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frozenlist._frozenlist
FrozenList
FrozenList(items=None)
from frozenlist._frozenlist import FrozenList
null
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24,821
frozenlist
FrozenList
null
class FrozenList(MutableSequence): __slots__ = ("_frozen", "_items") if sys.version_info >= (3, 9): __class_getitem__ = classmethod(types.GenericAlias) else: @classmethod def __class_getitem__(cls: Type["FrozenList"]) -> Type["FrozenList"]: return cls def __init__(self, items=None): self._frozen = False if items is not None: items = list(items) else: items = [] self._items = items @property def frozen(self): return self._frozen def freeze(self): self._frozen = True def __getitem__(self, index): return self._items[index] def __setitem__(self, index, value): if self._frozen: raise RuntimeError("Cannot modify frozen list.") self._items[index] = value def __delitem__(self, index): if self._frozen: raise RuntimeError("Cannot modify frozen list.") del self._items[index] def __len__(self): return self._items.__len__() def __iter__(self): return self._items.__iter__() def __reversed__(self): return self._items.__reversed__() def __eq__(self, other): return list(self) == other def __le__(self, other): return list(self) <= other def insert(self, pos, item): if self._frozen: raise RuntimeError("Cannot modify frozen list.") self._items.insert(pos, item) def __repr__(self): return f"<FrozenList(frozen={self._frozen}, {self._items!r})>" def __hash__(self): if self._frozen: return hash(tuple(self)) else: raise RuntimeError("Cannot hash unfrozen list.")
(items=None)
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24,823
frozenlist
__delitem__
null
def __delitem__(self, index): if self._frozen: raise RuntimeError("Cannot modify frozen list.") del self._items[index]
(self, index)
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24,824
frozenlist
__eq__
null
def __eq__(self, other): return list(self) == other
(self, other)
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0.039877232164144516, 0.01102560106664896, 0.06274902820587158 ]
24,825
functools
__ge__
Return a >= b. Computed by @total_ordering from (not a <= b) or (a == b).
def _ge_from_le(self, other, NotImplemented=NotImplemented): 'Return a >= b. Computed by @total_ordering from (not a <= b) or (a == b).' op_result = type(self).__le__(self, other) if op_result is NotImplemented: return op_result return not op_result or self == other
(self, other, NotImplemented=NotImplemented)
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24,826
frozenlist
__getitem__
null
def __getitem__(self, index): return self._items[index]
(self, index)
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24,827
functools
__gt__
Return a > b. Computed by @total_ordering from (not a <= b).
def _gt_from_le(self, other, NotImplemented=NotImplemented): 'Return a > b. Computed by @total_ordering from (not a <= b).' op_result = type(self).__le__(self, other) if op_result is NotImplemented: return op_result return not op_result
(self, other, NotImplemented=NotImplemented)
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24,828
frozenlist
__hash__
null
def __hash__(self): if self._frozen: return hash(tuple(self)) else: raise RuntimeError("Cannot hash unfrozen list.")
(self)
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24,830
frozenlist
__init__
null
def __init__(self, items=None): self._frozen = False if items is not None: items = list(items) else: items = [] self._items = items
(self, items=None)
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24,832
frozenlist
__le__
null
def __le__(self, other): return list(self) <= other
(self, other)
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24,833
frozenlist
__len__
null
def __len__(self): return self._items.__len__()
(self)
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24,834
functools
__lt__
Return a < b. Computed by @total_ordering from (a <= b) and (a != b).
def _lt_from_le(self, other, NotImplemented=NotImplemented): 'Return a < b. Computed by @total_ordering from (a <= b) and (a != b).' op_result = type(self).__le__(self, other) if op_result is NotImplemented: return op_result return op_result and self != other
(self, other, NotImplemented=NotImplemented)
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24,835
frozenlist
__repr__
null
def __repr__(self): return f"<FrozenList(frozen={self._frozen}, {self._items!r})>"
(self)
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frozenlist
__reversed__
null
def __reversed__(self): return self._items.__reversed__()
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24,837
frozenlist
__setitem__
null
def __setitem__(self, index, value): if self._frozen: raise RuntimeError("Cannot modify frozen list.") self._items[index] = value
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24,842
frozenlist
freeze
null
def freeze(self): self._frozen = True
(self)
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24,844
frozenlist
insert
null
def insert(self, pos, item): if self._frozen: raise RuntimeError("Cannot modify frozen list.") self._items.insert(pos, item)
(self, pos, item)
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24,851
functools
total_ordering
Class decorator that fills in missing ordering methods
def total_ordering(cls): """Class decorator that fills in missing ordering methods""" # Find user-defined comparisons (not those inherited from object). roots = {op for op in _convert if getattr(cls, op, None) is not getattr(object, op, None)} if not roots: raise ValueError('must define at least one ordering operation: < > <= >=') root = max(roots) # prefer __lt__ to __le__ to __gt__ to __ge__ for opname, opfunc in _convert[root]: if opname not in roots: opfunc.__name__ = opname setattr(cls, opname, opfunc) return cls
(cls)
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24,853
aiohappyeyeballs.utils
addr_to_addr_infos
Convert an address tuple to a list of addr_info tuples.
def addr_to_addr_infos( addr: Optional[ Union[Tuple[str, int, int, int], Tuple[str, int, int], Tuple[str, int]] ] ) -> Optional[List[AddrInfoType]]: """Convert an address tuple to a list of addr_info tuples.""" if addr is None: return None host = addr[0] port = addr[1] is_ipv6 = ":" in host if is_ipv6: flowinfo = 0 scopeid = 0 addr_len = len(addr) if addr_len >= 4: scopeid = addr[3] # type: ignore[misc] if addr_len >= 3: flowinfo = addr[2] # type: ignore[misc] addr = (host, port, flowinfo, scopeid) family = socket.AF_INET6 else: addr = (host, port) family = socket.AF_INET return [(family, socket.SOCK_STREAM, socket.IPPROTO_TCP, "", addr)]
(addr: Union[Tuple[str, int, int, int], Tuple[str, int, int], Tuple[str, int], NoneType]) -> Optional[List[Tuple[Union[int, socket.AddressFamily], Union[int, socket.SocketKind], int, str, Tuple]]]
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24,855
aiohappyeyeballs.utils
pop_addr_infos_interleave
Pop addr_info from the list of addr_infos by family up to interleave times. The interleave parameter is used to know how many addr_infos for each family should be popped of the top of the list.
def pop_addr_infos_interleave( addr_infos: List[AddrInfoType], interleave: Optional[int] = None ) -> None: """ Pop addr_info from the list of addr_infos by family up to interleave times. The interleave parameter is used to know how many addr_infos for each family should be popped of the top of the list. """ seen: Dict[int, int] = {} if interleave is None: interleave = 1 to_remove: List[AddrInfoType] = [] for addr_info in addr_infos: family = addr_info[0] if family not in seen: seen[family] = 0 if seen[family] < interleave: to_remove.append(addr_info) seen[family] += 1 for addr_info in to_remove: addr_infos.remove(addr_info)
(addr_infos: List[Tuple[Union[int, socket.AddressFamily], Union[int, socket.SocketKind], int, str, Tuple]], interleave: Optional[int] = None) -> NoneType
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24,856
aiohappyeyeballs.utils
remove_addr_infos
Remove an address from the list of addr_infos. The addr value is typically the return value of sock.getpeername().
def remove_addr_infos( addr_infos: List[AddrInfoType], addr: Union[Tuple[str, int], Tuple[str, int, int, int]], ) -> None: """ Remove an address from the list of addr_infos. The addr value is typically the return value of sock.getpeername(). """ bad_addrs_infos: List[AddrInfoType] = [] for addr_info in addr_infos: if addr_info[-1] == addr: bad_addrs_infos.append(addr_info) if bad_addrs_infos: for bad_addr_info in bad_addrs_infos: addr_infos.remove(bad_addr_info) return # Slow path in case addr is formatted differently match_addr = _addr_tuple_to_ip_address(addr) for addr_info in addr_infos: if match_addr == _addr_tuple_to_ip_address(addr_info[-1]): bad_addrs_infos.append(addr_info) if bad_addrs_infos: for bad_addr_info in bad_addrs_infos: addr_infos.remove(bad_addr_info) return raise ValueError(f"Address {addr} not found in addr_infos")
(addr_infos: List[Tuple[Union[int, socket.AddressFamily], Union[int, socket.SocketKind], int, str, Tuple]], addr: Union[Tuple[str, int], Tuple[str, int, int, int]]) -> NoneType
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24,857
aiohappyeyeballs.impl
start_connection
Connect to a TCP server. Create a socket connection to a specified destination. The destination is specified as a list of AddrInfoType tuples as returned from getaddrinfo(). The arguments are, in order: * ``family``: the address family, e.g. ``socket.AF_INET`` or ``socket.AF_INET6``. * ``type``: the socket type, e.g. ``socket.SOCK_STREAM`` or ``socket.SOCK_DGRAM``. * ``proto``: the protocol, e.g. ``socket.IPPROTO_TCP`` or ``socket.IPPROTO_UDP``. * ``canonname``: the canonical name of the address, e.g. ``"www.python.org"``. * ``sockaddr``: the socket address This method is a coroutine which will try to establish the connection in the background. When successful, the coroutine returns a socket. The expected use case is to use this method in conjunction with loop.create_connection() to establish a connection to a server:: socket = await start_connection(addr_infos) transport, protocol = await loop.create_connection( MyProtocol, sock=socket, ...)
"""Base implementation.""" import asyncio import collections import functools import itertools import socket from asyncio import staggered from typing import List, Optional, Sequence from .types import AddrInfoType async def start_connection( addr_infos: Sequence[AddrInfoType], *, local_addr_infos: Optional[Sequence[AddrInfoType]] = None, happy_eyeballs_delay: Optional[float] = None, interleave: Optional[int] = None, loop: Optional[asyncio.AbstractEventLoop] = None, ) -> socket.socket: """ Connect to a TCP server. Create a socket connection to a specified destination. The destination is specified as a list of AddrInfoType tuples as returned from getaddrinfo(). The arguments are, in order: * ``family``: the address family, e.g. ``socket.AF_INET`` or ``socket.AF_INET6``. * ``type``: the socket type, e.g. ``socket.SOCK_STREAM`` or ``socket.SOCK_DGRAM``. * ``proto``: the protocol, e.g. ``socket.IPPROTO_TCP`` or ``socket.IPPROTO_UDP``. * ``canonname``: the canonical name of the address, e.g. ``"www.python.org"``. * ``sockaddr``: the socket address This method is a coroutine which will try to establish the connection in the background. When successful, the coroutine returns a socket. The expected use case is to use this method in conjunction with loop.create_connection() to establish a connection to a server:: socket = await start_connection(addr_infos) transport, protocol = await loop.create_connection( MyProtocol, sock=socket, ...) """ if not (current_loop := loop): current_loop = asyncio.get_running_loop() single_addr_info = len(addr_infos) == 1 if happy_eyeballs_delay is not None and interleave is None: # If using happy eyeballs, default to interleave addresses by family interleave = 1 if interleave and not single_addr_info: addr_infos = _interleave_addrinfos(addr_infos, interleave) sock: Optional[socket.socket] = None exceptions: List[List[Exception]] = [] if happy_eyeballs_delay is None or single_addr_info: # not using happy eyeballs for addrinfo in addr_infos: try: sock = await _connect_sock( current_loop, exceptions, addrinfo, local_addr_infos ) break except OSError: continue else: # using happy eyeballs sock, _, _ = await staggered.staggered_race( ( functools.partial( _connect_sock, current_loop, exceptions, addrinfo, local_addr_infos ) for addrinfo in addr_infos ), happy_eyeballs_delay, loop=current_loop, ) if sock is None: all_exceptions = [exc for sub in exceptions for exc in sub] try: if len(all_exceptions) == 1: raise all_exceptions[0] else: # If they all have the same str(), raise one. model = str(all_exceptions[0]) if all(str(exc) == model for exc in all_exceptions): raise all_exceptions[0] # Raise a combined exception so the user can see all # the various error messages. raise OSError( "Multiple exceptions: {}".format( ", ".join(str(exc) for exc in all_exceptions) ) ) finally: all_exceptions = None # type: ignore[assignment] exceptions = None # type: ignore[assignment] return sock
(addr_infos: Sequence[Tuple[Union[int, socket.AddressFamily], Union[int, socket.SocketKind], int, str, Tuple]], *, local_addr_infos: Optional[Sequence[Tuple[Union[int, socket.AddressFamily], Union[int, socket.SocketKind], int, str, Tuple]]] = None, happy_eyeballs_delay: Optional[float] = None, interleave: Optional[int] = None, loop: Optional[asyncio.events.AbstractEventLoop] = None) -> socket.socket
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24,862
lm_eval.evaluator
evaluate
Instantiate and evaluate a model on a list of tasks. :param lm: obj Language Model :param task_dict: dict[str, Task] Dictionary of tasks. Tasks will be taken to have name type(task).config.task . :param limit: int, optional Limit the number of examples per task (only use this for testing) :param bootstrap_iters: Number of iterations for bootstrap statistics :param write_out: bool If True, write out an example document and model input for checking task integrity :param log_samples: bool If True, write out all model outputs and documents for per-sample measurement and post-hoc analysis :return Dictionary of results
def evaluate( lm: "LM", task_dict, limit: Optional[int] = None, cache_requests: bool = False, rewrite_requests_cache: bool = False, bootstrap_iters: Optional[int] = 100000, write_out: bool = False, log_samples: bool = True, verbosity: str = "INFO", ): """Instantiate and evaluate a model on a list of tasks. :param lm: obj Language Model :param task_dict: dict[str, Task] Dictionary of tasks. Tasks will be taken to have name type(task).config.task . :param limit: int, optional Limit the number of examples per task (only use this for testing) :param bootstrap_iters: Number of iterations for bootstrap statistics :param write_out: bool If True, write out an example document and model input for checking task integrity :param log_samples: bool If True, write out all model outputs and documents for per-sample measurement and post-hoc analysis :return Dictionary of results """ eval_logger.setLevel(getattr(logging, f"{verbosity}")) # tracks all Instances/requests a model must generate output on. requests = defaultdict(list) # stores the amount to pad out reqs per req. type so that # number of fwd passes per distributed rank is equal padding_requests = defaultdict(int) # get lists of group hierarchy and each type of request task_hierarchy, eval_tasks = get_task_list(task_dict) if not log_samples: if not all( "bypass" not in getattr(task_output.task, "_metric_fn_list", {}).keys() for task_output in eval_tasks ): raise ValueError("log_samples must be True for 'bypass' metric-only tasks") for task_output in eval_tasks: task: Task = task_output.task limit = get_sample_size(task, limit) task.build_all_requests( limit=limit, rank=lm.rank, world_size=lm.world_size, cache_requests=cache_requests, rewrite_requests_cache=rewrite_requests_cache, ) eval_logger.debug( f"Task: {task_output.task_name}; number of requests on this rank: {len(task.instances)}" ) if write_out: print_writeout(task) # aggregate Instances by LM method requested to get output. for instance in task.instances: reqtype = instance.request_type requests[reqtype].append(instance) if lm.world_size > 1: instances_rnk = torch.tensor(len(task._instances), device=lm.device) gathered_item = ( lm.accelerator.gather(instances_rnk).cpu().detach().numpy().tolist() ) # "multiple_choice" task types dispatch (several) "loglikelihood" request types reqtype = ( "loglikelihood" if task.OUTPUT_TYPE == "multiple_choice" else task.OUTPUT_TYPE ) # compute number of pseudo-batches to pad with (FSDP/DDP require even batches among ranks) numpad = max(gathered_item) - gathered_item[lm.rank] # todo: may not account for padding in cases like SquadV2 which has multiple req types padding_requests[reqtype] += numpad ### Run LM on inputs, get all outputs ### # execute each type of request for reqtype, reqs in requests.items(): eval_logger.info(f"Running {reqtype} requests") # create `K` copies of each request `req` based off `K = req.repeats` cloned_reqs = [] for req in reqs: cloned_reqs.extend([req] * req.repeats) if (lm.world_size > 1) and (padding_requests[reqtype] > 0): for _ in range(padding_requests[reqtype]): cloned_reqs.extend([req] * req.repeats) # run requests through model resps = getattr(lm, reqtype)(cloned_reqs) # put responses from model into a list of length K for each request. for x, req in zip(resps, cloned_reqs): req.resps.append(x) if lm.world_size > 1: lm.accelerator.wait_for_everyone() RANK = lm.rank WORLD_SIZE = lm.world_size ### Postprocess outputs ### # TODO: del model here, maybe (idea: allow user to specify device of e.g. reward model separately) for task_output in eval_tasks: task = task_output.task task.apply_filters() ### Collect values of metrics on all datapoints ### # # unpack results and sort back in order and return control to Task # TODO: make it possible to use a different metric per filter # Pre-process task.instances to group by doc_id instances_by_doc_id = defaultdict(list) for instance in task.instances: instances_by_doc_id[instance.doc_id].append(instance) # Sort instances within each group for instances in instances_by_doc_id.values(): instances.sort(key=lambda x: x.idx) # iterate over different filters used for filter_key in task.instances[0].filtered_resps.keys(): doc_iterator = task.doc_iterator( rank=RANK, limit=limit, world_size=WORLD_SIZE ) for doc_id, doc in doc_iterator: requests = instances_by_doc_id[doc_id] metrics = task.process_results( doc, [req.filtered_resps[filter_key] for req in requests] ) if log_samples: target = task.doc_to_target(doc) example = { "doc_id": doc_id, "doc": doc, "target": target, "arguments": [req.args for req in requests], "resps": [req.resps for req in requests], "filtered_resps": [ req.filtered_resps[filter_key] for req in requests ], } example.update(metrics) task_output.logged_samples.append(example) for metric, value in metrics.items(): task_output.sample_metrics[(metric, filter_key)].append(value) if WORLD_SIZE > 1: # if multigpu, then gather data across all ranks to rank 0 # first gather logged samples across all ranks for task_output in eval_tasks: if log_samples: # for task_name, task_samples in list(samples.items()): full_samples = [None] * WORLD_SIZE if RANK == 0 else None torch.distributed.gather_object( obj=task_output.logged_samples, object_gather_list=full_samples, dst=0, ) if RANK == 0: task_output.logged_samples = list( itertools.chain.from_iterable(full_samples) ) # then collect metrics across all ranks for metrics in task_output.sample_metrics: metric_list = [None] * WORLD_SIZE if RANK == 0 else None torch.distributed.gather_object( obj=task_output.sample_metrics[metrics], object_gather_list=metric_list, dst=0, ) if RANK == 0: task_output.sample_metrics[metrics] = list( itertools.chain.from_iterable(metric_list) ) if RANK == 0: ### Aggregate results over all datapoints ### # aggregate results ; run bootstrap CIs for task_output in eval_tasks: task_output.calculate_aggregate_metric(bootstrap_iters=bootstrap_iters) results, samples, configs, versions, num_fewshot = consolidate_results( eval_tasks ) ### Calculate group metrics ### if bool(results): for group, task_list in reversed(task_hierarchy.items()): if len(task_list) == 0: # task_hierarchy entries are either # `group_name: [subtask
(lm: 'LM', task_dict, limit: Optional[int] = None, cache_requests: bool = False, rewrite_requests_cache: bool = False, bootstrap_iters: Optional[int] = 100000, write_out: bool = False, log_samples: bool = True, verbosity: str = 'INFO')
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24,869
lm_eval.evaluator
simple_evaluate
Instantiate and evaluate a model on a list of tasks. :param model: Union[str, LM] Name of model or LM object, see lm_eval.models.get_model :param model_args: Optional[str, dict] String or dict arguments for each model class, see LM.create_from_arg_string and LM.create_from_arg_object. Ignored if `model` argument is a LM object. :param tasks: list[Union[str, dict, Task]] List of task names or Task objects. Task objects will be taken to have name task.EVAL_HARNESS_NAME if defined and type(task).__name__ otherwise. :param num_fewshot: int Number of examples in few-shot context :param batch_size: int or str, optional Batch size for model :param max_batch_size: int, optional Maximal batch size to try with automatic batch size detection :param device: str, optional PyTorch device (e.g. "cpu" or "cuda:0") for running models :param use_cache: str, optional A path to a sqlite db file for caching model responses. `None` if not caching. :param cache_requests: bool, optional Speed up evaluation by caching the building of dataset requests. `None` if not caching. :param rewrite_requests_cache: bool, optional Rewrites all of the request cache if set to `True`. `None` if not desired. :param delete_requests_cache: bool, optional Deletes all of the request cache if set to `True`. `None` if not desired. :param limit: int or float, optional Limit the number of examples per task (only use this for testing), If <1, limit is a percentage of the total number of examples. :param bootstrap_iters: Number of iterations for bootstrap statistics :param check_integrity: bool Whether to run the relevant part of the test suite for the tasks :param write_out: bool If True, write out an example document and model input for checking task integrity :param log_samples: bool If True, write out all model outputs and documents for per-sample measurement and post-hoc analysis :param gen_kwargs: str String arguments for model generation Ignored for all tasks with loglikelihood output_type :param predict_only: bool If true only model outputs will be generated and returned. Metrics will not be evaluated :param random_seed: int Random seed for python's random module. If set to None, the seed will not be set. :param numpy_random_seed: int Random seed for numpy. If set to None, the seed will not be set. :param torch_random_seed: int Random seed for torch. If set to None, the seed will not be set. :return Dictionary of results
def evaluate( lm: "LM", task_dict, limit: Optional[int] = None, cache_requests: bool = False, rewrite_requests_cache: bool = False, bootstrap_iters: Optional[int] = 100000, write_out: bool = False, log_samples: bool = True, verbosity: str = "INFO", ): """Instantiate and evaluate a model on a list of tasks. :param lm: obj Language Model :param task_dict: dict[str, Task] Dictionary of tasks. Tasks will be taken to have name type(task).config.task . :param limit: int, optional Limit the number of examples per task (only use this for testing) :param bootstrap_iters: Number of iterations for bootstrap statistics :param write_out: bool If True, write out an example document and model input for checking task integrity :param log_samples: bool If True, write out all model outputs and documents for per-sample measurement and post-hoc analysis :return Dictionary of results """ eval_logger.setLevel(getattr(logging, f"{verbosity}")) # tracks all Instances/requests a model must generate output on. requests = defaultdict(list) # stores the amount to pad out reqs per req. type so that # number of fwd passes per distributed rank is equal padding_requests = defaultdict(int) # get lists of group hierarchy and each type of request task_hierarchy, eval_tasks = get_task_list(task_dict) if not log_samples: if not all( "bypass" not in getattr(task_output.task, "_metric_fn_list", {}).keys() for task_output in eval_tasks ): raise ValueError("log_samples must be True for 'bypass' metric-only tasks") for task_output in eval_tasks: task: Task = task_output.task limit = get_sample_size(task, limit) task.build_all_requests( limit=limit, rank=lm.rank, world_size=lm.world_size, cache_requests=cache_requests, rewrite_requests_cache=rewrite_requests_cache, ) eval_logger.debug( f"Task: {task_output.task_name}; number of requests on this rank: {len(task.instances)}" ) if write_out: print_writeout(task) # aggregate Instances by LM method requested to get output. for instance in task.instances: reqtype = instance.request_type requests[reqtype].append(instance) if lm.world_size > 1: instances_rnk = torch.tensor(len(task._instances), device=lm.device) gathered_item = ( lm.accelerator.gather(instances_rnk).cpu().detach().numpy().tolist() ) # "multiple_choice" task types dispatch (several) "loglikelihood" request types reqtype = ( "loglikelihood" if task.OUTPUT_TYPE == "multiple_choice" else task.OUTPUT_TYPE ) # compute number of pseudo-batches to pad with (FSDP/DDP require even batches among ranks) numpad = max(gathered_item) - gathered_item[lm.rank] # todo: may not account for padding in cases like SquadV2 which has multiple req types padding_requests[reqtype] += numpad ### Run LM on inputs, get all outputs ### # execute each type of request for reqtype, reqs in requests.items(): eval_logger.info(f"Running {reqtype} requests") # create `K` copies of each request `req` based off `K = req.repeats` cloned_reqs = [] for req in reqs: cloned_reqs.extend([req] * req.repeats) if (lm.world_size > 1) and (padding_requests[reqtype] > 0): for _ in range(padding_requests[reqtype]): cloned_reqs.extend([req] * req.repeats) # run requests through model resps = getattr(lm, reqtype)(cloned_reqs) # put responses from model into a list of length K for each request. for x, req in zip(resps, cloned_reqs): req.resps.append(x) if lm.world_size > 1: lm.accelerator.wait_for_everyone() RANK = lm.rank WORLD_SIZE = lm.world_size ### Postprocess outputs ### # TODO: del model here, maybe (idea: allow user to specify device of e.g. reward model separately) for task_output in eval_tasks: task = task_output.task task.apply_filters() ### Collect values of metrics on all datapoints ### # # unpack results and sort back in order and return control to Task # TODO: make it possible to use a different metric per filter # Pre-process task.instances to group by doc_id instances_by_doc_id = defaultdict(list) for instance in task.instances: instances_by_doc_id[instance.doc_id].append(instance) # Sort instances within each group for instances in instances_by_doc_id.values(): instances.sort(key=lambda x: x.idx) # iterate over different filters used for filter_key in task.instances[0].filtered_resps.keys(): doc_iterator = task.doc_iterator( rank=RANK, limit=limit, world_size=WORLD_SIZE ) for doc_id, doc in doc_iterator: requests = instances_by_doc_id[doc_id] metrics = task.process_results( doc, [req.filtered_resps[filter_key] for req in requests] ) if log_samples: target = task.doc_to_target(doc) example = { "doc_id": doc_id, "doc": doc, "target": target, "arguments": [req.args for req in requests], "resps": [req.resps for req in requests], "filtered_resps": [ req.filtered_resps[filter_key] for req in requests ], } example.update(metrics) task_output.logged_samples.append(example) for metric, value in metrics.items(): task_output.sample_metrics[(metric, filter_key)].append(value) if WORLD_SIZE > 1: # if multigpu, then gather data across all ranks to rank 0 # first gather logged samples across all ranks for task_output in eval_tasks: if log_samples: # for task_name, task_samples in list(samples.items()): full_samples = [None] * WORLD_SIZE if RANK == 0 else None torch.distributed.gather_object( obj=task_output.logged_samples, object_gather_list=full_samples, dst=0, ) if RANK == 0: task_output.logged_samples = list( itertools.chain.from_iterable(full_samples) ) # then collect metrics across all ranks for metrics in task_output.sample_metrics: metric_list = [None] * WORLD_SIZE if RANK == 0 else None torch.distributed.gather_object( obj=task_output.sample_metrics[metrics], object_gather_list=metric_list, dst=0, ) if RANK == 0: task_output.sample_metrics[metrics] = list( itertools.chain.from_iterable(metric_list) ) if RANK == 0: ### Aggregate results over all datapoints ### # aggregate results ; run bootstrap CIs for task_output in eval_tasks: task_output.calculate_aggregate_metric(bootstrap_iters=bootstrap_iters) results, samples, configs, versions, num_fewshot = consolidate_results( eval_tasks ) ### Calculate group metrics ### if bool(results): for group, task_list in reversed(task_hierarchy.items()): if len(task_list) == 0: # task_hierarchy entries are either # `group_name: [subtask
(model, model_args: Union[str, dict, NoneType] = None, tasks: Optional[List[Union[str, dict, object]]] = None, num_fewshot: Optional[int] = None, batch_size: Optional[int] = None, max_batch_size: Optional[int] = None, device: Optional[str] = None, use_cache: Optional[str] = None, cache_requests: bool = False, rewrite_requests_cache: bool = False, delete_requests_cache: bool = False, limit: Union[int, float, NoneType] = None, bootstrap_iters: int = 100000, check_integrity: bool = False, write_out: bool = False, log_samples: bool = True, gen_kwargs: Optional[str] = None, task_manager: Optional[lm_eval.tasks.TaskManager] = None, verbosity: str = 'INFO', predict_only: bool = False, random_seed: int = 0, numpy_random_seed: int = 1234, torch_random_seed: int = 1234)
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24,872
niloofar
main
Entry point for the application script
def main(): """Entry point for the application script""" print("Call your main application code here")
()
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24,873
pymisp.abstract
AbstractMISP
null
class AbstractMISP(MutableMapping, MISPFileCache, metaclass=ABCMeta): # type: ignore[type-arg] __resources_path = resources_path __misp_objects_path = misp_objects_path __describe_types = describe_types def __init__(self, **kwargs) -> None: # type: ignore[no-untyped-def] """Abstract class for all the MISP objects. NOTE: Every method in every classes inheriting this one are doing changes in memory and do not modify data on a remote MISP instance. To do so, you need to call the respective add_* or update_* methods in PyMISP. """ super().__init__() self.__edited: bool = True # As we create a new object, we assume it is edited self.__not_jsonable: list[str] = [] self._fields_for_feed: set[str] self.__self_defined_describe_types: dict[str, Any] | None = None self.uuid: str if kwargs.get('force_timestamps') is not None: # Ignore the edited objects and keep the timestamps. self.__force_timestamps: bool = True else: self.__force_timestamps = False @property def describe_types(self) -> dict[str, Any]: if self.__self_defined_describe_types: return self.__self_defined_describe_types return self.__describe_types @describe_types.setter def describe_types(self, describe_types: dict[str, Any]) -> None: self.__self_defined_describe_types = describe_types @property def resources_path(self) -> Path: return self.__resources_path @property def misp_objects_path(self) -> Path: return self.__misp_objects_path @misp_objects_path.setter def misp_objects_path(self, misp_objects_path: str | Path) -> None: if isinstance(misp_objects_path, str): misp_objects_path = Path(misp_objects_path) self.__misp_objects_path = misp_objects_path def from_dict(self, **kwargs) -> None: # type: ignore[no-untyped-def] """Loading all the parameters as class properties, if they aren't `None`. This method aims to be called when all the properties requiring a special treatment are processed. Note: This method is used when you initialize an object with existing data so by default, the class is flaged as not edited.""" for prop, value in kwargs.items(): if value is None: continue setattr(self, prop, value) # We load an existing dictionary, marking it an not-edited self.__edited = False def update_not_jsonable(self, *args) -> None: # type: ignore[no-untyped-def] """Add entries to the __not_jsonable list""" self.__not_jsonable += args def set_not_jsonable(self, args: list[str]) -> None: """Set __not_jsonable to a new list""" self.__not_jsonable = args def _remove_from_not_jsonable(self, *args) -> None: # type: ignore[no-untyped-def] """Remove the entries that are in the __not_jsonable list""" for entry in args: try: self.__not_jsonable.remove(entry) except ValueError: pass def from_json(self, json_string: str) -> None: """Load a JSON string""" self.from_dict(**loads(json_string)) def to_dict(self, json_format: bool = False) -> dict[str, Any]: """Dump the class to a dictionary. This method automatically removes the timestamp recursively in every object that has been edited is order to let MISP update the event accordingly.""" is_edited = self.edited to_return = {} for attribute, val in self.items(): if val is None: continue elif isinstance(val, list) and len(val) == 0: continue elif isinstance(val, str): val = val.strip() elif json_format: if isinstance(val, AbstractMISP): val = val.to_json(True) elif isinstance(val, (datetime, date)): val = val.isoformat() elif isinstance(val, Enum): val = val.value elif isinstance(val, UUID): val = str(val) if attribute == 'timestamp': if not self.__force_timestamps and is_edited: # In order to be accepted by MISP, the timestamp of an object # needs to be either newer, or None. # If the current object is marked as edited, the easiest is to # skip the timestamp and let MISP deal with it continue else: val = self._datetime_to_timestamp(val) if (attribute in ('first_seen', 'last_seen', 'datetime') and isinstance(val, datetime) and not val.tzinfo): # Need to make sure the timezone is set. Otherwise, it will be processed as UTC on the server val = val.astimezone() to_return[attribute] = val to_return = _int_to_str(to_return) return to_return def jsonable(self) -> dict[str, Any]: """This method is used by the JSON encoder""" return self.to_dict() def _to_feed(self) -> dict[str, Any]: if not hasattr(self, '_fields_for_feed') or not self._fields_for_feed: raise PyMISPError('Unable to export in the feed format, _fields_for_feed is missing.') if hasattr(self, '_set_default') and callable(self._set_default): self._set_default() to_return = {} for field in sorted(self._fields_for_feed): if getattr(self, field, None) is not None: if field in ['timestamp', 'publish_timestamp']: to_return[field] = self._datetime_to_timestamp(getattr(self, field)) elif isinstance(getattr(self, field), (datetime, date)): to_return[field] = getattr(self, field).isoformat() else: to_return[field] = getattr(self, field) else: if field in ['data', 'first_seen', 'last_seen', 'deleted']: # special fields continue raise PyMISPError(f'The field {field} is required in {self.__class__.__name__} when generating a feed.') to_return = _int_to_str(to_return) return to_return def to_json(self, sort_keys: bool = False, indent: int | None = None) -> str: """Dump recursively any class of type MISPAbstract to a json string""" if HAS_ORJSON: option = 0 if sort_keys: option |= orjson.OPT_SORT_KEYS if indent: option |= orjson.OPT_INDENT_2 # orjson dumps method returns bytes instead of bytes, to keep compatibility with json # we have to convert output to str return dumps(self, default=pymisp_json_default, option=option).decode() return dumps(self, default=pymisp_json_default, sort_keys=sort_keys, indent=indent) def __getitem__(self, key: str) -> Any: try: if key[0] != '_' and key not in self.__not_jsonable: return self.__dict__[key] raise KeyError except AttributeError: # Expected by pop and other dict-related methods raise KeyError def __setitem__(self, key: str, value: Any) -> None: setattr(self, key, value) def __delitem__(self, key: str) -> None: delattr(self, key) def __iter__(self) -> Any: '''When we call **self, skip keys: * starting with _ * in __not_jsonable * timestamp if the object is edited *unless* it is forced ''' return iter({k: v for k, v in self.__dict__.items() if not (k[0] == '_' or k in self.__not_jsonable or (not self.__force_timestamps and (k == 'timestamp' and self.__edited)))}) def __len__(
(**kwargs) -> 'None'
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24,875
pymisp.abstract
__delitem__
null
def __delitem__(self, key: str) -> None: delattr(self, key)
(self, key: str) -> NoneType
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24,876
pymisp.abstract
__eq__
null
def __eq__(self, other: object) -> bool: if isinstance(other, AbstractMISP): return self.to_dict() == other.to_dict() elif isinstance(other, dict): return self.to_dict() == other else: return False
(self, other: object) -> bool
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24,877
pymisp.abstract
__getitem__
null
def __getitem__(self, key: str) -> Any: try: if key[0] != '_' and key not in self.__not_jsonable: return self.__dict__[key] raise KeyError except AttributeError: # Expected by pop and other dict-related methods raise KeyError
(self, key: str) -> Any
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24,878
pymisp.abstract
__init__
Abstract class for all the MISP objects. NOTE: Every method in every classes inheriting this one are doing changes in memory and do not modify data on a remote MISP instance. To do so, you need to call the respective add_* or update_* methods in PyMISP.
def __init__(self, **kwargs) -> None: # type: ignore[no-untyped-def] """Abstract class for all the MISP objects. NOTE: Every method in every classes inheriting this one are doing changes in memory and do not modify data on a remote MISP instance. To do so, you need to call the respective add_* or update_* methods in PyMISP. """ super().__init__() self.__edited: bool = True # As we create a new object, we assume it is edited self.__not_jsonable: list[str] = [] self._fields_for_feed: set[str] self.__self_defined_describe_types: dict[str, Any] | None = None self.uuid: str if kwargs.get('force_timestamps') is not None: # Ignore the edited objects and keep the timestamps. self.__force_timestamps: bool = True else: self.__force_timestamps = False
(self, **kwargs) -> NoneType
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24,879
pymisp.abstract
__iter__
When we call **self, skip keys: * starting with _ * in __not_jsonable * timestamp if the object is edited *unless* it is forced
def __iter__(self) -> Any: '''When we call **self, skip keys: * starting with _ * in __not_jsonable * timestamp if the object is edited *unless* it is forced ''' return iter({k: v for k, v in self.__dict__.items() if not (k[0] == '_' or k in self.__not_jsonable or (not self.__force_timestamps and (k == 'timestamp' and self.__edited)))})
(self) -> Any
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24,880
pymisp.abstract
__len__
null
def __len__(self) -> int: return len([k for k in self.__dict__.keys() if not (k[0] == '_' or k in self.__not_jsonable)])
(self) -> int
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24,881
pymisp.abstract
__repr__
null
def __repr__(self) -> str: return f'<{self.__class__.__name__} - please define me>'
(self) -> str
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24,882
pymisp.abstract
__setattr__
null
def __setattr__(self, name: str, value: Any) -> None: if name[0] != '_' and not self.__edited and name in self: # The private members don't matter # If we already have a key with that name, we're modifying it. self.__edited = True super().__setattr__(name, value)
(self, name: str, value: Any) -> NoneType
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24,883
pymisp.abstract
__setitem__
null
def __setitem__(self, key: str, value: Any) -> None: setattr(self, key, value)
(self, key: str, value: Any) -> NoneType
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24,884
pymisp.abstract
_add_tag
Add a tag to the attribute (by name or a MISPTag object)
def _add_tag(self, tag: str | MISPTag | Mapping[str, Any] | None = None, **kwargs): # type: ignore[no-untyped-def] """Add a tag to the attribute (by name or a MISPTag object)""" if isinstance(tag, str): misp_tag = MISPTag() misp_tag.from_dict(name=tag) elif isinstance(tag, MISPTag): misp_tag = tag elif isinstance(tag, dict): misp_tag = MISPTag() misp_tag.from_dict(**tag) elif kwargs: misp_tag = MISPTag() misp_tag.from_dict(**kwargs) else: raise PyMISPInvalidFormat(f"The tag is in an invalid format (can be either string, MISPTag, or an expanded dict): {tag}") if misp_tag not in self.tags: # type: ignore self.Tag.append(misp_tag) self.edited = True return misp_tag
(self, tag: Union[str, pymisp.abstract.MISPTag, Mapping[str, Any], NoneType] = None, **kwargs)
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24,885
pymisp.abstract
_datetime_to_timestamp
Convert a datetime object to a timestamp (int)
def _datetime_to_timestamp(self, d: int | float | str | datetime) -> int: """Convert a datetime object to a timestamp (int)""" if isinstance(d, (int, float, str)): # Assume we already have a timestamp return int(d) return int(d.timestamp())
(self, d: int | float | str | datetime.datetime) -> int
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24,886
pymisp.abstract
_remove_from_not_jsonable
Remove the entries that are in the __not_jsonable list
def _remove_from_not_jsonable(self, *args) -> None: # type: ignore[no-untyped-def] """Remove the entries that are in the __not_jsonable list""" for entry in args: try: self.__not_jsonable.remove(entry) except ValueError: pass
(self, *args) -> NoneType
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24,887
pymisp.abstract
_set_tags
Set a list of prepared MISPTag.
def _set_tags(self, tags: list[MISPTag]) -> None: """Set a list of prepared MISPTag.""" if all(isinstance(x, MISPTag) for x in tags): self.Tag = tags else: raise PyMISPInvalidFormat('All the attributes have to be of type MISPTag.')
(self, tags: list[pymisp.abstract.MISPTag]) -> NoneType
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24,888
pymisp.abstract
_to_feed
null
def _to_feed(self) -> dict[str, Any]: if not hasattr(self, '_fields_for_feed') or not self._fields_for_feed: raise PyMISPError('Unable to export in the feed format, _fields_for_feed is missing.') if hasattr(self, '_set_default') and callable(self._set_default): self._set_default() to_return = {} for field in sorted(self._fields_for_feed): if getattr(self, field, None) is not None: if field in ['timestamp', 'publish_timestamp']: to_return[field] = self._datetime_to_timestamp(getattr(self, field)) elif isinstance(getattr(self, field), (datetime, date)): to_return[field] = getattr(self, field).isoformat() else: to_return[field] = getattr(self, field) else: if field in ['data', 'first_seen', 'last_seen', 'deleted']: # special fields continue raise PyMISPError(f'The field {field} is required in {self.__class__.__name__} when generating a feed.') to_return = _int_to_str(to_return) return to_return
(self) -> dict[str, typing.Any]
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24,890
pymisp.abstract
from_dict
Loading all the parameters as class properties, if they aren't `None`. This method aims to be called when all the properties requiring a special treatment are processed. Note: This method is used when you initialize an object with existing data so by default, the class is flaged as not edited.
def from_dict(self, **kwargs) -> None: # type: ignore[no-untyped-def] """Loading all the parameters as class properties, if they aren't `None`. This method aims to be called when all the properties requiring a special treatment are processed. Note: This method is used when you initialize an object with existing data so by default, the class is flaged as not edited.""" for prop, value in kwargs.items(): if value is None: continue setattr(self, prop, value) # We load an existing dictionary, marking it an not-edited self.__edited = False
(self, **kwargs) -> NoneType
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24,891
pymisp.abstract
from_json
Load a JSON string
def from_json(self, json_string: str) -> None: """Load a JSON string""" self.from_dict(**loads(json_string))
(self, json_string: str) -> NoneType
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24,894
pymisp.abstract
jsonable
This method is used by the JSON encoder
def jsonable(self) -> dict[str, Any]: """This method is used by the JSON encoder""" return self.to_dict()
(self) -> dict[str, typing.Any]
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24,898
pymisp.abstract
set_not_jsonable
Set __not_jsonable to a new list
def set_not_jsonable(self, args: list[str]) -> None: """Set __not_jsonable to a new list""" self.__not_jsonable = args
(self, args: list[str]) -> NoneType
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24,900
pymisp.abstract
to_dict
Dump the class to a dictionary. This method automatically removes the timestamp recursively in every object that has been edited is order to let MISP update the event accordingly.
def to_dict(self, json_format: bool = False) -> dict[str, Any]: """Dump the class to a dictionary. This method automatically removes the timestamp recursively in every object that has been edited is order to let MISP update the event accordingly.""" is_edited = self.edited to_return = {} for attribute, val in self.items(): if val is None: continue elif isinstance(val, list) and len(val) == 0: continue elif isinstance(val, str): val = val.strip() elif json_format: if isinstance(val, AbstractMISP): val = val.to_json(True) elif isinstance(val, (datetime, date)): val = val.isoformat() elif isinstance(val, Enum): val = val.value elif isinstance(val, UUID): val = str(val) if attribute == 'timestamp': if not self.__force_timestamps and is_edited: # In order to be accepted by MISP, the timestamp of an object # needs to be either newer, or None. # If the current object is marked as edited, the easiest is to # skip the timestamp and let MISP deal with it continue else: val = self._datetime_to_timestamp(val) if (attribute in ('first_seen', 'last_seen', 'datetime') and isinstance(val, datetime) and not val.tzinfo): # Need to make sure the timezone is set. Otherwise, it will be processed as UTC on the server val = val.astimezone() to_return[attribute] = val to_return = _int_to_str(to_return) return to_return
(self, json_format: bool = False) -> dict[str, typing.Any]
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24,901
pymisp.abstract
to_json
Dump recursively any class of type MISPAbstract to a json string
def to_json(self, sort_keys: bool = False, indent: int | None = None) -> str: """Dump recursively any class of type MISPAbstract to a json string""" if HAS_ORJSON: option = 0 if sort_keys: option |= orjson.OPT_SORT_KEYS if indent: option |= orjson.OPT_INDENT_2 # orjson dumps method returns bytes instead of bytes, to keep compatibility with json # we have to convert output to str return dumps(self, default=pymisp_json_default, option=option).decode() return dumps(self, default=pymisp_json_default, sort_keys=sort_keys, indent=indent)
(self, sort_keys: bool = False, indent: Optional[int] = None) -> str
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24,903
pymisp.abstract
update_not_jsonable
Add entries to the __not_jsonable list
def update_not_jsonable(self, *args) -> None: # type: ignore[no-untyped-def] """Add entries to the __not_jsonable list""" self.__not_jsonable += args
(self, *args) -> NoneType
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24,905
pymisp.tools.abstractgenerator
AbstractMISPObjectGenerator
null
class AbstractMISPObjectGenerator(MISPObject): def _detect_epoch(self, timestamp: str | int | float) -> bool: try: tmp = float(timestamp) if tmp < 30000000: # Assuming the user doesn't want to report anything before datetime(1970, 12, 14, 6, 20) # The date is most probably in the format 20180301 return False return True except ValueError: return False def _sanitize_timestamp(self, timestamp: datetime | date | dict[str, Any] | str | int | float | None = None) -> datetime: if not timestamp: return datetime.now() if isinstance(timestamp, datetime): return timestamp elif isinstance(timestamp, date): return datetime.combine(timestamp, datetime.min.time()) elif isinstance(timestamp, dict): if not isinstance(timestamp['value'], datetime): timestamp['value'] = parse(timestamp['value']) return timestamp['value'] else: # Supported: float/int/string if isinstance(timestamp, (str, int, float)) and self._detect_epoch(timestamp): # It converts to the *local* datetime, which is consistent with the rest of the code. return datetime.fromtimestamp(float(timestamp)) elif isinstance(timestamp, str): return parse(timestamp) else: raise Exception(f'Unable to convert {timestamp} to a datetime.') def generate_attributes(self) -> None: """Contains the logic where all the values of the object are gathered""" if hasattr(self, '_parameters') and self._definition is not None: for object_relation in self._definition['attributes']: value = self._parameters.pop(object_relation, None) if not value: continue if isinstance(value, dict): self.add_attribute(object_relation, **value) elif isinstance(value, list): self.add_attributes(object_relation, *value) else: # Assume it is the value only self.add_attribute(object_relation, value=value) if self._strict and self._known_template and self._parameters: raise InvalidMISPObject('Some object relations are unknown in the template and could not be attached: {}'.format(', '.join(self._parameters)))
(name: 'str', strict: 'bool' = False, standalone: 'bool' = True, default_attributes_parameters: 'dict[str, Any]' = {}, **kwargs) -> 'None'
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24,910
pymisp.mispevent
__init__
Master class representing a generic MISP object :param name: Name of the object :param strict: Enforce validation with the object templates :param standalone: The object will be pushed as directly on MISP, not as a part of an event. In this case the ObjectReference needs to be pushed manually and cannot be in the JSON dump. :param default_attributes_parameters: Used as template for the attributes if they are not overwritten in add_attribute :param misp_objects_path_custom: Path to custom object templates :param misp_objects_template_custom: Template of the object. Expects the content (dict, loaded with json.load or json.loads) of a template definition file, see repository MISP/misp-objects.
def __init__(self, name: str, strict: bool = False, standalone: bool = True, # type: ignore[no-untyped-def] default_attributes_parameters: dict[str, Any] = {}, **kwargs) -> None: ''' Master class representing a generic MISP object :param name: Name of the object :param strict: Enforce validation with the object templates :param standalone: The object will be pushed as directly on MISP, not as a part of an event. In this case the ObjectReference needs to be pushed manually and cannot be in the JSON dump. :param default_attributes_parameters: Used as template for the attributes if they are not overwritten in add_attribute :param misp_objects_path_custom: Path to custom object templates :param misp_objects_template_custom: Template of the object. Expects the content (dict, loaded with json.load or json.loads) of a template definition file, see repository MISP/misp-objects. ''' super().__init__(**kwargs) self._strict: bool = strict self.name: str = name self._known_template: bool = False self.id: int self._definition: dict[str, Any] | None self.timestamp: float | int | datetime misp_objects_template_custom = kwargs.pop('misp_objects_template_custom', None) misp_objects_path_custom = kwargs.pop('misp_objects_path_custom', None) if misp_objects_template_custom: self._set_template(misp_objects_template_custom=misp_objects_template_custom) else: # Fall back to default path if None self._set_template(misp_objects_path_custom=misp_objects_path_custom) self.uuid: str = str(uuid.uuid4()) self.first_seen: datetime self.last_seen: datetime self.__fast_attribute_access: dict[str, Any] = defaultdict(list) # Hashtable object_relation: [attributes] self.ObjectReference: list[MISPObjectReference] = [] self._standalone: bool = False self.Attribute: list[MISPObjectAttribute] = [] self.SharingGroup: MISPSharingGroup self._default_attributes_parameters: dict[str, Any] if isinstance(default_attributes_parameters, MISPAttribute): # Just make sure we're not modifying an existing MISPAttribute self._default_attributes_parameters = default_attributes_parameters.to_dict() else: self._default_attributes_parameters = copy.copy(default_attributes_parameters) if self._default_attributes_parameters: # Let's clean that up self._default_attributes_parameters.pop('value', None) # duh self._default_attributes_parameters.pop('uuid', None) # duh self._default_attributes_parameters.pop('id', None) # duh self._default_attributes_parameters.pop('object_id', None) # duh self._default_attributes_parameters.pop('type', None) # depends on the value self._default_attributes_parameters.pop('object_relation', None) # depends on the value self._default_attributes_parameters.pop('disable_correlation', None) # depends on the value self._default_attributes_parameters.pop('to_ids', None) # depends on the value self._default_attributes_parameters.pop('deleted', None) # doesn't make sense to pre-set it self._default_attributes_parameters.pop('data', None) # in case the original in a sample or an attachment # Those values are set for the current object, if they exist, but not pop'd because they are still useful for the attributes self.distribution: int = self._default_attributes_parameters.get('distribution', 5) self.sharing_group_id: int = self._default_attributes_parameters.get('sharing_group_id', 0) else: self.distribution = 5 # Default to inherit self.sharing_group_id = 0 self.standalone = standalone
(self, name: str, strict: bool = False, standalone: bool = True, default_attributes_parameters: dict[str, typing.Any] = {}, **kwargs) -> NoneType
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24,913
pymisp.mispevent
__repr__
null
def __repr__(self) -> str: if hasattr(self, 'name'): return '<{self.__class__.__name__}(name={self.name})'.format(self=self) return f'<{self.__class__.__name__}(NotInitialized)'
(self) -> str
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24,914
pymisp.mispevent
__setattr__
null
def __setattr__(self, name: str, value: Any) -> None: if name in ['first_seen', 'last_seen']: value = _make_datetime(value) if name == 'last_seen' and hasattr(self, 'first_seen') and self.first_seen > value: logger.warning(f'last_seen ({value}) has to be after first_seen ({self.first_seen})') if name == 'first_seen' and hasattr(self, 'last_seen') and self.last_seen < value: logger.warning(f'first_seen ({value}) has to be before last_seen ({self.last_seen})') super().__setattr__(name, value)
(self, name: str, value: Any) -> NoneType
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24,918
pymisp.tools.abstractgenerator
_detect_epoch
null
def _detect_epoch(self, timestamp: str | int | float) -> bool: try: tmp = float(timestamp) if tmp < 30000000: # Assuming the user doesn't want to report anything before datetime(1970, 12, 14, 6, 20) # The date is most probably in the format 20180301 return False return True except ValueError: return False
(self, timestamp: str | int | float) -> bool
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24,919
pymisp.mispevent
_load_template
null
def _load_template(self, template: dict[str, Any]) -> None: self._definition = template setattr(self, 'meta-category', self._definition['meta-category']) self.template_uuid = self._definition['uuid'] self.description = self._definition['description'] self.template_version = self._definition['version']
(self, template: dict[str, typing.Any]) -> NoneType
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24,920
pymisp.mispevent
_load_template_path
null
def _load_template_path(self, template_path: Path | str) -> bool: template = self._load_json(template_path) if not template: self._definition = None return False self._load_template(template) return True
(self, template_path: pathlib.Path | str) -> bool
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24,922
pymisp.tools.abstractgenerator
_sanitize_timestamp
null
def _sanitize_timestamp(self, timestamp: datetime | date | dict[str, Any] | str | int | float | None = None) -> datetime: if not timestamp: return datetime.now() if isinstance(timestamp, datetime): return timestamp elif isinstance(timestamp, date): return datetime.combine(timestamp, datetime.min.time()) elif isinstance(timestamp, dict): if not isinstance(timestamp['value'], datetime): timestamp['value'] = parse(timestamp['value']) return timestamp['value'] else: # Supported: float/int/string if isinstance(timestamp, (str, int, float)) and self._detect_epoch(timestamp): # It converts to the *local* datetime, which is consistent with the rest of the code. return datetime.fromtimestamp(float(timestamp)) elif isinstance(timestamp, str): return parse(timestamp) else: raise Exception(f'Unable to convert {timestamp} to a datetime.')
(self, timestamp: Union[datetime.datetime, datetime.date, dict[str, Any], str, int, float, NoneType] = None) -> datetime.datetime
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24,923
pymisp.mispevent
_set_default
null
def _set_default(self) -> None: if not hasattr(self, 'comment'): self.comment = '' if not hasattr(self, 'timestamp'): self.timestamp = datetime.timestamp(datetime.now())
(self) -> NoneType
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24,925
pymisp.mispevent
_set_template
null
def _set_template(self, misp_objects_path_custom: Path | str | None = None, misp_objects_template_custom: dict[str, Any] | None = None) -> None: if misp_objects_template_custom: # A complete template was given to the constructor self._load_template(misp_objects_template_custom) self._known_template = True else: if misp_objects_path_custom: # If misp_objects_path_custom is given, and an object with the given name exists, use that. if isinstance(misp_objects_path_custom, str): self.misp_objects_path = Path(misp_objects_path_custom) else: self.misp_objects_path = misp_objects_path_custom # Try to get the template self._known_template = self._load_template_path(self.misp_objects_path / self.name / 'definition.json') if not self._known_template and self._strict: raise UnknownMISPObjectTemplate(f'{self.name} is unknown in the MISP object directory.') else: # Then we have no meta-category, template_uuid, description and template_version pass
(self, misp_objects_path_custom: Union[pathlib.Path, str, NoneType] = None, misp_objects_template_custom: Optional[dict[str, Any]] = None) -> NoneType
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_to_feed
null
def _to_feed(self, with_distribution: bool=False) -> dict[str, Any]: if with_distribution: self._fields_for_feed.add('distribution') if not hasattr(self, 'template_uuid'): # workaround for old events where the template_uuid was not yet mandatory self.template_uuid = str(uuid.uuid5(uuid.UUID("9319371e-2504-4128-8410-3741cebbcfd3"), self.name)) if not hasattr(self, 'description'): # workaround for old events where description is not always set self.description = '<unknown>' if not hasattr(self, 'meta-category'): # workaround for old events where meta-category is not always set setattr(self, 'meta-category', 'misc') to_return = super()._to_feed() if self.references: to_return['ObjectReference'] = [reference._to_feed() for reference in self.references] if with_distribution: try: to_return['SharingGroup'] = self.SharingGroup._to_feed() except AttributeError: pass return to_return
(self, with_distribution: bool = False) -> dict[str, typing.Any]
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24,927
pymisp.mispevent
_validate
null
def _validate(self) -> bool: if not self._definition: raise PyMISPError('No object definition available, unable to validate.') """Make sure the object we're creating has the required fields""" if self._definition.get('required'): required_missing = set(self._definition['required']) - set(self._fast_attribute_access.keys()) if required_missing: raise InvalidMISPObject(f'{required_missing} are required.') if self._definition.get('requiredOneOf'): if not set(self._definition['requiredOneOf']) & set(self._fast_attribute_access.keys()): # We ecpect at least one of the object_relation in requiredOneOf, and it isn't the case raise InvalidMISPObject('At least one of the following attributes is required: {}'.format(', '.join(self._definition['requiredOneOf']))) for rel, attrs in self._fast_attribute_access.items(): if len(attrs) == 1: # object_relation's here only once, everything's cool, moving on continue if not self._definition['attributes'][rel].get('multiple'): # object_relation's here more than once, but it isn't allowed in the template. raise InvalidMISPObject(f'Multiple occurrences of {rel} is not allowed') return True
(self) -> bool
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24,928
pymisp.mispevent
add_attribute
Add an attribute. :param object_relation: The object relation of the attribute you're adding to the object :param simple_value: The value :param value: dictionary with all the keys supported by MISPAttribute Note: as long as PyMISP knows about the object template, only the object_relation and the simple_value are required. If PyMISP doesn't know the template, you also **must** pass a type. All the other options that can be passed along when creating an attribute (comment, IDS flag, ...) will be either taked out of the template, or out of the default setting for the type as defined on the MISP instance.
def add_attribute(self, object_relation: str, simple_value: str | int | float | None = None, **value) -> MISPAttribute | None: # type: ignore[no-untyped-def] """Add an attribute. :param object_relation: The object relation of the attribute you're adding to the object :param simple_value: The value :param value: dictionary with all the keys supported by MISPAttribute Note: as long as PyMISP knows about the object template, only the object_relation and the simple_value are required. If PyMISP doesn't know the template, you also **must** pass a type. All the other options that can be passed along when creating an attribute (comment, IDS flag, ...) will be either taked out of the template, or out of the default setting for the type as defined on the MISP instance. """ if simple_value is not None: # /!\ The value *can* be 0 value['value'] = simple_value if value.get('value') is None: logger.warning(f"The value of the attribute you're trying to add is None, skipping it. Object relation: {object_relation}") return None else: if isinstance(value['value'], bytes): # That shouldn't happen, but we live in the real world, and it does. # So we try to decode (otherwise, MISP barf), and raise a warning if needed. try: value['value'] = value['value'].decode() except Exception: logger.warning("The value of the attribute you're trying to add is a bytestream ({!r}), and we're unable to make it a string.".format(value['value'])) return None # Make sure we're not adding an empty value. if isinstance(value['value'], str): value['value'] = value['value'].strip().strip('\x00') if value['value'] == '': logger.warning(f"The value of the attribute you're trying to add is an empty string, skipping it. Object relation: {object_relation}") return None if self._known_template and self._definition: if object_relation in self._definition['attributes']: attribute = MISPObjectAttribute(self._definition['attributes'][object_relation]) else: # Woopsie, this object_relation is unknown, no sane defaults for you. logger.warning(f"The template ({self.name}) doesn't have the object_relation ({object_relation}) you're trying to add. If you are creating a new event to push to MISP, please review your code so it matches the template.") attribute = MISPObjectAttribute({}) else: attribute = MISPObjectAttribute({}) # Overwrite the parameters of self._default_attributes_parameters with the ones of value attribute.from_dict(object_relation=object_relation, **{**self._default_attributes_parameters, **value}) self.__fast_attribute_access[object_relation].append(attribute) self.Attribute.append(attribute) self.edited = True return attribute
(self, object_relation: str, simple_value: Union[str, int, float, NoneType] = None, **value) -> pymisp.mispevent.MISPAttribute | None
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24,929
pymisp.mispevent
add_attributes
Add multiple attributes with the same object_relation. Helper for object_relation when multiple is True in the template. It is the same as calling multiple times add_attribute with the same object_relation.
def add_attributes(self, object_relation: str, *attributes: Sequence[str | dict[str, Any] | MISPAttribute]) -> list[MISPAttribute | None]: '''Add multiple attributes with the same object_relation. Helper for object_relation when multiple is True in the template. It is the same as calling multiple times add_attribute with the same object_relation. ''' to_return = [] for attribute in attributes: if isinstance(attribute, MISPAttribute): a = self.add_attribute(object_relation, **attribute.to_dict()) elif isinstance(attribute, dict): a = self.add_attribute(object_relation, **attribute) # type: ignore[misc] else: a = self.add_attribute(object_relation, value=attribute) to_return.append(a) return to_return
(self, object_relation: str, *attributes: Sequence[str | dict[str, Any] | pymisp.mispevent.MISPAttribute]) -> list[pymisp.mispevent.MISPAttribute | None]
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24,930
pymisp.mispevent
add_reference
Add a link (uuid) to another object
def add_reference(self, referenced_uuid: AbstractMISP | str, relationship_type: str, comment: str | None = None, **kwargs) -> MISPObjectReference: # type: ignore[no-untyped-def] """Add a link (uuid) to another object""" if isinstance(referenced_uuid, AbstractMISP): # Allow to pass an object or an attribute instead of its UUID referenced_uuid = referenced_uuid.uuid if 'object_uuid' in kwargs and not kwargs.get('object_uuid'): # Unexplained None in object_uuid key -> https://github.com/MISP/PyMISP/issues/640 kwargs.pop('object_uuid') object_uuid = self.uuid elif kwargs.get('object_uuid'): # Load existing object object_uuid = kwargs.pop('object_uuid') else: # New reference object_uuid = self.uuid reference = MISPObjectReference() reference.from_dict(object_uuid=object_uuid, referenced_uuid=referenced_uuid, relationship_type=relationship_type, comment=comment, **kwargs) self.ObjectReference.append(reference) self.edited = True return reference
(self, referenced_uuid: pymisp.abstract.AbstractMISP | str, relationship_type: str, comment: Optional[str] = None, **kwargs) -> pymisp.mispevent.MISPObjectReference
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24,932
pymisp.mispevent
delete
Mark the object as deleted (soft delete)
def delete(self) -> None: """Mark the object as deleted (soft delete)""" self.deleted = True for a in self.attributes: a.delete()
(self) -> NoneType
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24,933
pymisp.mispevent
force_misp_objects_path_custom
null
def force_misp_objects_path_custom(self, misp_objects_path_custom: Path | str, object_name: str | None = None) -> None: if object_name: self.name = object_name self._set_template(misp_objects_path_custom)
(self, misp_objects_path_custom: pathlib.Path | str, object_name: Optional[str] = None) -> NoneType
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24,934
pymisp.mispevent
from_dict
null
def from_dict(self, **kwargs) -> None: # type: ignore[no-untyped-def] if 'Object' in kwargs: kwargs = kwargs['Object'] if self._known_template: if kwargs.get('template_uuid') and kwargs['template_uuid'] != self.template_uuid: if self._strict: raise UnknownMISPObjectTemplate('UUID of the object is different from the one of the template.') else: self._known_template = False if kwargs.get('template_version') and int(kwargs['template_version']) != self.template_version: if self._strict: raise UnknownMISPObjectTemplate('Version of the object ({}) is different from the one of the template ({}).'.format(kwargs['template_version'], self.template_version)) else: self._known_template = False # depending on how the object is initialized, we may have a few keys to pop kwargs.pop('misp_objects_template_custom', None) kwargs.pop('misp_objects_path_custom', None) if 'distribution' in kwargs and kwargs['distribution'] is not None: self.distribution = kwargs.pop('distribution') self.distribution = int(self.distribution) if self.distribution not in [0, 1, 2, 3, 4, 5]: raise NewAttributeError(f'{self.distribution} is invalid, the distribution has to be in 0, 1, 2, 3, 4, 5') if kwargs.get('timestamp'): ts = kwargs.pop('timestamp') if isinstance(ts, datetime): self.timestamp = ts else: self.timestamp = datetime.fromtimestamp(int(ts), timezone.utc) if kwargs.get('first_seen'): fs = kwargs.pop('first_seen') try: # Faster self.first_seen = datetime.fromisoformat(fs) except Exception: # Use __setattr__ self.first_seen = fs if kwargs.get('last_seen'): ls = kwargs.pop('last_seen') try: # Faster self.last_seen = datetime.fromisoformat(ls) except Exception: # Use __setattr__ self.last_seen = ls if kwargs.get('Attribute'): [self.add_attribute(**a) for a in kwargs.pop('Attribute')] if kwargs.get('ObjectReference'): [self.add_reference(**r) for r in kwargs.pop('ObjectReference')] if kwargs.get('SharingGroup'): self.SharingGroup = MISPSharingGroup() self.SharingGroup.from_dict(**kwargs.pop('SharingGroup')) # Not supported yet - https://github.com/MISP/PyMISP/issues/168 # if kwargs.get('Tag'): # for tag in kwargs.pop('Tag'): # self.add_tag(tag) super().from_dict(**kwargs)
(self, **kwargs) -> NoneType
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24,936
pymisp.tools.abstractgenerator
generate_attributes
Contains the logic where all the values of the object are gathered
def generate_attributes(self) -> None: """Contains the logic where all the values of the object are gathered""" if hasattr(self, '_parameters') and self._definition is not None: for object_relation in self._definition['attributes']: value = self._parameters.pop(object_relation, None) if not value: continue if isinstance(value, dict): self.add_attribute(object_relation, **value) elif isinstance(value, list): self.add_attributes(object_relation, *value) else: # Assume it is the value only self.add_attribute(object_relation, value=value) if self._strict and self._known_template and self._parameters: raise InvalidMISPObject('Some object relations are unknown in the template and could not be attached: {}'.format(', '.join(self._parameters)))
(self) -> NoneType
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24,938
pymisp.mispevent
get_attributes_by_relation
Returns the list of attributes with the given object relation in the object
def get_attributes_by_relation(self, object_relation: str) -> list[MISPAttribute]: '''Returns the list of attributes with the given object relation in the object''' return self._fast_attribute_access.get(object_relation, [])
(self, object_relation: str) -> list[pymisp.mispevent.MISPAttribute]
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24,939
pymisp.mispevent
has_attributes_by_relation
True if all the relations in the list are defined in the object
def has_attributes_by_relation(self, list_of_relations: list[str]) -> bool: '''True if all the relations in the list are defined in the object''' return all(relation in self._fast_attribute_access for relation in list_of_relations)
(self, list_of_relations: list[str]) -> bool
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24,947
pymisp.mispevent
to_dict
null
def to_dict(self, json_format: bool = False, strict: bool = False) -> dict[str, Any]: if strict or self._strict and self._known_template: self._validate() return super().to_dict(json_format)
(self, json_format: bool = False, strict: bool = False) -> dict[str, typing.Any]
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24,948
pymisp.mispevent
to_json
null
def to_json(self, sort_keys: bool = False, indent: int | None = None, strict: bool = False) -> str: if strict or self._strict and self._known_template: self._validate() return super().to_json(sort_keys=sort_keys, indent=indent)
(self, sort_keys: bool = False, indent: Optional[int] = None, strict: bool = False) -> str
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24,952
pymisp.abstract
Analysis
An enumeration.
class Analysis(Enum): initial = 0 ongoing = 1 completed = 2
(value, names=None, *, module=None, qualname=None, type=None, start=1)
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24,953
pymisp.abstract
Distribution
An enumeration.
class Distribution(Enum): your_organisation_only = 0 this_community_only = 1 connected_communities = 2 all_communities = 3 sharing_group = 4 inherit = 5
(value, names=None, *, module=None, qualname=None, type=None, start=1)
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24,954
pymisp
ExpandedPyMISP
null
class ExpandedPyMISP(PyMISP): def __init__(self, *args, **kwargs): warnings.warn('This class is deprecated, use PyMISP instead', FutureWarning) super().__init__(*args, **kwargs)
(*args, **kwargs)
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24,955
pymisp
__init__
null
def __init__(self, *args, **kwargs): warnings.warn('This class is deprecated, use PyMISP instead', FutureWarning) super().__init__(*args, **kwargs)
(self, *args, **kwargs)
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24,956
pymisp.api
__repr__
null
def __repr__(self) -> str: return f'<{self.__class__.__name__}(url={self.root_url})'
(self) -> str
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24,957
pymisp.api
_add_entries_to_blocklist
null
def _add_entries_to_blocklist(self, blocklist_type: str, uuids: str | list[str], **kwargs) -> dict[str, Any] | list[dict[str, Any]]: # type: ignore[no-untyped-def] if blocklist_type == 'event': url = 'eventBlocklists/add' elif blocklist_type == 'organisation': url = 'orgBlocklists/add' else: raise PyMISPError('blocklist_type can only be "event" or "organisation"') if isinstance(uuids, str): uuids = [uuids] data = {'uuids': uuids} if kwargs: data.update({k: v for k, v in kwargs.items() if v}) r = self._prepare_request('POST', url, data=data) return self._check_json_response(r)
(self, blocklist_type: str, uuids: str | list[str], **kwargs) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,958
pymisp.api
_check_head_response
null
def _check_head_response(self, response: requests.Response) -> bool: if response.status_code == 200: return True elif response.status_code == 404: return False else: raise MISPServerError(f'Error code {response.status_code} for HEAD request')
(self, response: requests.models.Response) -> bool
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24,959
pymisp.api
_check_json_response
null
def _check_json_response(self, response: requests.Response) -> dict[str, Any] | list[dict[str, Any]]: r = self._check_response(response, expect_json=True) if isinstance(r, (dict, list)): return r # Else: an exception was raised anyway raise PyMISPUnexpectedResponse(f'A dict was expected, got a string: {r}')
(self, response: requests.models.Response) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,960
pymisp.api
_check_response
Check if the response from the server is not an unexpected error
def _check_response(self, response: requests.Response, lenient_response_type: bool = False, expect_json: bool = False) -> dict[str, Any] | str: """Check if the response from the server is not an unexpected error""" if response.status_code >= 500: headers_without_auth = {h_name: h_value for h_name, h_value in response.request.headers.items() if h_value != self.key} logger.critical(everything_broken.format(headers_without_auth, response.request.body, response.text)) raise MISPServerError(f'Error code 500:\n{response.text}') if 400 <= response.status_code < 500: # The server returns a json message with the error details try: error_message = loads(response.content) except Exception: raise MISPServerError(f'Error code {response.status_code}:\n{response.text}') logger.error(f'Something went wrong ({response.status_code}): {error_message}') return {'errors': (response.status_code, error_message)} # At this point, we had no error. try: response_json = loads(response.content) logger.debug(response_json) if isinstance(response_json, dict) and response_json.get('response') is not None: # Cleanup. response_json = response_json['response'] return response_json except Exception: logger.debug(response.text) if expect_json: error_msg = f'Unexpected response (size: {len(response.text)}) from server: {response.text}' raise PyMISPUnexpectedResponse(error_msg) if lenient_response_type and not response.headers['Content-Type'].startswith('application/json'): return response.text if not response.content: # Empty response logger.error('Got an empty response.') return {'errors': 'The response is empty.'} return response.text
(self, response: requests.models.Response, lenient_response_type: bool = False, expect_json: bool = False) -> dict[str, typing.Any] | str
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24,961
pymisp.api
_csv_to_dict
Makes a list of dict out of a csv file (requires headers)
def _csv_to_dict(self, csv_content: str) -> list[dict[str, Any]]: '''Makes a list of dict out of a csv file (requires headers)''' fieldnames, lines = csv_content.split('\n', 1) fields = fieldnames.split(',') to_return = [] for line in csv.reader(lines.split('\n')): if line: to_return.append({fname: value for fname, value in zip(fields, line)}) return to_return
(self, csv_content: str) -> list[dict[str, typing.Any]]
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24,962
pymisp.api
_make_misp_bool
MISP wants 0 or 1 for bool, so we avoid True/False '0', '1'
def _make_misp_bool(self, parameter: bool | str | None = None) -> int: '''MISP wants 0 or 1 for bool, so we avoid True/False '0', '1' ''' if parameter is None: return 0 return 1 if int(parameter) else 0
(self, parameter: Union[bool, str, NoneType] = None) -> int
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24,963
pymisp.api
_make_timestamp
Catch-all method to normalize anything that can be converted to a timestamp
def _make_timestamp(self, value: datetime | date | int | str | float | None) -> str | int | float | None: '''Catch-all method to normalize anything that can be converted to a timestamp''' if not value: return None if isinstance(value, datetime): return value.timestamp() if isinstance(value, date): return datetime.combine(value, datetime.max.time()).timestamp() if isinstance(value, str): if value.isdigit(): return value try: float(value) return value except ValueError: # The value can also be '1d', '10h', ... return value return value
(self, value: datetime.datetime | datetime.date | int | str | float | None) -> str | int | float | None
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24,964
pymisp.api
_old_misp
null
def _old_misp(self, minimal_version_required: tuple[int], removal_date: str | date | datetime, method: str | None = None, message: str | None = None) -> bool: if self._misp_version >= minimal_version_required: return False if isinstance(removal_date, (datetime, date)): removal_date = removal_date.isoformat() to_print = f'The instance of MISP you are using is outdated. Unless you update your MISP instance, {method} will stop working after {removal_date}.' if message: to_print += f' {message}' warnings.warn(to_print, DeprecationWarning) return True
(self, minimal_version_required: tuple[int], removal_date: str | datetime.date | datetime.datetime, method: Optional[str] = None, message: Optional[str] = None) -> bool
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24,965
pymisp.api
_prepare_request
Prepare a request for python-requests
def _prepare_request(self, request_type: str, url: str, data: Iterable[Any] | Mapping[str, Any] | AbstractMISP | bytes | None = None, params: Mapping[str, Any] = {}, kw_params: Mapping[str, Any] = {}, output_type: str = 'json', content_type: str = 'json') -> requests.Response: '''Prepare a request for python-requests''' if url[0] == '/': # strip it: it will fail if MISP is in a sub directory url = url[1:] # Cake PHP being an idiot, it doesn't accept %20 (space) in the URL path, # so we need to make it a + instead and hope for the best url = url.replace(' ', '+') url = urljoin(self.root_url, url) d: bytes | str | None = None if data is not None: if isinstance(data, bytes): d = data else: if isinstance(data, dict): # Remove None values. data = {k: v for k, v in data.items() if v is not None} d = dumps(data, default=pymisp_json_default) logger.debug('%s - %s', request_type, url) if d is not None: logger.debug(d) if kw_params: # CakePHP params in URL to_append_url = '/'.join([f'{k}:{v}' for k, v in kw_params.items()]) url = f'{url}/{to_append_url}' req = requests.Request(request_type, url, data=d, params=params) req.auth = self.auth prepped = self.__session.prepare_request(req) prepped.headers.update( {'Accept': f'application/{output_type}', 'content-type': f'application/{content_type}'}) logger.debug(prepped.headers) settings = self.__session.merge_environment_settings(req.url, proxies=self.proxies or {}, stream=None, verify=self.ssl, cert=self.cert) return self.__session.send(prepped, timeout=self.timeout, **settings)
(self, request_type: str, url: str, data: Union[Iterable[Any], Mapping[str, Any], pymisp.abstract.AbstractMISP, bytes, NoneType] = None, params: Mapping[str, Any] = {}, kw_params: Mapping[str, Any] = {}, output_type: str = 'json', content_type: str = 'json') -> requests.models.Response
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24,966
pymisp.api
_update_entries_in_blocklist
null
def _update_entries_in_blocklist(self, blocklist_type: str, uuid, **kwargs) -> dict[str, Any] | list[dict[str, Any]]: # type: ignore[no-untyped-def] if blocklist_type == 'event': url = f'eventBlocklists/edit/{uuid}' elif blocklist_type == 'organisation': url = f'orgBlocklists/edit/{uuid}' else: raise PyMISPError('blocklist_type can only be "event" or "organisation"') data = {k: v for k, v in kwargs.items() if v} r = self._prepare_request('POST', url, data=data) return self._check_json_response(r)
(self, blocklist_type: str, uuid, **kwargs) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,967
pymisp.api
accept_attribute_proposal
Accept a proposal. You cannot modify an existing proposal, only accept/discard :param proposal: attribute proposal to accept
def accept_attribute_proposal(self, proposal: MISPShadowAttribute | int | str | UUID) -> dict[str, Any] | list[dict[str, Any]]: """Accept a proposal. You cannot modify an existing proposal, only accept/discard :param proposal: attribute proposal to accept """ proposal_id = get_uuid_or_id_from_abstract_misp(proposal) response = self._prepare_request('POST', f'shadowAttributes/accept/{proposal_id}') return self._check_json_response(response)
(self, proposal: pymisp.mispevent.MISPShadowAttribute | int | str | uuid.UUID) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,968
pymisp.api
accept_event_delegation
Accept the delegation of an event :param delegation: event delegation to accept :param pythonify: Returns a PyMISP Object instead of the plain json output
def accept_event_delegation(self, delegation: MISPEventDelegation | int | str, pythonify: bool = False) -> dict[str, Any] | list[dict[str, Any]]: """Accept the delegation of an event :param delegation: event delegation to accept :param pythonify: Returns a PyMISP Object instead of the plain json output """ delegation_id = get_uuid_or_id_from_abstract_misp(delegation) r = self._prepare_request('POST', f'eventDelegations/acceptDelegation/{delegation_id}') return self._check_json_response(r)
(self, delegation: pymisp.mispevent.MISPEventDelegation | int | str, pythonify: bool = False) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,969
pymisp.api
accept_user_registration
Accept a user registration :param registration: the registration to accept :param organisation: user organization :param role: user role :param perm_sync: indicator for sync :param perm_publish: indicator for publish :param perm_admin: indicator for admin :param unsafe_fallback: indicator for unsafe fallback
def accept_user_registration(self, registration: MISPInbox | int | str | UUID, organisation: MISPOrganisation | int | str | UUID | None = None, role: MISPRole | int | str | None = None, perm_sync: bool = False, perm_publish: bool = False, perm_admin: bool = False, unsafe_fallback: bool = False) -> dict[str, Any] | list[dict[str, Any]]: """Accept a user registration :param registration: the registration to accept :param organisation: user organization :param role: user role :param perm_sync: indicator for sync :param perm_publish: indicator for publish :param perm_admin: indicator for admin :param unsafe_fallback: indicator for unsafe fallback """ registration_id = get_uuid_or_id_from_abstract_misp(registration) if role: role_id = role_id = get_uuid_or_id_from_abstract_misp(role) else: for _r in self.roles(pythonify=True): if not isinstance(_r, MISPRole): continue if _r.default_role: # type: ignore role_id = get_uuid_or_id_from_abstract_misp(_r) break else: raise PyMISPError('Unable to find default role') organisation_id = None if organisation: organisation_id = get_uuid_or_id_from_abstract_misp(organisation) elif unsafe_fallback and isinstance(registration, MISPInbox): if 'org_uuid' in registration.data: org = self.get_organisation(registration.data['org_uuid'], pythonify=True) if isinstance(org, MISPOrganisation): organisation_id = org.id if unsafe_fallback and isinstance(registration, MISPInbox): # Blindly use request from user, and instance defaults. to_post = {'User': {'org_id': organisation_id, 'role_id': role_id, 'perm_sync': registration.data['perm_sync'], 'perm_publish': registration.data['perm_publish'], 'perm_admin': registration.data['perm_admin']}} else: to_post = {'User': {'org_id': organisation_id, 'role_id': role_id, 'perm_sync': perm_sync, 'perm_publish': perm_publish, 'perm_admin': perm_admin}} r = self._prepare_request('POST', f'users/acceptRegistrations/{registration_id}', data=to_post) return self._check_json_response(r)
(self, registration: pymisp.mispevent.MISPInbox | int | str | uuid.UUID, organisation: Union[pymisp.mispevent.MISPOrganisation, int, str, uuid.UUID, NoneType] = None, role: Union[pymisp.mispevent.MISPRole, int, str, NoneType] = None, perm_sync: bool = False, perm_publish: bool = False, perm_admin: bool = False, unsafe_fallback: bool = False) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,970
pymisp.api
add_attribute
Add an attribute to an existing MISP event: https://www.misp-project.org/openapi/#tag/Attributes/operation/addAttribute :param event: event to extend :param attribute: attribute or (MISP version 2.4.113+) list of attributes to add. If a list is passed, the pythonified response is a dict with the following structure: {'attributes': [MISPAttribute], 'errors': {errors by attributes}} :param pythonify: Returns a PyMISP Object instead of the plain json output :param break_on_duplicate: if False, do not fail if the attribute already exists, updates existing attribute instead (timestamp will be always updated)
def add_attribute(self, event: MISPEvent | int | str | UUID, attribute: MISPAttribute | Iterable[str], pythonify: bool = False, break_on_duplicate: bool = True) -> dict[str, Any] | MISPAttribute | MISPShadowAttribute: """Add an attribute to an existing MISP event: https://www.misp-project.org/openapi/#tag/Attributes/operation/addAttribute :param event: event to extend :param attribute: attribute or (MISP version 2.4.113+) list of attributes to add. If a list is passed, the pythonified response is a dict with the following structure: {'attributes': [MISPAttribute], 'errors': {errors by attributes}} :param pythonify: Returns a PyMISP Object instead of the plain json output :param break_on_duplicate: if False, do not fail if the attribute already exists, updates existing attribute instead (timestamp will be always updated) """ params = {'breakOnDuplicate': 0} if break_on_duplicate is not True else {} event_id = get_uuid_or_id_from_abstract_misp(event) r = self._prepare_request('POST', f'attributes/add/{event_id}', data=attribute, kw_params=params) new_attribute = self._check_json_response(r) if isinstance(attribute, list): # Multiple attributes were passed at once, the handling is totally different if not (self.global_pythonify or pythonify): return new_attribute to_return: dict[str, list[MISPAttribute]] = {'attributes': []} if 'errors' in new_attribute: to_return['errors'] = new_attribute['errors'] if len(attribute) == 1: # input list size 1 yields dict, not list of size 1 if 'Attribute' in new_attribute: a = MISPAttribute() a.from_dict(**new_attribute['Attribute']) to_return['attributes'].append(a) else: for new_attr in new_attribute['Attribute']: a = MISPAttribute() a.from_dict(**new_attr) to_return['attributes'].append(a) return to_return if ('errors' in new_attribute and new_attribute['errors'][0] == 403 and new_attribute['errors'][1]['message'] == 'You do not have permission to do that.'): # At this point, we assume the user tried to add an attribute on an event they don't own # Re-try with a proposal if isinstance(attribute, (MISPAttribute, dict)): return self.add_attribute_proposal(event_id, attribute, pythonify) # type: ignore if not (self.global_pythonify or pythonify) or 'errors' in new_attribute: return new_attribute a = MISPAttribute() a.from_dict(**new_attribute) return a
(self, event: pymisp.mispevent.MISPEvent | int | str | uuid.UUID, attribute: Union[pymisp.mispevent.MISPAttribute, Iterable[str]], pythonify: bool = False, break_on_duplicate: bool = True) -> dict[str, typing.Any] | pymisp.mispevent.MISPAttribute | pymisp.mispevent.MISPShadowAttribute
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24,971
pymisp.api
add_attribute_proposal
Propose a new attribute in an event :param event: event to receive new attribute :param attribute: attribute to propose :param pythonify: Returns a PyMISP Object instead of the plain json output
def add_attribute_proposal(self, event: MISPEvent | int | str | UUID, attribute: MISPAttribute, pythonify: bool = False) -> dict[str, Any] | MISPShadowAttribute: """Propose a new attribute in an event :param event: event to receive new attribute :param attribute: attribute to propose :param pythonify: Returns a PyMISP Object instead of the plain json output """ event_id = get_uuid_or_id_from_abstract_misp(event) r = self._prepare_request('POST', f'shadowAttributes/add/{event_id}', data=attribute) new_attribute_proposal = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in new_attribute_proposal: return new_attribute_proposal a = MISPShadowAttribute() a.from_dict(**new_attribute_proposal) return a
(self, event: pymisp.mispevent.MISPEvent | int | str | uuid.UUID, attribute: pymisp.mispevent.MISPAttribute, pythonify: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPShadowAttribute
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24,972
pymisp.api
add_correlation_exclusion
Add a new correlation exclusion :param correlation_exclusion: correlation exclusion to add :param pythonify: Returns a PyMISP Object instead of the plain json output
def add_correlation_exclusion(self, correlation_exclusion: MISPCorrelationExclusion, pythonify: bool = False) -> dict[str, Any] | MISPCorrelationExclusion: """Add a new correlation exclusion :param correlation_exclusion: correlation exclusion to add :param pythonify: Returns a PyMISP Object instead of the plain json output """ r = self._prepare_request('POST', 'correlation_exclusions/add', data=correlation_exclusion) new_correlation_exclusion = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in new_correlation_exclusion: return new_correlation_exclusion c = MISPCorrelationExclusion() c.from_dict(**new_correlation_exclusion) return c
(self, correlation_exclusion: pymisp.mispevent.MISPCorrelationExclusion, pythonify: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPCorrelationExclusion
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24,973
pymisp.api
add_event
Add a new event on a MISP instance: https://www.misp-project.org/openapi/#tag/Events/operation/addEvent :param event: event to add :param pythonify: Returns a PyMISP Object instead of the plain json output :param metadata: Return just event metadata after successful creating
def add_event(self, event: MISPEvent, pythonify: bool = False, metadata: bool = False) -> dict[str, Any] | MISPEvent: """Add a new event on a MISP instance: https://www.misp-project.org/openapi/#tag/Events/operation/addEvent :param event: event to add :param pythonify: Returns a PyMISP Object instead of the plain json output :param metadata: Return just event metadata after successful creating """ r = self._prepare_request('POST', 'events/add' + ('/metadata:1' if metadata else ''), data=event) new_event = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in new_event: return new_event e = MISPEvent() e.load(new_event) return e
(self, event: pymisp.mispevent.MISPEvent, pythonify: bool = False, metadata: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPEvent
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24,974
pymisp.api
add_event_blocklist
Add a new event in the blocklist :param uuids: UUIDs :param comment: comment :param event_info: event information :param event_orgc: event organization
def add_event_blocklist(self, uuids: str | list[str], comment: str | None = None, event_info: str | None = None, event_orgc: str | None = None) -> dict[str, Any] | list[dict[str, Any]]: """Add a new event in the blocklist :param uuids: UUIDs :param comment: comment :param event_info: event information :param event_orgc: event organization """ return self._add_entries_to_blocklist('event', uuids=uuids, comment=comment, event_info=event_info, event_orgc=event_orgc)
(self, uuids: str | list[str], comment: Optional[str] = None, event_info: Optional[str] = None, event_orgc: Optional[str] = None) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,975
pymisp.api
add_event_report
Add an event report to an existing MISP event :param event: event to extend :param event_report: event report to add. :param pythonify: Returns a PyMISP Object instead of the plain json output
def add_event_report(self, event: MISPEvent | int | str | UUID, event_report: MISPEventReport, pythonify: bool = False) -> dict[str, Any] | MISPEventReport: """Add an event report to an existing MISP event :param event: event to extend :param event_report: event report to add. :param pythonify: Returns a PyMISP Object instead of the plain json output """ event_id = get_uuid_or_id_from_abstract_misp(event) r = self._prepare_request('POST', f'eventReports/add/{event_id}', data=event_report) new_event_report = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in new_event_report: return new_event_report er = MISPEventReport() er.from_dict(**new_event_report) return er
(self, event: pymisp.mispevent.MISPEvent | int | str | uuid.UUID, event_report: pymisp.mispevent.MISPEventReport, pythonify: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPEventReport
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24,976
pymisp.api
add_feed
Add a new feed on a MISP instance: https://www.misp-project.org/openapi/#tag/Feeds/operation/addFeed :param feed: feed to add :param pythonify: Returns a PyMISP Object instead of the plain json output
def add_feed(self, feed: MISPFeed, pythonify: bool = False) -> dict[str, Any] | MISPFeed: """Add a new feed on a MISP instance: https://www.misp-project.org/openapi/#tag/Feeds/operation/addFeed :param feed: feed to add :param pythonify: Returns a PyMISP Object instead of the plain json output """ # FIXME: https://github.com/MISP/MISP/issues/4834 r = self._prepare_request('POST', 'feeds/add', data={'Feed': feed}) new_feed = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in new_feed: return new_feed f = MISPFeed() f.from_dict(**new_feed) return f
(self, feed: pymisp.mispevent.MISPFeed, pythonify: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPFeed
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24,977
pymisp.api
add_galaxy_cluster
Add a new galaxy cluster to a MISP Galaxy: https://www.misp-project.org/openapi/#tag/Galaxy-Clusters/operation/addGalaxyCluster :param galaxy: A MISPGalaxy (or UUID) where you wish to add the galaxy cluster :param galaxy_cluster: A MISPGalaxyCluster you wish to add :param pythonify: Returns a PyMISP Object instead of the plain json output
def add_galaxy_cluster(self, galaxy: MISPGalaxy | str | UUID, galaxy_cluster: MISPGalaxyCluster, pythonify: bool = False) -> dict[str, Any] | MISPGalaxyCluster: """Add a new galaxy cluster to a MISP Galaxy: https://www.misp-project.org/openapi/#tag/Galaxy-Clusters/operation/addGalaxyCluster :param galaxy: A MISPGalaxy (or UUID) where you wish to add the galaxy cluster :param galaxy_cluster: A MISPGalaxyCluster you wish to add :param pythonify: Returns a PyMISP Object instead of the plain json output """ if getattr(galaxy_cluster, "default", False): # We can't add default galaxies raise PyMISPError('You are not able add a default galaxy cluster') galaxy_id = get_uuid_or_id_from_abstract_misp(galaxy) r = self._prepare_request('POST', f'galaxy_clusters/add/{galaxy_id}', data=galaxy_cluster) cluster_j = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in cluster_j: return cluster_j gc = MISPGalaxyCluster() gc.from_dict(**cluster_j) return gc
(self, galaxy: pymisp.mispevent.MISPGalaxy | str | uuid.UUID, galaxy_cluster: pymisp.mispevent.MISPGalaxyCluster, pythonify: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPGalaxyCluster
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24,978
pymisp.api
add_galaxy_cluster_relation
Add a galaxy cluster relation, cluster relation must include cluster UUIDs in both directions :param galaxy_cluster_relation: The MISPGalaxyClusterRelation to add
def add_galaxy_cluster_relation(self, galaxy_cluster_relation: MISPGalaxyClusterRelation) -> dict[str, Any] | list[dict[str, Any]]: """Add a galaxy cluster relation, cluster relation must include cluster UUIDs in both directions :param galaxy_cluster_relation: The MISPGalaxyClusterRelation to add """ r = self._prepare_request('POST', 'galaxy_cluster_relations/add/', data=galaxy_cluster_relation) cluster_rel_j = self._check_json_response(r) return cluster_rel_j
(self, galaxy_cluster_relation: pymisp.mispevent.MISPGalaxyClusterRelation) -> dict[str, typing.Any] | list[dict[str, typing.Any]]
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24,979
pymisp.api
add_object
Add a MISP Object to an existing MISP event: https://www.misp-project.org/openapi/#tag/Objects/operation/addObject :param event: event to extend :param misp_object: object to add :param pythonify: Returns a PyMISP Object instead of the plain json output :param break_on_duplicate: if True, check and reject if this object's attributes match an existing object's attributes; may require much time
def add_object(self, event: MISPEvent | int | str | UUID, misp_object: MISPObject, pythonify: bool = False, break_on_duplicate: bool = False) -> dict[str, Any] | MISPObject: """Add a MISP Object to an existing MISP event: https://www.misp-project.org/openapi/#tag/Objects/operation/addObject :param event: event to extend :param misp_object: object to add :param pythonify: Returns a PyMISP Object instead of the plain json output :param break_on_duplicate: if True, check and reject if this object's attributes match an existing object's attributes; may require much time """ event_id = get_uuid_or_id_from_abstract_misp(event) params = {'breakOnDuplicate': 1} if break_on_duplicate else {} r = self._prepare_request('POST', f'objects/add/{event_id}', data=misp_object, kw_params=params) new_object = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in new_object: return new_object o = MISPObject(new_object['Object']['name'], standalone=False) o.from_dict(**new_object) return o
(self, event: pymisp.mispevent.MISPEvent | int | str | uuid.UUID, misp_object: pymisp.mispevent.MISPObject, pythonify: bool = False, break_on_duplicate: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPObject
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24,980
pymisp.api
add_object_reference
Add a reference to an object :param misp_object_reference: object reference :param pythonify: Returns a PyMISP Object instead of the plain json output
def add_object_reference(self, misp_object_reference: MISPObjectReference, pythonify: bool = False) -> dict[str, Any] | MISPObjectReference: """Add a reference to an object :param misp_object_reference: object reference :param pythonify: Returns a PyMISP Object instead of the plain json output """ r = self._prepare_request('POST', 'objectReferences/add', misp_object_reference) object_reference = self._check_json_response(r) if not (self.global_pythonify or pythonify) or 'errors' in object_reference: return object_reference ref = MISPObjectReference() ref.from_dict(**object_reference) return ref
(self, misp_object_reference: pymisp.mispevent.MISPObjectReference, pythonify: bool = False) -> dict[str, typing.Any] | pymisp.mispevent.MISPObjectReference
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