_collection_id'])
else:
config_filename = "config.json"
create_dict['config'] = self._find_in_filecollection(
config_filename, create_dict['file_collection_id'])
def _stats_setup(self, incoming_dictionary, create_dict):
"""Fills in snapshot stats by having one of the following:
1. stats = JSON object
2. stats_filepath = some location where a json file exists
3. stats_filename = just the file name
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
Raises
------
FileIOError
"""
if "stats" in incoming_dictionary:
create_dict['stats'] = incoming_dictionary['stats']
elif "stats_filepath" in incoming_dictionary:
if not os.path.isfile(incoming_dictionary['stats_filepath']):
raise FileIOError(
__("error", "controller.snapshot.create.file_stat"))
# If path exists transform file to config dict
stats_json_driver = JSONStore(
incoming_dictionary['stats_filepath'])
create_dict['stats'] = stats_json_driver.to_dict()
elif "stats_filename" in incoming_dictionary:
stats_filename = incoming_dictionary['stats_filename']
create_dict['stats'] = self._find_in_filecollection(
stats_filename, create_dict['file_collection_id'])
else:
stats_filename = "stats.json"
create_dict['stats'] = self._find_in_filecollection(
stats_filename, create_dict['file_collection_id'])
def _find_in_filecollection(self, file_to_find, file_collection_id):
""" Attempts to find a file within the file collection
Returns
-------
dict
output dictionary of the JSON file
"""
file_collection_obj = self.file_collection.dal.file_collection.\
get_by_id(file_collection_id)
file_collection_path = \
self.file_collection.file_driver.get_collection_path(
file_collection_obj.filehash)
# find all of the possible paths it could exist
possible_paths = [os.path.join(self.home, file_to_find)] + \
[os.path.join(self.home, item[0], file_to_find)
for item in os.walk(file_collection_path)]
existing_possible_paths = [
possible_path for possible_path in possible_paths
if os.path.isfile(possible_path)
]
if not existing_possible_paths:
# TODO: Add some info / warning that no file was found
# create some default stats
return {}
else:
# If any such path exists, transform file to stats dict
json_file = JSONStore(existing_possible_paths[0])
return json_file.to_dict()
class TestCodeController():
def setup_method(self):
# provide mountable tmp directory for docker
tempfile.tempdir = "/tmp" if not platform.system(
) == "Windows" else None
test_datmo_dir = os.environ.get('TEST_DATMO_DIR',
tempfile.gettempdir())
self.temp_dir = tempfile.mkdtemp(dir=test_datmo_dir)
Config().set_home(self.temp_dir)
self.project_controller = ProjectController()
self.code_controller = CodeController()
def teardown_method(self):
pass
def test_current_code(self):
self.project_controller.init("test4", "test description")
# Create test file
definition_filepath = os.path.join(self.code_controller.home,
"test.txt")
with open(definition_filepath, "wb") as f:
f.write(to_bytes(str("test")))
# Test failing with unstaged changes
failed = False
try:
self.code_controller.current_code()
except UnstagedChanges:
failed = True
assert failed
# Test passing with something to commit
code_obj = self.code_controller.create()
current_code_obj = self.code_controller.current_code()
assert code_obj == current_code_obj
def test_create(self):
self.project_controller.init("test3", "test description")
# Test failing for nothing to commit, no id
result = self.code_controller.create()
assert result
# Test failing for non-existant commit_id
failed = False
try:
self.code_controller.create(commit_id="random")
except CommitDoesNotExist:
failed = True
assert failed
# Create test file
definition_filepath = os.path.join(self.code_controller.home,
"test.txt")
with open(definition_filepath, "wb") as f:
f.write(to_bytes(str("test")))
# Test passing with something to commit
code_obj = self.code_controller.create()
assert code_obj
assert code_obj.id
assert code_obj.driver_type
# Test should return same code_obj if same commit_id
code_obj_2 = self.code_controller.create()
assert code_obj_2 == code_obj
# Test failing with random id given
random_commit_id = "random"
try:
self.code_controller.create(commit_id=random_commit_id)
except CommitDoesNotExist:
assert True
def test_list(self):
self.project_controller.init("test4", "test description")
# Create test file
definition_filepath = os.path.join(self.code_controller.home,
"test.txt")
with open(definition_filepath, "wb") as f:
f.write(to_bytes(str("test")))
# Test passing with something to commit
code_obj_1 = self.code_controller.create()
# Create test file
definition_filepath = os.path.join(self.code_controller.home,
"test2.txt")
with open(definition_filepath, "wb") as f:
f.write(to_bytes(str("test")))
# Test passing with something to commit
code_obj_2 = self.code_controller.create()
# List all code and ensure they exist
result = self.code_controller.list()
assert len(result) == 2 and \
code_obj_1 in result and \
code_obj_2 in result
def test_delete(self):
self.project_controller.init("test5", "test description")
# Create test file
definition_filepath = os.path.join(self.code_controller.home,
"test.txt")
with open(definition_filepath, "wb") as f:
f.write(to_bytes(str("test")))
# Test passing with something to commit
code_obj = self.code_controller.create()
# Delete code in the project
result = self.code_controller.delete(code_obj.id)
# Check if code retrieval throws error
thrown = False
try:
self.code_controller.dal.code.get_by_id(code_obj.id)
except EntityNotFound:
thrown = True
assert result == True and \
thrown == True
def test_exists(self):
# Test failure, not initialized
failed = False
try:
_ = self.code_controller.create()
except:
failed = True
assert failed
# Initialize project and test file
self.project_controller.init("test5", "test description")
definition_filepath = os.path.join(self.code_controller.home,
"test.txt")
with open(definition_filepath, "wb") as f:
f.write(to_bytes(str("test")))
code_obj = self.code_controller.create()
# Check by code id
result = self.code_controller.exists(code_id=code_obj.id)
assert result
# Check by code commit id
result = self.code_controller.exists(code_commit_id=code_obj.commit_id)
assert result
# Test with wrong environment id
result = self.code_controller.exists(code_id='test_wrong_env_id')
assert not result
def test_checkout(self):
# Test code does not exist
failed = False
try:
self.code_controller.checkout("does_not_exist")
except CodeDoesNotExist:
failed = True
assert failed
class TestCodeController():
def setup_method(self):
# provide mountable tmp directory for docker
tempfile.tempdir = "/tmp" if not platform.system(
) == "Windows" else None
test_datmo_dir = os.environ.get('TEST_DATMO_DIR',
tempfile.gettempdir())
self.temp_dir = tempfile.mkdtemp(dir=test_datmo_dir)
self.project = ProjectController(self.temp_dir)
self.code = CodeController(self.temp_dir)
def teardown_method(self):
pass
def test_create(self):
self.project.init("test3", "test description")
# Test failing for nothing to commit, no id
failed = False
try:
self.code.create()
except GitCommitDoesNotExist:
failed = True
assert failed
# Create test file
definition_filepath = os.path.join(self.code.home, "test.txt")
with open(definition_filepath, "w") as f:
f.write(to_unicode(str("test")))
# Test passing with something to commit
code_obj = self.code.create()
assert code_obj
assert code_obj.id
assert code_obj.driver_type
# Test should return same code_obj if same commit_id
code_obj_2 = self.code.create()
assert code_obj_2 == code_obj
# Test failing with random id given
random_commit_id = "random"
try:
self.code.create(commit_id=random_commit_id)
except GitCommitDoesNotExist:
assert True
def test_list(self):
self.project.init("test4", "test description")
# Create test file
definition_filepath = os.path.join(self.code.home, "test.txt")
with open(definition_filepath, "w") as f:
f.write(to_unicode(str("test")))
# Test passing with something to commit
code_obj_1 = self.code.create()
# Create test file
definition_filepath = os.path.join(self.code.home, "test2.txt")
with open(definition_filepath, "w") as f:
f.write(to_unicode(str("test")))
# Test passing with something to commit
code_obj_2 = self.code.create()
# List all code and ensure they exist
result = self.code.list()
assert len(result) == 2 and \
code_obj_1 in result and \
code_obj_2 in result
def test_delete(self):
self.project.init("test5", "test description")
# Create test file
definition_filepath = os.path.join(self.code.home, "test.txt")
with open(definition_filepath, "w") as f:
f.write(to_unicode(str("test")))
# Test passing with something to commit
code_obj = self.code.create()
# Delete code in the project
result = self.code.delete(code_obj.id)
# Check if code retrieval throws error
thrown = False
try:
self.code.dal.code.get_by_id(code_obj.id)
except EntityNotFound:
thrown = True
assert result == True and \
thrown == True
class SnapshotController(BaseController):
"""SnapshotController inherits from BaseController and manages business logic related to snapshots
Parameters
----------
home : str
home path of the project
Attributes
----------
code : CodeController
file_collection : FileCollectionController
environment : EnvironmentController
Methods
-------
create(dictionary)
Create a snapshot within the project
checkout(id)
Checkout to a specific snapshot within the project
list(session_id=None)
List all snapshots present within the project based on given filters
delete(id)
Delete the snapshot specified from the project
"""
def __init__(self, home):
super(SnapshotController, self).__init__(home)
self.code = CodeController(home)
self.file_collection = FileCollectionController(home)
self.environment = EnvironmentController(home)
if not self.is_initialized:
raise ProjectNotInitializedException(
__("error", "controller.snapshot.__init__"))
def create(self, incoming_dictionary):
"""Create snapshot object
Parameters
----------
dictionary : dict
for each of the 5 key components, this function will search for
one of the variables below starting from the top. Default functionality
is described below for each component as well for reference if none
of the variables are given.
code :
code_id : str, optional
code reference associated with the snapshot; if not
provided will look to inputs below for code creation
commit_id : str, optional
commit id provided by the user if already available
Default
-------
commits will be taken and code created via the CodeController
and are added to the snapshot at the time of snapshot creation
environment :
environment_id : str, optional
id for environment used to create snapshot
environment_definition_filepath : str, optional
absolute filepath for the environment definition file
(e.g. Dockerfile path for Docker)
Default
-------
default environment files will be searched and environment will
be created with the EnvironmentController and added to the snapshot
at the time of snapshot creation
file_collection :
file_collection_id : str, optional
file collection associated with the snapshot
filepaths : list, optional
list of files or folder paths to include within the snapshot
Default
-------
filepaths will be considered empty ([]), and the FileCollectionController
will create a blank FileCollection that is empty.
config :
config : dict, optional
key, value pairs of configurations
config_filepath : str, optional
absolute filepath to configuration parameters file
config_filename : str, optional
name of file with configuration parameters
Default
-------
config will be considered empty ({}) and saved to the snapshot
stats :
stats : dict, optional
key, value pairs of metrics and statistics
stats_filepath : str, optional
absolute filepath to stats parameters file
stats_filename : str, optional
name of file with metrics and statistics.
Default
-------
stats will be considered empty ({}) and saved to the snapshot
for the remaining optional arguments it will search for them
in the input dictionary
message : str
long description of snapshot
session_id : str, optional
session id within which snapshot is created,
will overwrite default if given
task_id : str, optional
task id associated with snapshot
label : str, optional
short description of snapshot
visible : bool, optional
True if visible to user via list command else False
Returns
-------
Snapshot
Snapshot object as specified in datmo.core.entity.snapshot
Raises
------
RequiredArgumentMissing
if required arguments are not given by the user
FileIOException
if files are not present or there is an error in File IO
"""
# Validate Inputs
create_dict = {
"model_id": self.model.id,
"session_id": self.current_session.id,
}
# Message must be present
if "message" in incoming_dictionary:
create_dict['message'] = incoming_dictionary['message']
else:
raise RequiredArgumentMissing(
__("error", "controller.snapshot.create.arg", "message"))
# Code setup
self._code_setup(incoming_dictionary, create_dict)
# Environment setup
self._env_setup(incoming_dictionary, create_dict)
# File setup
self._file_setup(incoming_dictionary, create_dict)
# Config setup
self._config_setup(incoming_dictionary, create_dict)
# Stats setup
self._stats_setup(incoming_dictionary, create_dict)
# If snapshot object with required args already exists, return it
# DO NOT create a new snapshot with the same required arguments
results = self.dal.snapshot.query({
"model_id":
create_dict["model_id"],
"code_id":
create_dict['code_id'],
"environment_id":
create_dict['environment_id'],
"file_collection_id":
create_dict['file_collection_id'],
"config":
create_dict['config'],
"stats":
create_dict['stats']
})
if results: return results[0]
# Optional args for Snapshot entity
optional_args = ["task_id", "label", "visible"]
for optional_arg in optional_args:
if optional_arg in incoming_dictionary:
create_dict[optional_arg] = incoming_dictionary[optional_arg]
# Create snapshot and return
return self.dal.snapshot.create(Snapshot(create_dict))
def create_from_task(self, message, task_id):
"""Create snapshot from a completed task.
# TODO: enable create from task DURING a run
Parameters
----------
message : str
long description of snapshot
task_id : str
task object to use to create snapshot
Returns
-------
Snapshot
Snapshot object as specified in datmo.core.entity.snapshot
Raises
------
TaskNotComplete
if task specified has not been completed
"""
task_obj = self.dal.task.get_by_id(task_id)
if not task_obj.status and not task_obj.after_snapshot_id:
raise TaskNotComplete(
__("error", "controller.snapshot.create_from_task",
str(task_obj.id)))
return self.dal.snapshot.update({
"id": task_obj.after_snapshot_id,
"message": message,
"stats": task_obj.results,
"visible": True
})
def checkout(self, snapshot_id):
# Get snapshot object
snapshot_obj = self.dal.snapshot.get_by_id(snapshot_id)
code_obj = self.dal.code.get_by_id(snapshot_obj.code_id)
file_collection_obj = self.dal.file_collection.\
get_by_id(snapshot_obj.file_collection_id)
# Create new code_driver ref to revert back (if needed)
# TODO: Save this to be reverted to
current_code_obj = self.code.create()
# Checkout code_driver to the relevant commit ref
self.code_driver.checkout_ref(code_obj.commit_id)
# Pull file collection to the project home
dst_dirpath = os.path.join("datmo_snapshots", snapshot_id)
abs_dst_dirpath = self.file_driver.create(dst_dirpath, directory=True)
self.file_driver.transfer_collection(file_collection_obj.filehash,
abs_dst_dirpath)
return True
def list(self, session_id=None, visible=None):
query = {}
if session_id:
try:
self.dal.session.get_by_id(session_id)
except EntityNotFound:
raise SessionDoesNotExistException(
__("error", "controller.snapshot.list", session_id))
query['session_id'] = session_id
if visible is not None and isinstance(visible, bool):
query['visible'] = visible
return self.dal.snapshot.query(query)
def delete(self, snapshot_id):
if not snapshot_id:
raise RequiredArgumentMissing(
__("error", "controller.snapshot.delete.arg", "snapshot_id"))
return self.dal.snapshot.delete(snapshot_id)
def _code_setup(self, incoming_dictionary, create_dict):
""" Set the code_id by using:
1. code_id
2. commit_id string, which creates a new code_id
3. create a new code id
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
"""
if "code_id" in incoming_dictionary:
create_dict['code_id'] = incoming_dictionary['code_id']
elif "commit_id" in incoming_dictionary:
create_dict['code_id'] = self.code.\
create(commit_id=incoming_dictionary['commit_id']).id
else:
create_dict['code_id'] = self.code.create().id
def _env_setup(self, incoming_dictionary, create_dict):
""" TODO:
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
"""
language = incoming_dictionary.get("language", None)
if "environment_id" in incoming_dictionary:
create_dict['environment_id'] = incoming_dictionary[
'environment_id']
elif "environment_definition_filepath" in incoming_dictionary:
create_dict['environment_id'] = self.environment.create({
"definition_filepath":
incoming_dictionary['environment_definition_filepath']
}).id
elif language:
create_dict['environment_id'] = self.environment.\
create({"language": language}).id
else:
# create some default environment
create_dict['environment_id'] = self.environment.\
create({}).id
def _file_setup(self, incoming_dictionary, create_dict):
""" TODO:
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
"""
if "file_collection_id" in incoming_dictionary:
create_dict['file_collection_id'] = incoming_dictionary[
'file_collection_id']
elif "filepaths" in incoming_dictionary:
# transform file paths to file_collection_id
create_dict['file_collection_id'] = self.file_collection.\
create(incoming_dictionary['filepaths']).id
else:
# create some default file collection
create_dict['file_collection_id'] = self.file_collection.\
create([]).id
def _config_setup(self, incoming_dictionary, create_dict):
""" Fills in snapshot config by having one of the following:
1. config = JSON object
2. config_filepath = some location where a json file exists
3. config_filename = just the file nam
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
Raises
------
FileIOException
"""
if "config" in incoming_dictionary:
create_dict['config'] = incoming_dictionary['config']
elif "config_filepath" in incoming_dictionary:
if not os.path.isfile(incoming_dictionary['config_filepath']):
raise FileIOException(
__("error", "controller.snapshot.create.file_config"))
# If path exists transform file to config dict
config_json_driver = JSONStore(
incoming_dictionary['config_filepath'])
create_dict['config'] = config_json_driver.to_dict()
elif "config_filename" in incoming_dictionary:
config_filename = incoming_dictionary['config_filename'] \
if "config_filename" in incoming_dictionary else "config.json"
create_dict['config'] = self._find_in_filecollection(
config_filename, create_dict['file_collection_id'])
else:
create_dict['config'] = {}
def _stats_setup(self, incoming_dictionary, create_dict):
"""Fills in snapshot stats by having one of the following:
1. stats = JSON object
2. stats_filepath = some location where a json file exists
3. stats_filename = just the file name
Parameters
----------
incoming_dictionary : dict
dictionary for the create function defined above
create_dict : dict
dictionary for creating the Snapshot entity
Raises
------
FileIOException
"""
if "stats" in incoming_dictionary:
create_dict['stats'] = incoming_dictionary['stats']
elif "stats_filepath" in incoming_dictionary:
if not os.path.isfile(incoming_dictionary['stats_filepath']):
raise FileIOException(
__("error", "controller.snapshot.create.file_stat"))
# If path exists transform file to config dict
stats_json_driver = JSONStore(
incoming_dictionary['stats_filepath'])
create_dict['stats'] = stats_json_driver.to_dict()
elif "stats_filename" in incoming_dictionary:
stats_filename = incoming_dictionary['stats_filename'] \
if "stats_filename" in incoming_dictionary else "stats.json"
create_dict['stats'] = self._find_in_filecollection(
stats_filename, create_dict['file_collection_id'])
else:
create_dict['stats'] = {}
def _find_in_filecollection(self, file_to_find, file_collection_id):
""" Attempts to find a file within the file collection
Returns
-------
dict
output dictionary of the JSON file
"""
file_collection_obj = self.file_collection.dal.file_collection.\
get_by_id(file_collection_id)
file_collection_path = \
self.file_collection.file_driver.get_collection_path(
file_collection_obj.filehash)
# find all of the possible paths it could exist
possible_paths = [os.path.join(self.home, file_to_find)] + \
[os.path.join(self.home, item[0], file_to_find)
for item in os.walk(file_collection_path)]
existing_possible_paths = [
possible_path for possible_path in possible_paths
if os.path.isfile(possible_path)
]
if not existing_possible_paths:
# TODO: Add some info / warning that no file was found
# create some default stats
return {}
else:
# If any such path exists, transform file to stats dict
json_file = JSONStore(existing_possible_paths[0])
return json_file.to_dict()
