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pythondev
help
``` $ python2 Python 2.7.13 (default, Jul 28 2017, 10:11:31) [GCC 4.2.1 Compatible Apple LLVM 8.1.0 (clang-802.0.38)] on darwin Type "help", "copyright", "credits" or "license" for more information. >>> reversed([1,2,3]) <listreverseiterator object at 0x10795fa10> ```
2017-10-02T08:02:56.000083
Collette
pythondev_help_Collette_2017-10-02T08:02:56.000083
1,506,931,376.000083
95,303
pythondev
help
¯\_(ツ)_/¯
2017-10-02T08:03:23.000029
Collette
pythondev_help_Collette_2017-10-02T08:03:23.000029
1,506,931,403.000029
95,304
pythondev
help
since 2.4 ;( I know some still on 2.2 :joy:
2017-10-02T08:04:01.000145
Carri
pythondev_help_Carri_2017-10-02T08:04:01.000145
1,506,931,441.000145
95,305
pythondev
help
Oh, <@Patty> I made a mistake: `[::-11]` This is the corrected version: ``` $ python3.6 -m timeit -s 'l = [list(range(x, x+100)) for x in range(100**2,-1,-100)]' '[i for subl in l for i in subl[::-1]]' 1000 loops, best of 3: 365 usec per loop ```
2017-10-02T08:04:33.000208
Collette
pythondev_help_Collette_2017-10-02T08:04:33.000208
1,506,931,473.000208
95,306
pythondev
help
Even worse than `reversed`
2017-10-02T08:04:42.000248
Collette
pythondev_help_Collette_2017-10-02T08:04:42.000248
1,506,931,482.000248
95,307
pythondev
help
`[[9, 10, 11], [6, 7, 8], [3, 4, 5], [0, 1, 2]]` If all the sub lists were linked lists, then you wouldn't need to iterate over every sub list. because all you'd have to do is connect 8 to 9, 5 to 6, and so forth.
2017-10-02T08:05:13.000096
Winnie
pythondev_help_Winnie_2017-10-02T08:05:13.000096
1,506,931,513.000096
95,308
pythondev
help
<@Patty>
2017-10-02T08:05:48.000038
Winnie
pythondev_help_Winnie_2017-10-02T08:05:48.000038
1,506,931,548.000038
95,309
pythondev
help
<@Collette> hmm maybe that changed 2 to 3
2017-10-02T08:06:04.000219
Patty
pythondev_help_Patty_2017-10-02T08:06:04.000219
1,506,931,564.000219
95,310
pythondev
help
<@Winnie> how so? `10 -&gt; 11`, but you need `11 -&gt; 10` from your example output.
2017-10-02T08:06:17.000308
Collette
pythondev_help_Collette_2017-10-02T08:06:17.000308
1,506,931,577.000308
95,311
pythondev
help
@evan but they aren’t so it’s a moot point
2017-10-02T08:06:21.000021
Patty
pythondev_help_Patty_2017-10-02T08:06:21.000021
1,506,931,581.000021
95,312
pythondev
help
<@Patty> I know, but what I'm asking is, is there someway to make them so
2017-10-02T08:06:56.000115
Winnie
pythondev_help_Winnie_2017-10-02T08:06:56.000115
1,506,931,616.000115
95,313
pythondev
help
<@Winnie> not without changing how lists fundamentally work
2017-10-02T08:07:25.000380
Patty
pythondev_help_Patty_2017-10-02T08:07:25.000380
1,506,931,645.00038
95,314
pythondev
help
<@Joie> 2.4 hasn't been updated in almost 10 years, 2.2 in almost 15. It's not worth writing bckwards compatible code for these versions. Especially as you can normally simply upgrade to 2.7 without many (if any) code changes.
2017-10-02T08:07:27.000170
Vada
pythondev_help_Vada_2017-10-02T08:07:27.000170
1,506,931,647.00017
95,315
pythondev
help
<@Winnie> mind answering my question?
2017-10-02T08:07:40.000044
Collette
pythondev_help_Collette_2017-10-02T08:07:40.000044
1,506,931,660.000044
95,316
pythondev
help
<@Patty> but a deque is a double ended linked list right?
2017-10-02T08:08:09.000330
Winnie
pythondev_help_Winnie_2017-10-02T08:08:09.000330
1,506,931,689.00033
95,317
pythondev
help
<@Collette>
2017-10-02T08:08:29.000117
Winnie
pythondev_help_Winnie_2017-10-02T08:08:29.000117
1,506,931,709.000117
95,318
pythondev
help
Some are still on windows xp and RHEL 5. Does that mean we should always imply windows xp and RHEL 5 when talking about programming and such?
2017-10-02T08:08:54.000139
Collette
pythondev_help_Collette_2017-10-02T08:08:54.000139
1,506,931,734.000139
95,319
pythondev
help
RHEL 4, even.
2017-10-02T08:09:23.000328
Collette
pythondev_help_Collette_2017-10-02T08:09:23.000328
1,506,931,763.000328
95,320
pythondev
help
No, but there are consideration to make. If you're writing a library for other users, then you should consider the version boundaries you wish to support. If it's your own internal, then it's a non-issue
2017-10-02T08:09:41.000239
Carri
pythondev_help_Carri_2017-10-02T08:09:41.000239
1,506,931,781.000239
95,321
pythondev
help
python3.5+
2017-10-02T08:10:12.000256
Collette
pythondev_help_Collette_2017-10-02T08:10:12.000256
1,506,931,812.000256
95,322
pythondev
help
easy
2017-10-02T08:10:15.000449
Collette
pythondev_help_Collette_2017-10-02T08:10:15.000449
1,506,931,815.000449
95,323
pythondev
help
[a:[9, 10, 11]:b, c:[6, 7, 8]:d, e:[3, 4, 5]:f, g:[0, 1, 2]:h] b is the end of the list, a then points to c, d then points to e... you never need to access the inner elements, just the head and tail of each list
2017-10-02T08:10:44.000109
Winnie
pythondev_help_Winnie_2017-10-02T08:10:44.000109
1,506,931,844.000109
95,324
pythondev
help
<@Collette>
2017-10-02T08:11:27.000041
Winnie
pythondev_help_Winnie_2017-10-02T08:11:27.000041
1,506,931,887.000041
95,325
pythondev
help
Yep as <@Collette> says <@Carri> most people nowadays will only support 3+, 3.5+ especially with async features. A person writing a library should only have to consider what they personally need to support. It should the businesses/other peoples duties to fulfill the requirements of the software they ant to use, instead of forcing their requirements onto the provider
2017-10-02T08:12:45.000008
Vada
pythondev_help_Vada_2017-10-02T08:12:45.000008
1,506,931,965.000008
95,326
pythondev
help
especially in open source where it is free
2017-10-02T08:12:52.000014
Vada
pythondev_help_Vada_2017-10-02T08:12:52.000014
1,506,931,972.000014
95,327
pythondev
help
*when I say nowadays, I mean when starting a new library nowadays - not historical projects nowadays (although that looks to be starting to happen as well)
2017-10-02T08:13:38.000248
Vada
pythondev_help_Vada_2017-10-02T08:13:38.000248
1,506,932,018.000248
95,328
pythondev
help
<@Winnie> yes deque is linked lists under the hood in c land
2017-10-02T08:13:47.000051
Patty
pythondev_help_Patty_2017-10-02T08:13:47.000051
1,506,932,027.000051
95,329
pythondev
help
<@Patty> so I guess the real moot point is that it's n time anyway since you'd have to convert
2017-10-02T08:15:07.000204
Winnie
pythondev_help_Winnie_2017-10-02T08:15:07.000204
1,506,932,107.000204
95,330
pythondev
help
<@Winnie> to be honest, if you care about such things you almost certainly picked wrong language
2017-10-02T08:16:56.000214
Collette
pythondev_help_Collette_2017-10-02T08:16:56.000214
1,506,932,216.000214
95,331
pythondev
help
<@Meg> lists are just c arrays?
2017-10-02T08:17:14.000347
Winnie
pythondev_help_Winnie_2017-10-02T08:17:14.000347
1,506,932,234.000347
95,332
pythondev
help
I don’t think there is any reason not to try to squeeze time out of python, or to do exercises to show best practices in terms of timing
2017-10-02T08:18:07.000126
Patty
pythondev_help_Patty_2017-10-02T08:18:07.000126
1,506,932,287.000126
95,333
pythondev
help
yeah
2017-10-02T08:18:17.000234
Winnie
pythondev_help_Winnie_2017-10-02T08:18:17.000234
1,506,932,297.000234
95,334
pythondev
help
But I'm the only who actually tries to measure these times
2017-10-02T08:18:36.000049
Collette
pythondev_help_Collette_2017-10-02T08:18:36.000049
1,506,932,316.000049
95,335
pythondev
help
I did, too
2017-10-02T08:19:08.000209
Patty
pythondev_help_Patty_2017-10-02T08:19:08.000209
1,506,932,348.000209
95,336
pythondev
help
so have I :stuck_out_tongue:
2017-10-02T08:19:32.000329
Winnie
pythondev_help_Winnie_2017-10-02T08:19:32.000329
1,506,932,372.000329
95,337
pythondev
help
uh, slack threads
2017-10-02T08:19:36.000004
Collette
pythondev_help_Collette_2017-10-02T08:19:36.000004
1,506,932,376.000004
95,338
pythondev
help
&gt; if you care about such things you almost certainly picked wrong language I don't agree with this meme.
2017-10-02T08:19:47.000192
Suellen
pythondev_help_Suellen_2017-10-02T08:19:47.000192
1,506,932,387.000192
95,339
pythondev
help
<@Patty> do you really think your examples are correct? That lists of three elements are good inputs to measure performances of various algorithms?
2017-10-02T08:20:34.000239
Collette
pythondev_help_Collette_2017-10-02T08:20:34.000239
1,506,932,434.000239
95,340
pythondev
help
<@Patty>, <@Collette> got a q about using redis as a backend for celery. I have a ton of short lived tasks executing as part of a chord with a callback afterwards. Due to the way a chord works, each task needs to return a result, which is saved in the task key in redis. Over the weekend, got this error message in redis: `Can't save in background: fork: Cannot allocate memory`, with corresponding errors in the celery workers: ```ResponseError: Command # 1 (SET celery-task-meta-26aa6a83-2238-4f49-b3ec-555be58bfd91 {"status": "SUCCESS", "traceback": null, "result": "True", "children": []}) of pipeline caused error: MISCONF Redis is configured to save RDB snapshots, but is currently not able to persist on disk. Commands that may modify the data set are disabled. Please check Redis logs for details about the error.``` I'm running this on a AWS T2 small instance with 2GB RAM, and there's about 2.5M keys in the redis db. I could use a swap file, but is the best solution a larger instance with more ram?
2017-10-02T08:20:45.000207
Meg
pythondev_help_Meg_2017-10-02T08:20:45.000207
1,506,932,445.000207
95,341
pythondev
help
<@Collette> it was a quick answer while I was on the train
2017-10-02T08:21:01.000378
Patty
pythondev_help_Patty_2017-10-02T08:21:01.000378
1,506,932,461.000378
95,342
pythondev
help
<@Collette> ``` evan@mint ~ $ python3.6 -m timeit -s 'from collections import deque; l = [list(range(x, x+100)) for x in range(100**2,-1,-100)]; nl = deque()' 'for i in l: nl.extendleft(reversed(i))' 10000 loops, best of 3: 61.4 usec per loop ```
2017-10-02T08:21:13.000064
Winnie
pythondev_help_Winnie_2017-10-02T08:21:13.000064
1,506,932,473.000064
95,343
pythondev
help
<@Meg> my suggestion is always to use a real message broker, like rabbitmq
2017-10-02T08:21:21.000154
Collette
pythondev_help_Collette_2017-10-02T08:21:21.000154
1,506,932,481.000154
95,344
pythondev
help
I'm using rabbit as a broker
2017-10-02T08:21:32.000178
Meg
pythondev_help_Meg_2017-10-02T08:21:32.000178
1,506,932,492.000178
95,345
pythondev
help
and redis as the backend
2017-10-02T08:21:36.000069
Meg
pythondev_help_Meg_2017-10-02T08:21:36.000069
1,506,932,496.000069
95,346
pythondev
help
ah
2017-10-02T08:21:49.000040
Collette
pythondev_help_Collette_2017-10-02T08:21:49.000040
1,506,932,509.00004
95,347
pythondev
help
sry
2017-10-02T08:21:54.000011
Collette
pythondev_help_Collette_2017-10-02T08:21:54.000011
1,506,932,514.000011
95,348
pythondev
help
but apparently I'm overwhelming redis on the small instance I'm using
2017-10-02T08:22:06.000158
Meg
pythondev_help_Meg_2017-10-02T08:22:06.000158
1,506,932,526.000158
95,349
pythondev
help
and there are still a large number of tasks waiting in the queue, since the workers aren't pickiung up
2017-10-02T08:22:26.000051
Meg
pythondev_help_Meg_2017-10-02T08:22:26.000051
1,506,932,546.000051
95,350
pythondev
help
probably because of the redis issue
2017-10-02T08:22:36.000220
Meg
pythondev_help_Meg_2017-10-02T08:22:36.000220
1,506,932,556.00022
95,351
pythondev
help
&gt; MISCONF Redis is configured to save RDB snapshots, but is currently not able to persist on disk Disk IO is flying through the roof?
2017-10-02T08:23:21.000210
Collette
pythondev_help_Collette_2017-10-02T08:23:21.000210
1,506,932,601.00021
95,352
pythondev
help
Yep. Not surprising, since I have about 25 celery workers indexing web pages in solr
2017-10-02T08:24:12.000079
Meg
pythondev_help_Meg_2017-10-02T08:24:12.000079
1,506,932,652.000079
95,353
pythondev
help
and since they're running as a chord, the results need to be saved
2017-10-02T08:24:21.000266
Meg
pythondev_help_Meg_2017-10-02T08:24:21.000266
1,506,932,661.000266
95,354
pythondev
help
<@Winnie> your measurement is also incorrect. You should move `nl = deque()` to the body of the script from setup section
2017-10-02T08:24:39.000302
Collette
pythondev_help_Collette_2017-10-02T08:24:39.000302
1,506,932,679.000302
95,355
pythondev
help
25 workers? wow, that's huge
2017-10-02T08:24:50.000055
Collette
pythondev_help_Collette_2017-10-02T08:24:50.000055
1,506,932,690.000055
95,356
pythondev
help
each task runs for about a half second to retrieve a web page, extract text with beautifuloup and insert into solr
2017-10-02T08:24:56.000437
Meg
pythondev_help_Meg_2017-10-02T08:24:56.000437
1,506,932,696.000437
95,357
pythondev
help
<@Collette> why?
2017-10-02T08:24:58.000353
Winnie
pythondev_help_Winnie_2017-10-02T08:24:58.000353
1,506,932,698.000353
95,358
pythondev
help
and I have about 10M plus pages to index
2017-10-02T08:25:47.000144
Meg
pythondev_help_Meg_2017-10-02T08:25:47.000144
1,506,932,747.000144
95,359
pythondev
help
got about 15% of the way over the weekend before this cropped up
2017-10-02T08:26:05.000330
Meg
pythondev_help_Meg_2017-10-02T08:26:05.000330
1,506,932,765.00033
95,360
pythondev
help
<@Winnie> because you're re-using a single instance of deque, it's shared between timeit invocations. But the point of `setup` is only to prepare data and things that should not affect the script itself (like imports)
2017-10-02T08:26:26.000268
Collette
pythondev_help_Collette_2017-10-02T08:26:26.000268
1,506,932,786.000268
95,361
pythondev
help
<@Meg> on a single box?
2017-10-02T08:26:47.000146
Collette
pythondev_help_Collette_2017-10-02T08:26:47.000146
1,506,932,807.000146
95,362
pythondev
help
<@Meg> are you on AWS? Their IOPS isn't good :confused:
2017-10-02T08:27:05.000032
Suellen
pythondev_help_Suellen_2017-10-02T08:27:05.000032
1,506,932,825.000032
95,363
pythondev
help
nope, three C4.Large instances
2017-10-02T08:27:16.000329
Meg
pythondev_help_Meg_2017-10-02T08:27:16.000329
1,506,932,836.000329
95,364
pythondev
help
redis is running on a GP2 volume type, with 450/3000 IOPS
2017-10-02T08:28:04.000320
Meg
pythondev_help_Meg_2017-10-02T08:28:04.000320
1,506,932,884.00032
95,365
pythondev
help
<@Collette> oh you're saying that I'm actually extending onto the previous queues made?
2017-10-02T08:28:34.000365
Winnie
pythondev_help_Winnie_2017-10-02T08:28:34.000365
1,506,932,914.000365
95,366
pythondev
help
I'd simply disable RDB snapshots in that case
2017-10-02T08:28:37.000245
Collette
pythondev_help_Collette_2017-10-02T08:28:37.000245
1,506,932,917.000245
95,367
pythondev
help
<@Winnie> correct
2017-10-02T08:28:43.000259
Collette
pythondev_help_Collette_2017-10-02T08:28:43.000259
1,506,932,923.000259
95,368
pythondev
help
oh I wasn't aware. thanks
2017-10-02T08:29:43.000017
Winnie
pythondev_help_Winnie_2017-10-02T08:29:43.000017
1,506,932,983.000017
95,369
pythondev
help
thanks all. I gotta get back to watching my lecture :stuck_out_tongue:
2017-10-02T08:30:15.000321
Winnie
pythondev_help_Winnie_2017-10-02T08:30:15.000321
1,506,933,015.000321
95,370
pythondev
help
i have a date like this 2017-12-01 10:24:17.807000+00:00 and im trying to compare with time right now but get an error about +00:00
2017-10-02T10:40:11.000194
Georgetta
pythondev_help_Georgetta_2017-10-02T10:40:11.000194
1,506,940,811.000194
95,371
pythondev
help
date = 2017-12-01 10:24:17.807000+00:00 dt = datetime.datetime.strptime(date, "%Y-%m-%d %H:%M:%S.%f") if dt &gt; datetime.datetime.now(): ....
2017-10-02T10:40:57.000038
Georgetta
pythondev_help_Georgetta_2017-10-02T10:40:57.000038
1,506,940,857.000038
95,372
pythondev
help
i got this error : ValueError at / unconverted data remains: +00:00
2017-10-02T10:41:18.000107
Georgetta
pythondev_help_Georgetta_2017-10-02T10:41:18.000107
1,506,940,878.000107
95,373
pythondev
help
Your format string does not include anything that specifies what should be done with the timezone part of the string you're trying to parse
2017-10-02T10:47:50.000145
Antionette
pythondev_help_Antionette_2017-10-02T10:47:50.000145
1,506,941,270.000145
95,374
pythondev
help
If you know it will always be utc you can probably just add `+00:00 to the end of the format string, otherwise you will need to take care of it before calling striptime
2017-10-02T10:49:38.000533
Antionette
pythondev_help_Antionette_2017-10-02T10:49:38.000533
1,506,941,378.000533
95,375
pythondev
help
There's also the `%z` formatting option but off the top of my head I don't know if that applies to to both `+0000` and `+00:00` or only `+0000`
2017-10-02T10:51:09.000570
Antionette
pythondev_help_Antionette_2017-10-02T10:51:09.000570
1,506,941,469.00057
95,376
pythondev
help
Hi, I'm using `celery` and have one specific periodic tasks that is running very often. I want to keep all the logging as it is, but only suppress logs for only this one specific task. How can I achieve that?
2017-10-02T11:20:51.000462
Mirian
pythondev_help_Mirian_2017-10-02T11:20:51.000462
1,506,943,251.000462
95,377
pythondev
help
<https://stackoverflow.com/questions/23101018/selectively-log-requests-using-logging-module>
2017-10-02T11:25:44.000091
Meg
pythondev_help_Meg_2017-10-02T11:25:44.000091
1,506,943,544.000091
95,378
pythondev
help
<@Meg> :taco:
2017-10-02T11:38:47.000079
Mirian
pythondev_help_Mirian_2017-10-02T11:38:47.000079
1,506,944,327.000079
95,379
pythondev
help
I'm assuming most people here use something like SQL Alchemy opposed to writing raw SQL, is that correct?
2017-10-02T12:02:24.000289
Rosamaria
pythondev_help_Rosamaria_2017-10-02T12:02:24.000289
1,506,945,744.000289
95,380
pythondev
help
It varies. There is SQLAlchemy, someone just brought up Pony ORM but there was talk of python-mysql (name?) the other day. Others use Django. I would say ORM is probably more preferred, but that is just based on frequency of chatters.
2017-10-02T12:04:08.000571
Mallie
pythondev_help_Mallie_2017-10-02T12:04:08.000571
1,506,945,848.000571
95,381
pythondev
help
and use cases too
2017-10-02T12:04:59.000212
Meg
pythondev_help_Meg_2017-10-02T12:04:59.000212
1,506,945,899.000212
95,382
pythondev
help
sure, an ORM doesn't cover every possibility, because SQL is pretty complex at times
2017-10-02T12:05:26.000285
Meg
pythondev_help_Meg_2017-10-02T12:05:26.000285
1,506,945,926.000285
95,383
pythondev
help
and you should be familiar with the ORM library's downsides and use that to determine whether to use raw SQL or the library
2017-10-02T12:05:55.000511
Meg
pythondev_help_Meg_2017-10-02T12:05:55.000511
1,506,945,955.000511
95,384
pythondev
help
I've found that SQL alchemy ends up adding quite a lot of overhead
2017-10-02T12:08:41.000449
Marcelina
pythondev_help_Marcelina_2017-10-02T12:08:41.000449
1,506,946,121.000449
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That's personal hearsay though
2017-10-02T12:09:11.000069
Marcelina
pythondev_help_Marcelina_2017-10-02T12:09:11.000069
1,506,946,151.000069
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I prefer to use the native MySQL DB python library, even though it makes life harder sometimes
2017-10-02T12:10:00.000683
Marcelina
pythondev_help_Marcelina_2017-10-02T12:10:00.000683
1,506,946,200.000683
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But I'm open to change
2017-10-02T12:10:05.000493
Marcelina
pythondev_help_Marcelina_2017-10-02T12:10:05.000493
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how maintainable is that, though?
2017-10-02T12:10:28.000039
Meg
pythondev_help_Meg_2017-10-02T12:10:28.000039
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within a team and whatnot
2017-10-02T12:10:37.000238
Meg
pythondev_help_Meg_2017-10-02T12:10:37.000238
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I've found creating helper functions has been helpful with that
2017-10-02T12:13:25.000282
Marcelina
pythondev_help_Marcelina_2017-10-02T12:13:25.000282
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But you are right that it has the potential to cause security concerns with poor data sanitzation
2017-10-02T12:13:44.000762
Marcelina
pythondev_help_Marcelina_2017-10-02T12:13:44.000762
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I don't have the real data behind SQLAlchemy slow-downs, but if you profile, you'll see that each time you do a select for example, it has to take a general data structure in and output a string. Because it's so generic though, there seem to be a lot of extra calls
2017-10-02T12:15:08.000188
Marcelina
pythondev_help_Marcelina_2017-10-02T12:15:08.000188
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Sounds like a good weekend project :slightly_smiling_face:
2017-10-02T12:15:21.000081
Marcelina
pythondev_help_Marcelina_2017-10-02T12:15:21.000081
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Interesting ok, thanks for the input guys. One more question, not super Flask relevant but: Do you guys have a good resource / reference on best practices when writing a RESTful backend? To clarify, I'm wondering what most people do when * a required parameter was not sent - My decision so far has been to set the status code to `422`, but I don't know what the response JSON object should be... maybe `{}`? * the required parameter that was sent was not found in the DB - My decision so far has been to set the status code to `404`, as the ID was not found, BUT again I don't know what the response JSON object should be...
2017-10-02T12:17:40.000127
Rosamaria
pythondev_help_Rosamaria_2017-10-02T12:17:40.000127
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For RESTful back-end, love both Flask and Eve
2017-10-02T12:18:09.000430
Marcelina
pythondev_help_Marcelina_2017-10-02T12:18:09.000430
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Eve I've found forces you to be more precise with what you want
2017-10-02T12:18:24.000396
Marcelina
pythondev_help_Marcelina_2017-10-02T12:18:24.000396
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There's a whole schema declaration you're doing and it comes with a MongoDB back-end basically
2017-10-02T12:18:40.000478
Marcelina
pythondev_help_Marcelina_2017-10-02T12:18:40.000478
1,506,946,720.000478
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Flask I've found has more flexibility
2017-10-02T12:18:53.000400
Marcelina
pythondev_help_Marcelina_2017-10-02T12:18:53.000400
1,506,946,733.0004
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Oh, I guess I'm talking not specifically about libraries/frameworks, but literally what to do when those events occur
2017-10-02T12:19:04.000219
Rosamaria
pythondev_help_Rosamaria_2017-10-02T12:19:04.000219
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This presentation was from FOREVER ago
2017-10-02T12:20:10.000520
Marcelina
pythondev_help_Marcelina_2017-10-02T12:20:10.000520
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<https://www.slideshare.net/MikePearce/api-anti-patterns-4920731>
2017-10-02T12:20:11.000331
Marcelina
pythondev_help_Marcelina_2017-10-02T12:20:11.000331
1,506,946,811.000331
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