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examples/trials/ga_squad/README.md
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# Automaticlly model architecture search for Reading Comprehension # Automaticlly Model Architecture Search for Reading Comprehensio
SQuAD is a competition holded by Stanford. Giving you queries and passages, you need to select answer from passage.
This example shows us how to use Genetic Algorithm to find good model architectures for Reading Comprehension task. This example shows us how to use Genetic Algorithm to find good model architectures for Reading Comprehension task.
## Search Space
Since attention and recurrent neural network (RNN) module have been proven effective in Reading Comprehension. Since attention and recurrent neural network (RNN) module have been proven effective in Reading Comprehension.
We conclude the search space as follow: We conclude the search space as follow:
1. IDENTITY (Effectively means keep training). 1. IDENTITY (Effectively means keep training).
...@@ -15,15 +13,14 @@ We conclude the search space as follow: ...@@ -15,15 +13,14 @@ We conclude the search space as follow:
6. ADD-SKIP (Identity between random layers). 6. ADD-SKIP (Identity between random layers).
7. REMOVE-SKIP (Removes random skip). 7. REMOVE-SKIP (Removes random skip).
![ga-squad-logo](./ga_squad.png) ![ga-squad-logo](./ga_squad.png)
## Ner version
Also we have another version which time cost is less and performance is better. We will release soon. Also we have another version which time cost is less and performance is better. We will release soon.
# How to run this example?
# Download data ## Use downloading script to download data
## Use downloading script
Execute the following command to download needed files Execute the following command to download needed files
using the downloading script: using the downloading script:
...@@ -49,7 +46,7 @@ wget http://nlp.stanford.edu/data/glove.840B.300d.zip ...@@ -49,7 +46,7 @@ wget http://nlp.stanford.edu/data/glove.840B.300d.zip
unzip glove.840B.300d.zip unzip glove.840B.300d.zip
``` ```
# How to submit this job # submit this job
``` ```
nnictl create --config ~/nni/examples/trials/ga_squad/config.yaml nnictl create --config ~/nni/examples/trials/ga_squad/config.yaml
``` ```
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