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82.61

/datajoint/autopopulate.py

"""This module defines class dj.AutoPopulate"""
import logging
import datetime
import traceback
import random
import inspect
from tqdm import tqdm
from .hash import key_hash
from .expression import QueryExpression, AndList
from .errors import DataJointError, LostConnectionError
import signal
import multiprocessing as mp
import contextlib

# noinspection PyExceptionInherit,PyCallingNonCallable

logger = logging.getLogger(__name__.split(".")[0])


# --- helper functions for multiprocessing --


def _initialize_populate(table, jobs, populate_kwargs):
    """
    Initialize the process for mulitprocessing.
    Saves the unpickled copy of the table to the current process and reconnects.
    """
    process = mp.current_process()
    process.table = table
    process.jobs = jobs
    process.populate_kwargs = populate_kwargs
    table.connection.connect()  # reconnect


def _call_populate1(key):
    """
    Call current process' table._populate1()
    :key - a dict specifying job to compute
    :return: key, error if error, otherwise None
    """
    process = mp.current_process()
    return process.table._populate1(key, process.jobs, **process.populate_kwargs)


class AutoPopulate:
    """
    AutoPopulate is a mixin class that adds the method populate() to a Table class.
    Auto-populated tables must inherit from both Table and AutoPopulate,
    must define the property `key_source`, and must define the callback method `make`.
    """

    _key_source = None
    _allow_insert = False

    @property
    def key_source(self):
        """
        :return: the query expression that yields primary key values to be passed,
        sequentially, to the ``make`` method when populate() is called.
        The default value is the join of the parent tables references from the primary key.
        Subclasses may override they key_source to change the scope or the granularity
        of the make calls.
        """

        def _rename_attributes(table, props):
            return (
                table.proj(
                    **{
                        attr: ref
                        for attr, ref in props["attr_map"].items()
                        if attr != ref
                    }
                )
                if props["aliased"]
                else table.proj()
            )

        if self._key_source is None:
            parents = self.target.parents(
                primary=True, as_objects=True, foreign_key_info=True
            )
            if not parents:
                raise DataJointError(
                    "A table must have dependencies "
                    "from its primary key for auto-populate to work"
                )
            self._key_source = _rename_attributes(*parents[0])
            for q in parents[1:]:
                self._key_source *= _rename_attributes(*q)
        return self._key_source

    def make(self, key):
        """
        Derived classes must implement method `make` that fetches data from tables
        above them in the dependency hierarchy, restricting by the given key,
        computes secondary attributes, and inserts the new tuples into self.
        """
        raise NotImplementedError(
            "Subclasses of AutoPopulate must implement the method `make`"
        )

    @property
    def target(self):
        """
        :return: table to be populated.
        In the typical case, dj.AutoPopulate is mixed into a dj.Table class by
        inheritance and the target is self.
        """
        return self

    def _job_key(self, key):
        """
        :param key:  they key returned for the job from the key source
        :return: the dict to use to generate the job reservation hash
        This method allows subclasses to control the job reservation granularity.
        """
        return key

    def _jobs_to_do(self, restrictions):
        """
        :return: the query yeilding the keys to be computed (derived from self.key_source)
        """
        if self.restriction:
            raise DataJointError(
                "Cannot call populate on a restricted table. "
                "Instead, pass conditions to populate() as arguments."
            )
        todo = self.key_source

        # key_source is a QueryExpression subclass -- trigger instantiation
        if inspect.isclass(todo) and issubclass(todo, QueryExpression):
            todo = todo()

        if not isinstance(todo, QueryExpression):
            raise DataJointError("Invalid key_source value")

        try:
            # check if target lacks any attributes from the primary key of key_source
            raise DataJointError(
                "The populate target lacks attribute %s "
                "from the primary key of key_source"
                % next(
                    name
                    for name in todo.heading.primary_key
                    if name not in self.target.heading
                )
            )
        except StopIteration:
            pass
        return (todo & AndList(restrictions)).proj()

    def populate(
        self,
        *restrictions,
        suppress_errors=False,
        return_exception_objects=False,
        reserve_jobs=False,
        order="original",
        limit=None,
        max_calls=None,
        display_progress=False,
        processes=1,
        make_kwargs=None,
    ):
        """
        ``table.populate()`` calls ``table.make(key)`` for every primary key in
        ``self.key_source`` for which there is not already a tuple in table.

        :param restrictions: a list of restrictions each restrict
            (table.key_source - target.proj())
        :param suppress_errors: if True, do not terminate execution.
        :param return_exception_objects: return error objects instead of just error messages
        :param reserve_jobs: if True, reserve jobs to populate in asynchronous fashion
        :param order: "original"|"reverse"|"random"  - the order of execution
        :param limit: if not None, check at most this many keys
        :param max_calls: if not None, populate at most this many keys
        :param display_progress: if True, report progress_bar
        :param processes: number of processes to use. Set to None to use all cores
        :param make_kwargs: Keyword arguments which do not affect the result of computation
            to be passed down to each ``make()`` call. Computation arguments should be
            specified within the pipeline e.g. using a `dj.Lookup` table.
        :type make_kwargs: dict, optional
        """
        if self.connection.in_transaction:
            raise DataJointError("Populate cannot be called during a transaction.")

        valid_order = ["original", "reverse", "random"]
        if order not in valid_order:
            raise DataJointError(
                "The order argument must be one of %s" % str(valid_order)
            )
        jobs = (
            self.connection.schemas[self.target.database].jobs if reserve_jobs else None
        )

        # define and set up signal handler for SIGTERM:
        if reserve_jobs:

            def handler(signum, frame):
                logger.info("Populate terminated by SIGTERM")
                raise SystemExit("SIGTERM received")

            old_handler = signal.signal(signal.SIGTERM, handler)

        keys = (self._jobs_to_do(restrictions) - self.target).fetch("KEY", limit=limit)

        # exclude "error" or "ignore" jobs
        if reserve_jobs:
            exclude_key_hashes = (
                jobs
                & {"table_name": self.target.table_name}
                & 'status in ("error", "ignore")'
            ).fetch("key_hash")
            keys = [key for key in keys if key_hash(key) not in exclude_key_hashes]

        if order == "reverse":
            keys.reverse()
        elif order == "random":
            random.shuffle(keys)

        logger.debug("Found %d keys to populate" % len(keys))

        keys = keys[:max_calls]
        nkeys = len(keys)
        if not nkeys:
            return

        processes = min(_ for _ in (processes, nkeys, mp.cpu_count()) if _)

        error_list = []
        populate_kwargs = dict(
            suppress_errors=suppress_errors,
            return_exception_objects=return_exception_objects,
            make_kwargs=make_kwargs,
        )

        if processes == 1:
            for key in (
                tqdm(keys, desc=self.__class__.__name__) if display_progress else keys
            ):
                error = self._populate1(key, jobs, **populate_kwargs)
                if error is not None:
                    error_list.append(error)
        else:
            # spawn multiple processes
            self.connection.close()  # disconnect parent process from MySQL server
            del self.connection._conn.ctx  # SSLContext is not pickleable
            with mp.Pool(
                processes, _initialize_populate, (self, jobs, populate_kwargs)
            ) as pool, (
                tqdm(desc="Processes: ", total=nkeys)
                if display_progress
                else contextlib.nullcontext()
            ) as progress_bar:
                for error in pool.imap(_call_populate1, keys, chunksize=1):
                    if error is not None:
                        error_list.append(error)
                    if display_progress:
                        progress_bar.update()
            self.connection.connect()  # reconnect parent process to MySQL server

        # restore original signal handler:
        if reserve_jobs:
            signal.signal(signal.SIGTERM, old_handler)

        if suppress_errors:
            return error_list

    def _populate1(
        self, key, jobs, suppress_errors, return_exception_objects, make_kwargs=None
    ):
        """
        populates table for one source key, calling self.make inside a transaction.
        :param jobs: the jobs table or None if not reserve_jobs
        :param key: dict specifying job to populate
        :param suppress_errors: bool if errors should be suppressed and returned
        :param return_exception_objects: if True, errors must be returned as objects
        :return: (key, error) when suppress_errors=True, otherwise None
        """
        make = self._make_tuples if hasattr(self, "_make_tuples") else self.make

        if jobs is None or jobs.reserve(self.target.table_name, self._job_key(key)):
            self.connection.start_transaction()
            if key in self.target:  # already populated
                self.connection.cancel_transaction()
                if jobs is not None:
                    jobs.complete(self.target.table_name, self._job_key(key))
            else:
                logger.debug(f"Making {key} -> {self.target.full_table_name}")
                self.__class__._allow_insert = True
                try:
                    make(dict(key), **(make_kwargs or {}))
                except (KeyboardInterrupt, SystemExit, Exception) as error:
                    try:
                        self.connection.cancel_transaction()
                    except LostConnectionError:
                        pass
                    error_message = "{exception}{msg}".format(
                        exception=error.__class__.__name__,
                        msg=": " + str(error) if str(error) else "",
                    )
                    logger.debug(
                        f"Error making {key} -> {self.target.full_table_name} - {error_message}"
                    )
                    if jobs is not None:
                        # show error name and error message (if any)
                        jobs.error(
                            self.target.table_name,
                            self._job_key(key),
                            error_message=error_message,
                            error_stack=traceback.format_exc(),
                        )
                    if not suppress_errors or isinstance(error, SystemExit):
                        raise
                    else:
                        logger.error(error)
                        return key, error if return_exception_objects else error_message
                else:
                    self.connection.commit_transaction()
                    logger.debug(
                        f"Success making {key} -> {self.target.full_table_name}"
                    )
                    if jobs is not None:
                        jobs.complete(self.target.table_name, self._job_key(key))
                finally:
                    self.__class__._allow_insert = False

    def progress(self, *restrictions, display=True):
        """
        Report the progress of populating the table.
        :return: (remaining, total) -- numbers of tuples to be populated
        """
        todo = self._jobs_to_do(restrictions)
        total = len(todo)
        remaining = len(todo - self.target)
        if display:
            print(
                "%-20s" % self.__class__.__name__,
                "Completed %d of %d (%2.1f%%)   %s"
                % (
                    total - remaining,
                    total,
                    100 - 100 * remaining / (total + 1e-12),
                    datetime.datetime.strftime(
                        datetime.datetime.now(), "%Y-%m-%d %H:%M:%S"
                    ),
                ),
                flush=True,
            )
        return remaining, total

1	"""This module defines class dj.AutoPopulate"""
2	import logging	1✔
3	import datetime	1✔
4	import traceback	1✔
5	import random	1✔
6	import inspect	1✔
7	from tqdm import tqdm	1✔
8	from .hash import key_hash	1✔
9	from .expression import QueryExpression, AndList	1✔
10	from .errors import DataJointError, LostConnectionError	1✔
11	import signal	1✔
12	import multiprocessing as mp	1✔
13	import contextlib	1✔
14
15	# noinspection PyExceptionInherit,PyCallingNonCallable
16
17	logger = logging.getLogger(__name__.split(".")[0])	1✔
18
19
20	# --- helper functions for multiprocessing --
21
22
23	def _initialize_populate(table, jobs, populate_kwargs):	1✔
24	"""
25	Initialize the process for mulitprocessing.
26	Saves the unpickled copy of the table to the current process and reconnects.
27	"""
28	process = mp.current_process()	×
29	process.table = table	×
30	process.jobs = jobs	×
31	process.populate_kwargs = populate_kwargs	×
32	table.connection.connect() # reconnect	×
33
34
35	def _call_populate1(key):	1✔
36	"""
37	Call current process' table._populate1()
38	:key - a dict specifying job to compute
39	:return: key, error if error, otherwise None
40	"""
41	process = mp.current_process()	×
42	return process.table._populate1(key, process.jobs, **process.populate_kwargs)	×
43
44
45	class AutoPopulate:	1✔
46	"""
47	AutoPopulate is a mixin class that adds the method populate() to a Table class.
48	Auto-populated tables must inherit from both Table and AutoPopulate,
49	must define the property `key_source`, and must define the callback method `make`.
50	"""
51
52	_key_source = None	1✔
53	_allow_insert = False	1✔
54
55	@property	1✔
56	def key_source(self):
57	"""
58	:return: the query expression that yields primary key values to be passed,
59	sequentially, to the ``make`` method when populate() is called.
60	The default value is the join of the parent tables references from the primary key.
61	Subclasses may override they key_source to change the scope or the granularity
62	of the make calls.
63	"""
64
65	def _rename_attributes(table, props):	1✔
66	return (	1✔
67	table.proj(
68	**{
69	attr: ref
70	for attr, ref in props["attr_map"].items()
71	if attr != ref
72	}
73	)
74	if props["aliased"]
75	else table.proj()
76	)
77
78	if self._key_source is None:	1✔
79	parents = self.target.parents(	1✔
80	primary=True, as_objects=True, foreign_key_info=True
81	)
82	if not parents:	1✔
83	raise DataJointError(	×
84	"A table must have dependencies "
85	"from its primary key for auto-populate to work"
86	)
87	self._key_source = _rename_attributes(*parents[0])	1✔
88	for q in parents[1:]:	1✔
89	self._key_source = _rename_attributes(q)	1✔
90	return self._key_source	1✔
91
92	def make(self, key):	1✔
93	"""
94	Derived classes must implement method `make` that fetches data from tables
95	above them in the dependency hierarchy, restricting by the given key,
96	computes secondary attributes, and inserts the new tuples into self.
97	"""
98	raise NotImplementedError(	×
99	"Subclasses of AutoPopulate must implement the method `make`"
100	)
101
102	@property	1✔
103	def target(self):
104	"""
105	:return: table to be populated.
106	In the typical case, dj.AutoPopulate is mixed into a dj.Table class by
107	inheritance and the target is self.
108	"""
109	return self	1✔
110
111	def _job_key(self, key):	1✔
112	"""
113	:param key: they key returned for the job from the key source
114	:return: the dict to use to generate the job reservation hash
115	This method allows subclasses to control the job reservation granularity.
116	"""
117	return key	1✔
118
119	def _jobs_to_do(self, restrictions):	1✔
120	"""
121	:return: the query yeilding the keys to be computed (derived from self.key_source)
122	"""
123	if self.restriction:	1✔
124	raise DataJointError(	×
125	"Cannot call populate on a restricted table. "
126	"Instead, pass conditions to populate() as arguments."
127	)
128	todo = self.key_source	1✔
129
130	# key_source is a QueryExpression subclass -- trigger instantiation
131	if inspect.isclass(todo) and issubclass(todo, QueryExpression):	1✔
132	todo = todo()	1✔
133
134	if not isinstance(todo, QueryExpression):	1✔
135	raise DataJointError("Invalid key_source value")	×
136
137	try:	1✔
138	# check if target lacks any attributes from the primary key of key_source
139	raise DataJointError(	1✔
140	"The populate target lacks attribute %s "
141	"from the primary key of key_source"
142	% next(
143	name
144	for name in todo.heading.primary_key
145	if name not in self.target.heading
146	)
147	)
148	except StopIteration:	1✔
149	pass	1✔
150	return (todo & AndList(restrictions)).proj()	1✔
151
152	def populate(	1✔
153	self,
154	*restrictions,
155	suppress_errors=False,
156	return_exception_objects=False,
157	reserve_jobs=False,
158	order="original",
159	limit=None,
160	max_calls=None,
161	display_progress=False,
162	processes=1,
163	make_kwargs=None,
164	):
165	"""
166	``table.populate()`` calls ``table.make(key)`` for every primary key in
167	``self.key_source`` for which there is not already a tuple in table.
168
169	:param restrictions: a list of restrictions each restrict
170	(table.key_source - target.proj())
171	:param suppress_errors: if True, do not terminate execution.
172	:param return_exception_objects: return error objects instead of just error messages
173	:param reserve_jobs: if True, reserve jobs to populate in asynchronous fashion
174	:param order: "original"\|"reverse"\|"random" - the order of execution
175	:param limit: if not None, check at most this many keys
176	:param max_calls: if not None, populate at most this many keys
177	:param display_progress: if True, report progress_bar
178	:param processes: number of processes to use. Set to None to use all cores
179	:param make_kwargs: Keyword arguments which do not affect the result of computation
180	to be passed down to each ``make()`` call. Computation arguments should be
181	specified within the pipeline e.g. using a `dj.Lookup` table.
182	:type make_kwargs: dict, optional
183	"""
184	if self.connection.in_transaction:	1✔
185	raise DataJointError("Populate cannot be called during a transaction.")	×
186
187	valid_order = ["original", "reverse", "random"]	1✔
188	if order not in valid_order:	1✔
189	raise DataJointError(	×
190	"The order argument must be one of %s" % str(valid_order)
191	)
192	jobs = (	1✔
193	self.connection.schemas[self.target.database].jobs if reserve_jobs else None
194	)
195
196	# define and set up signal handler for SIGTERM:
197	if reserve_jobs:	1✔
198
199	def handler(signum, frame):	1✔
200	logger.info("Populate terminated by SIGTERM")	×
201	raise SystemExit("SIGTERM received")	×
202
203	old_handler = signal.signal(signal.SIGTERM, handler)	1✔
204
205	keys = (self._jobs_to_do(restrictions) - self.target).fetch("KEY", limit=limit)	1✔
206
207	# exclude "error" or "ignore" jobs
208	if reserve_jobs:	1✔
209	exclude_key_hashes = (	1✔
210	jobs
211	& {"table_name": self.target.table_name}
212	& 'status in ("error", "ignore")'
213	).fetch("key_hash")
214	keys = [key for key in keys if key_hash(key) not in exclude_key_hashes]	1✔
215
216	if order == "reverse":	1✔
217	keys.reverse()	×
218	elif order == "random":	1✔
219	random.shuffle(keys)	×
220
221	logger.debug("Found %d keys to populate" % len(keys))	1✔
222
223	keys = keys[:max_calls]	1✔
224	nkeys = len(keys)	1✔
225	if not nkeys:	1✔
226	return	1✔
227
228	processes = min(_ for _ in (processes, nkeys, mp.cpu_count()) if _)	1✔
229
230	error_list = []	1✔
231	populate_kwargs = dict(	1✔
232	suppress_errors=suppress_errors,
233	return_exception_objects=return_exception_objects,
234	make_kwargs=make_kwargs,
235	)
236
237	if processes == 1:	1✔
238	for key in (	1✔
239	tqdm(keys, desc=self.__class__.__name__) if display_progress else keys
240	):
241	error = self._populate1(key, jobs, **populate_kwargs)	1✔
242	if error is not None:	1✔
243	error_list.append(error)	1✔
244	else:
245	# spawn multiple processes
246	self.connection.close() # disconnect parent process from MySQL server	1✔
247	del self.connection._conn.ctx # SSLContext is not pickleable	1✔
248	with mp.Pool(	1✔
249	processes, _initialize_populate, (self, jobs, populate_kwargs)
250	) as pool, (
251	tqdm(desc="Processes: ", total=nkeys)
252	if display_progress
253	else contextlib.nullcontext()
254	) as progress_bar:
255	for error in pool.imap(_call_populate1, keys, chunksize=1):	1✔
256	if error is not None:	1✔
257	error_list.append(error)	×
258	if display_progress:	1✔
259	progress_bar.update()	×
260	self.connection.connect() # reconnect parent process to MySQL server	1✔
261
262	# restore original signal handler:
263	if reserve_jobs:	1✔
264	signal.signal(signal.SIGTERM, old_handler)	1✔
265
266	if suppress_errors:	1✔
267	return error_list	1✔
268
269	def _populate1(	1✔
270	self, key, jobs, suppress_errors, return_exception_objects, make_kwargs=None
271	):
272	"""
273	populates table for one source key, calling self.make inside a transaction.
274	:param jobs: the jobs table or None if not reserve_jobs
275	:param key: dict specifying job to populate
276	:param suppress_errors: bool if errors should be suppressed and returned
277	:param return_exception_objects: if True, errors must be returned as objects
278	:return: (key, error) when suppress_errors=True, otherwise None
279	"""
280	make = self._make_tuples if hasattr(self, "_make_tuples") else self.make	1✔
281
282	if jobs is None or jobs.reserve(self.target.table_name, self._job_key(key)):	1✔
283	self.connection.start_transaction()	1✔
284	if key in self.target: # already populated	1✔
285	self.connection.cancel_transaction()	×
286	if jobs is not None:	×
287	jobs.complete(self.target.table_name, self._job_key(key))	×
288	else:
289	logger.debug(f"Making {key} -> {self.target.full_table_name}")	1✔
290	self.__class__._allow_insert = True	1✔
291	try:	1✔
292	make(dict(key), **(make_kwargs or {}))	1✔
293	except (KeyboardInterrupt, SystemExit, Exception) as error:	1✔
294	try:	1✔
295	self.connection.cancel_transaction()	1✔
296	except LostConnectionError:	×
297	pass	×
298	error_message = "{exception}{msg}".format(	1✔
299	exception=error.__class__.__name__,
300	msg=": " + str(error) if str(error) else "",
301	)
302	logger.debug(	1✔
303	f"Error making {key} -> {self.target.full_table_name} - {error_message}"
304	)
305	if jobs is not None:	1✔
306	# show error name and error message (if any)
307	jobs.error(	1✔
308	self.target.table_name,
309	self._job_key(key),
310	error_message=error_message,
311	error_stack=traceback.format_exc(),
312	)
313	if not suppress_errors or isinstance(error, SystemExit):	1✔
314	raise	1✔
315	else:
316	logger.error(error)	1✔
317	return key, error if return_exception_objects else error_message	1✔
318	else:
319	self.connection.commit_transaction()	1✔
320	logger.debug(	1✔
321	f"Success making {key} -> {self.target.full_table_name}"
322	)
323	if jobs is not None:	1✔
324	jobs.complete(self.target.table_name, self._job_key(key))	1✔
325	finally:
326	self.__class__._allow_insert = False	1✔
327
328	def progress(self, *restrictions, display=True):	1✔
329	"""
330	Report the progress of populating the table.
331	:return: (remaining, total) -- numbers of tuples to be populated
332	"""
333	todo = self._jobs_to_do(restrictions)	1✔
334	total = len(todo)	1✔
335	remaining = len(todo - self.target)	1✔
336	if display:	1✔
337	print(	1✔
338	"%-20s" % self.__class__.__name__,
339	"Completed %d of %d (%2.1f%%) %s"
340	% (
341	total - remaining,
342	total,
343	100 - 100 * remaining / (total + 1e-12),
344	datetime.datetime.strftime(
345	datetime.datetime.now(), "%Y-%m-%d %H:%M:%S"
346	),
347	),
348	flush=True,
349	)
350	return remaining, total	1✔

datajoint / datajoint-python / #12825

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