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lsbardel / python-stdnet

Object-data mapper and advanced query manager for non relational databases
http://lsbardel.github.com/python-stdnet/
BSD 3-Clause "New" or "Revised" License
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MemoryError on large transactions #64

Closed tw-bert closed 11 years ago

tw-bert commented 11 years ago

Hi Luca,

I did some testing with biggish transactions. When adding 25000 records, I get a MemoryError:

<type 'exceptions.MemoryError'>         <traceback object at 0x1153d1b28>'

(I can't get a traceback somehow, it's running from inside C code through pythons C api on unix and that might complicate things)

10000 records per transaction goes okay, so I split it up in chunks.

Is there a way to check how much memory I got left, or even better: use a streaming interface that streams to the backend and doesn't have a memory limitation?

Kind regards, tw

lsbardel commented 11 years ago

Don't create huge transactions, you will slow down your redis server.

From redis docs http://redis.io/topics/pipelining

while the client sends commands using pipelining, the server will be forced to queue the replies, using memory. So if you need to send many many commands with pipelining it's better to send this commands up to a given reasonable number, for instance 10k commands, read the replies, and send again other 10k commands and so forth. The speed will be nearly the same, but the additional memory used will be at max the amount needed to queue the replies for this 10k commands.

tw-bert commented 11 years ago

Hi Luca,

You are right ofcourse. In normal business logic, I would never use huge transactions. I am interested however in checking the size of my transaction (and checking available memory, and comparing) while doing it. How would you do it? I can dive into it myself, minor issue.

Kind regards, tw

lsbardel commented 11 years ago

That is a good question. I should put a signal/callback hook just before the transaction is sent to redis. I will do that so that smart clients can do something clever in terms of managing the transaction.

At the moment I tend to split big writes into sessions of predefined size (as number of model in the transaction). And the number of models to include in a transaction depends on the size of the model itself. In other words, it is application specific.

lsbardel commented 11 years ago

If you want to have a crack on that, you can start from where the transaction is committing to redis

https://github.com/lsbardel/python-stdnet/blob/dev/stdnet/backends/redisb/__init__.py

line 839

tw-bert commented 11 years ago

Hi Luca,

A signal or callback hook sounds like a practical idea. I might look into it, but I'm exploring other stuff in stdnet at the moment, so it may take a while. Right now I'm focussing on read and write performance, and will most probably have a question or two about that. Stdnet adds (naturally) quite some overhead compared to "raw" redis reads and writes. If I transfer a clob of 4MB to redis as a single key, it takes about 300ms to read and 300ms to write. Inside that clob are actually about 25000 parent and child records. Writing with stdnet as singular objects takes about 37 seconds (split into 6 transactions of about 10000 records), and reading (all) about 8 seconds. Completely different things ofcourse, but I'd like the performance to meet somewhere halfway, doing less in stdnet's backend and more in "raw" format. Would the json field help me here? Can I put all child records in one json field of the parent record? I mean ofcourse I can (JSONField.as_string to true - but there's no documentation on 'true', or my own bytearray in a non-symbol field), but can I still deserialize it to stdnet child objects on the client? In this specific scenario, the child records don't need to be serverside queryable at all, and they won't have any relationships except for the parent key.

Interested in your thoughts about this.

Kind regards, tw

lsbardel commented 11 years ago

That sounds like a huge overhead. 0.3 to 37 is off the scale. Can you profile your code? I can't help you much if I don't see your models and how you are saving them. A JSONField with as_string true is json serialisable object, and it can be used instead of a foreign key.

tw-bert commented 11 years ago

Hi Luca,

I profiled it, see below. You can ignore my 'decode' calls, they are not optimized yet (I get serialized encoded utf-8 data from a char* in a shared object, which the shared object transfers to a bytearray python object, which I have to decode). Because of company restrictions / proprietary issues, I can't submit the complete code here. Can I send it to the e-mail address mentioned in your profile?

Here's the (obfuscated) profile:

Start testMyDataToStdnet
Tables added: 1524. Fields added: 23825. Number of transactions: 6.
         32825530 function calls (32571729 primitive calls) in 55.531 seconds

   Ordered by: internal time

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Real   55.86
User   27.80
System 0.10
lsbardel commented 11 years ago

yes, you can send it to my email.

tw-bert commented 11 years ago

Great, I just sent it. I'll close this issue.