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tracing.py
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tracing.py
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import uuid
import random
import threading
import time
from datetime import datetime, timedelta
import sentry_sdk
from sentry_sdk.utils import logger
from sentry_sdk._types import MYPY
if MYPY:
import typing
from typing import Optional
from typing import Any
from typing import Dict
from typing import List
from typing import Tuple
from typing import Iterator
import sentry_sdk.profiler
from sentry_sdk._types import Event, SamplingContext, MeasurementUnit
# Transaction source
# see https://develop.sentry.dev/sdk/event-payloads/transaction/#transaction-annotations
TRANSACTION_SOURCE_CUSTOM = "custom"
TRANSACTION_SOURCE_URL = "url"
TRANSACTION_SOURCE_ROUTE = "route"
TRANSACTION_SOURCE_VIEW = "view"
TRANSACTION_SOURCE_COMPONENT = "component"
TRANSACTION_SOURCE_TASK = "task"
# These are typically high cardinality and the server hates them
LOW_QUALITY_TRANSACTION_SOURCES = [
TRANSACTION_SOURCE_URL,
]
SOURCE_FOR_STYLE = {
"endpoint": TRANSACTION_SOURCE_COMPONENT,
"function_name": TRANSACTION_SOURCE_COMPONENT,
"handler_name": TRANSACTION_SOURCE_COMPONENT,
"method_and_path_pattern": TRANSACTION_SOURCE_ROUTE,
"path": TRANSACTION_SOURCE_URL,
"route_name": TRANSACTION_SOURCE_COMPONENT,
"route_pattern": TRANSACTION_SOURCE_ROUTE,
"uri_template": TRANSACTION_SOURCE_ROUTE,
"url": TRANSACTION_SOURCE_ROUTE,
}
class _SpanRecorder(object):
"""Limits the number of spans recorded in a transaction."""
__slots__ = ("maxlen", "spans")
def __init__(self, maxlen):
# type: (int) -> None
# FIXME: this is `maxlen - 1` only to preserve historical behavior
# enforced by tests.
# Either this should be changed to `maxlen` or the JS SDK implementation
# should be changed to match a consistent interpretation of what maxlen
# limits: either transaction+spans or only child spans.
self.maxlen = maxlen - 1
self.spans = [] # type: List[Span]
def add(self, span):
# type: (Span) -> None
if len(self.spans) > self.maxlen:
span._span_recorder = None
else:
self.spans.append(span)
class Span(object):
__slots__ = (
"trace_id",
"span_id",
"parent_span_id",
"same_process_as_parent",
"sampled",
"op",
"description",
"start_timestamp",
"_start_timestamp_monotonic",
"status",
"timestamp",
"_tags",
"_data",
"_span_recorder",
"hub",
"_context_manager_state",
"_containing_transaction",
)
def __new__(cls, **kwargs):
# type: (**Any) -> Any
"""
Backwards-compatible implementation of Span and Transaction
creation.
"""
# TODO: consider removing this in a future release.
# This is for backwards compatibility with releases before Transaction
# existed, to allow for a smoother transition.
if "transaction" in kwargs:
return object.__new__(Transaction)
return object.__new__(cls)
def __init__(
self,
trace_id=None, # type: Optional[str]
span_id=None, # type: Optional[str]
parent_span_id=None, # type: Optional[str]
same_process_as_parent=True, # type: bool
sampled=None, # type: Optional[bool]
op=None, # type: Optional[str]
description=None, # type: Optional[str]
hub=None, # type: Optional[sentry_sdk.Hub]
status=None, # type: Optional[str]
transaction=None, # type: Optional[str] # deprecated
containing_transaction=None, # type: Optional[Transaction]
):
# type: (...) -> None
self.trace_id = trace_id or uuid.uuid4().hex
self.span_id = span_id or uuid.uuid4().hex[16:]
self.parent_span_id = parent_span_id
self.same_process_as_parent = same_process_as_parent
self.sampled = sampled
self.op = op
self.description = description
self.status = status
self.hub = hub
self._tags = {} # type: Dict[str, str]
self._data = {} # type: Dict[str, Any]
self._containing_transaction = containing_transaction
self.start_timestamp = datetime.utcnow()
try:
# TODO: For Python 3.7+, we could use a clock with ns resolution:
# self._start_timestamp_monotonic = time.perf_counter_ns()
# Python 3.3+
self._start_timestamp_monotonic = time.perf_counter()
except AttributeError:
pass
#: End timestamp of span
self.timestamp = None # type: Optional[datetime]
self._span_recorder = None # type: Optional[_SpanRecorder]
# TODO this should really live on the Transaction class rather than the Span
# class
def init_span_recorder(self, maxlen):
# type: (int) -> None
if self._span_recorder is None:
self._span_recorder = _SpanRecorder(maxlen)
def __repr__(self):
# type: () -> str
return (
"<%s(op=%r, description:%r, trace_id=%r, span_id=%r, parent_span_id=%r, sampled=%r)>"
% (
self.__class__.__name__,
self.op,
self.description,
self.trace_id,
self.span_id,
self.parent_span_id,
self.sampled,
)
)
def __enter__(self):
# type: () -> Span
hub = self.hub or sentry_sdk.Hub.current
_, scope = hub._stack[-1]
old_span = scope.span
scope.span = self
self._context_manager_state = (hub, scope, old_span)
return self
def __exit__(self, ty, value, tb):
# type: (Optional[Any], Optional[Any], Optional[Any]) -> None
if value is not None:
self.set_status("internal_error")
hub, scope, old_span = self._context_manager_state
del self._context_manager_state
self.finish(hub)
scope.span = old_span
@property
def containing_transaction(self):
# type: () -> Optional[Transaction]
# this is a getter rather than a regular attribute so that transactions
# can return `self` here instead (as a way to prevent them circularly
# referencing themselves)
return self._containing_transaction
def start_child(self, **kwargs):
# type: (**Any) -> Span
"""
Start a sub-span from the current span or transaction.
Takes the same arguments as the initializer of :py:class:`Span`. The
trace id, sampling decision, transaction pointer, and span recorder are
inherited from the current span/transaction.
"""
kwargs.setdefault("sampled", self.sampled)
child = Span(
trace_id=self.trace_id,
parent_span_id=self.span_id,
containing_transaction=self.containing_transaction,
**kwargs
)
span_recorder = (
self.containing_transaction and self.containing_transaction._span_recorder
)
if span_recorder:
span_recorder.add(child)
return child
def new_span(self, **kwargs):
# type: (**Any) -> Span
"""Deprecated: use start_child instead."""
logger.warning("Deprecated: use Span.start_child instead of Span.new_span.")
return self.start_child(**kwargs)
@classmethod
def continue_from_environ(
cls,
environ, # type: typing.Mapping[str, str]
**kwargs # type: Any
):
# type: (...) -> Transaction
"""
Create a Transaction with the given params, then add in data pulled from
the 'sentry-trace', 'baggage' and 'tracestate' headers from the environ (if any)
before returning the Transaction.
This is different from `continue_from_headers` in that it assumes header
names in the form "HTTP_HEADER_NAME" - such as you would get from a wsgi
environ - rather than the form "header-name".
"""
if cls is Span:
logger.warning(
"Deprecated: use Transaction.continue_from_environ "
"instead of Span.continue_from_environ."
)
return Transaction.continue_from_headers(EnvironHeaders(environ), **kwargs)
@classmethod
def continue_from_headers(
cls,
headers, # type: typing.Mapping[str, str]
**kwargs # type: Any
):
# type: (...) -> Transaction
"""
Create a transaction with the given params (including any data pulled from
the 'sentry-trace', 'baggage' and 'tracestate' headers).
"""
# TODO move this to the Transaction class
if cls is Span:
logger.warning(
"Deprecated: use Transaction.continue_from_headers "
"instead of Span.continue_from_headers."
)
# TODO-neel move away from this kwargs stuff, it's confusing and opaque
# make more explicit
baggage = Baggage.from_incoming_header(headers.get("baggage"))
kwargs.update({"baggage": baggage})
sentrytrace_kwargs = extract_sentrytrace_data(headers.get("sentry-trace"))
if sentrytrace_kwargs is not None:
kwargs.update(sentrytrace_kwargs)
# If there's an incoming sentry-trace but no incoming baggage header,
# for instance in traces coming from older SDKs,
# baggage will be empty and immutable and won't be populated as head SDK.
baggage.freeze()
kwargs.update(extract_tracestate_data(headers.get("tracestate")))
transaction = Transaction(**kwargs)
transaction.same_process_as_parent = False
return transaction
def iter_headers(self):
# type: () -> Iterator[Tuple[str, str]]
"""
Creates a generator which returns the span's `sentry-trace`, `baggage` and
`tracestate` headers.
If the span's containing transaction doesn't yet have a
`sentry_tracestate` value, this will cause one to be generated and
stored.
"""
yield "sentry-trace", self.to_traceparent()
tracestate = self.to_tracestate() if has_tracestate_enabled(self) else None
# `tracestate` will only be `None` if there's no client or no DSN
# TODO (kmclb) the above will be true once the feature is no longer
# behind a flag
if tracestate:
yield "tracestate", tracestate
if self.containing_transaction:
baggage = self.containing_transaction.get_baggage().serialize()
if baggage:
yield "baggage", baggage
@classmethod
def from_traceparent(
cls,
traceparent, # type: Optional[str]
**kwargs # type: Any
):
# type: (...) -> Optional[Transaction]
"""
DEPRECATED: Use Transaction.continue_from_headers(headers, **kwargs)
Create a Transaction with the given params, then add in data pulled from
the given 'sentry-trace' header value before returning the Transaction.
"""
logger.warning(
"Deprecated: Use Transaction.continue_from_headers(headers, **kwargs) "
"instead of from_traceparent(traceparent, **kwargs)"
)
if not traceparent:
return None
return cls.continue_from_headers({"sentry-trace": traceparent}, **kwargs)
def to_traceparent(self):
# type: () -> str
sampled = ""
if self.sampled is True:
sampled = "1"
if self.sampled is False:
sampled = "0"
return "%s-%s-%s" % (self.trace_id, self.span_id, sampled)
def to_tracestate(self):
# type: () -> Optional[str]
"""
Computes the `tracestate` header value using data from the containing
transaction.
If the containing transaction doesn't yet have a `sentry_tracestate`
value, this will cause one to be generated and stored.
If there is no containing transaction, a value will be generated but not
stored.
Returns None if there's no client and/or no DSN.
"""
sentry_tracestate = self.get_or_set_sentry_tracestate()
third_party_tracestate = (
self.containing_transaction._third_party_tracestate
if self.containing_transaction
else None
)
if not sentry_tracestate:
return None
header_value = sentry_tracestate
if third_party_tracestate:
header_value = header_value + "," + third_party_tracestate
return header_value
def get_or_set_sentry_tracestate(self):
# type: (Span) -> Optional[str]
"""
Read sentry tracestate off of the span's containing transaction.
If the transaction doesn't yet have a `_sentry_tracestate` value,
compute one and store it.
"""
transaction = self.containing_transaction
if transaction:
if not transaction._sentry_tracestate:
transaction._sentry_tracestate = compute_tracestate_entry(self)
return transaction._sentry_tracestate
# orphan span - nowhere to store the value, so just return it
return compute_tracestate_entry(self)
def set_tag(self, key, value):
# type: (str, Any) -> None
self._tags[key] = value
def set_data(self, key, value):
# type: (str, Any) -> None
self._data[key] = value
def set_status(self, value):
# type: (str) -> None
self.status = value
def set_http_status(self, http_status):
# type: (int) -> None
self.set_tag("http.status_code", str(http_status))
if http_status < 400:
self.set_status("ok")
elif 400 <= http_status < 500:
if http_status == 403:
self.set_status("permission_denied")
elif http_status == 404:
self.set_status("not_found")
elif http_status == 429:
self.set_status("resource_exhausted")
elif http_status == 413:
self.set_status("failed_precondition")
elif http_status == 401:
self.set_status("unauthenticated")
elif http_status == 409:
self.set_status("already_exists")
else:
self.set_status("invalid_argument")
elif 500 <= http_status < 600:
if http_status == 504:
self.set_status("deadline_exceeded")
elif http_status == 501:
self.set_status("unimplemented")
elif http_status == 503:
self.set_status("unavailable")
else:
self.set_status("internal_error")
else:
self.set_status("unknown_error")
def is_success(self):
# type: () -> bool
return self.status == "ok"
def finish(self, hub=None):
# type: (Optional[sentry_sdk.Hub]) -> Optional[str]
# XXX: would be type: (Optional[sentry_sdk.Hub]) -> None, but that leads
# to incompatible return types for Span.finish and Transaction.finish.
if self.timestamp is not None:
# This span is already finished, ignore.
return None
hub = hub or self.hub or sentry_sdk.Hub.current
try:
duration_seconds = time.perf_counter() - self._start_timestamp_monotonic
self.timestamp = self.start_timestamp + timedelta(seconds=duration_seconds)
except AttributeError:
self.timestamp = datetime.utcnow()
maybe_create_breadcrumbs_from_span(hub, self)
return None
def to_json(self):
# type: () -> Dict[str, Any]
rv = {
"trace_id": self.trace_id,
"span_id": self.span_id,
"parent_span_id": self.parent_span_id,
"same_process_as_parent": self.same_process_as_parent,
"op": self.op,
"description": self.description,
"start_timestamp": self.start_timestamp,
"timestamp": self.timestamp,
} # type: Dict[str, Any]
if self.status:
self._tags["status"] = self.status
tags = self._tags
if tags:
rv["tags"] = tags
data = self._data
if data:
rv["data"] = data
return rv
def get_trace_context(self):
# type: () -> Any
rv = {
"trace_id": self.trace_id,
"span_id": self.span_id,
"parent_span_id": self.parent_span_id,
"op": self.op,
"description": self.description,
} # type: Dict[str, Any]
if self.status:
rv["status"] = self.status
# if the transaction didn't inherit a tracestate value, and no outgoing
# requests - whose need for headers would have caused a tracestate value
# to be created - were made as part of the transaction, the transaction
# still won't have a tracestate value, so compute one now
sentry_tracestate = self.get_or_set_sentry_tracestate()
if sentry_tracestate:
rv["tracestate"] = sentry_tracestate
if self.containing_transaction:
rv[
"dynamic_sampling_context"
] = self.containing_transaction.get_baggage().dynamic_sampling_context()
return rv
class Transaction(Span):
__slots__ = (
"name",
"source",
"parent_sampled",
# used to create baggage value for head SDKs in dynamic sampling
"sample_rate",
# the sentry portion of the `tracestate` header used to transmit
# correlation context for server-side dynamic sampling, of the form
# `sentry=xxxxx`, where `xxxxx` is the base64-encoded json of the
# correlation context data, missing trailing any =
"_sentry_tracestate",
# tracestate data from other vendors, of the form `dogs=yes,cats=maybe`
"_third_party_tracestate",
"_measurements",
"_profile",
"_baggage",
"_active_thread_id",
)
def __init__(
self,
name="", # type: str
parent_sampled=None, # type: Optional[bool]
sentry_tracestate=None, # type: Optional[str]
third_party_tracestate=None, # type: Optional[str]
baggage=None, # type: Optional[Baggage]
source=TRANSACTION_SOURCE_CUSTOM, # type: str
**kwargs # type: Any
):
# type: (...) -> None
# TODO: consider removing this in a future release.
# This is for backwards compatibility with releases before Transaction
# existed, to allow for a smoother transition.
if not name and "transaction" in kwargs:
logger.warning(
"Deprecated: use Transaction(name=...) to create transactions "
"instead of Span(transaction=...)."
)
name = kwargs.pop("transaction")
Span.__init__(self, **kwargs)
self.name = name
self.source = source
self.sample_rate = None # type: Optional[float]
self.parent_sampled = parent_sampled
# if tracestate isn't inherited and set here, it will get set lazily,
# either the first time an outgoing request needs it for a header or the
# first time an event needs it for inclusion in the captured data
self._sentry_tracestate = sentry_tracestate
self._third_party_tracestate = third_party_tracestate
self._measurements = {} # type: Dict[str, Any]
self._profile = None # type: Optional[sentry_sdk.profiler.Profile]
self._baggage = baggage
# for profiling, we want to know on which thread a transaction is started
# to accurately show the active thread in the UI
self._active_thread_id = (
threading.current_thread().ident
) # used by profiling.py
def __repr__(self):
# type: () -> str
return (
"<%s(name=%r, op=%r, trace_id=%r, span_id=%r, parent_span_id=%r, sampled=%r, source=%r)>"
% (
self.__class__.__name__,
self.name,
self.op,
self.trace_id,
self.span_id,
self.parent_span_id,
self.sampled,
self.source,
)
)
@property
def containing_transaction(self):
# type: () -> Transaction
# Transactions (as spans) belong to themselves (as transactions). This
# is a getter rather than a regular attribute to avoid having a circular
# reference.
return self
def finish(self, hub=None):
# type: (Optional[sentry_sdk.Hub]) -> Optional[str]
if self.timestamp is not None:
# This transaction is already finished, ignore.
return None
hub = hub or self.hub or sentry_sdk.Hub.current
client = hub.client
if client is None:
# We have no client and therefore nowhere to send this transaction.
return None
# This is a de facto proxy for checking if sampled = False
if self._span_recorder is None:
logger.debug("Discarding transaction because sampled = False")
# This is not entirely accurate because discards here are not
# exclusively based on sample rate but also traces sampler, but
# we handle this the same here.
if client.transport and has_tracing_enabled(client.options):
client.transport.record_lost_event(
"sample_rate", data_category="transaction"
)
return None
if not self.name:
logger.warning(
"Transaction has no name, falling back to `<unlabeled transaction>`."
)
self.name = "<unlabeled transaction>"
Span.finish(self, hub)
if not self.sampled:
# At this point a `sampled = None` should have already been resolved
# to a concrete decision.
if self.sampled is None:
logger.warning("Discarding transaction without sampling decision.")
return None
finished_spans = [
span.to_json()
for span in self._span_recorder.spans
if span.timestamp is not None
]
# we do this to break the circular reference of transaction -> span
# recorder -> span -> containing transaction (which is where we started)
# before either the spans or the transaction goes out of scope and has
# to be garbage collected
self._span_recorder = None
event = {
"type": "transaction",
"transaction": self.name,
"transaction_info": {"source": self.source},
"contexts": {"trace": self.get_trace_context()},
"tags": self._tags,
"timestamp": self.timestamp,
"start_timestamp": self.start_timestamp,
"spans": finished_spans,
} # type: Event
if hub.client is not None and self._profile is not None:
event["profile"] = self._profile
if has_custom_measurements_enabled():
event["measurements"] = self._measurements
return hub.capture_event(event)
def set_measurement(self, name, value, unit=""):
# type: (str, float, MeasurementUnit) -> None
if not has_custom_measurements_enabled():
logger.debug(
"[Tracing] Experimental custom_measurements feature is disabled"
)
return
self._measurements[name] = {"value": value, "unit": unit}
def to_json(self):
# type: () -> Dict[str, Any]
rv = super(Transaction, self).to_json()
rv["name"] = self.name
rv["source"] = self.source
rv["sampled"] = self.sampled
return rv
def get_baggage(self):
# type: () -> Baggage
"""
The first time a new baggage with sentry items is made,
it will be frozen.
"""
if not self._baggage or self._baggage.mutable:
self._baggage = Baggage.populate_from_transaction(self)
return self._baggage
def _set_initial_sampling_decision(self, sampling_context):
# type: (SamplingContext) -> None
"""
Sets the transaction's sampling decision, according to the following
precedence rules:
1. If a sampling decision is passed to `start_transaction`
(`start_transaction(name: "my transaction", sampled: True)`), that
decision will be used, regardless of anything else
2. If `traces_sampler` is defined, its decision will be used. It can
choose to keep or ignore any parent sampling decision, or use the
sampling context data to make its own decision or to choose a sample
rate for the transaction.
3. If `traces_sampler` is not defined, but there's a parent sampling
decision, the parent sampling decision will be used.
4. If `traces_sampler` is not defined and there's no parent sampling
decision, `traces_sample_rate` will be used.
"""
hub = self.hub or sentry_sdk.Hub.current
client = hub.client
options = (client and client.options) or {}
transaction_description = "{op}transaction <{name}>".format(
op=("<" + self.op + "> " if self.op else ""), name=self.name
)
# nothing to do if there's no client or if tracing is disabled
if not client or not has_tracing_enabled(options):
self.sampled = False
return
# if the user has forced a sampling decision by passing a `sampled`
# value when starting the transaction, go with that
if self.sampled is not None:
self.sample_rate = float(self.sampled)
return
# we would have bailed already if neither `traces_sampler` nor
# `traces_sample_rate` were defined, so one of these should work; prefer
# the hook if so
sample_rate = (
options["traces_sampler"](sampling_context)
if callable(options.get("traces_sampler"))
else (
# default inheritance behavior
sampling_context["parent_sampled"]
if sampling_context["parent_sampled"] is not None
else options["traces_sample_rate"]
)
)
# Since this is coming from the user (or from a function provided by the
# user), who knows what we might get. (The only valid values are
# booleans or numbers between 0 and 1.)
if not is_valid_sample_rate(sample_rate):
logger.warning(
"[Tracing] Discarding {transaction_description} because of invalid sample rate.".format(
transaction_description=transaction_description,
)
)
self.sampled = False
return
self.sample_rate = float(sample_rate)
# if the function returned 0 (or false), or if `traces_sample_rate` is
# 0, it's a sign the transaction should be dropped
if not sample_rate:
logger.debug(
"[Tracing] Discarding {transaction_description} because {reason}".format(
transaction_description=transaction_description,
reason=(
"traces_sampler returned 0 or False"
if callable(options.get("traces_sampler"))
else "traces_sample_rate is set to 0"
),
)
)
self.sampled = False
return
# Now we roll the dice. random.random is inclusive of 0, but not of 1,
# so strict < is safe here. In case sample_rate is a boolean, cast it
# to a float (True becomes 1.0 and False becomes 0.0)
self.sampled = random.random() < float(sample_rate)
if self.sampled:
logger.debug(
"[Tracing] Starting {transaction_description}".format(
transaction_description=transaction_description,
)
)
else:
logger.debug(
"[Tracing] Discarding {transaction_description} because it's not included in the random sample (sampling rate = {sample_rate})".format(
transaction_description=transaction_description,
sample_rate=float(sample_rate),
)
)
# Circular imports
from sentry_sdk.tracing_utils import (
Baggage,
EnvironHeaders,
compute_tracestate_entry,
extract_sentrytrace_data,
extract_tracestate_data,
has_tracestate_enabled,
has_tracing_enabled,
is_valid_sample_rate,
maybe_create_breadcrumbs_from_span,
has_custom_measurements_enabled,
)