Libraries Needed
pip install json
pip install docopt
Execution
Run the following command to get know the options
python challenge.py --help | -h
Or run the following to use defaults settings:
python challenge.py (--input=filename | -i=filename)
default settings : > window=10 && Output= test.txt
Welcome to our Engineering Challenge repository 🖖
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Please fork this repo before you start working on the challenge, read it careful and take your time and think about the solution. Also, please fork this repository because we will evaluate the code on the fork.
This is an opportunity for us both to work together and get to know each other in a more technical way. If have some doubt please open and issue and we'll reach out to help.
Good luck!
At Unbabel we deal with a lot of translation data. One of the metrics we use for our clients' SLAs is the delivery time of a translation.
In the context of this problem, and to keep things simple, our translation flow is going to be modeled as only one event.
Example:
{
"timestamp": "2018-12-26 18:12:19.903159",
"translation_id": "5aa5b2f39f7254a75aa4",
"source_language": "en",
"target_language": "fr",
"client_name": "easyjet",
"event_name": "translation_delivered",
"duration": 20,
"nr_words": 100
}Your mission is to build a simple command line application that parses a stream of events and produces an aggregated output. In this case, we're interested in calculating, for every minute, a moving average of the translation delivery time for the last X minutes.
If we want to count, for each minute, the moving average delivery time of all translations for the past 10 minutes we would call your application like (feel free to name it anything you like!).
unbabel_cli --input_file events.json --window_size 10
The input file format would be something like:
{"timestamp": "2018-12-26 18:11:08.509654","translation_id": "5aa5b2f39f7254a75aa5","source_language": "en","target_language": "fr","client_name": "easyjet","event_name": "translation_delivered","nr_words": 30, "duration": 20}
{"timestamp": "2018-12-26 18:15:19.903159","translation_id": "5aa5b2f39f7254a75aa4","source_language": "en","target_language": "fr","client_name": "easyjet","event_name": "translation_delivered","nr_words": 30, "duration": 31}
{"timestamp": "2018-12-26 18:23:19.903159","translation_id": "5aa5b2f39f7254a75bb33","source_language": "en","target_language": "fr","client_name": "booking","event_name": "translation_delivered","nr_words": 100, "duration": 54}
The output file would be something in the following format.
{"date": "2018-12-26 18:11:00", "average_delivery_time": 0}
{"date": "2018-12-26 18:12:00", "average_delivery_time": 20}
{"date": "2018-12-26 18:13:00", "average_delivery_time": 20}
{"date": "2018-12-26 18:14:00", "average_delivery_time": 20}
{"date": "2018-12-26 18:15:00", "average_delivery_time": 20}
{"date": "2018-12-26 18:16:00", "average_delivery_time": 25.5}
{"date": "2018-12-26 18:17:00", "average_delivery_time": 25.5}
{"date": "2018-12-26 18:18:00", "average_delivery_time": 25.5}
{"date": "2018-12-26 18:19:00", "average_delivery_time": 25.5}
{"date": "2018-12-26 18:20:00", "average_delivery_time": 25.5}
{"date": "2018-12-26 18:21:00", "average_delivery_time": 25.5}
{"date": "2018-12-26 18:22:00", "average_delivery_time": 31}
{"date": "2018-12-26 18:23:00", "average_delivery_time": 31}
{"date": "2018-12-26 18:24:00", "average_delivery_time": 42.5}
Before jumping right into implementation we advise you to think about the solution first. We will evaluate, not only if your solution works but also the following aspects:
- Simple and easy to read code. Remember that simple is not easy
- Include a README.md that briefly describes how to build and run your code
- Be consistent in your code.
Feel free to, in your solution, include some your considerations while doing this challenge. We want you to solve this challenge in the language you feel most confortable with. Our machines run Python, Ruby, Scala, Java, Clojure, Elixir and Nodejs. If you are thinking of using any other programming language please reach out to us first 🙏.
Also if you have any problem please open an issue.
Good luck and may the force be with you
If you feeling creative feel free to consider any additional cases you might find interesting. Remember this is a bonus, focus on delivering the solution first.