btc-room101 / bitcoin-rnn

rnn/lstm to generate private keys from public keys of known high value

bitcoin-rnn

A impementation of training a LSTM network to associate public bitcoin addresses, with private keys.

[ Note, inversion and non-inversion are highly suggested also wif and non-wif data, see mk-prvadd-pair.py, for examples of generating training data. This public example is only for understanding concepts, true production requires huge training sets, and various alternate representations of bitcoin address abstraction.

Reference for theory of this concept to the following paper.

Input may optionally be inverted, shown to increase performance in many tasks in: "Learning to Execute" http://arxiv.org/abs/1410.4615 and "Sequence to Sequence Learning with Neural Networks" http://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf Theoretically it introduces shorter term dependencies between source and target.

gru-addr2priv.py - gru example of process ( gru is best ) priv2pub.py - generic rnn test case README.md mk-privaddr-pair.py - generate training data ( here privaddr-pair.txt ), note in actuality make this HUGE privaddr-pair.txt - example training data two column both WIF, first address, second private-key, in this case of 'training' to keep stuff simple WIF is used for both cases, in actuality raw 0-9 decimal should be considered, but in this 'toy' example I use WIF ( compressed hex ) to keep stuff simple

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Uses for data generated feeds for prime-decomposition, or deep gpu processing of ecdsa; Sage and many tools have additions for large-scale prime data such as SECPK256 ( NSA algo for bitcoin )

bitcoin-rnn's Issues

Add usage examples to file README.md

@btc-room101 I was interested in your repository, add some examples to use these scripts.

hi

hi
I have a very powerful PC (i7-8700k +2 1080ti sli) and unlimited electricity.I have a idea BTC,help me.
write you email

ImportError: cannot import name 'slice_X'

Ubuntu 18.04 | keras 2.2.4

~/bitcoin-rnn [master|✚ 1] 
03:32 $ python3 gru-addr2priv.py 
Using TensorFlow backend.
Traceback (most recent call last):
  File "gru-addr2priv.py", line 23, in <module>
    from keras.engine.training import slice_X
ImportError: cannot import name 'slice_X'

when i change the source of according to this https://stackoverflow.com/questions/42852495/where-did-keras-function-slice-x-go

https://pastebin.com/cLA5PAev

i end up with

~/bitcoin-rnn [master|✔] 
03:39 $ python3 gru-addr2priv.py 
Using TensorFlow backend.
Reading privaddr-pair.txt Lines 71

Generating data...
Traceback (most recent call last):
  File "gru-addr2priv.py", line 126, in <module>
    q = contents[i] # remove char > MAXLEN
IndexError: list index out of range

any suggestion how to fix this?