Datadog Take Home Assignment

README.md

Datadog Take-Home Assignment

https://docs.google.com/document/d/1NtnYypfuhRIllsh99Aq1inbLBytVIDvhmiWbKwGy7ug/edit

Sample Run Instructions

For simplicity, a Makefile has been provided to execute any relevant tests.

Run log monitor using the following command to read data from standard input:

    make

Run log monitor using the following command to read data from a specific file:

    make input_file=<file_name>

Run unit tests:

    make test

Further Improvements

1. An area that could use further improvement is creating a more dynamic Request struct. In the case that the log format changes, we could read the relevant fields more dynamically and detect relevant columns based on the header row. Currently, we discard the header row and assume the position of the timestamp and other features based on the sample log file.

The log file format changing would be a breaking change at the moment because we make assumptions of the data that appears and the particular ordering.

2. The various classes created would be hosted in their own files and import from each other where relevant.

For simplicity of this project, they are all listed in the same file so that they are easier to consume. For any project beyond the scope of this (and likely in a professional environment), it's more that the project grows in size and complexity where this approach would not sustain.

3. The instructions indicated that high traffic alerts should trigger for 10 requests/second on average being exceeded for 120 seconds. The reverse when it falls below that value during the same threshold time period but is unclear if it needs to be a sustained "recovery" period. As is seen traditionally in alerting, typically a full cooldown period is required to resolve an alert but to strictly follow the specification, the implementation was left to trigger a resolution when the running average for the previous 120 seconds falls below the alert threshold average at any point in time.

This can cause the alert to fire and resolve rapidly in succession.

4. For the case where not enough time has elapsed for an alert, the average is taken over the amount of time that has passed on a per-second average in this solution.

That being said, in production environments, it's more likely to see an alert not take effect until an appropriate sampling period has elapsed. Till then, an alert cannot fire.

The solution sits at calculating a per-second average as it stands when the window hasn't reached the expected size but it's simple to pivot to either solution.

5. If requests appear out-of-order after a 10-second window of stats has been computed, we disregard those requests since it doesn't make sense to backtrack and reprint statistics rendering the old ones moot. That being said, these requests are highly critical to computing alerting thresholds so we do evaluate them nonetheless so we might see alerts re-trigger retroactively.

i.e. at time T, an alert fires. At time T+1, an alert resolves but the next request shows up late for time T again. Since the window is sliding to evaluate the alert, the running average is always changing. As a result, time T can fire an alert again.

This only occurs because of the assumption made in point #3 above.

6. To extend this to work with more alerts, I would allow the AlertMonitor to be passed in a state rather than just the time. It would also need to read in a config of alerts of which it can compute each alert as a type, look at the relevant stat, its corresponding threshold and fire the right alerts accordingly.

7. Currently, there is no robust error handling based on the input data and the log monitor can be made more resilient by dealing with error data cases.

Time Spent

Total time spent: 4 hours 30 minutes

fixtures.py

from main import (
    Request,
    RequestStatsCollector,
    AlertMonitor,
    RequestProcessor,
    ALERT_WINDOW
)


def request_list():
    return ['10.0.0.4"',
            '"-"',
            '"apache"',
            '1549573860',
            '"GET /api/user HTTP/1.0"',
            '200',
            '1234']


def request():
    return Request(request_list(), 1)


def request_stats_collector():
    rsc = RequestStatsCollector(1)
    req = request()
    rsc.process(req, 1)
    return rsc


def alert_monitor(time=1, num_reqs_range=1, num_reqs_per_sec=1):
    am = AlertMonitor(1)
    num_reqs_range = ALERT_WINDOW if num_reqs_range > ALERT_WINDOW else num_reqs_range
    am.traffic_tracker = [num_reqs_per_sec] * num_reqs_range
    am.traffic_tracker = am.traffic_tracker + [0] * (ALERT_WINDOW-num_reqs_range)
    am.traffic_window_start = time
    am.traffic_window_count = num_reqs_range * num_reqs_per_sec
    return am


def request_processor():
    rp = RequestProcessor()
    return rp

main.py

import sys

# Amount of time over which we are monitoring for alerts
# 2 minutes -> 120 seconds
ALERT_WINDOW = 120

# Number of average requests per second that is considered high
HIGH_TRAFFIC_ALERT = 10

# Interval window we are monitoring statistics over for the log
LOGGING_STAT_INTERVAL = 10


ALERT_MSG = ("High traffic generated an alert - hits = {value},"
             " triggered at {time}\n")
RESOLVE_MSG = "High traffic alert has resolved at {time}\n"

STATS_INTERVAL_MSG = "Stats between {start} - {end}"
SECTION_INTERVAL_MSG = "Section {section}, hits={hits}"
HTTP_INTERVAL_MSG = "HTTP {http_method}, hits={hits}"
STATUS_INTERVAL_MSG = "{status_code} Response, hits={hits}"


class Request:
    def __init__(self, req, i):
        self.time = int(req[3])
        self.request = req[4]
        self.status = req[5]

        self.line_no = i

        req_params = self.request.split()
        self.request_type = req_params[0][1:]
        self.request_uri = req_params[1]

    def get_section_name(self):
        return "/".join(self.request_uri.split("/")[:2])


class RequestStatsCollector:
    def __init__(self, time):
        self.section_stats = {}
        self.http_methods = {}
        self.status_codes = {}
        self.start_window = time

    def display_stats(self):
        print(STATS_INTERVAL_MSG.format(start=self.start_window,
                                        end=self.start_window + LOGGING_STAT_INTERVAL))
        for section in self.section_stats:
            print(SECTION_INTERVAL_MSG.format(section=section,
                                              hits=self.section_stats[section]))
        for http_method in self.http_methods:
            print(HTTP_INTERVAL_MSG.format(http_method=http_method,
                                           hits=self.http_methods[http_method]))
        for status_code in self.status_codes:
            print(STATUS_INTERVAL_MSG.format(status_code=status_code,
                                             hits=self.status_codes[status_code]))
        # Trailing new line for readability
        print()

    def reset(self, time):
        self.section_stats = {}
        self.http_methods = {}
        self.status_codes = {}
        self.start_window = time

    def process(self, req, time):
        # We ignore requests arriving out of our window
        # for the purpose of statistics for the last 10 seconds
        #
        # This is a known deficiency that we ignore log messages
        # that appear from a second before the window because it
        # doesn't make sense to reprint those stats
        if time < self.start_window:
            return

        # Print stats if we have passed the appropriate interval
        if time >= self.start_window + LOGGING_STAT_INTERVAL:
            self.display_stats()
            self.reset(time)

        # Compute stats about the request
        # Hits on each section during the interval
        section_name = req.get_section_name()
        if section_name in self.section_stats:
            self.section_stats[section_name] = self.section_stats[section_name] + 1
        else:
            self.section_stats[section_name] = 1

        # Hits on each type of HTTP method during the interval
        if req.request_type in self.http_methods:
            self.http_methods[req.request_type] = self.http_methods[req.request_type] + 1
        else:
            self.http_methods[req.request_type] = 1

        # Hits on each status code during the interval
        if req.status in self.status_codes:
            self.status_codes[req.status] = self.status_codes[req.status] + 1
        else:
            self.status_codes[req.status] = 1


class AlertMonitor:
    def __init__(self, time):
        # We begin our monitoring one second earlier because we accept a logs
        # being written to the log file +/- 1 second so something a second
        # earlier than the previous message might appear
        time = time - 1

        self.start_time = time

        self.is_alerting = False

        self.traffic_tracker = [0] * ALERT_WINDOW
        self.traffic_window_start = time
        self.traffic_window_count = 0

    def find_average_request_count(self, time):
        return self.traffic_window_count / ALERT_WINDOW

    def check_threshold(self, time):
        # If our data window isn't as large as the alert monitoring window,
        # we don't check the threshold yet.
        if self.start_time + ALERT_WINDOW > time:
            return

        cur_val = self.find_average_request_count(time)

        # Naive alerting and resolving based on the threshold at the current
        # point in time
        if cur_val >= HIGH_TRAFFIC_ALERT:
            self.alert(time, cur_val)
        else:
            self.resolve(time)

    def alert(self, time, value):
        if self.is_alerting:
            return

        self.is_alerting = True
        print(ALERT_MSG.format(value=value, time=time))

    def resolve(self, time):
        if not self.is_alerting:
            return

        self.is_alerting = False
        print(RESOLVE_MSG.format(time=time))

    def process(self, req):
        if (self.traffic_window_start + ALERT_WINDOW > req.time and
                self.traffic_window_start <= req.time):
            i = req.time - self.traffic_window_start
            self.traffic_tracker[i] = self.traffic_tracker[i] + 1
            self.traffic_window_count = self.traffic_window_count + 1
        elif self.traffic_window_start + (ALERT_WINDOW * 2) < req.time:
            # We have jumped over a time period greater than the alert window itself
            self.is_alerting = False
            self.traffic_tracker = [0] * ALERT_WINDOW
            self.traffic_tracker[1] = 1
            self.traffic_window_start = req.time - 1
            self.traffic_window_count = 1
        elif self.traffic_window_start > req.time:
            # We are getting messages appearing outside the alert window.
            # We disregard those messages if so especially if
            # they precede the window
            return
        else:
            # Handle requests outside our window range
            for i in range(req.time -
                           (self.traffic_window_start + ALERT_WINDOW - 1)):
                # No requests have appeared for some part of the window
                # but we have to initialize those counts
                self.traffic_tracker.append(0)
                old_val = self.traffic_tracker.pop(0)
                self.traffic_window_count = self.traffic_window_count - old_val
                self.traffic_window_start = self.traffic_window_start + 1

            # and then we add the one request that finally appears
            self.traffic_tracker.append(1)
            old_val = self.traffic_tracker.pop(0)
            self.traffic_window_count = self.traffic_window_count - old_val + 1
            self.traffic_window_start = self.traffic_window_start + 1

        self.check_threshold(req.time)


class RequestProcessor:
    def __init__(self):
        self.is_first_request = True

    def bootstrap(self, time):
        self.request_stats = RequestStatsCollector(time)
        self.alert_monitor = AlertMonitor(time)

    def in_alert_window(self, req):
        return self.alert_monitor.traffic_window_start <= req.time

    def process(self, req, i):
        request = Request(req, i)

        # We use data from the first request to initialize
        # the rest of the system
        if self.is_first_request:
            self.bootstrap(request.time)
            self.is_first_request = False

        if self.in_alert_window(request):
            self.request_stats.process(request, request.time)
            self.alert_monitor.process(request)


if __name__ == '__main__':
    file_name = sys.argv[1] if len(sys.argv) > 1 else None
    inp_stream = None

    # We always read from a file if one is specified
    # otherwise stdin
    if file_name is None:
        inp_stream = sys.stdin
    else:
        inp_stream = open(file_name, 'r')

    rp = RequestProcessor()

    has_read_headers = False
    i = 0
    for log_line in inp_stream:
        i = i + 1
        if not has_read_headers:
            has_read_headers = True
            continue

        log = log_line.replace('\n', '').split(',')
        rp.process(log, i)

    print("DONE")

main_test.py

import unittest

import fixtures
from main import (
    Request,
    RequestStatsCollector,
    AlertMonitor,
    RequestProcessor,
)


class TestRequest(unittest.TestCase):

    def test_request_init(self):
        request = fixtures.request_list()
        req = Request(request, 1)
        self.assertEqual(req.time, 1549573860)
        self.assertEqual(req.request, '"GET /api/user HTTP/1.0"')
        self.assertEqual(req.status, '200')
        self.assertEqual(req.line_no, 1)
        self.assertEqual(req.request_type, 'GET')
        self.assertEqual(req.request_uri, '/api/user')

    def test_request_get_section_name(self):
        request = fixtures.request_list()
        req = Request(request, 1)
        self.assertEqual(req.get_section_name(), '/api')


class TestRequestStatsCollector(unittest.TestCase):

    def test_request_stats_collector_init(self):
        rsc = RequestStatsCollector(1)
        self.assertEqual(len(rsc.section_stats), 0)
        self.assertEqual(len(rsc.http_methods), 0)
        self.assertEqual(len(rsc.status_codes), 0)
        self.assertEqual(rsc.start_window, 1)

    def test_request_stats_collector_reset(self):
        rsc = fixtures.request_stats_collector()
        # Verifying pre-conditions
        self.assertEqual(len(rsc.section_stats), 1)
        self.assertEqual(len(rsc.http_methods), 1)
        self.assertEqual(len(rsc.status_codes), 1)
        self.assertEqual(rsc.start_window, 1)

        rsc.reset(2)
        # Verifying post-conditions
        self.assertEqual(len(rsc.section_stats), 0)
        self.assertEqual(len(rsc.http_methods), 0)
        self.assertEqual(len(rsc.status_codes), 0)
        self.assertEqual(rsc.start_window, 2)

    def test_request_stats_collector_process(self):
        pass


class TestAlertMonitor(unittest.TestCase):

    def test_alert_monitor_init(self):
        am = AlertMonitor(1)
        self.assertEqual(am.start_time, 0)
        self.assertFalse(am.is_alerting)
        self.assertEqual(len(am.traffic_tracker), 120)
        self.assertEqual(am.traffic_window_start, 0)
        self.assertEqual(am.traffic_window_count, 0)

    def test_alert_monitor_find_average_request_count_small_window(self):
        am = fixtures.alert_monitor()
        res = am.find_average_request_count(1)
        self.assertEqual(res, 1/120)

    def test_alert_monitor_find_average_request_count_large_window(self):
        am = fixtures.alert_monitor(1549573860, 150, 10)
        res = am.find_average_request_count(1549574009)
        self.assertEqual(res, 10)

        am = fixtures.alert_monitor(1549573860, 120, 15)
        res = am.find_average_request_count(1549574009)
        self.assertEqual(res, 15)

    def test_alert_monitor_check_threshold(self):
        am = fixtures.alert_monitor(1549573860, 150, 10)
        am.check_threshold(1549574009)
        self.assertTrue(am.is_alerting)

        am = fixtures.alert_monitor(1549573860, 120, 9)
        am.check_threshold(1549574009)
        self.assertFalse(am.is_alerting)
        
        am = fixtures.alert_monitor(1549573860, 1, 120)
        am.check_threshold(1549574009)
        self.assertFalse(am.is_alerting)

    def test_alert_monitor_alert(self):
        am = fixtures.alert_monitor(1549573860, 150, 10)
        am.alert(1549574009, 10)
        self.assertTrue(am.is_alerting)

        am.alert(1549574009, 11)
        self.assertTrue(am.is_alerting)

    def test_alert_monitor_resolve(self):
        am = fixtures.alert_monitor(1549573860, 150, 10)
        am.resolve(1549574009)
        self.assertFalse(am.is_alerting)

        am.resolve(1549574009)
        self.assertFalse(am.is_alerting)

    def test_alert_monitor_process(self):
        am = fixtures.alert_monitor(1549573860, 120, 10)
        # Adding an incremental request within the window
        am.process(fixtures.request())
        self.assertEqual(am.traffic_window_start, 1549573860)
        self.assertEqual(am.traffic_window_count, 1201)

        req = fixtures.request()
        # A request to shift the alert window significantly but
        # not completely
        req.time = 1549574040
        am.process(req)
        self.assertEqual(am.traffic_window_start, 1549573922)
        self.assertEqual(am.traffic_window_count, 581)

        req = fixtures.request()
        # A request well after our alert window that we expect to have
        # emptier data
        req.time = 1549574608
        am.process(req)
        self.assertEqual(am.traffic_window_start, 1549574607)
        self.assertEqual(am.traffic_window_count, 1)
        
        req = fixtures.request()
        # A request well before our alert window that we expect to ignore
        req.time = 1549173860
        am.process(req)
        self.assertEqual(am.traffic_window_start, 1549574607)
        self.assertEqual(am.traffic_window_count, 1)


class TestRequestProcessor(unittest.TestCase):
    def test_request_processor_init(self):
        rp = RequestProcessor()
        self.assertTrue(rp.is_first_request)

    def test_request_processor_bootstrap(self):
        rp = RequestProcessor()

        rp.bootstrap(1549573860)
        self.assertIsNotNone(rp.request_stats)
        self.assertIsNotNone(rp.alert_monitor)

    def test_request_processor_process(self):
        rp = fixtures.request_processor()
        req = fixtures.request_list()
        self.assertTrue(rp.is_first_request)

        rp.process(req, 2)
        self.assertFalse(rp.is_first_request)


if __name__ == '__main__':
    unittest.main()

Makefile

run:
	python3 main.py $(input_file)
test:
	python3 main_test.py -v -b
format:
	/Users/harrisrasheed/Library/Python/2.7/lib/python/site-packages/pycodestyle.py *.py --max-line-length=100

sample_csv.txt

"remotehost","rfc931","authuser","date","request","status","bytes"
"10.0.0.2","-","apache",1549573860,"GET /api/user HTTP/1.0",200,1234
"10.0.0.4","-","apache",1549573860,"GET /api/user HTTP/1.0",200,1234
"10.0.0.4","-","apache",1549573860,"GET /api/user HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573860,"GET /api/help HTTP/1.0",200,1234
"10.0.0.5","-","apache",1549573860,"GET /api/help HTTP/1.0",200,1234
"10.0.0.4","-","apache",1549573859,"GET /api/help HTTP/1.0",200,1234
"10.0.0.5","-","apache",1549573860,"POST /report HTTP/1.0",500,1307
"10.0.0.3","-","apache",1549573860,"POST /report HTTP/1.0",200,1234
"10.0.0.3","-","apache",1549573860,"GET /report HTTP/1.0",200,1194
"10.0.0.4","-","apache",1549573861,"GET /api/user HTTP/1.0",200,1136
"10.0.0.5","-","apache",1549573861,"GET /api/user HTTP/1.0",200,1194
"10.0.0.1","-","apache",1549573861,"GET /api/user HTTP/1.0",200,1261
"10.0.0.3","-","apache",1549573860,"GET /api/help HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573861,"GET /api/help HTTP/1.0",200,1194
"10.0.0.5","-","apache",1549573860,"GET /api/help HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573861,"GET /report HTTP/1.0",200,1136
"10.0.0.5","-","apache",1549573861,"POST /report HTTP/1.0",200,1136
"10.0.0.5","-","apache",1549573862,"GET /report HTTP/1.0",200,1261
"10.0.0.2","-","apache",1549573863,"POST /api/user HTTP/1.0",404,1307
"10.0.0.2","-","apache",1549573862,"GET /api/user HTTP/1.0",200,1234
"10.0.0.4","-","apache",1549573861,"GET /api/user HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573862,"GET /api/help HTTP/1.0",500,1136
"10.0.0.4","-","apache",1549573862,"POST /api/help HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573862,"GET /api/help HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573862,"GET /report HTTP/1.0",500,1194
"10.0.0.2","-","apache",1549573862,"GET /report HTTP/1.0",200,1307
"10.0.0.2","-","apache",1549573863,"GET /report HTTP/1.0",200,1194
"10.0.0.1","-","apache",1549573863,"GET /api/user HTTP/1.0",404,1234
"10.0.0.5","-","apache",1549573863,"GET /api/user HTTP/1.0",200,1307
"10.0.0.2","-","apache",1549573863,"GET /api/user HTTP/1.0",200,1307
"10.0.0.1","-","apache",1549573863,"GET /api/help HTTP/1.0",200,1136
"10.0.0.4","-","apache",1549573864,"POST /api/help HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573863,"GET /api/help HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573864,"POST /report HTTP/1.0",200,1307
"10.0.0.1","-","apache",1549573863,"POST /report HTTP/1.0",404,1307
"10.0.0.2","-","apache",1549573863,"POST /report HTTP/1.0",200,1194
"10.0.0.5","-","apache",1549573864,"POST /api/user HTTP/1.0",200,1261
"10.0.0.5","-","apache",1549573864,"POST /api/user HTTP/1.0",200,1307
"10.0.0.5","-","apache",1549573864,"GET /api/user HTTP/1.0",200,1234
"10.0.0.3","-","apache",1549573865,"GET /api/help HTTP/1.0",404,1234
"10.0.0.1","-","apache",1549573865,"POST /api/help HTTP/1.0",200,1234
"10.0.0.5","-","apache",1549573864,"GET /api/help HTTP/1.0",404,1136
"10.0.0.5","-","apache",1549573863,"POST /report HTTP/1.0",200,1307
"10.0.0.4","-","apache",1549573865,"GET /report HTTP/1.0",200,1261
"10.0.0.5","-","apache",1549573865,"GET /report HTTP/1.0",200,1194
"10.0.0.1","-","apache",1549573865,"GET /api/user HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573864,"GET /api/user HTTP/1.0",500,1136
"10.0.0.3","-","apache",1549573865,"GET /api/user HTTP/1.0",404,1234
"10.0.0.1","-","apache",1549573865,"POST /api/help HTTP/1.0",200,1234
"10.0.0.5","-","apache",1549573864,"POST /api/help HTTP/1.0",200,1307
"10.0.0.1","-","apache",1549573865,"GET /api/help HTTP/1.0",200,1307
"10.0.0.4","-","apache",1549573865,"GET /report HTTP/1.0",200,1307
"10.0.0.2","-","apache",1549573865,"GET /report HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573866,"GET /report HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573866,"GET /api/user HTTP/1.0",200,1261
"10.0.0.2","-","apache",1549573865,"GET /api/user HTTP/1.0",200,1194
"10.0.0.5","-","apache",1549573867,"POST /api/user HTTP/1.0",200,1261
"10.0.0.1","-","apache",1549573866,"GET /api/help HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573867,"GET /api/help HTTP/1.0",200,1234
"10.0.0.5","-","apache",1549573865,"GET /api/help HTTP/1.0",200,1234
"10.0.0.3","-","apache",1549573866,"GET /report HTTP/1.0",200,1234
"10.0.0.3","-","apache",1549573866,"POST /report HTTP/1.0",200,1261
"10.0.0.5","-","apache",1549573866,"GET /report HTTP/1.0",404,1234
"10.0.0.3","-","apache",1549573867,"GET /api/user HTTP/1.0",200,1136
"10.0.0.5","-","apache",1549573867,"POST /api/user HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573868,"GET /api/user HTTP/1.0",200,1234
"10.0.0.4","-","apache",1549573867,"GET /api/help HTTP/1.0",200,1234
"10.0.0.5","-","apache",1549573867,"GET /api/help HTTP/1.0",200,1234
"10.0.0.2","-","apache",1549573868,"GET /api/help HTTP/1.0",200,1136
"10.0.0.1","-","apache",1549573868,"GET /report HTTP/1.0",200,1234
"10.0.0.1","-","apache",1549573867,"GET /report HTTP/1.0",200,1307
"10.0.0.3","-","apache",1549573867,"GET /report HTTP/1.0",200,1234
"10.0.0.4","-","apache",1549573868,"GET /api/user HTTP/1.0",200,1234
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