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Relation-Network

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Tensorflow implementation of Relation Network (bAbI dataset)

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# A simple neural network module for relational reasoning

paper link: https://papers.nips.cc/paper/7082-a-simple-neural-network-module-for-relational-reasoning.pdf

## Tensorflow implementation of Relation Network on bAbI dataset

## Result

|         |               Accuracy              | Success / Fail |  
|:-------:|:------------------------------------|----------------|
|  Task 1 |                1                |        S       |               
|  Task 2 |                0.935               |        F       |              
|  Task 3 |                0.871                |        F       |              
|  Task 4 |                1                  |        S       |               
|  Task 5 |                0.995                |        S       |              
|  Task 6 |                1                |        S       |              
|  Task 7 |                0.998               |        S       |                 
|  Task 8 |                0.999               |        S       |                
|  Task 9 |                1                |        S       |                
| Task 10 |                1               |        S       |               
| Task 11 |                0.996                |        S       |                
| Task 12 |                1                |        S       |                
| Task 13 |                  1              |        S       |                
| Task 14 |                1                |        S       |                
| Task 15 |                  1              |        S       |               
| Task 16 |                0.497               |        F       |                
| Task 17 |                0.991            |        S       |               
| Task 18 |                0.994               |        S       |                 
| Task 19 |                0.979           |        S       |                
| Task 20 |                  1                  |        S       |

total: **17**/20

### Prerequisites

* Python 3.5+ 
* Tensorflow-gpu 1.1+
* Numpy 
* argparse 
* itertools 
* os 
* pickle 
* re 
* sys 
* datetime 
* time

### Usage

1. **Load data**

```
$ python preprocessing.py --path 'path-where-tasks_1-20_v1-2-located'
```

2. **Run model**

```
$ python train.py
```

Relation-Network

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