feast/sdk/python/feast/usage.py at master · astefano/feast · GitHub

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# Licensed under the Apache License, Version 2.0 (the "License");

# you may not use this file except in compliance with the License.

# You may obtain a copy of the License at

# https://www.apache.org/licenses/LICENSE-2.0

# Unless required by applicable law or agreed to in writing, software

# distributed under the License is distributed on an "AS IS" BASIS,

# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.

# See the License for the specific language governing permissions and

# limitations under the License.

import concurrent.futures

import contextlib

import contextvars

import dataclasses

import hashlib

import logging

import os

import platform

import sys

import typing

import uuid

from datetime import datetime

from functools import wraps

from os.path import expanduser, join

from pathlib import Path

import requests

from feast import flags_helper

from feast.constants import DEFAULT_FEAST_USAGE_VALUE, FEAST_USAGE

from feast.version import get_version

USAGE_ENDPOINT = "https://usage.feast.dev"

_logger = logging.getLogger(__name__)

_executor = concurrent.futures.ThreadPoolExecutor(max_workers=3)

_is_enabled = os.getenv(FEAST_USAGE, default=DEFAULT_FEAST_USAGE_VALUE) == "True"

_constant_attributes = {

"project_id": "",

"session_id": str(uuid.uuid4()),

"installation_id": None,

"version": get_version(),

"python_version": platform.python_version(),

"platform": platform.platform(),

"env_signature": hashlib.md5(

",".join(

sorted([k for k in os.environ.keys() if not k.startswith("FEAST")])

).encode()

).hexdigest(),

}

APPLICATION_NAME = "feast-dev/feast"

USER_AGENT = "{}/{}".format(APPLICATION_NAME, get_version())

def get_user_agent():

return USER_AGENT

def set_current_project_uuid(project_uuid: str):

_constant_attributes["project_id"] = project_uuid

@dataclasses.dataclass

class FnCall:

fn_name: str

id: str

start: datetime

end: typing.Optional[datetime] = None

parent_id: typing.Optional[str] = None

class Sampler:

def should_record(self) -> bool:

raise NotImplementedError

@property

def priority(self):

return 0

class AlwaysSampler(Sampler):

def should_record(self) -> bool:

return True

class RatioSampler(Sampler):

MAX_COUNTER = (1 << 32) - 1

def __init__(self, ratio):

assert 0 < ratio <= 1, "Ratio must be within (0, 1]"

self.ratio = ratio

self.total_counter = 0

self.sampled_counter = 0

def should_record(self) -> bool:

self.total_counter += 1

if self.total_counter == self.MAX_COUNTER:

self.total_counter = 1

self.sampled_counter = 1

decision = self.sampled_counter < self.ratio * self.total_counter

self.sampled_counter += int(decision)

return decision

@property

def priority(self):

return int(1 / self.ratio)

class UsageContext:

attributes: typing.Dict[str, typing.Any]

call_stack: typing.List[FnCall]

completed_calls: typing.List[FnCall]

exception: typing.Optional[Exception] = None

traceback: typing.Optional[typing.Tuple[str, int, str]] = None

sampler: Sampler = AlwaysSampler()

def __init__(self):

self.attributes = {}

self.call_stack = []

self.completed_calls = []

_context = contextvars.ContextVar("usage_context", default=UsageContext())

def _set_installation_id():

if os.getenv("FEAST_FORCE_USAGE_UUID"):

_constant_attributes["installation_id"] = os.getenv("FEAST_FORCE_USAGE_UUID")

_constant_attributes["installation_ts"] = datetime.utcnow().isoformat()

return

feast_home_dir = join(expanduser("~"), ".feast")

installation_timestamp = datetime.utcnow()

try:

Path(feast_home_dir).mkdir(exist_ok=True)

usage_filepath = join(feast_home_dir, "usage")

if os.path.exists(usage_filepath):

installation_timestamp = datetime.utcfromtimestamp(

os.path.getmtime(usage_filepath)

)

with open(usage_filepath, "r") as f:

installation_id = f.read()

else:

installation_id = str(uuid.uuid4())

with open(usage_filepath, "w") as f:

f.write(installation_id)

print(

"Feast is an open source project that collects "

"anonymized error reporting and usage statistics. To opt out or learn"

" more see https://docs.feast.dev/reference/usage"

)

except OSError as e:

_logger.debug(f"Unable to configure usage {e}")

installation_id = "undefined"

_constant_attributes["installation_id"] = installation_id

_constant_attributes["installation_ts"] = installation_timestamp.isoformat()

_set_installation_id()

def _export(event: typing.Dict[str, typing.Any]):

_executor.submit(requests.post, USAGE_ENDPOINT, json=event, timeout=2)

def _produce_event(ctx: UsageContext):

if ctx.sampler and not ctx.sampler.should_record():

return

# Cannot check for unittest because typeguard pulls in unittest

is_test = flags_helper.is_test() or bool({"pytest"} & sys.modules.keys())

event = {

"timestamp": datetime.utcnow().isoformat(),

"is_test": is_test,

"is_webserver": (

not is_test and bool({"uwsgi", "gunicorn", "fastapi"} & sys.modules.keys())

"calls": [

dict(

fn_name=c.fn_name,

id=c.id,

parent_id=c.parent_id,

start=c.start and c.start.isoformat(),

end=c.end and c.end.isoformat(),

)

for c in reversed(ctx.completed_calls)

"entrypoint": ctx.completed_calls[-1].fn_name,

"exception": repr(ctx.exception) if ctx.exception else None,

"traceback": ctx.traceback if ctx.exception else None,

**_constant_attributes,

}

event.update(ctx.attributes)

_export(event)

@contextlib.contextmanager

def tracing_span(name):

"""

Context manager for wrapping heavy parts of code in tracing span

"""

if _is_enabled:

ctx = _context.get()

if not ctx.call_stack:

raise RuntimeError("tracing_span must be called in usage context")

last_call = ctx.call_stack[-1]

fn_call = FnCall(

id=uuid.uuid4().hex,

parent_id=last_call.id,

fn_name=f"{last_call.fn_name}.{name}",

start=datetime.utcnow(),

)

try:

yield

finally:

if _is_enabled:

fn_call.end = datetime.utcnow()

ctx.completed_calls.append(fn_call)

def log_exceptions_and_usage(*args, **attrs):

"""

This function decorator enables three components:

1. Error tracking

2. Usage statistic collection

3. Time profiling

This data is being collected, anonymized and sent to Feast Developers.

All events from nested decorated functions are being grouped into single event

to build comprehensive context useful for profiling and error tracking.

Usage example (will result in one output event):

@log_exceptions_and_usage

def fn(...):

nested()

@log_exceptions_and_usage(attr='value')

def nested(...):

deeply_nested()

@log_exceptions_and_usage(attr2='value2', sample=RateSampler(rate=0.1))

def deeply_nested(...):

...

"""

sampler = attrs.pop("sampler", AlwaysSampler())

def clear_context(ctx):

_context.set(UsageContext()) # reset context to default values

# TODO: Figure out why without this, new contexts.get aren't reset

ctx.call_stack = []

ctx.completed_calls = []

ctx.attributes = {}

def decorator(func):

if not _is_enabled:

return func

@wraps(func)

def wrapper(*args, **kwargs):

ctx = _context.get()

ctx.call_stack.append(

FnCall(

id=uuid.uuid4().hex,

parent_id=ctx.call_stack[-1].id if ctx.call_stack else None,

fn_name=_fn_fullname(func),

start=datetime.utcnow(),

)

ctx.attributes.update(attrs)

try:

return func(*args, **kwargs)

except Exception:

if ctx.exception:

# exception was already recorded

raise

_, exc, traceback = sys.exc_info()

ctx.exception = exc

ctx.traceback = _trace_to_log(traceback)

if traceback:

raise exc.with_traceback(traceback)

raise exc

finally:

ctx.sampler = (

sampler if sampler.priority > ctx.sampler.priority else ctx.sampler

)

last_call = ctx.call_stack.pop(-1)

last_call.end = datetime.utcnow()

ctx.completed_calls.append(last_call)

if not ctx.call_stack or (

len(ctx.call_stack) == 1

and "feast.feature_store.FeatureStore.serve"

in str(ctx.call_stack[0].fn_name)

# When running `feast serve`, the serve method never exits so it gets

# stuck otherwise

_produce_event(ctx)

clear_context(ctx)

return wrapper

if args:

return decorator(args[0])

return decorator

def log_exceptions(*args, **attrs):

"""

Function decorator that track errors and send them to Feast Developers

"""

def decorator(func):

if not _is_enabled:

return func

@wraps(func)

def wrapper(*args, **kwargs):

if _context.get().call_stack:

# we're already inside usage context

# let it handle exception

return func(*args, **kwargs)

fn_call = FnCall(

id=uuid.uuid4().hex, fn_name=_fn_fullname(func), start=datetime.utcnow()

)

try:

return func(*args, **kwargs)

except Exception:

_, exc, traceback = sys.exc_info()

fn_call.end = datetime.utcnow()

ctx = UsageContext()

ctx.exception = exc

ctx.traceback = _trace_to_log(traceback)

ctx.attributes = attrs

ctx.completed_calls.append(fn_call)

_produce_event(ctx)

if traceback:

raise exc.with_traceback(traceback)

raise exc

return wrapper

if args:

return decorator(args[0])

return decorator

def set_usage_attribute(name, value):

"""

Extend current context with custom attribute

"""

ctx = _context.get()

ctx.attributes[name] = value

def _trim_filename(filename: str) -> str:

return filename.split("/")[-1]

def _fn_fullname(fn: typing.Callable):

return fn.__module__ + "." + fn.__qualname__

def _trace_to_log(traceback):

log = []

while traceback is not None:

log.append(

(

_trim_filename(traceback.tb_frame.f_code.co_filename),

traceback.tb_lineno,

traceback.tb_frame.f_code.co_name,

)

traceback = traceback.tb_next

return log

feast/sdk/python/feast/usage.py at master · astefano/feast · GitHub

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